From d1dd816f51574cf229203494deb159a5887a1357 Mon Sep 17 00:00:00 2001
From: Bekk Blando <bekkblando@gmail.com>
Date: Wed, 17 Jun 2015 18:11:20 -0400
Subject: [PATCH 1/7] Working on it

---
 Starting Point.ipynb | 162 ++++++++++++++++++++++++++++---------------
 activity_codes.pdf   | Bin 0 -> 56849 bytes
 atususersguide.pdf   | Bin 0 -> 1631761 bytes
 3 files changed, 106 insertions(+), 56 deletions(-)
 create mode 100644 activity_codes.pdf
 create mode 100644 atususersguide.pdf

diff --git a/Starting Point.ipynb b/Starting Point.ipynb
index 2e6fffc..331e82d 100644
--- a/Starting Point.ipynb	
+++ b/Starting Point.ipynb	
@@ -2,7 +2,7 @@
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@@ -14,7 +14,7 @@
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@@ -101,7 +101,7 @@
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@@ -109,7 +109,7 @@
     {
      "data": {
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-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
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@@ -288,7 +288,7 @@
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     {
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@@ -439,7 +439,7 @@
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@@ -452,7 +452,7 @@
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@@ -622,7 +622,7 @@
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@@ -647,7 +647,7 @@
        "['t010101', 't010102']"
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+     "execution_count": 19,
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@@ -686,7 +686,7 @@
      "name": "stderr",
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-      "/Users/clinton/src/github.com/tiyd-python-2015-05/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n",
+      "/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n",
       "A value is trying to be set on a copy of a slice from a DataFrame.\n",
       "Try using .loc[row_indexer,col_indexer] = value instead\n",
       "\n",
@@ -699,7 +699,7 @@
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@@ -719,7 +719,7 @@
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+      "/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n",
       "A value is trying to be set on a copy of a slice from a DataFrame.\n",
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@@ -743,7 +743,7 @@
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@@ -910,7 +910,7 @@
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@@ -1329,7 +1329,7 @@
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        "4  20130101130004             5       0"
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@@ -1417,7 +1417,7 @@
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@@ -1433,7 +1433,7 @@
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@@ -1444,7 +1444,7 @@
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+   "execution_count": 33,
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@@ -1516,7 +1516,7 @@
        "Name: TELFS, dtype: object"
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+     "execution_count": 33,
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@@ -1525,6 +1525,56 @@
     "summary.TELFS.map(telfs)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "working = summary[[\"t120303\",\"t120308\",\"t120101\",\"t120301\"]]\n",
+    "working.columns = [\"Watching TV\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "\"['tt120303'] not in index\"",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-45-65632c39ed08>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mworking\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0maverage_minutes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msummary\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m't120303'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-16-4c42de46ea42>\u001b[0m in \u001b[0;36maverage_minutes\u001b[0;34m(data, activity_code)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0maverage_minutes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mactivity_code\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mactivity_col\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"t{}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mactivity_code\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TUFINLWGT'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mactivity_col\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m\"TUFINLWGT\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"weight\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mactivity_col\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"minutes\"\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'weighted_minutes'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mminutes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1789\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1790\u001b[0m             \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1791\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1792\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1793\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1833\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1834\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1835\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1836\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1837\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m   1110\u001b[0m                 \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1111\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1112\u001b[0;31m                     \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'%s not in index'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mobjarr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1114\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mKeyError\u001b[0m: \"['tt120303'] not in index\""
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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SkpIiaa+OruxQE7A8C/iygZQs87i20n8cH9PxfCTpaxHnr3R3rv4rLE5Ja7E8C/iSbJQd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\n5FO6sShT2s4i4P03KYvgLcL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JmKQvH9GvbzbzKknbb5wviZYT8B1EolZyHL/inQD3o4Nv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\nc9NSRAYAQ4E/AYcotW/9+g7AnZHsBxXLObfgVAjRrqFfqrQ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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10fd49668>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "working.plot()\n",
+    "average_minutes(summary, 't120303')"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/activity_codes.pdf b/activity_codes.pdf
new file mode 100644
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literal 0
HcmV?d00001


From 4aa55bbd2b3b96a59119eae2efef95f3185c2c6f Mon Sep 17 00:00:00 2001
From: Bekk Blando <bekkblando@gmail.com>
Date: Wed, 17 Jun 2015 23:08:04 -0400
Subject: [PATCH 2/7] Entertainment

---
 Starting Point.ipynb | 1343 +++++-------------------------------------
 1 file changed, 161 insertions(+), 1182 deletions(-)

diff --git a/Starting Point.ipynb b/Starting Point.ipynb
index 331e82d..4b73b8c 100644
--- a/Starting Point.ipynb	
+++ b/Starting Point.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -36,23 +36,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 11385 entries, 0 to 11384\n",
-      "Columns: 413 entries, tucaseid to t500107\n",
-      "dtypes: float64(1), int64(412)\n",
-      "memory usage: 36.0 MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")\n",
     "summary.info()"
@@ -60,27 +48,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['tucaseid', 'TUFINLWGT', 'TRYHHCHILD', 'TEAGE', 'TESEX', 'PEEDUCA',\n",
-       "       'PTDTRACE', 'PEHSPNON', 'GTMETSTA', 'TELFS', \n",
-       "       ...\n",
-       "       't181501', 't181599', 't181601', 't181801', 't189999', 't500101',\n",
-       "       't500103', 't500105', 't500106', 't500107'],\n",
-       "      dtype='object', length=413)"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "summary.columns"
    ]
@@ -101,205 +73,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>tucaseid</th>\n",
-       "      <th>TUFINLWGT</th>\n",
-       "      <th>TRYHHCHILD</th>\n",
-       "      <th>TEAGE</th>\n",
-       "      <th>TESEX</th>\n",
-       "      <th>PEEDUCA</th>\n",
-       "      <th>PTDTRACE</th>\n",
-       "      <th>PEHSPNON</th>\n",
-       "      <th>GTMETSTA</th>\n",
-       "      <th>TELFS</th>\n",
-       "      <th>...</th>\n",
-       "      <th>t181501</th>\n",
-       "      <th>t181599</th>\n",
-       "      <th>t181601</th>\n",
-       "      <th>t181801</th>\n",
-       "      <th>t189999</th>\n",
-       "      <th>t500101</th>\n",
-       "      <th>t500103</th>\n",
-       "      <th>t500105</th>\n",
-       "      <th>t500106</th>\n",
-       "      <th>t500107</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>20130101130004</td>\n",
-       "      <td>11899905.662034</td>\n",
-       "      <td>12</td>\n",
-       "      <td>22</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>20130101130112</td>\n",
-       "      <td>4447638.009513</td>\n",
-       "      <td>1</td>\n",
-       "      <td>39</td>\n",
-       "      <td>1</td>\n",
-       "      <td>43</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>20130101130123</td>\n",
-       "      <td>10377056.507734</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>47</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>25</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>20130101130611</td>\n",
-       "      <td>7731257.992805</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>50</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>20130101130616</td>\n",
-       "      <td>4725269.227067</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>45</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 413 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         tucaseid        TUFINLWGT  TRYHHCHILD  TEAGE  TESEX  PEEDUCA  \\\n",
-       "0  20130101130004  11899905.662034          12     22      2       40   \n",
-       "1  20130101130112   4447638.009513           1     39      1       43   \n",
-       "2  20130101130123  10377056.507734          -1     47      2       40   \n",
-       "3  20130101130611   7731257.992805          -1     50      2       40   \n",
-       "4  20130101130616   4725269.227067          -1     45      2       40   \n",
-       "\n",
-       "   PTDTRACE  PEHSPNON  GTMETSTA  TELFS   ...     t181501  t181599  t181601  \\\n",
-       "0         8         2         1      5   ...           0        0        0   \n",
-       "1         1         2         1      1   ...           0        0        0   \n",
-       "2         1         2         1      4   ...          25        0        0   \n",
-       "3         1         1         1      1   ...           0        0        0   \n",
-       "4         2         2         1      1   ...           0        0        0   \n",
-       "\n",
-       "   t181801  t189999  t500101  t500103  t500105  t500106  t500107  \n",
-       "0        0        0        0        0        0        0        0  \n",
-       "1        0        0        0        0        0        0        0  \n",
-       "2        0        0        0        0        0        0        0  \n",
-       "3        0        0        0        0        0        0        0  \n",
-       "4        0        0        0        0        0        0        0  \n",
-       "\n",
-       "[5 rows x 413 columns]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "summary.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -311,23 +96,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 10953 entries, 0 to 11384\n",
-      "Columns: 413 entries, tucaseid to t500107\n",
-      "dtypes: float64(1), int64(412)\n",
-      "memory usage: 34.6 MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "adults = summary[adults_crit]\n",
     "adults.info()"
@@ -335,23 +108,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 6481 entries, 2 to 11381\n",
-      "Columns: 413 entries, tucaseid to t500107\n",
-      "dtypes: float64(1), int64(412)\n",
-      "memory usage: 20.5 MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "people_with_no_children = summary[no_children_crit]\n",
     "people_with_no_children.info()"
@@ -359,23 +120,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 6481 entries, 2 to 11381\n",
-      "Columns: 413 entries, tucaseid to t500107\n",
-      "dtypes: float64(1), int64(412)\n",
-      "memory usage: 20.5 MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "adults_with_no_children = summary[adults_crit & no_children_crit]\n",
     "adults_with_no_children.info()"
@@ -383,67 +132,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>weight</th>\n",
-       "      <th>minutes</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>10377056.507734</td>\n",
-       "      <td>60</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>7731257.992805</td>\n",
-       "      <td>65</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4725269.227067</td>\n",
-       "      <td>90</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>2372791.046351</td>\n",
-       "      <td>270</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>5671341.270490</td>\n",
-       "      <td>244</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            weight  minutes\n",
-       "2  10377056.507734       60\n",
-       "3   7731257.992805       65\n",
-       "4   4725269.227067       90\n",
-       "5   2372791.046351      270\n",
-       "6   5671341.270490      244"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "data = adults_with_no_children[['TUFINLWGT', 't120303']]\n",
     "data = data.rename(columns={\"TUFINLWGT\": \"weight\", \"t120303\": \"minutes\"})\n",
@@ -452,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -463,95 +156,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>weight</th>\n",
-       "      <th>minutes</th>\n",
-       "      <th>weighted_minutes</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>10377056.507734</td>\n",
-       "      <td>60</td>\n",
-       "      <td>6.226234e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>7731257.992805</td>\n",
-       "      <td>65</td>\n",
-       "      <td>5.025318e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4725269.227067</td>\n",
-       "      <td>90</td>\n",
-       "      <td>4.252742e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>2372791.046351</td>\n",
-       "      <td>270</td>\n",
-       "      <td>6.406536e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>5671341.270490</td>\n",
-       "      <td>244</td>\n",
-       "      <td>1.383807e+09</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            weight  minutes  weighted_minutes\n",
-       "2  10377056.507734       60      6.226234e+08\n",
-       "3   7731257.992805       65      5.025318e+08\n",
-       "4   4725269.227067       90      4.252742e+08\n",
-       "5   2372791.046351      270      6.406536e+08\n",
-       "6   5671341.270490      244      1.383807e+09"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "data.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "211.67427866070051"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Minutes on average spent watching TV (unweighted) - DO NOT USE\n",
     "data.minutes.sum() / len(data)"
@@ -559,22 +179,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "190.25402840855642"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Minutes on average spent watching TV (weighted)\n",
     "data.weighted_minutes.sum() / data.weight.sum()"
@@ -582,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -598,22 +207,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "8.7508537061809992"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sleeping = average_minutes(adults_with_no_children, \"010101\")\n",
     "sleepless = average_minutes(adults_with_no_children, \"010102\")\n",
@@ -622,7 +220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -636,29 +234,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['t010101', 't010102']"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "activity_columns(summary, \"0101\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -677,128 +264,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "8.750853706181001"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "average_minutes2(adults_with_no_children, \"0101\") / 60"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "9.5541911543273592"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "average_minutes2(adults_with_no_children, \"01\") / 60"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Help on method groupby in module pandas.core.generic:\n",
-      "\n",
-      "groupby(by=None, axis=0, level=None, as_index=True, sort=True, group_keys=True, squeeze=False) method of pandas.core.frame.DataFrame instance\n",
-      "    Group series using mapper (dict or key function, apply given function\n",
-      "    to group, return result as series) or by a series of columns\n",
-      "    \n",
-      "    Parameters\n",
-      "    ----------\n",
-      "    by : mapping function / list of functions, dict, Series, or tuple /\n",
-      "        list of column names.\n",
-      "        Called on each element of the object index to determine the groups.\n",
-      "        If a dict or Series is passed, the Series or dict VALUES will be\n",
-      "        used to determine the groups\n",
-      "    axis : int, default 0\n",
-      "    level : int, level name, or sequence of such, default None\n",
-      "        If the axis is a MultiIndex (hierarchical), group by a particular\n",
-      "        level or levels\n",
-      "    as_index : boolean, default True\n",
-      "        For aggregated output, return object with group labels as the\n",
-      "        index. Only relevant for DataFrame input. as_index=False is\n",
-      "        effectively \"SQL-style\" grouped output\n",
-      "    sort : boolean, default True\n",
-      "        Sort group keys. Get better performance by turning this off\n",
-      "    group_keys : boolean, default True\n",
-      "        When calling apply, add group keys to index to identify pieces\n",
-      "    squeeze : boolean, default False\n",
-      "        reduce the dimensionaility of the return type if possible,\n",
-      "        otherwise return a consistent type\n",
-      "    \n",
-      "    Examples\n",
-      "    --------\n",
-      "    DataFrame results\n",
-      "    \n",
-      "    >>> data.groupby(func, axis=0).mean()\n",
-      "    >>> data.groupby(['col1', 'col2'])['col3'].mean()\n",
-      "    \n",
-      "    DataFrame with hierarchical index\n",
-      "    \n",
-      "    >>> data.groupby(['col1', 'col2']).mean()\n",
-      "    \n",
-      "    Returns\n",
-      "    -------\n",
-      "    GroupBy object\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# grouping\n",
     "help(adults_with_no_children.groupby)"
@@ -813,7 +305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -825,503 +317,55 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 11385 entries, 0 to 11384\n",
-      "Columns: 175 entries, TUCASEID to TXTONHH\n",
-      "dtypes: float64(1), int64(172), object(2)\n",
-      "memory usage: 15.3+ MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "respondents.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 215576 entries, 0 to 215575\n",
-      "Data columns (total 31 columns):\n",
-      "TUCASEID        215576 non-null int64\n",
-      "TUACTIVITY_N    215576 non-null int64\n",
-      "TEWHERE         215576 non-null int64\n",
-      "TRTCCTOT_LN     215576 non-null int64\n",
-      "TRTCC_LN        215576 non-null int64\n",
-      "TRTCOC_LN       215576 non-null int64\n",
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-      "TRTOHH_LN       215576 non-null int64\n",
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-      "TRTO_LN         215576 non-null int64\n",
-      "TRWBELIG        215576 non-null int64\n",
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-      "TUCC5           215576 non-null int64\n",
-      "TUCC5B          215576 non-null int64\n",
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-      "TUCC8           215576 non-null int64\n",
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-      "TUCUMDUR24      215576 non-null int64\n",
-      "TUDURSTOP       215576 non-null int64\n",
-      "TUEC24          215576 non-null int64\n",
-      "TUSTARTTIM      215576 non-null object\n",
-      "TUSTOPTIME      215576 non-null object\n",
-      "TUTIER1CODE     215576 non-null int64\n",
-      "TUTIER2CODE     215576 non-null int64\n",
-      "TUTIER3CODE     215576 non-null int64\n",
-      "TRCODE          215576 non-null int64\n",
-      "TRTIER2         215576 non-null int64\n",
-      "TXWHERE         215576 non-null int64\n",
-      "dtypes: int64(29), object(2)\n",
-      "memory usage: 52.6+ MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "activities.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
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-       "      <th>3</th>\n",
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-       "  </tbody>\n",
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-       "<p>5 rows × 175 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         TUCASEID  TULINENO  TUYEAR  TUMONTH  TEABSRSN  TEERN  TEERNH1O  \\\n",
-       "0  20130101130004         1    2013        1        -1     -1        -1   \n",
-       "1  20130101130112         1    2013        1        -1     -1        -1   \n",
-       "2  20130101130123         1    2013        1        -1     -1        -1   \n",
-       "3  20130101130611         1    2013        1        -1     -1        -1   \n",
-       "4  20130101130616         1    2013        1        -1     -1        -1   \n",
-       "\n",
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-       "0       -1        -1        -1   ...             -1        -1      0   \n",
-       "1       -1        -1         2   ...              0         0      0   \n",
-       "2       -1        -1        -1   ...              0         0     -1   \n",
-       "3       -1        -1         2   ...             -1        -1     -1   \n",
-       "4       -1        -1         2   ...             -1        -1     -1   \n",
-       "\n",
-       "   TXTCCTOT  TXTCOC  TXTHH  TXTNOHH  TXTO  TXTOHH  TXTONHH  \n",
-       "0         0       0      0        0    -1      -1       -1  \n",
-       "1         0       0      0       -1     0       0       -1  \n",
-       "2         0       0     -1       -1    -1      -1       -1  \n",
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-       "4         0       0     -1       -1    -1      -1       -1  \n",
-       "\n",
-       "[5 rows x 175 columns]"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "respondents.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
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-       "      <th>3</th>\n",
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-       "      <td>6</td>\n",
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-       "      <td>60301</td>\n",
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-       "      <th>4</th>\n",
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-       "      <td>1</td>\n",
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-       "      <td>19:00:00</td>\n",
-       "      <td>19:30:00</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>110101</td>\n",
-       "      <td>1101</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 31 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         TUCASEID  TUACTIVITY_N  TEWHERE  TRTCCTOT_LN  TRTCC_LN  TRTCOC_LN  \\\n",
-       "0  20130101130004             1       -1            0         0          0   \n",
-       "1  20130101130004             2        1            5         5          0   \n",
-       "2  20130101130004             3        1          120       120          0   \n",
-       "3  20130101130004             4        1            0         0          0   \n",
-       "4  20130101130004             5        1           30        30          0   \n",
-       "\n",
-       "   TRTEC_LN  TRTHH_LN  TRTNOHH_LN  TRTOHH_LN   ...     TUDURSTOP  TUEC24  \\\n",
-       "0        -1         0           0         -1   ...             2      -1   \n",
-       "1        -1         5           5         -1   ...             1      -1   \n",
-       "2        -1       120         120         -1   ...             1      -1   \n",
-       "3        -1         0           0         -1   ...             2      -1   \n",
-       "4        -1        30          30         -1   ...             1      -1   \n",
-       "\n",
-       "   TUSTARTTIM  TUSTOPTIME  TUTIER1CODE  TUTIER2CODE  TUTIER3CODE  TRCODE  \\\n",
-       "0    04:00:00    12:00:00            1            1            1   10101   \n",
-       "1    12:00:00    12:05:00           11            1            1  110101   \n",
-       "2    12:05:00    14:05:00           12            3            3  120303   \n",
-       "3    14:05:00    19:00:00            6            3            1   60301   \n",
-       "4    19:00:00    19:30:00           11            1            1  110101   \n",
-       "\n",
-       "   TRTIER2  TXWHERE  \n",
-       "0      101        0  \n",
-       "1     1101        0  \n",
-       "2     1203        0  \n",
-       "3      603        0  \n",
-       "4     1101        0  \n",
-       "\n",
-       "[5 rows x 31 columns]"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "activities.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 215576 entries, 0 to 215575\n",
-      "Columns: 205 entries, TUCASEID to TXWHERE\n",
-      "dtypes: float64(1), int64(200), object(4)\n",
-      "memory usage: 338.8+ MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "merged = pd.merge(respondents, activities, left_on=\"TUCASEID\", right_on=\"TUCASEID\")\n",
     "merged.info()"
@@ -1329,80 +373,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "      <th></th>\n",
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-       "      <th>3</th>\n",
-       "      <td>20130101130004</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>20130101130004</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         TUCASEID  TUACTIVITY_N  TXTCOC\n",
-       "0  20130101130004             1       0\n",
-       "1  20130101130004             2       0\n",
-       "2  20130101130004             3       0\n",
-       "3  20130101130004             4       0\n",
-       "4  20130101130004             5       0"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "merged[[\"TUCASEID\", \"TUACTIVITY_N\", \"TXTCOC\"]].head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -1417,153 +399,98 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1       Employed - at work\n",
-       "2        Employed - absent\n",
-       "3    Unemployed - laid off\n",
-       "4     Unemployed - looking\n",
-       "5       Not in labor force\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "telfs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0          Not in labor force\n",
-       "1          Employed - at work\n",
-       "2        Unemployed - looking\n",
-       "3          Employed - at work\n",
-       "4          Employed - at work\n",
-       "5          Not in labor force\n",
-       "6          Not in labor force\n",
-       "7          Employed - at work\n",
-       "8          Employed - at work\n",
-       "9          Employed - at work\n",
-       "10         Employed - at work\n",
-       "11         Employed - at work\n",
-       "12         Employed - at work\n",
-       "13         Employed - at work\n",
-       "14         Not in labor force\n",
-       "15         Not in labor force\n",
-       "16         Employed - at work\n",
-       "17          Employed - absent\n",
-       "18         Employed - at work\n",
-       "19       Unemployed - looking\n",
-       "20       Unemployed - looking\n",
-       "21         Employed - at work\n",
-       "22         Employed - at work\n",
-       "23         Not in labor force\n",
-       "24         Employed - at work\n",
-       "25         Employed - at work\n",
-       "26         Not in labor force\n",
-       "27         Not in labor force\n",
-       "28       Unemployed - looking\n",
-       "29         Employed - at work\n",
-       "                 ...         \n",
-       "11355       Employed - absent\n",
-       "11356      Employed - at work\n",
-       "11357      Not in labor force\n",
-       "11358      Employed - at work\n",
-       "11359      Employed - at work\n",
-       "11360      Employed - at work\n",
-       "11361      Employed - at work\n",
-       "11362      Employed - at work\n",
-       "11363      Not in labor force\n",
-       "11364      Not in labor force\n",
-       "11365      Employed - at work\n",
-       "11366      Not in labor force\n",
-       "11367      Employed - at work\n",
-       "11368      Employed - at work\n",
-       "11369      Not in labor force\n",
-       "11370      Employed - at work\n",
-       "11371      Employed - at work\n",
-       "11372      Employed - at work\n",
-       "11373      Not in labor force\n",
-       "11374      Employed - at work\n",
-       "11375      Employed - at work\n",
-       "11376      Employed - at work\n",
-       "11377      Employed - at work\n",
-       "11378      Not in labor force\n",
-       "11379      Employed - at work\n",
-       "11380      Not in labor force\n",
-       "11381      Employed - at work\n",
-       "11382      Employed - at work\n",
-       "11383      Employed - at work\n",
-       "11384      Not in labor force\n",
-       "Name: TELFS, dtype: object"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "summary.TELFS.map(telfs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
     "working = summary[[\"t120303\",\"t120308\",\"t120101\",\"t120301\"]]\n",
-    "working.columns = [\"Watching TV\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]"
+    "working.columns = [\"Watching_TV\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
+   "outputs": [],
+   "source": [
+    "working.plot()\n",
+    "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
+    "print(d)\n",
+    "avgfun = pd.DataFrame(d, range(1))\n",
+    "avgfun.plot(kind=\"bar\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'),\"Video Games\":average_minutes(summary, '120307'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
+    "print(d)\n",
+    "avgfun = pd.DataFrame(d, range(1))\n",
+    "avgfun.plot(kind=\"bar\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
    "outputs": [
     {
-     "ename": "KeyError",
-     "evalue": "\"['tt120303'] not in index\"",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-45-65632c39ed08>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mworking\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0maverage_minutes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msummary\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m't120303'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m<ipython-input-16-4c42de46ea42>\u001b[0m in \u001b[0;36maverage_minutes\u001b[0;34m(data, activity_code)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0maverage_minutes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mactivity_code\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mactivity_col\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"t{}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mactivity_code\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TUFINLWGT'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mactivity_col\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m\"TUFINLWGT\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"weight\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mactivity_col\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"minutes\"\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'weighted_minutes'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mminutes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1789\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1790\u001b[0m             \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1791\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1792\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1793\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1833\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1834\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1835\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1836\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1837\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m   1110\u001b[0m                 \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1111\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1112\u001b[0;31m                     \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'%s not in index'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mobjarr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1114\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mKeyError\u001b[0m: \"['tt120303'] not in index\""
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x12cf70be0>"
+      ]
+     },
+     "execution_count": 202,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ERROR! Session/line number was not unique in database. History logging moved to new session 61\n"
      ]
     },
     {
      "data": {
-      "image/png": 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noZ9KbTdlGGHTNh2CxH7A7mbBpn9dWy9hHKKIabqqhsSO1aDqNv8TYL0TnEhJ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\n5FO6sShT2s4i4P03KYvgLcL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JmKQvH9GvbzbzKknbb5wviZYT8B1EolZyHL/inQD3o4Nv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\nRSt/lBQAAAAASUVORK5CYII=\n",
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Grk1yaZLntvXvS/L69nzPJP+Y5Mok1yQ5fZbR12cSZpneI8lRSb7Wjr0myU+MbFuX5BVJ\nvgLckGTOPw+tp3XfkeXR17Iiw3xbL2vvxxVJfmOudUvSqO6DqhPfAG5pH8ZH5o5zRD2fYSr3FQyj\ndOwG/DXcNm/UGQzTd+zNMJvtl9t+o5kZhqni790eP5iqY1Lte26nAC9uxz6DYTTy0Z7004HHA3tM\nH0B4tKo5HG56/i8H7s4wtNaxwDuS7L5lr0CSDKo5aTPNPprhg/hdwJVJ/iHJvVqRZwFvrqp1VfV9\n4Djg6Ul2YphO4+zWG7ulqq6pqi+PVJ92jGuq6uOtt/Y9hgkWD2fujsmmGYavSbIv8DTgH6vq01V1\nC/CXwI8BUxMSTk0hf3lVjTuN+Z8jdZ8wptxooN0E/El7zf/MMAr/A7fg9UgS0Pk1qp5U1YUMPSeS\nPJBhssQTGIJoX24/lfulDO/tcoahpDZ7fSfDbLtvBX4ZmOqx7Zb25YI5NPHD069RtbC6dOQ1VPvi\n9ugpxcvmUPfDJrhGdfW0HtqNjJ+eXpJmZI9qAlX1DYaJBqdm1L0COGikyL0ZRufYwBAE9xtXXfv3\nDxmuhR3apqg/nDHXnmaoY6ZyVzBMMQ8M19IYxmMcHYNx0htWbgRGp7Lfdx51SdKsDKo5SPLAdmPA\n/m35QOAZDLPrApwKvDTJQUl2Yzht96HWozgFeFySpyZZluQeSR46VTWbAmY3hutS1yXZC5hp3KvZ\nQmu29acBT0zy2CQ7M4Th/wKfm+NLH+e/gGcl2SnJkcBjFqBOSboDg2pubmCYtv0LSb7HEFBfYfjg\nh2H8ww8An2E4zXcj8PsAVXUp8IRW9mrgS8BD2n6jNyCcwHD96CqGIPln7thDma3HMuONjFV1EfBs\n4O3Ad4AnAk8ecxv6bHXP5CXAk4FrGU5/fnyO+0nSFul6rL9evkclzYVj/W2nHOuvC+N+f7q+mcIf\nHkmSp/4kSV0zqCRJXTOoJEldM6gkSV0zqCRJXTOoJEldM6gkSV0zqDo3fd6nadueleRftnWbJGlb\nMqjmIMlxSc6Ytu7iWdYds5m6VrQRzOetqk6uql9eiLpGTZt6/tYkN7bn1yd5ZpL/mWGfZW3SxyeM\nqXdFq+8VI+vOTPK6GcoeneTbU5M5JvnZNrHkNW26ka8l+dMkeyzU65bUp66DKklt7cccm3IO8Kg2\n+vjU9BnLgJ8e+SDdl2GU9M9sjfdiW6qq3arqblV1N4bpS57Ulu8O/D2wR5Lpc2UdCdwCnDmm6ucB\nXwVGpyN5H8N4hNM9B/hgVd2a5FHAGuBc4IFVtWc73s3AQ2fYV9IOpOshlAC26hhiK1fOteQXgZ0Z\nZuf9EnAYwwfnfdu6/2zrLqmqDUmeD7ycYS6q7wDHV9XfJbkrw2CzuyS5gWHg1oNbmVcCLwDuBVwE\nHF1VU9Nx/FKSPwTuCZxcVb8H0KZ3P7aqDmvLtwK/wzAA7vSydwL+giEkbgDeAvwVsGzMzL53UFU/\nTHJaq+eckU3PBU6Zra722n+NIWDOTPIzVfUfwD8Af5vksKo6t5Xdk2EA3UPb7m8CTqyq40facRmw\neq7tlrT96rpH1Yuq+hHwBTbNuPsYhr/uP8um6S0ew6be1Ebgia0H8nzgrUke1mb/PRK4YqqHUlUb\ngJfRpoRv+7yAYcqPKU8EfpZh1PVjkow73Tdb2Re2Yz8UeDjwFCYf4fwk4NeT3AWgTTH/pLZ+Nr8K\nbKyqzwGnM/SuqKofMExHMtrLOgb4elWd3wLukQw9OUlLkEE1d+ewKZQezRBK546sO6yVoarOqKr/\nac8/A5zVtsPMc0cdC7yqqi5u+3ylqq4Z2f7Gqrq+9SLWMPTiZjO97NSpsWOAE6rqiqr6LvCGWdqy\nWS1sNgK/MlL3N6rqK2N2ex7wkfb8I8DTk+zUlqeCb5e2/Fw2hd6eDD+nG6YqSvKmdp3qe0leNclr\nkLT9MKjm7jPAo9tpqXtW1TcZ5qV6VFv3k60MSR6f5PNJrk5yLcN8VPcYU/eBwDfHbN8w8vxG4K5b\nUHZq+vd9uf208+vH1DEX72dTL+g5bXlGbaLJFWwKqjOBuzD0wqiqf2WYh+tXktwPeATDhJMwzHd1\na2s/rfwr2nWqjwNTYSdpB2VQzd3ngd2B3wL+FaCqrmeY7v2FDKfzvpXkzgynqd4E3Kt9oJ7Bpt7L\nTKfbLgPuv3Wbz7cZAnHKgbMVnKMPAr+Y5OcZJpU8eUzZ5zD8rJ2R5NvA/zAE1fNGykwF37OBM6vq\nOwDtdOkXGK5vTTc6Q7KkHZRBNUftWsoXGa4njd7Z99m2burGgl3a4yrg1iSPB44YKb8RuEeSu4+s\nezfw+iT3z+AhbTr6mWzJh/No2dOAlyTZr93S/UrmMQtvVa1jeO2nAmdV1ZVjij+P4caHh448fg14\nwsjrfD/wS8BvcsdrXa8AXpDklUnuBZDkAOCg+bwGSdsHg2rLnMNwN91nR9adC+xNC6+qugF4MUMw\nXAM8g+HONtr2Cxk+3P+7fSdoH4Y78E5juJZ1HfAuhh4HzDwdfc3wfHNl39Xq/wrwH8A/AbdsyR1/\nMziJoWc27rTfI1uZd1TVlSOP04FLGG4ioaq+xdBT3RX45O1exHBq8LEM1wO/0U6n/jPDNbi3z6P9\nkrYDTkW/RGcRbj29v6mqgxa7LTuK2X62d3RxKnotgHG/P11/j8ofnoXTbiV/LEOvajnwWuBji9oo\nSZoDT/0tHWG4TnQNwxeUvwa8ZjEbJElz0XWPSgun3Qxy6GYLSlJnxvaokpyYZGOS82fY9odtgNG9\nRtYdl2Fg1guTHDF9H0mSttTmTv29l2HYndtpX+D8JYYBS6fWHQI8DTik7fPOqQFbJUma1NggaYOE\nXjvDprcwfLdl1NHAqVV1U/uOzSV4qkmSNE9b3ONJcjSwfoZx3fbj9sPyrAf2n0fbJEnaspspkuwK\n/DHDab/bVo/ZZYu+B7UtvjclSdq+bOldf/djGLbmy20OwQOA/0jyc8Dl3H78uAPaujtIsnpkcW1V\nrfU7U5K0dCRZwTBY9ebLbm5kiiQHAadX1YNn2PY/wM9U1TXtZopTGK5L7Q98Crh/TTvAUv32vrSj\ncmQKLYRx2bC529NPBT4HHJzksjZz7ajbQqiqLmAYr+4ChnHYXjQ9pCRJ2lLdjPUnaftkj0oLYeIe\nlSRJi82gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCS\nJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1\nzaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdW1s\nUCU5McnGJOePrPuLJF9P8uUkH0uy+8i245JcnOTCJEdszYZLkpaGzfWo3gscOW3dWcBPVtVDgYuA\n4wCSHAI8DTik7fPOJPbYJEnzMjZIqupc4Npp686uqlvb4heAA9rzo4FTq+qmqloHXAIcurDNlSQt\nNfPt8bwAOKM93w9YP7JtPbD/POuXJC1xEwdVklcBP6qqU8YUq0nrlyQJYNkkOyX5DeAJwC+OrL4c\nOHBk+YC2bqb9V48srq2qtZO0Q5K0fUqyAlgxp7JV4zs9SQ4CTq+qB7flI4E3A4dX1VUj5Q4BTmG4\nLrU/8Cng/jXtAEmqqjK3lyKpd0mKNWsWuxmTW7kSP5MW37hsGNujSnIqcDiwd5LLgNcy3OW3C3B2\nEoB/q6oXVdUFSU4DLgBuBl40PaQkSdpSm+1RLfgB7VFJOxR7VFoI47LB7zlJkrpmUEmSumZQSZK6\nZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmSumZQ\nSZK6ZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmS\numZQSZK6ZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmSumZQSZK6ZlBJkrpmUEmSujY2qJKcmGRjkvNH\n1u2V5OwkFyU5K8keI9uOS3JxkguTHLE1Gy5JWho216N6L3DktHWrgLOr6mDg022ZJIcATwMOafu8\nM4k9NknSvIwNkqo6F7h22uqjgJPa85OAp7TnRwOnVtVNVbUOuAQ4dOGaKklaiibp8Syvqo3t+UZg\neXu+H7B+pNx6YP95tE2SpPndTFFVBdS4IvOpX5KkZRPsszHJPlW1Icm+wJVt/eXAgSPlDmjr7iDJ\n6pHFtVW1doJ2SJK2U0lWACvmUnaSoPok8Dzg+PbvJ0bWn5LkLQyn/B4AnDdTBVW1eoLjSpJ2EK2D\nsnZqOclrZys7NqiSnAocDuyd5DLgNcAbgdOSHAusA45pB70gyWnABcDNwIvaqUFJkiaWbZ0lSaqq\nsk0PKmmrSVKsWbPYzZjcypX4mbT4xmWD33OSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCS\nJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1\nzaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHXNoJIkdc2g\nkiR1zaCSJHXNoJIkdc2gkiR1zaCSJHVt4qBKclySryU5P8kpSe6cZK8kZye5KMlZSfZYyMZKkpae\niYIqyUHAbwEPr6oHAzsBTwdWAWdX1cHAp9uyJEkTm7RHdT1wE7BrkmXArsAVwFHASa3MScBT5t1C\nSdKSNlFQVdU1wJuBSxkC6rtVdTawvKo2tmIbgeUL0kpJ0pI16am/+wF/ABwE7AfsluTZo2WqqoCa\nbwMlSUvbsgn3+1ngc1V1NUCSjwE/D2xIsk9VbUiyL3DlTDsnWT2yuLaq1k7YDknSdijJCmDFnMoO\nHZ8tPsBDgZOBRwD/C7wPOA+4D3B1VR2fZBWwR1WtmrZvVVW2+KCSupSkWLNmsZsxuZUr8TNp8Y3L\nhol6VFX15STvB74I3Ar8J/B3wN2A05IcC6wDjpmoxZIkNRP1qOZ1QHtU0g7FHpUWwrhscGQKSVLX\nDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwq\nSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS\n1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcm\nDqokeyT5aJKvJ7kgyc8l2SvJ2UkuSnJWkj0WsrGSpKVnPj2qtwFnVNWDgIcAFwKrgLOr6mDg021Z\nkqSJTRRUSXYHDquqEwGq6uaqug44CjipFTsJeMqCtFKStGRN2qP6ceA7Sd6b5D+TvCvJXYHlVbWx\nldkILF+QVkqSlqxJg2oZ8HDgnVX1cOD7TDvNV1UF1PyaJ0la6pZNuN96YH1V/Xtb/ihwHLAhyT5V\ntSHJvsCVM+2cZPXI4tqqWjthOyRJ26EkK4AVcyo7dHwmOshngN+sqota8OzaNl1dVccnWQXsUVWr\npu1XVZWJDiqpO0mKNWsWuxmTW7kSP5MW37hsmLRHBfD7wMlJdgG+CTwf2Ak4LcmxwDrgmHnUL0nS\n5EFVVV8GHjHDpsdN3hxJkm7PkSkkSV0zqCRJXTOoJEldM6gkSV0zqCRJXTOoJEldM6gkSV0zqCRJ\nXTOoJEldM6gkSV0zqCRJXTOoJEldM6gkSV0zqCRJXTOoJEldM6gkSV0zqCRJXTOoJEldM6gkSV0z\nqCRJXTOoJEldM6gkSV0zqCRJXTOoJEldM6gkSV0zqCRJXTOoJEldM6gkSV0zqCRJXTOoJEldM6gk\nSV0zqCRJXTOoJEldM6gkSV2bV1Al2SnJl5Kc3pb3SnJ2kouSnJVkj4VppiRpqZpvj+olwAVAteVV\nwNlVdTDw6bYsSdLEJg6qJAcATwDeDaStPgo4qT0/CXjKvFonSVry5tOjeivwcuDWkXXLq2pje74R\nWD6P+iX/Plx0AAAExUlEQVRJmiyokjwJuLKqvsSm3tTtVFWx6ZSgJEkTWTbhfo8CjkryBOAuwN2T\nfADYmGSfqtqQZF/gypl2TrJ6ZHFtVa2dsB2SpO1QkhXAijmVHTo+8zrY4cAfVdWTk7wJuLqqjk+y\nCtijqlZNK19VNWMvTNL2J0mxZs1iN2NyK1fiZ9LiG5cNk/aopptKuzcCpyU5FlgHHLNA9Us7pCSe\nHpc2Y95BVVXnAOe059cAj5tvndJSsr0nlV0RbW2OTCFJ6ppBJUnqmkElSeqaQSVJ6ppBJUnqmkEl\nSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6ppBJUnq\nmkElSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6ppB\nJUnqmkElSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6tpEQZXkwCRrknwtyVeTvLit3yvJ2UkuSnJWkj0W\ntrmSpKVm0h7VTcBLq+ongUcCv5vkQcAq4OyqOhj4dFuWJGliEwVVVW2oqv9qz78HfB3YHzgKOKkV\nOwl4ykI0UpK0dM37GlWSg4CHAV8AllfVxrZpI7B8vvVLkpa2eQVVkt2AvwdeUlU3jG6rqgJqPvVL\nkrRs0h2T7MwQUh+oqk+01RuT7FNVG5LsC1w5y76rRxbXVtXaSdshSdr+JFkBrJhT2aHjs8UHCMM1\nqKur6qUj69/U1h2fZBWwR1WtmrZvVVW2+KDSDijJBL+BfQnAmjWL3YzJrVyJn0mLb1w2TNqj+gXg\n2cBXknyprTsOeCNwWpJjgXXAMRPWL0kSMGFQVdVnmf361uMmb44kSbfnyBSSpK5NfDOFtNiSbO+X\ndyTNgUGl7dvqxW7APK1e7AZI/fPUnySpawaVJKlrBpUkqWsGlSSpawaVJKlrBpUkqWsGlSSpawaV\nJKlrBpUkqWsGlSSpaw6htEQ5Tp6k7YVBtaRt71nlXHfSUuCpP0lS1wwqSVLXDCpJUtcMKklS1wwq\nSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS1wwqSVLXDCpJUtcMKklS\n1wwqSVLXDCpJUtcMKklS1wwqSVLXFjyokhyZ5MIkFyd55ULXL0laWhY0qJLsBPw1cCRwCPCMJA9a\nyGNIkpaWhe5RHQpcUlXrquom4EPA0Qt8DEnSErLQQbU/cNnI8vq2TpKkiSx0UNUC1ydJWuKWLXB9\nlwMHjiwfyNCrup0kBloXstgNmL/Vi92A+dsB/hdg5crFbsG8+JnUt1Qt3P9PkmXAN4BfBK4AzgOe\nUVVfX7CDSJKWlAXtUVXVzUl+D/gXYCfgPYaUJGk+FrRHJUnSQlvoa1SSZtG+U3g0m+6EXQ980rMO\n0ngOoSRtA22UllPb4hfa407AqUmOW7SGSdsBT/1J20CSi4FD2hfhR9fvAlxQVfdfnJZJ/bNHJW0b\ntzDzl9/3a9skzcJrVNK28QfAp5JcwqbRWw4EHgD83qK1StoOeOpP2kbaoM2HMvSsiuEL8l+sqpsX\ntWFS5wwqSVLXvEYlSeqaQSVJ6ppBJUnqmkElSeqaQSVJ6tr/B8gz25aQeaP6AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10fd49668>"
+       "<matplotlib.figure.Figure at 0x12cf70128>"
       ]
      },
      "metadata": {},
@@ -1571,8 +498,60 @@
     }
    ],
    "source": [
-    "working.plot()\n",
-    "average_minutes(summary, 't120303')"
+    "working\n",
+    "def aboveaverage(tv):\n",
+    "    if tv > 165.9:\n",
+    "        return tv\n",
+    "    else:\n",
+    "        return None\n",
+    "#aboveaveragetv = working['Watching_TV'].apply(aboveaverage)\n",
+    "#print(aboveaveragetv.head())\n",
+    "#working = pd.merge(working, aboveaveragetv.to_frame(), right_index=True, left_index=True)\n",
+    "working = working.dropna()\n",
+    "#print(working.head())\n",
+    "#working = working[[\"Watching_TV_x\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]]\n",
+    "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
+    "\n",
+    "#print(d)\n",
+    "avgfun = pd.DataFrame(d, range(1))\n",
+    "avgfun.plot(kind=\"bar\", figsize=(7,7))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x12171aba8>], dtype=object)"
+      ]
+     },
+     "execution_count": 244,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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gV16b3myYCGrOuyQJiub0A8qBNzPHZpNUzOTMz7xeBRARC/OO5RJOAczNnYiIFenUq+2B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fC9BPT4he8kIp3RAYFUlI5VPL/kxBPrCXT3FhEpmPXXh6YmzeUpAXcBbht0ebKs3iJgFkbuemCc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\nsfPO0Fw3CoqKan5sWwvLl8OkSZY1a0xX7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P5JicgF3Sgpaegf9wkhhMhVxkCPHvbJt982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\nNzRoAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x12a9711d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fun = summary[activity_columns(summary, '1203')]\n",
+    "d = {\"Relax/Think\" :average_minutes(summary, '120301'), \"Tobacco_And_Drugs\" :average_minutes(summary, '120302'), \"TV/Movie(NoNR)\": average_minutes(summary, '120303'), \"TV/Movie(R)\": average_minutes(summary, '120304'), \"Listen_Radio\": average_minutes(summary, '120305'), \"Listen/PlayMusic\": average_minutes(summary, '120306'),\"Playing_Games\": average_minutes(summary, '120307'),\"Computer Leisure\": average_minutes(summary, '120308'),\"ArtsCrafts\": average_minutes(summary, '120309'),\"Collecting\": average_minutes(summary, '120310'),\"Other Hobbies\": average_minutes(summary, '120311'),\"Reading\": average_minutes(summary, '120312'),\"Writing\": average_minutes(summary, '120313'),\"Other\": average_minutes(summary, '120399')}\n",
+    "fullfun = pd.DataFrame(d, range(1))\n",
+    "#fullfun.plot(kind='pie', subplots=True, figsize=(90, 10))\n",
+    "stackfull = fullfun.stack()\n",
+    "stackfull.plot(\"pie\",  subplots=True, figsize=(20, 20), fontsize=.0001, legend=True)"
    ]
   },
   {

From cc95895840cfc8b9b0f652343d0c73b547344680 Mon Sep 17 00:00:00 2001
From: Bekk Blando <bekkblando@gmail.com>
Date: Thu, 18 Jun 2015 19:40:00 -0400
Subject: [PATCH 3/7] Making this Dictionary Is very Tedious

---
 Starting Point.ipynb | 1790 ++++++++++++++++++++++++++++++++++++++++--
 1 file changed, 1721 insertions(+), 69 deletions(-)

diff --git a/Starting Point.ipynb b/Starting Point.ipynb
index 4b73b8c..65a173c 100644
--- a/Starting Point.ipynb	
+++ b/Starting Point.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -36,11 +36,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 11385 entries, 0 to 11384\n",
+      "Columns: 413 entries, tucaseid to t500107\n",
+      "dtypes: float64(1), int64(412)\n",
+      "memory usage: 36.0 MB\n"
+     ]
+    }
+   ],
    "source": [
     "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")\n",
     "summary.info()"
@@ -48,11 +60,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['tucaseid', 'TUFINLWGT', 'TRYHHCHILD', 'TEAGE', 'TESEX', 'PEEDUCA',\n",
+       "       'PTDTRACE', 'PEHSPNON', 'GTMETSTA', 'TELFS', \n",
+       "       ...\n",
+       "       't181501', 't181599', 't181601', 't181801', 't189999', 't500101',\n",
+       "       't500103', 't500105', 't500106', 't500107'],\n",
+       "      dtype='object', length=413)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "summary.columns"
    ]
@@ -73,18 +101,205 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tucaseid</th>\n",
+       "      <th>TUFINLWGT</th>\n",
+       "      <th>TRYHHCHILD</th>\n",
+       "      <th>TEAGE</th>\n",
+       "      <th>TESEX</th>\n",
+       "      <th>PEEDUCA</th>\n",
+       "      <th>PTDTRACE</th>\n",
+       "      <th>PEHSPNON</th>\n",
+       "      <th>GTMETSTA</th>\n",
+       "      <th>TELFS</th>\n",
+       "      <th>...</th>\n",
+       "      <th>t181501</th>\n",
+       "      <th>t181599</th>\n",
+       "      <th>t181601</th>\n",
+       "      <th>t181801</th>\n",
+       "      <th>t189999</th>\n",
+       "      <th>t500101</th>\n",
+       "      <th>t500103</th>\n",
+       "      <th>t500105</th>\n",
+       "      <th>t500106</th>\n",
+       "      <th>t500107</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>11899905.662034</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20130101130112</td>\n",
+       "      <td>4447638.009513</td>\n",
+       "      <td>1</td>\n",
+       "      <td>39</td>\n",
+       "      <td>1</td>\n",
+       "      <td>43</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20130101130123</td>\n",
+       "      <td>10377056.507734</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>47</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20130101130611</td>\n",
+       "      <td>7731257.992805</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>50</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20130101130616</td>\n",
+       "      <td>4725269.227067</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 413 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         tucaseid        TUFINLWGT  TRYHHCHILD  TEAGE  TESEX  PEEDUCA  \\\n",
+       "0  20130101130004  11899905.662034          12     22      2       40   \n",
+       "1  20130101130112   4447638.009513           1     39      1       43   \n",
+       "2  20130101130123  10377056.507734          -1     47      2       40   \n",
+       "3  20130101130611   7731257.992805          -1     50      2       40   \n",
+       "4  20130101130616   4725269.227067          -1     45      2       40   \n",
+       "\n",
+       "   PTDTRACE  PEHSPNON  GTMETSTA  TELFS   ...     t181501  t181599  t181601  \\\n",
+       "0         8         2         1      5   ...           0        0        0   \n",
+       "1         1         2         1      1   ...           0        0        0   \n",
+       "2         1         2         1      4   ...          25        0        0   \n",
+       "3         1         1         1      1   ...           0        0        0   \n",
+       "4         2         2         1      1   ...           0        0        0   \n",
+       "\n",
+       "   t181801  t189999  t500101  t500103  t500105  t500106  t500107  \n",
+       "0        0        0        0        0        0        0        0  \n",
+       "1        0        0        0        0        0        0        0  \n",
+       "2        0        0        0        0        0        0        0  \n",
+       "3        0        0        0        0        0        0        0  \n",
+       "4        0        0        0        0        0        0        0  \n",
+       "\n",
+       "[5 rows x 413 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "summary.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -96,11 +311,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 10953 entries, 0 to 11384\n",
+      "Columns: 413 entries, tucaseid to t500107\n",
+      "dtypes: float64(1), int64(412)\n",
+      "memory usage: 34.6 MB\n"
+     ]
+    }
+   ],
    "source": [
     "adults = summary[adults_crit]\n",
     "adults.info()"
@@ -108,11 +335,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 6481 entries, 2 to 11381\n",
+      "Columns: 413 entries, tucaseid to t500107\n",
+      "dtypes: float64(1), int64(412)\n",
+      "memory usage: 20.5 MB\n"
+     ]
+    }
+   ],
    "source": [
     "people_with_no_children = summary[no_children_crit]\n",
     "people_with_no_children.info()"
@@ -120,11 +359,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 6481 entries, 2 to 11381\n",
+      "Columns: 413 entries, tucaseid to t500107\n",
+      "dtypes: float64(1), int64(412)\n",
+      "memory usage: 20.5 MB\n"
+     ]
+    }
+   ],
    "source": [
     "adults_with_no_children = summary[adults_crit & no_children_crit]\n",
     "adults_with_no_children.info()"
@@ -132,11 +383,67 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>weight</th>\n",
+       "      <th>minutes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10377056.507734</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7731257.992805</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4725269.227067</td>\n",
+       "      <td>90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2372791.046351</td>\n",
+       "      <td>270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>5671341.270490</td>\n",
+       "      <td>244</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            weight  minutes\n",
+       "2  10377056.507734       60\n",
+       "3   7731257.992805       65\n",
+       "4   4725269.227067       90\n",
+       "5   2372791.046351      270\n",
+       "6   5671341.270490      244"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = adults_with_no_children[['TUFINLWGT', 't120303']]\n",
     "data = data.rename(columns={\"TUFINLWGT\": \"weight\", \"t120303\": \"minutes\"})\n",
@@ -145,7 +452,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
@@ -156,22 +463,95 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>weight</th>\n",
+       "      <th>minutes</th>\n",
+       "      <th>weighted_minutes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10377056.507734</td>\n",
+       "      <td>60</td>\n",
+       "      <td>6.226234e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7731257.992805</td>\n",
+       "      <td>65</td>\n",
+       "      <td>5.025318e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4725269.227067</td>\n",
+       "      <td>90</td>\n",
+       "      <td>4.252742e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2372791.046351</td>\n",
+       "      <td>270</td>\n",
+       "      <td>6.406536e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>5671341.270490</td>\n",
+       "      <td>244</td>\n",
+       "      <td>1.383807e+09</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            weight  minutes  weighted_minutes\n",
+       "2  10377056.507734       60      6.226234e+08\n",
+       "3   7731257.992805       65      5.025318e+08\n",
+       "4   4725269.227067       90      4.252742e+08\n",
+       "5   2372791.046351      270      6.406536e+08\n",
+       "6   5671341.270490      244      1.383807e+09"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "211.67427866070051"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Minutes on average spent watching TV (unweighted) - DO NOT USE\n",
     "data.minutes.sum() / len(data)"
@@ -179,11 +559,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "190.25402840855642"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Minutes on average spent watching TV (weighted)\n",
     "data.weighted_minutes.sum() / data.weight.sum()"
@@ -191,7 +582,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {
     "collapsed": false
    },
@@ -207,11 +598,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8.7508537061809992"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "sleeping = average_minutes(adults_with_no_children, \"010101\")\n",
     "sleepless = average_minutes(adults_with_no_children, \"010102\")\n",
@@ -220,7 +622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {
     "collapsed": false
    },
@@ -234,18 +636,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['t010101', 't010102']"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "activity_columns(summary, \"0101\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {
     "collapsed": false
    },
@@ -264,33 +677,128 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "8.750853706181001"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "average_minutes2(adults_with_no_children, \"0101\") / 60"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/BekkBlando/Documents/github/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "9.5541911543273592"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "average_minutes2(adults_with_no_children, \"01\") / 60"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on method groupby in module pandas.core.generic:\n",
+      "\n",
+      "groupby(by=None, axis=0, level=None, as_index=True, sort=True, group_keys=True, squeeze=False) method of pandas.core.frame.DataFrame instance\n",
+      "    Group series using mapper (dict or key function, apply given function\n",
+      "    to group, return result as series) or by a series of columns\n",
+      "    \n",
+      "    Parameters\n",
+      "    ----------\n",
+      "    by : mapping function / list of functions, dict, Series, or tuple /\n",
+      "        list of column names.\n",
+      "        Called on each element of the object index to determine the groups.\n",
+      "        If a dict or Series is passed, the Series or dict VALUES will be\n",
+      "        used to determine the groups\n",
+      "    axis : int, default 0\n",
+      "    level : int, level name, or sequence of such, default None\n",
+      "        If the axis is a MultiIndex (hierarchical), group by a particular\n",
+      "        level or levels\n",
+      "    as_index : boolean, default True\n",
+      "        For aggregated output, return object with group labels as the\n",
+      "        index. Only relevant for DataFrame input. as_index=False is\n",
+      "        effectively \"SQL-style\" grouped output\n",
+      "    sort : boolean, default True\n",
+      "        Sort group keys. Get better performance by turning this off\n",
+      "    group_keys : boolean, default True\n",
+      "        When calling apply, add group keys to index to identify pieces\n",
+      "    squeeze : boolean, default False\n",
+      "        reduce the dimensionaility of the return type if possible,\n",
+      "        otherwise return a consistent type\n",
+      "    \n",
+      "    Examples\n",
+      "    --------\n",
+      "    DataFrame results\n",
+      "    \n",
+      "    >>> data.groupby(func, axis=0).mean()\n",
+      "    >>> data.groupby(['col1', 'col2'])['col3'].mean()\n",
+      "    \n",
+      "    DataFrame with hierarchical index\n",
+      "    \n",
+      "    >>> data.groupby(['col1', 'col2']).mean()\n",
+      "    \n",
+      "    Returns\n",
+      "    -------\n",
+      "    GroupBy object\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "# grouping\n",
     "help(adults_with_no_children.groupby)"
@@ -305,7 +813,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {
     "collapsed": false
    },
@@ -317,55 +825,503 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 11385 entries, 0 to 11384\n",
+      "Columns: 175 entries, TUCASEID to TXTONHH\n",
+      "dtypes: float64(1), int64(172), object(2)\n",
+      "memory usage: 15.3+ MB\n"
+     ]
+    }
+   ],
    "source": [
     "respondents.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 215576 entries, 0 to 215575\n",
+      "Data columns (total 31 columns):\n",
+      "TUCASEID        215576 non-null int64\n",
+      "TUACTIVITY_N    215576 non-null int64\n",
+      "TEWHERE         215576 non-null int64\n",
+      "TRTCCTOT_LN     215576 non-null int64\n",
+      "TRTCC_LN        215576 non-null int64\n",
+      "TRTCOC_LN       215576 non-null int64\n",
+      "TRTEC_LN        215576 non-null int64\n",
+      "TRTHH_LN        215576 non-null int64\n",
+      "TRTNOHH_LN      215576 non-null int64\n",
+      "TRTOHH_LN       215576 non-null int64\n",
+      "TRTONHH_LN      215576 non-null int64\n",
+      "TRTO_LN         215576 non-null int64\n",
+      "TRWBELIG        215576 non-null int64\n",
+      "TUACTDUR        215576 non-null int64\n",
+      "TUACTDUR24      215576 non-null int64\n",
+      "TUCC5           215576 non-null int64\n",
+      "TUCC5B          215576 non-null int64\n",
+      "TUCC7           215576 non-null int64\n",
+      "TUCC8           215576 non-null int64\n",
+      "TUCUMDUR        215576 non-null int64\n",
+      "TUCUMDUR24      215576 non-null int64\n",
+      "TUDURSTOP       215576 non-null int64\n",
+      "TUEC24          215576 non-null int64\n",
+      "TUSTARTTIM      215576 non-null object\n",
+      "TUSTOPTIME      215576 non-null object\n",
+      "TUTIER1CODE     215576 non-null int64\n",
+      "TUTIER2CODE     215576 non-null int64\n",
+      "TUTIER3CODE     215576 non-null int64\n",
+      "TRCODE          215576 non-null int64\n",
+      "TRTIER2         215576 non-null int64\n",
+      "TXWHERE         215576 non-null int64\n",
+      "dtypes: int64(29), object(2)\n",
+      "memory usage: 52.6+ MB\n"
+     ]
+    }
+   ],
    "source": [
     "activities.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TUCASEID</th>\n",
+       "      <th>TULINENO</th>\n",
+       "      <th>TUYEAR</th>\n",
+       "      <th>TUMONTH</th>\n",
+       "      <th>TEABSRSN</th>\n",
+       "      <th>TEERN</th>\n",
+       "      <th>TEERNH1O</th>\n",
+       "      <th>TEERNH2</th>\n",
+       "      <th>TEERNHRO</th>\n",
+       "      <th>TEERNHRY</th>\n",
+       "      <th>...</th>\n",
+       "      <th>TXSPEMPNOT</th>\n",
+       "      <th>TXSPUHRS</th>\n",
+       "      <th>TXTCC</th>\n",
+       "      <th>TXTCCTOT</th>\n",
+       "      <th>TXTCOC</th>\n",
+       "      <th>TXTHH</th>\n",
+       "      <th>TXTNOHH</th>\n",
+       "      <th>TXTO</th>\n",
+       "      <th>TXTOHH</th>\n",
+       "      <th>TXTONHH</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
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+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20130101130112</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20130101130123</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20130101130611</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20130101130616</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 175 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TUCASEID  TULINENO  TUYEAR  TUMONTH  TEABSRSN  TEERN  TEERNH1O  \\\n",
+       "0  20130101130004         1    2013        1        -1     -1        -1   \n",
+       "1  20130101130112         1    2013        1        -1     -1        -1   \n",
+       "2  20130101130123         1    2013        1        -1     -1        -1   \n",
+       "3  20130101130611         1    2013        1        -1     -1        -1   \n",
+       "4  20130101130616         1    2013        1        -1     -1        -1   \n",
+       "\n",
+       "   TEERNH2  TEERNHRO  TEERNHRY   ...     TXSPEMPNOT  TXSPUHRS  TXTCC  \\\n",
+       "0       -1        -1        -1   ...             -1        -1      0   \n",
+       "1       -1        -1         2   ...              0         0      0   \n",
+       "2       -1        -1        -1   ...              0         0     -1   \n",
+       "3       -1        -1         2   ...             -1        -1     -1   \n",
+       "4       -1        -1         2   ...             -1        -1     -1   \n",
+       "\n",
+       "   TXTCCTOT  TXTCOC  TXTHH  TXTNOHH  TXTO  TXTOHH  TXTONHH  \n",
+       "0         0       0      0        0    -1      -1       -1  \n",
+       "1         0       0      0       -1     0       0       -1  \n",
+       "2         0       0     -1       -1    -1      -1       -1  \n",
+       "3         0       0     -1       -1    -1      -1       -1  \n",
+       "4         0       0     -1       -1    -1      -1       -1  \n",
+       "\n",
+       "[5 rows x 175 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "respondents.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TUCASEID</th>\n",
+       "      <th>TUACTIVITY_N</th>\n",
+       "      <th>TEWHERE</th>\n",
+       "      <th>TRTCCTOT_LN</th>\n",
+       "      <th>TRTCC_LN</th>\n",
+       "      <th>TRTCOC_LN</th>\n",
+       "      <th>TRTEC_LN</th>\n",
+       "      <th>TRTHH_LN</th>\n",
+       "      <th>TRTNOHH_LN</th>\n",
+       "      <th>TRTOHH_LN</th>\n",
+       "      <th>...</th>\n",
+       "      <th>TUDURSTOP</th>\n",
+       "      <th>TUEC24</th>\n",
+       "      <th>TUSTARTTIM</th>\n",
+       "      <th>TUSTOPTIME</th>\n",
+       "      <th>TUTIER1CODE</th>\n",
+       "      <th>TUTIER2CODE</th>\n",
+       "      <th>TUTIER3CODE</th>\n",
+       "      <th>TRCODE</th>\n",
+       "      <th>TRTIER2</th>\n",
+       "      <th>TXWHERE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20130101130004</td>\n",
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+       "      <td>2</td>\n",
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+       "      <td>12:00:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>101</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>12:00:00</td>\n",
+       "      <td>12:05:00</td>\n",
+       "      <td>11</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>110101</td>\n",
+       "      <td>1101</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>120</td>\n",
+       "      <td>120</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>120</td>\n",
+       "      <td>120</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>12:05:00</td>\n",
+       "      <td>14:05:00</td>\n",
+       "      <td>12</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>120303</td>\n",
+       "      <td>1203</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>14:05:00</td>\n",
+       "      <td>19:00:00</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>60301</td>\n",
+       "      <td>603</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>30</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>30</td>\n",
+       "      <td>30</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>19:00:00</td>\n",
+       "      <td>19:30:00</td>\n",
+       "      <td>11</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>110101</td>\n",
+       "      <td>1101</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TUCASEID  TUACTIVITY_N  TEWHERE  TRTCCTOT_LN  TRTCC_LN  TRTCOC_LN  \\\n",
+       "0  20130101130004             1       -1            0         0          0   \n",
+       "1  20130101130004             2        1            5         5          0   \n",
+       "2  20130101130004             3        1          120       120          0   \n",
+       "3  20130101130004             4        1            0         0          0   \n",
+       "4  20130101130004             5        1           30        30          0   \n",
+       "\n",
+       "   TRTEC_LN  TRTHH_LN  TRTNOHH_LN  TRTOHH_LN   ...     TUDURSTOP  TUEC24  \\\n",
+       "0        -1         0           0         -1   ...             2      -1   \n",
+       "1        -1         5           5         -1   ...             1      -1   \n",
+       "2        -1       120         120         -1   ...             1      -1   \n",
+       "3        -1         0           0         -1   ...             2      -1   \n",
+       "4        -1        30          30         -1   ...             1      -1   \n",
+       "\n",
+       "   TUSTARTTIM  TUSTOPTIME  TUTIER1CODE  TUTIER2CODE  TUTIER3CODE  TRCODE  \\\n",
+       "0    04:00:00    12:00:00            1            1            1   10101   \n",
+       "1    12:00:00    12:05:00           11            1            1  110101   \n",
+       "2    12:05:00    14:05:00           12            3            3  120303   \n",
+       "3    14:05:00    19:00:00            6            3            1   60301   \n",
+       "4    19:00:00    19:30:00           11            1            1  110101   \n",
+       "\n",
+       "   TRTIER2  TXWHERE  \n",
+       "0      101        0  \n",
+       "1     1101        0  \n",
+       "2     1203        0  \n",
+       "3      603        0  \n",
+       "4     1101        0  \n",
+       "\n",
+       "[5 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "activities.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 215576 entries, 0 to 215575\n",
+      "Columns: 205 entries, TUCASEID to TXWHERE\n",
+      "dtypes: float64(1), int64(200), object(4)\n",
+      "memory usage: 338.8+ MB\n"
+     ]
+    }
+   ],
    "source": [
     "merged = pd.merge(respondents, activities, left_on=\"TUCASEID\", right_on=\"TUCASEID\")\n",
     "merged.info()"
@@ -373,18 +1329,80 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TUCASEID</th>\n",
+       "      <th>TUACTIVITY_N</th>\n",
+       "      <th>TXTCOC</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TUCASEID  TUACTIVITY_N  TXTCOC\n",
+       "0  20130101130004             1       0\n",
+       "1  20130101130004             2       0\n",
+       "2  20130101130004             3       0\n",
+       "3  20130101130004             4       0\n",
+       "4  20130101130004             5       0"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "merged[[\"TUCASEID\", \"TUACTIVITY_N\", \"TXTCOC\"]].head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {
     "collapsed": false
    },
@@ -399,30 +1417,118 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1       Employed - at work\n",
+       "2        Employed - absent\n",
+       "3    Unemployed - laid off\n",
+       "4     Unemployed - looking\n",
+       "5       Not in labor force\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "telfs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {
     "collapsed": false,
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0          Not in labor force\n",
+       "1          Employed - at work\n",
+       "2        Unemployed - looking\n",
+       "3          Employed - at work\n",
+       "4          Employed - at work\n",
+       "5          Not in labor force\n",
+       "6          Not in labor force\n",
+       "7          Employed - at work\n",
+       "8          Employed - at work\n",
+       "9          Employed - at work\n",
+       "10         Employed - at work\n",
+       "11         Employed - at work\n",
+       "12         Employed - at work\n",
+       "13         Employed - at work\n",
+       "14         Not in labor force\n",
+       "15         Not in labor force\n",
+       "16         Employed - at work\n",
+       "17          Employed - absent\n",
+       "18         Employed - at work\n",
+       "19       Unemployed - looking\n",
+       "20       Unemployed - looking\n",
+       "21         Employed - at work\n",
+       "22         Employed - at work\n",
+       "23         Not in labor force\n",
+       "24         Employed - at work\n",
+       "25         Employed - at work\n",
+       "26         Not in labor force\n",
+       "27         Not in labor force\n",
+       "28       Unemployed - looking\n",
+       "29         Employed - at work\n",
+       "                 ...         \n",
+       "11355       Employed - absent\n",
+       "11356      Employed - at work\n",
+       "11357      Not in labor force\n",
+       "11358      Employed - at work\n",
+       "11359      Employed - at work\n",
+       "11360      Employed - at work\n",
+       "11361      Employed - at work\n",
+       "11362      Employed - at work\n",
+       "11363      Not in labor force\n",
+       "11364      Not in labor force\n",
+       "11365      Employed - at work\n",
+       "11366      Not in labor force\n",
+       "11367      Employed - at work\n",
+       "11368      Employed - at work\n",
+       "11369      Not in labor force\n",
+       "11370      Employed - at work\n",
+       "11371      Employed - at work\n",
+       "11372      Employed - at work\n",
+       "11373      Not in labor force\n",
+       "11374      Employed - at work\n",
+       "11375      Employed - at work\n",
+       "11376      Employed - at work\n",
+       "11377      Employed - at work\n",
+       "11378      Not in labor force\n",
+       "11379      Employed - at work\n",
+       "11380      Not in labor force\n",
+       "11381      Employed - at work\n",
+       "11382      Employed - at work\n",
+       "11383      Employed - at work\n",
+       "11384      Not in labor force\n",
+       "Name: TELFS, dtype: object"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "summary.TELFS.map(telfs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {
     "collapsed": false
    },
@@ -434,11 +1540,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343}\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x104435748>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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SC1OWkfelf9lznKehn0JtN2UYYdM2HYLEvsBuZsGmf11bL2EcrIhpuqqGxA7V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\nBRdA3yWJ0+ZhrM2MjXN6pGJjMJo+nVnDhzcqDcW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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10644bb38>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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mFedAbmZWcQ7kZmYVN6BALml9SXdIujYvby1plqQ5kmZK2rI91TQzs0YG2iL/\nODAbiLx8OjArIsYDN+RlMzMbRKUDuaQdgEOACwDl1YcB0/L7acDhA6qdmZn1aSAt8vOAU4BVhXWj\nI6I7v+8GRg/g+GZm1oJSyZclvRNYEhF3SOqoVyYiQlLU2yaps7DYFRFdZephZrauyrG1o5WypQI5\n8CbgMEmHABsDm0u6FOiWtF1ELJY0BlhSb+eI6Cx5XrNB1ajxYba25QZuV21Z0hmNypbqWomIz0TE\nuIjYBTgS+FVEHAtcA0zJxaYAV5U5vtlQigq8zIraNY689rt1FvBWSXOAA/OymZkNorJdK6tFxE3A\nTfn9MuCggR7TzMxa5yc7zcwqzoHczKziHMjNzCrOgdzMrOIcyM3MKs6B3Mys4hzIzcwqzoHczKzi\nHMjNzCrOgdzMrOIcyM3MKs6B3Mys4hzIzcwqzoHczKziHMjNzCrOgdzMrOJKBXJJ4yTdKOleSX+S\ndHJev7WkWZLmSJopacv2VtfMzHor2yJfAXwyIl4F7AN8RNIrgdOBWRExHrghL5uZ2SAqm3x5cUTc\nmd8/BdwHbA8cBkzLxaYBh7ejkmZm1tiA+8gl7QzsBdwKjI6I7rypGxg90OObmVlzA0q+LGlT4EfA\nxyPiSUmrt0VESIoG+3UWFrsiomsg9TAzW9dI6gA6WilbOpBL2oAUxC+NiKvy6m5J20XEYkljgCX1\n9o2IzrLnNTMbCXIDt6u2LOmMRmXLjloRcCEwOyLOL2y6BpiS308Bruq9r5mZtVfZFvmbgQ8Ad0u6\nI6+bCpwFzJB0IjAPOGLANbR1QqNuNjMbuFKBPCJuoXFr/qDy1bF1WudQV6AFnUNdAbP+85OdZmYV\n50BuZlZxDuRmZhXnQG5mVnEDeiDIhp5Hg5iZA/k6oQqxXH0XMbNS3LViZlZxDuRmZhXnQG5mVnEO\n5GZmFedAbmZWcQ7kZmYV50BuZlZxDuRmZhXnQG5mVnFtD+SSJkm6X9IDkk5r9/HNzGxNbQ3kktYH\nvglMAnYHjpL0ynaew8zM1tTuFvkEYG5EzIuIFcD3gcltPoeZmRW0O5BvD8wvLC/I68zMbJC0O5BX\nYRo+M7N1SrunsV0IjCssjyO1ytfgObTbrSJTxHYOdQVaU5GfJkycONQ1aIn/3gefItr3M5Y0Cvgz\n8BZgEXAbcFRE3Ne2k5iZ2Rra2iKPiJWSPgr8AlgfuNBB3MxscLW1RW5mZmufU73ZiJWfcZhMz8iq\nBcA1vorsxkCaAAAAmklEQVS0qvEj+jYi5aeOp+fFW/NrPWC6pKlDVjGzEty1YiOSpAeA3fODa8X1\nGwKzI+JlQ1Mzs/5zi9xGquep/7Da2LzNrDLcR24j1SeAX0qaS8/TyOOA3YCPDlmtzEpw14qNWHmS\ntwmklnmQHmi7PSJWDmnFzPrJgdzMrOLcR25mVnEO5GZmFedAbmZWcQ7kZmYV50BuZlZx/x+yHFvI\nKlMymgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x106b66080>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "working.plot()\n",
     "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
@@ -449,11 +1593,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Video Games': 13.41856801229944, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343}\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x106b77780>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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0XAJ5RETLJZBHRLRcAnlERMslkEdEtFwCeUREyyWQR0S0XAJ5RETLJZBHRLRc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\nBPKIiJZLII+IaLkE8oiIlksgj4houf8PF/ch/aPj/awAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10644b550>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'),\"Video Games\":average_minutes(summary, '120307'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
     "print(d)\n",
@@ -466,7 +1638,7 @@
    "execution_count": 202,
    "metadata": {
     "collapsed": false,
-    "scrolled": true
+    "scrolled": false
    },
    "outputs": [
     {
@@ -519,26 +1691,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 244,
+   "execution_count": 38,
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "scrolled": false
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x12171aba8>], dtype=object)"
+       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x107032c18>], dtype=object)"
       ]
      },
-     "execution_count": 244,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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gV16b3myYCGrOuyQJiub0A8qBNzPHZpNUzOTMz7xeBRARC/OO5RJOAczNnYiIFenUq+2B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fC9BPT4he8kIp3RAYFUlI5VPL/kxBPrCXT3FhEpmPXXh6YmzeUpAXcBbht0ebKs3iJgFkbuemCc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\nsfPO0Fw3CoqKan5sWwvLl8OkSZY1a0xX7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P5JicgF3Sgpaegf9wkhhMhVxkCPHvbJt982\nj9fyS78Euk58NroYx8qIJlitoKHefr2WdLkz30Dyy3JHowa6gX6kv0cVU3zIsmU725nMZDedGZom\nTVz8R5cZvvvdqu/b+fBDmD7dMXu2LgR3VWWleRhoJlM7QohaUAIE0CnsHKJ2SMkjjq6w8CROOCE/\n7BhCCCHEYQ0erJ9ft84+Xot7ebYDn4HK+ZJnOZ4lWhG8ptIPV2lo1pAud/52QLkTMfB1e4a/w92h\niig65FOr3uVdxjLOvsYy4zt29MEtD8HJJ1ftGEsmYckSmDjRsWWL7uecfySV4lyZ2hFC1LJOQCUc\np5RS3nsfdh6RXVLyiKPLy+sjT9YSQgiR08rK1Oa8vFrdy7MEKIhik5EcnsZYjWeeUgTzgAFhp6ll\na4C7LSwwkNDgPKDyDJxtz+dme7OKEj3o37JYlrKU0Yx2W/lAJ7/WT/tbn4Z27ar2Pm/dCtOmWebM\nMY3AXhuLmV8CxTK1I4QISWOgAFJ7oQ3wj7DziOySkkccXRCUSMkjhBAip4Wwl+clcHva5/BUxkZg\nOopUOTA07DS1aDXpcuelA8qdaET5i1LDuM5epyKHOAWOEWM2s/2zPEsskvKxC8/U/OQPUFBwyCmf\nAyQSsHhxemrngw/0yamU+q21DJViRwiRIzpAYn36zi0peeo5KXnEESmlCjCmOW3bhh1FCCGEODxj\noGdP+8Rbb5n/qqWXnAv4Uo5eAIRhKzARSP0ZGBZymNryNulyZ+EB5U5BxPjLUpdzZepKpQ/RyX3K\np5RTbp/neUPTpi5+1Y8MF16oqrRvZ8uW9NTO3LmmiVL2p7GYeQAokluyhBA55kTQ69M7mJeGnUVk\nl5Q84mhKaNasEmOahB1ECCGEOKLBg/Wsd96x/1ULe3kqgPdA0zfbr3QM/gGMBYKHgZ+EHKY2vAWM\ntLD4gHKnUV6e/1FwDZemLj1kubOOdYxhrH2DFcaVdCZ1y6PQr9/Rj51YDBYuhIkTndq2TZ8WBOox\n5xgiUztCiBxWCoWz0iWPqOek5BFHcwJt27qwQwghhBBHVVam3otEamUvzzKg0OCCohyb2Pgn8DSQ\nvNXDvbk5ZZQxq0hP7iw2EDfp58SjmuTlu2uDG9SFwYUH/f4tliUsYTSj3cdqm0oM7K/9iLHQuvXR\nC5pNm2DKFMuCBaaZ1vbGWMzcBxTI1I4Qog7oCpFicv5RASIDpOQRR9OBtm3lOBFCCJH7unbFOqfW\nAH2y/FKLwFcel+UXqa5dwJN4Ej/08F/1uHh4k/TkzpKvljs0izRyN6Vu00ODoQf93iuoYBaz/HjG\nk4h6H7v4bM0110D04MXLB6ishAUL0lM727frIcmketw5TpWpHSFEHdMZiEBp2DlE9snFuzgypTrS\nrl1h2DGEEEKIo/piL8+qVeZ3WX6pOeBS3XLoQr+CdMFTeY7Hj6unBc9K4C4Lrx5Q7rTKa+puC0bq\nQalBB/2+/8E/eI7n7Au8YFTzFi5+zbWG88478oST97BhQ3pqZ9Ei00Jre0s8bu4GojK1I4SoozoD\nAZwQdg6RfVLyiCMrKupG69ZyQiOEEKJuGDRIz1q71v4ui3t5AuBtMPTL1itUUwJ4Cseekz1+Tu4U\nTxnzBulyZ+kB5U6bSEt3d+rnuiwoO+A8xeNZy1rGMMauYpVxJ3Yhdevj0Lv3kb83e/fCvHmeSZNQ\nO3ZwRiKhHveeMpnaEULUA52ACmillNLee1nHUY9JySOOzJgSWrcOO4UQQghRNf37Z30vz1tAVOET\nLXPgyVoBMBrH5109bnk9KyNWkC53XjMQ21/udDBt7c/tg6Y0VXpAuZMixWIWM5rR7hO1XcWHnKK5\ndTy0aHH474v38M47MHmy5ZVXTGut3e3xuLkdiJAD768QQmRIEdAIgt3QFvg47Dwie6TkEUfmXHsp\neYQQQtQZXbrgnFNvQ9YefLUYfNAcR9gTHhaYgOOTNh77jqk/dxK9TrrcWX5AudNFd3I/dw/oElty\nwPd9L3uZyUw/gQkqyNcuNuw8zZVXHnnfzu7dMHeuZ9Ik9K5dnJ1I6FHe0zvs91QIIbKoIyTXQglS\n8tRrUvKII0skWknJI4QQos7Yt5fnr6tWmd9n6SXmgIt3CbkMcMAULFuLFalNBo6yQLhOWA7c5eB1\nDZUGQCkopbv7hX9Qt3PtDmixPuIjJjDBzmOeoWUrl7juRsNZZx2+6fIeVq+GSZMsy5aZtlq7kYmE\nuZn6U48JIcSRdAW9Nr2e55Wws4jskZJHHJZSqhHGRCkuDjuKEEIIUXWDB+vZa9fa32dhL48HloHJ\n2phQVUPMxvJugSLYpKFxiGEy4TXSkzsrDFRqSJc7J/mT3C/8A7olLfd3MB7P27zNGMbY1aw2trSb\nsiN+D6Wlh3+vd+2CF17wTJmC2buX8+JxPcp7usvUjhCigekBRTPTJY+ox6TkEUfSnqZN4yhV188e\nhRBCNCRZ3MuzkfRdUqE+n2QhlrfyNME6BXV52nYZ6XLnDfPF5I5WcIo/1d/nf66KKd5f7gQELGQh\noxntP9M7iH/zNM1NE6B580MP4TgHq1ald+28/rppr7W7N5Ew1yNTO0KIhqsLmKbQO+wcIruk5BFH\n0oFWrWzYIYQQQohq2beXZxVQluEv/TKgGmMJawpkKY5XtSZ4Q9XdD2OXki53Vu4vd4yGIe4b/i4/\nUhVRtH/h8W52M53pbiITtS2IuthlF2iGD4fIYU5hd+zYP7UTicW4KBbTo4ASmdoRQgg6Aga6hJ1D\nZJeUPOJIOtC2rZwUCSGEqFu0hl697F/ffNP8d4a/9FywFZ1DKgzewvM3pUktAk4KJULNvEq63Hlz\nf7kT0XCmO4fb3G1Eie4vd7aylfGMtwtYYNRxbXzi+tvgjDMOP7WzYkV6aufNN00npdz9yaS5Cpna\nEUKIrzoOcHV7BFRUgZQ84kg60K5dQdghhBBCiGobPFi/sHatJZnMaCGzCDS9MvkVq2gDMBNFahow\nJIQANfEKcKeFt/aXO3la+QvcJepn7mdE9p2OejwrWckYxtp1rDOpXqXK3fZH6Nr10O/hZ5/BrFmO\nadNUXiLhh8Vi+jGgg0ztCCHEIR0HBNA87Bwiu6TkEYdXVNSVNm3kGBFCCFH3lJWpLcZkdJBjG7AT\nFKWZ/KpVsAWYBKSeAi6q5ReviSXAnQ7e3v+0rKjR/nv2B+rf3b8rvW/OJkmSBSxgNKP9Tr2b2JmD\nNTf+EoqLD37/rIXly9NPyFqzxnT13j8YBPoKUAf9WiGEEAdoDcSgWCmlvPc+7DwiO+QCXhxeJNJF\nHp8uhBCiTurSBee9WgkMyNCXXALk52MTphYnRT4GngWCUcCPa+1la+Zl4A4Ha/QXT8sqMBE/3F6l\nvm+/v7/c2clOpjLVTWaydoUFNvaDiw2XX56+3e5fffopzJzpmDFDR1Mp9/3KSvMboK1M7QghRJUV\nAgachSbA7rDziOyQkkccnvcdadUq7BRCCCFE9e3by/PkypUmUyXPArB7OtTimpftwDNAcDdwe629\n7LFbTLrceUdDhQYoMlF3rf2pvsResn/SZgtbGM94u4hFhrbtfPIAaL6LAAAgAElEQVSGu2HIkIPL\nGmth6VIoL7esX2+6e+8fCgIuk1U7QghxzJpB4tP0nVtS8tRTUvKIwwuCVrRsGXYKIYQQ4tgMHmxe\nWLMmY3t55oPyPWrptqCdwFNA4ioPj+T4rUiL+LLcSU/uNDGF7iY7Qp9lz9KQ3rfzOq8zhjF2IxtN\n0Lencrf+CUpKDn5vtm1LT+3MnKnznXPDKyvNI0ArmdoRQogaawn20/SdW5vCziKyQ0oecUhKKYXW\njWnaNOwoQgghxLEpK+PvGdrLsxt4H3StPNRqL/AkntiFHp7M4amVhaTLnfX7J3eamybudjtSn25P\n1wAJEsxjnh/DWPaYCmLnfMPw00egceMDf19BAK++mp7a2bjR9HbOP5xKcbFM7QghREa1BdalJ3lE\nPSUljzicRmjtiEblUzMhhBB1U0kJznv1BnByDb/UMqAwgg0KsjxNEgeewrN3oMfPyMGCw5Mud+48\noNxpbZq7e+z9ur/trwF2sIMpTHFTmapdoyIXv2KY4bLLDt6389FHMH26Y9YsXQjux5WV5tdAM5na\nEUKIrGiX7gBk8Wo9JiWPOJyWFBUlgbywgwghhBDHRGvo3ds++cYbpqYlz0LwFW2yPFWSBJ7BsbOH\nx72SYyWHB14iPbnz7v5yp50+zt3vHtQ9bU8NsJnNjGOcfYVXDO3b++SN98PAgQf+XpJJWLIEyssd\n772n+znnH0mlOFemdoQQIuvaQwFS8tRrUvKIw2lJ48Y27BBCCCFEjQwebF5YvbrGe3leBGe7ZXG6\nxALP4th+vMeuNrnTd3hgAelyZ+P+cucE3d496B7SJa5EOxxLWcoYxrj32KKD/n2UG/EEdOx44Pdr\n61aYNs0yZ45pBPaaWMz8CiiWqR0hhKg1bcAUQYewc4jskZJHHE5Liot92CGEEEKIGikr4/0a7uVJ\nAmvAUJahTP/KAeVYPmoOqY0mN07PPPA30uXOpv3lzomqi/ulf0gf747XceJMZ7ofyzgqInFi552h\nuW4UFBV9+f1OJGDxYpg40fHBB/rkVEr91lqGSrEjhBChaA0UQPuwc4jsyYWzCJGbWtKsWY4/zUMI\nIYQ4is6dcd6r14FTj/FLrAQKFC7ZLAvjNR54HsvmIkWwSUNRxl+i+oHmky53Nu8vd3rR0z3Ef+gW\nvoX+jM/4E39yM5ihfZMmLv6jywzf/e6B+3a2bElP7cyda5ooZa+PxcyDQFHujCgJIUSDdBygoF3Y\nOUT2SMkjDqclLVrIPh4hhBB1m9bQp499csUKc6wlz2LwiZZkZ7p1Po7VeZpgvYIWWXmJqvHAPNLl\nznv7y50BDPAP8IAqpli/y7v8nt/bZSwzvmNHH9zyEJx88pcTObEYLFwI5eVOffyxPi0I1GPOMUSm\ndoQQIme0Bhy0CjuHyB4pecThtKR58/ywQwghhBA1NniwmfP228e8l2cOuETXLBQVr+BYbhTBWwo6\nZvzLV40H5pIud7ZoqNAKGMQgfx8/V/nkq6UsZTSj3VY+0MlT+ip/29PQrt2X349Nm2DKFMuCBaaZ\n1vaGWMz8HCiQqR0hhMg5xwHJcD9VEFkmJY84tIKCtjRtKidnQggh6r6yMrYe414eBywHQ98MZ1qJ\nZ6HSBEuAnhn+4lXhgTmkH4X+9/3lzlDO5C7uwmLVC7zgxzGOWCTlYxeeqfnJH6CgIP19rKyEBQtg\n4kSnPv1UDwkC9bhznCpTO0IIkdNaAzFoopRS3nvZwVoPSckjDi0vrx3FxWGnEEIIIWquUyccqOXA\n16r5r65P/8PTnsztqVsHzEaRmgUMzNiXrRoPvADc6eF9BRVagz+fC9XN3MwOdvAX/mKf53lD06Yu\nftWPDBdeqNAavIf162HqVMvChaaF1vaWeNzcDURlakcIIeqEAiAPbAKaAjvDziMyT0oecWhKHScl\njxBCiHrhi708r79uqlvyLAF8EyyZOmfaDEwGUmOBczPyJavGA7NJlztbFVSoiFL+u/4ydR3XqQ1s\n4AEetCt43biSzqRueRT69UtP5ezdC/Pne8rLUTt2cEYioR73njKZ2hFCiDqpGSQ/SQ/1SMlTD0nJ\nIw7N+5ZS8gghhKg3Bg0yc956q9p7eV4EW1mSofOlD4EJQOoPwOUZ+ZJH54FZpMudDxXsVXnK+Cv8\nVepyf7lawhKu5Vr3sdqmEwP7az9iLLRubfAe1q5N79pZssS01trdFo+bO4AIGZxqEkIIUetagv0k\nvZ5nY9hZROZJySMOzdpmUvIIIYSoN8rK2Kp1tW8pehk0vTPw+p8Ao4HgAeCmDHzBo0k/mz1d7nyk\nYK/KVxF/jb9BnevPVbOY5S/lUhJR72MXn6255hqIRhV79sCkSZ5Jk9C7dnF2IqFHeU9vmdoRQoh6\nY9/W5abhphDZIiWPOLQgKJaSRwghRL3RuTNeKbWMqm/B+RDYA4puNXztz4GngeRPPTyY5SkYD8wk\nXe58rGCvKlL57kZ/l+7v+6vneM4OY5hRzVu4+NXXGM4/X+E9rF4NkyZZli0zbbV2IxMJczOyaEcI\nIeqj4vQf703CziGyQ0oecRCllEGpAho3DjuKEEIIkRlKwUkn2aeWLzdVLXmWAHkF2LiuwRTLHuCv\neOLDPPwxi52JB2aQLne2KdirmqhCd7t/ULf0LfUYxtjf8TvjTuxC6tbHoXdvw65d8NxznsmTMXv3\ncl48rh/znlKZ2hFCiHqtWbrkkYu9ekpKHnEoRUQiKYzJCzuIEEIIkTEDB6b38iQSVSox5oPd07EG\nwywx4Ek8ld90+ElZKk48MJ10ufMPBXtVM5q4kTyiK32lfoqn3Cdqu4oPOUVz8zho0cKwahXcd5/l\n9ddNe63dvYmEuR6Z2hFCiIaiaboHkJKnnpKSRxxKuuQBKXmEEELUH/3784FSVe4y/gaanse4ZDgJ\nPI1j90ketyALBY/jy3LnEwV7VStauLv4rd7EJvUIjxDkaxf77rmaH/84/YSsF17wTJlCJBbjolhM\njwJKZGpHCCEanGbp6zy5XauekpJHHEoR0agLO4QQQgiRUZ064ZVSrwKDj/JLdwIfgaLPMbxOChiL\n458neOybJrMzMg6YRrrc+fT/s3fnUXLe9Z3vP7+qXmXsCTE72CRsOcm5A/HMPTc+J9u9N4FMzswc\nLiGTZBKGmTAhGU6YsAwwGLCxHYNB3h3bYGNjvMoWQtjClrDkXZYsa7dka1+sfe+W1FVP1VP1PM/3\n/vFUqUut7lZ3q6t+tbxfOqWqeurp7o9aLXXXp36Lk3LuXXqH/aMucy9rmV2uy6UL35KEf/+PWf3x\nH2e0apV0+eWx1qzJvte55PJSKfu3YtQOAHSy86VMDwsvty1KHoxmhnp7Y98hAACYVs5JH/5w/JNX\nXsmereRZKqm/S3G5Z5IjXRJJsxVr/4VStDk7fQNlEkk/V1ruHHFSzr1XF9l/1ufdIi1KrtJV2fg3\nPujiL90iXXhhVk8+meiTn3TdYWifLBQyMyVdxKgdAIDSITy90pt950B9UPJgNP3q7TXfIQAAmHaX\nXpr95dq1Z12X53kpyb1zkgNeTNJjirXzTU7RtozUdw5BqxJJcyV9VdJRSTn3fr0v+RN9OjNP83Rz\n5lYr/uHvZPT5WdKWLRnddVes117Lvk+yq0qlzKc0xelmAIC29SZJXdKv+M4xHZxz3WZW9p2jmVDy\nYDQz1NvrOwMAANPvkku0dwLr8jwlKfnQJAuSpxRrY69TeXPm3H92TiT9TNLXVCl39CF9yC7RJZqv\n+Zl7+2Ylhb/4jxn9yZ9ICxYk+tu/dT1RlPxVEGS/L+kdjNoBAFREkvKVSyDpWHr41/0lmhrn3O9L\n2i7pfZLekPQuSb3OuXdKet7MDnuM1zQoeTCaGeqbjlcfAQBoMhdfLMtk3EuSfm+MU4qSNkoZfWQS\n7/dFJVrVlVF5vUt/5pyqWNIcSf9b6Y/hOX1IH9R7dFH8kl7K7nprEIf/8IWsenszmjMn1iOPZD9k\nZleXy/pLltoBgJZU1uklTO31aLeHJJ2QdLJyyVUueaUbOxaUfi8Lle4DkChdaTlbuWTSx3+zIX+4\n6bXGzHKS9lfu760+4Jw7z0+k5kPJg9HMUH8/w7sBAO2nui7PsmXZsUqelZL6M0rKF0ywNFkh0+KM\nU3mZkz44xWCxpJ8qLXcGJOX0fr1fM/Tr8WZtyW77rX6XfOpKaf16p5tvVm+SJJ8Kguy1kt7KqB0A\nqBvT5EuYavlyQmkhUy1hgsqloLSAKSotYUxpCdOltIDJaHiurSktaRKlI3Kiyu30v/4+STOUTsC6\nQNKvSrpQ0jskvUfSxZLeL+kilfRWDT/9f1HSn22blk9QA1UKnrEeyzcySzOj5MFoZqi/n1cDAQDt\n6dJLs0+tWTPmujwvSla8UBNbm269TE85p2ihpH87hTCxpNlKy51BSTldrItV0ptsf+agCn/4Oxn9\nn/9Omj/fdOWV+i0z+265rI8zagcAJKUlSEmTL2GqI2HGK2GqI2Gk9InzREqYcuVYWtv0Ki1hztdw\nCfNWpSXMu5WWMB+UdLFKerNKDfuvfYakZEaDPhgajJIHo6HkAQC0r0su0T7nxhz98kspKX1wAqNj\ntkp6XE7RbEl/NMkQsaRHJX1d0qCccnqb3q6TSnSkPx8XPvZ7WXV1JVqwINP/yrLkvwVB9juS3syo\nHQAtxpSWJdNZwhQ1PB2prLRw6dLwdCSnM0uYuHI5vYSpjoQ5X+mO4hdKeoukdyodCfNrSpd/uVgl\nXdDAEqbeZkhKWJ+jTVHyYDQz1N/P1wYAoD1ddJEsk9Fo6/IkklZK2bOux7Nb6QCc6IeS/nwSHzyW\n9IjScue4nHI6XxdYUT1u8G09cel3/iirrVudFizQR5LEro0i/SmjdgDUkSktTCZTwlQLmOp0pLyG\nS5jqmjC1I2EyOn0kzFglTHUkTKpHUr+GS5hf0fBImHdKukhpCZNOR4p1nthQcKJmSIopedoUT+Qx\nGkoeAED7ck76yEfie19++Yx1eV6XlHUyvX2cZwoHJT0oqXyNpH+Y4AeNNFzunJCUU7e6lVGvcu99\ni5KL3pVo1arseU8/Hf/3QiH7z5IuYNQOAKUFyGglzHiFzHENFzBnK2HKGh4BM14JE2l4JEz6aK+G\nR8JcoOES5m1KF6C/WNUSJta7FGuGwun8xOAc9ElKun2nQH3wRB5nymTOY7oWAKCtXXpp9qnVq89Y\nl2expPh8JRqrYDkm6SeSSl8w6ZsTeMk4kjRLablT3QNF6s+cZ4X3XOjkXKKD+zL/du8u+34c648o\ndoCWkygtTSZawuSVFjCTKWGqo2CqOyONLGGqU5GqC/MOlzD9ShflrY6EeYvSEuadkt6rtIT5gCK9\nU5F6KGE6Ro+khC6gTU3oL7ayH/0HzOxe59xbJb3JzHbWNxq86en5V+rt9Z0CAID6+e3f1n7nsqbT\nB/c/JcWF941RtJyU9GOZwr826eazvBgSSXpYablTXVFC6us634q/2q/CiRPu/CNH4v9RKGSvlDSD\nKVlA3cSafAlzXMPrwVT/BVfPq25PXd0ZaWQJU10TRkoLmJHTkdISJqPhRXnPUzoS5s0aLmGqI2F+\nXdIHFeltinh9HtOmR1LMF1SbOutfrHPuSqXbRfyGpHuVfkU8KOl365oM/mSz56uPKZoAgDZ20UWy\nbFaLJf1B5ZBJeknK6l+Pcn5e0j0yBR812UPjFDKRpIckXabqU0Mnp65Mn8o9Umgld+nRfHJdkrjf\nY9QOICktP8Zb/2XksZyG14SpFjG1548sYSKlS+yOnI4knV7CVKcjpSVMdXvq6kiY2hLmHUpLmF9T\nWsK8X5HeooiuFi2jR1Lcst+DnHPdZlYeeRupibR3n5B0iaRVkmRm+5xz59c1Ffxyrl9dFLsAgDbm\nnPThD8c/efnlbLXk2a30CaJ+fcS5oaSfKNHQvzHZwjF+KI6UvgZ2mar7wHSrW7EySpTovF4X/2Oh\nkP2WpD5G7aDFRJpaCTNyOlL1vKKGpyOVlBYro01Hks4sYapFTHp2tYSp3Z76LZLernRnpPcq3Rnp\ngyrrApX5pwdUdEtKss45Z2bmO81EVWYYrZH0q865iyTtkfRrzrnYzJb4Tdc8JvJMPjSzxLn0v1rn\n3Hn1jQTvnMvIsTI9AKDNXXppduHq1ZHCsEtK1+Pp7ldczNSMsClLekCJBt5nSlaMUvCUJd0v6Zuq\nPr3tVW+6jkaP0+9HSq5PlPm/CoWWfcUUza+syZcwI6cjjVfCJBoeCTNWCVO7JkxawtRuT/0mpdtT\nV3dGeoeGt6d+v6T3qazzxUvxQKM4SRmrrMvTSv/01phZ+kpK+tqMJO12zr3JY6amM5GS56fOuTsl\n/Ypz7u8lfUbS3fWNBc8oeQAA7e+SS7Tfua5E6ZPWZ6R46OKagifd7TzRwbeZ4o3Z0wfglCXdp7Tc\nCSTl1KMelSTN6FX8jVDZr5dK6mHUDpQWJZMpYYY0PB1prBKmeinr7CVMotNHwiSS0uka1RLmfA2X\nMNVFed+jdFjbByS9VyXNmNbPCQDfMnFlh62WKXkqBc+Ej3eqs5Y8Znadc+5jSr+/fEjS5Wa2qO7J\n4JOj5AEAtL33vEeWzepFSf+3pGekjH6r8lgi6eeKtfsCp2h7Nn1CLKU/C98r6XJVn3ZnlVXc02O/\nG0V2Q6LMJSN27EJzM02thKmOhMlp7BKmOhJGGp6OlNH4JUy5cmx4e+rzNLwz0oUavYS5WCWxaQaA\nycgmUsQaHW1oQn+pZrZQ0sI6Z0HzoOQBALQ/56SPfCS+b+nS7L+WdEhy+i2lz7AXKNbmPqfy1kw6\n1aSk4XKn+nRfurC3N/5KGGa/Uopd1+kbdWGamNKyZDIlzEmdPhImp7FLmOpL2LUjYUZuT13dGSlW\ntYSp3Z56ZAnzdqWL8r5H6Xow75d0kUrqOlX4AIB/WVP6Xx/azER21/qkpO8p/Y516vudmV1Qz2Dw\nipIHANAZ0nV54qXFYravW3GpW1k9p0RruzIqb3DpE/cfSrpCUqCMCkqyzj4aSzdK7v9g1I5MaWEy\nVuEy2u1qCXNC1WWq08vInZGqI2EyOnN76tFKmOp0JDu1PXW1hKnujFQdCfMuDS/K+wFJ71TIzDoA\nHSVjYpfHtjSRkTwzJf0HM9tY7zBoGvyUAwDoDJdcogNm2WelJPcuZbRMiZZmnMovO+mXSsudgjIq\n6IKsiy+Pk+wXY7lW+kZpSouTyZYwtdORxithyjqzhKn9/FQX5a2djpSeVS1hRm5P/XZJ75Z0kdJR\nMB9SrAsV8+MJAEwjZ2IEaluaSMlzkIKnwzjHSB4AQGd497tl3d26Pwxd0i2np+UU/Z2kP5VUkFOg\nP5TZDyX3G3F9XvFMNLkSJqfTpyPVljAFjT4daeT21LV1SXU9mNqRMOmZ1UV5z1O6KO+bNbwz0rsl\nXay0hPmgYr25sqMSAKA1uFO/ob1MpORZ6Zx7VNJjGl47zsxsbv1iwTNKHgBAZ6isyzO4ZElWO1XZ\n+/khdSuffEfK/K/KWYGkQ5p6CVNdmLe2hAl19hKmuj31mSVMl0bfnvotGl6U971KS5gPKNL5lbcD\nAADtbCIlz79S+jPJx0Ycp+RpX5Q8AIDOcemlWVuyRMNDUfIqS5mvSfpazWm13xpH+y5pI++PPHAa\nV3kTJylTKW9Oe6925kcZeb+stEY6KWn/Wc4dlZ393Kn+PDDd75OfSwBgep3sU/rqwEHfSTC9JrKF\n+n9rQA40F36SAgB0jj/4A2nxYunkSSmOpShKr5Mkva7ctiRJjyWJLDFTkkiWyJmlFw1fp/svmdIF\nDypdislVu53KMSczmZLTCyE7veGpfax6e/wCCQCAs4qUDuZAm5nI7loXSbpV0u9VDr0o6Qtmtree\nweAVI3kAAJ3jgguk739/sm81XMLozFE806ZUSi/FYnodhsPHqpcwHD4+8na5PHxeuZwWWOXy8O3q\nJY6lciwXxYmLE7k4kosSU5LIJSYliVycpO2SmZNVb0syc2bJqc+GWeKck5yzyuYtlv5Y4arX6aio\n00ZGTeDHjtqCayKXiXJOylQzZYaPOSdlKvczTuYyw+eq8phT+ja151ZvOyc32vHa91/9c4+8ztQs\nmjTW52rk9WiPm535uFn6122W9pY11yNvq/p45barnjORz/2I+27k8ertmmtn1V70zMdq87sR90c1\n8rwmMpGvzrOdU33cTeLcqrO9zUQ+b2MNM2zWzzlGV1Y6e7glOee6zazsO0czmsh0rXslPSTpLyr3\n/6Zy7KP1CgXvMqf9dAEAAPzo6Ukvb3pTQz5ctZapqyRJi6Vi8fRSarQSq1pS1ZZVtUXVaIXVyEup\nbK4cWyaKzZVjuTg2F8VysUlJ5doSucTcqYYjTlxaWJnMEiUyZ5YWViZziU7dPvXrbGqLo9oiZuSl\n9vyzGa0sOdulJke1hHKZTJqrcrFs9XZWymZk2azU1S1ls6eOKZutXLqkbLZyTs2xri65rvQxdVXu\nV2676u3aSyYz9v3xHhvv/Uzk7Wr/Psb6HFcH9VWvzdIvrergvuqx2nOqX0pRdMb7cLVvd+pL7vT3\n4WoGDp52TvX2yMdrzxvtnLHun+26tvSrfWy826PkqxaDVvO+bZSPWT3vnAvFMYrEUUvHkf+eau5P\npFB0YxxvBmdL1q90aZYDDcgyLZxzvy9pl6TflbTbORdK2mdmLfNnaISJlDxvNbN7a+7/xDn3pXoF\nQlOg4QEAAPWRyQyXV43hTHJ13/0rSYZHXY1SXFnlktSWWFF0eok12kir2tvV6YRRJFeOLVOOzUWx\nZaKkUl4lylRHXSUmF8eSyQ1PM0zcqSE7NUVWosTFp+qqxKWTCJNqeVW30RlNWHydyjJq8VUtiirF\nV7U0ymRlXbUF2Mjiq+vU9RnFV+X+hIqv7u6JF1pTLdAmUnxN5a96xDVGMbKwqxaE1XJvvLJx5HmV\nixtZQNZerrlGpXJZJ33/uSdpjZnlJO2uHnDONeZVkBYykZLnmHPuv0h6WOk/zL+SdLSuqeAb07UA\nAAAmI5OR+vrSSwNUiqv6/8BWLaKqo66q0wBrR2HVjrSq3q9easurEdcWRbIoUlJbXpXSUVeZKKmM\nuKoUWHEixVYd5uKUnDaEpGYKoaVFlhKZmasUV8MVVuWXJGWUUUZOzlz6CU3SuXjpW2dkOrUeu8uc\nGuTm5E7tPe2qR07drxxzNY9N4pM9Ympjxqxy2+TS0WPptSpzBRPpVJ91akyZk4b/1OkJlc+DqTLD\n0lxtyZVMoPiqLb+yGcnVFF/ZahFWU3RVi69Tx9LCy7JZuWxWVhntVS24hsuwSvFVKb3OWnxNpcSa\n6uixej89qn6eGyWTfomHjfuI565S8Jz1WKebSMnzGUn/IunGyv2lkv62bokAAAAANIfKM27NmNGQ\nD1ctr+o+8qp2VFUYDq97NfJSLbTKZXdacVU74mrkyKs4Hj5WWe8qE0XmoiQdfZWOunIuTszF6dys\nyrTByqgrGy6u4srUQKsu1K7TyqukpsRKlMjJVcqrjDLKVn7PVn+3rLLKKmtZdVlWWXUpq6y6rEvV\nX1nLKKusZZwzJyVpTZUuMeVOXUtyI6YpupFTF6u3a4+bpLJMpdOOnTn1sbaUk0vMMrHFiizJJEpc\npMQllih25hJLXCJTLHOVz4hLbw2/Dzut+EpbsdGLr6TSpY1VfI0c6VVbfGUyssxYxdfwNMfTjnVV\nCq9qmTSy+OrqGh4BNpniayKlVZIoK0ZXtaWJ7K71hqT/WP8oaCKhosh3BgAAAKA+GjtlUEll7E1d\ny6skkUWR4jBUXDvyariscjULsrszCquxFmivFlcjbrvKdEFXji0Tx3JRYpk4cYpic4lVpg2m610N\nL9pTMwqrslC7WaXcsepUwdOLKzNzLnYuo4wycbW0qtZYWUvv96hLWeuq1FbZyu3KL+s6db9b3ekx\n163uyr1u16NuqxxzNe/j1HvIKKPEEikevZSqjBBztfetWiTV1HEjR5TFihXV/EqUKFKkkiIVax6P\nFZ92vrnIkkrxFWdimYurxZfMJTqz+Erc6R/fnHOlLknZen5JTrfKmjwrJP2mpPOVLhwdVa7fJGm/\npPdJ+m1Jq8xsiaeoXo1Z8jjnvj3GQ2n3aXZ1XRLBP7OCSiXfKQAAAABMVO16V+efX/cPV5k85qRT\n09rqI0lkpVJaXpVKKp8+6srVrIHlFEWn7yxYLapGFlhRJJVLUlwYsVh7LBdFlikn5tLRV8pE1emC\n6XpXLrHqytijThs0s+GF25WcWrQ9qal3qmWLkzuttKoZeVUddVUprIYrp6yy1mVd6o571K9u64qz\np8qrbnW76r2etLBy3ep23eo+9R6q17fqVklqtalOa8ysKGlN9YBzLiupz8zyzrlfMbMXJb3YyWv1\njDeSJ68zV+Q+T9J/l/QWSZQ87SpJAkoeAAAAAN618XpXViopqt1ZsLawGh6F5cZc82q0hdrLRSnO\nn1leVXcZjGLLRLGye7PZWHFLPekbY02eWGl3ITM7Pt65nWLMksfMrq/eds5dIOmflK7F84ikG+of\nDd5Q8gAAAABA/Xha70pSOuXuox81S6zckA8+TUZM1+qWVFY6baugdEv4zWZ2yF/C5jDumjzOuQsl\nfUnS30i6X9K/MbPBRgSDR1GUV7ml/r0DAAAAACaiXJYymbqvb14Hp6ZrOef6zawgsY36SOOtyXO9\npE9IukvSh81sqGGp4FcU5RjJAwAAAABtKIqkTKbldtqpnYJVLXhGHoeUGeexL0t6t6RvSdrvnBuq\nuZxsTDx4YVZUGCa+YwAAAAAAplk6kqflSh5MzHhr8oxXAKG9FRWGkaTG7SsJAAAAAKi/cllyjvU5\n2hRFDkZTVLHYinM0AQAAAADjYSRPW6PkwWhCpmsBAAAAQBuKIkbytDFKHoyGNXkAAAAAoB0Vi1Im\nUzj7iWhFlDwYTVFhaL5DAAAAAACmWT4vsZlS26LkwWiKKo5XMmIAACAASURBVJUoeQAAAACg3QQB\nJU8bo+TBaIoKQ98ZAAAAAADTLQikJBn0HQP1QcmD0YQqlXxnAAAAAABMt3xeimNKnjZFyYPR5FUo\nON8hAAAAAADTLAikcvmY7xioD0oejGZQQZD1HQIAAAAAMM3y+VjlMiN52hQlD0YzqCDo9h0CAAAA\nADDNhobKklh4uU1R8mA0Q4qiLsWx7xwAAAAAgOmUy0WShnzHQH1Q8uAMZpaoq6uoXM53FAAAAADA\ndBoaSsRInrZFyYPRdXfnKHkAAAAAoM3k8yZKnrZFyYPRZbMnNcQIPgAAAABoK/m8RMnTtih5MDrn\njlPyAAAAAECbKRQyYk2etkXJg7EcY7oWAAAAALSZYjErRvK0LUoejC5JjjKSBwAAAADaTBh2i5Kn\nbVHyYHRheJiRPAAAAADQRqJIiqKspMB3FNQHJQ9GVy4f0dBQ7DsGAAAAAGCanDgh9fTkzCzxHQX1\nQcmDsQzq+PGS7xAAAAAAgGkyOCh1dw/4joH6oeTBWI7r+PHIdwgAAAAAwDQZGJAymSO+Y6B+KHkw\nlkENDTGEDwAAAADaxfHjktl+3zFQP5Q8GMuATrLgOgAAAAC0jcFBqVTa7TsG6oeSB2M5qOPHu32H\nAAAAAABMk2PHygrDfb5joH4oeTCWQ8rl+hSzwRYAAAAAtIUjR0JJh3zHQP1Q8mBUZlZST0+gEyd8\nRwEAAAAATIejR2NR8rQ1Sh6Mrbv7qI4d850CAAAAADAdBgYk6bDvGKgfSh6MLZM5oKNHfacAAAAA\nAEyHkye7xUietkbJg7Elye5K0wsAAAAAaGVJIuXzfZKO+I6C+qHkwdiCYLuOHjXfMQAAAAAA52ho\nSOrqCs0s9B0F9UPJg7ElyT4dPlz0HQMAAAAAcI4GB6WenkHfMVBflDwYzwEdPFj2HQIAAAAAcI6O\nH5eyWRZdbXOUPBjPfqZrAQAAAEAbSNdbPeA7BuqLkgfj2a/BwW7fIQAAAAAA5+joUSkMd/iOgfqi\n5MF4Dimf71Mc+84BAAAAADgXe/eGCsMtvmOgvih5MCYzK6m7O9CJE76jAAAAAADOxd69RUlv+I6B\n+qLkwfi6u4/q2DHfKQAAAAAA5+LAASdKnrZHyYPxZTIHdJQF2AEAAACgZZlJx471SdrlOwrqi5IH\n44uibTp0yHcKAAAAAMBUDQ1JUiLpuOckqDNKHowvCF7Tvn1l3zEAAAAAAFN06JDU23vQzMx3FNQX\nJQ/OZofeeKPgOwQAAAAAYIoOHpQyGaZqdQBKHpzNdu3d6zsDAAAAAGCqDh6USqVNvmOg/ih5cDY7\ndOxYvxjVBwAAAACtad++korFLb5joP4oeTAuMzsh50oaHPQdBQAAAAAwFXv3FsX26R2Bkgdn19u7\nVwcO+E4BAAAAAJiK9Pkca/J0AEoeTMRW7d/vOwMAAAAAYCqOHu0TI3k6AiUPzi4I1mvfvsR3DAAA\nAADAJOVyUpKYpAHfUVB/lDw4uzjept272UYdAAAAAFrNwYNSb+9hM3bT6QSUPJiI7dq9O/IdAgAA\nAAAwSQcOSNnsTt8x0BiUPJiI7Tp0qNt3CAAAAADAJO3aZSoWV/mOgcag5MFE7Feh0KNi0XcOAAAA\nAMBkbNsWqFR6zXcMNAYlD87KzBL19R1iG3UAAAAAaDE7dkSSNvqOgcag5MHEZLM72UYdAAAAAFqI\nmXTw4AxR8nQMSh5MTBiu1969vlMAAAAAACbqyBEpkwnM7LjvKGgMSh5MTBiu0ZYted8xAAAAAAAT\ntGuX1Nu7w3cMNA4lDybqNW3dyjbqAAAAANAqdu2SyuU1vmOgcSh5MFGv68CBGUoS3zkAAAAAABOx\nc2dBhcJa3zHQOJQ8mBAzO6muriEdPOg7CgAAAABgIrZtK4lFlzsKJQ8mrqdnk3bu9J0CAAAAADAR\ne/f2iJKno1DyYOKKxVe0c6f5jgEAAAAAOIuTJ6VSKSNpv+8oaBxKHkxcqbSWHbYAAAAAoAXs3i31\n979hZrxQ30EoeTAZr2vbNlZeBgAAAIBmt2uXZPaa7xhoLEoeTMZGHT48Q3HsOwcAAAAAYDxvvFFW\nLrfSdww0FiUPJszMAvX2HtW+fb6jAAAAAADGs3VrQSy63HEoeTA5XV0b2GELAAAAAJrc9u1dktb6\njoHGouTB5ATBK9qxg3V5AAAAAKBZDQxIpZJJ2u07ChqLkgeTE0Xr2GELAAAAAJrY1q1SX98Gdtbq\nPJQ8mKzXtH277wwAAAAAgLFs2ZKoWFzsOwYaj5IHk7VFAwN9CkPfOQAAAAAAo3nttbxKpeW+Y6Dx\nKHkwKWZWUn//Lm3b5jsKAAAAAGA0W7ZkJK3xHQONR8mDyUuSJdq82XcKAAAAAMBIJ09KuVyXJF6Z\n70CUPJi8IFis9etZfBkAAAAAms3WrVJ//2YzY1fkDkTJg6lYqddf5z8MAAAAAGg2W7eaSqUlvmPA\nD0oeTMXrGhzsVZ7BPAAAAADQVF57La8wXOY7Bvyg5MGkmVmk/v6t2rLFdxQAAAAAQK3Nm03Sat8x\n4AclD6amXH5RmzaZ7xgAAAAAgIp8Xhoc7JO0yXcU+EHJg6kpFpdo3bqc7xgAAAAAgIrt26UZM7ab\nWeQ7Cvyg5MFUrdDGjXz9AAAAAECz2LJFiqKXfceAPzxJx1RtUxBkdPy47xwAAAAAAEnasCGvQoGS\np4NR8mBKzCxRX9/r2sRUTwAAAABoCuvWmSR21upglDyYumLxBW3enPiOAQAAAAAdb3BQOnkyK+l1\n31HgDyUPpq5cflmvvsriywAAAADg2+uvS/39a8yMF+I7GCUPzsUKbdnSLWMndQAAAADw6tVXy8rn\nn/IdA35R8uBc7FEURTp82HcOAAAAAOhsq1YVFMeLfceAX5Q8mDIzM/X0vKL1631HAQAAAIDOFYbS\nnj39kpb7jgK/KHlwboaGntDq1UXfMQAAAACgY23eLPX37zCzvO8o8IuSB+fqRa1cWfYdAgAAAAA6\n1vr1plLpGd8x4B8lD87VOh0/3qXBQd85AAAAAKAzrVw5pDB8zncM+EfJg3NiZrH6+lZp3TrfUQAA\nAACg8ySJtGlTr6QlvqPAP0oenLtc7gmtWRP6jgEAAAAAHWf3bsm5E2Z2wHcU+EfJg3Nn9oJWrqTk\nAQAAAIBGW79eymZf8h0DzYGSB9NhlQ4d6tXQkO8cAAAAANBZ1qwJlMst9B0DzYGSB+fMzMqaMeNV\nvfaa7ygAAAAA0FlefTUR6/GggpIH0yOfn681a9hKHQAAAAAaZWBAGhrKStrgOwqaAyUPpkccP68V\nKwLfMQAAAACgY6xZI/X1vWJmie8oaA6UPJguy7V3b78KBd85AAAAAKAzLFtW0NDQXN8x0DwoeTAt\nzKyg/v5N2sAoQQAAAACoOzNp+XKTtMh3FDQPSh5Mn0JhvtasiX3HAAAAAIC2t2ePVCoVJW32HQXN\ng5IH0yeKntPy5TnfMQAAAACg7a1aJWWzi8zMfEdB86DkwXRaop07+xWw/jIAAAAA1NXSpUPK5+f5\njoHmQsmDaWNmefX3r9Hq1b6jAAAAAED7imNp3bpeSc/4joLmQsmD6ZXLzdHLLxd9xwAAAACAtrVp\nk9Tdvc/MDvmOguZCyYPpZbZAS5fGYlooAAAAANTHihWxougXvmOg+VDyYLptULEYau9e3zkAAAAA\noD0tWZJXGM73HQPNh5IH08rMTJnMAi1fzlAeAAAAAJhuQSC98UafpMW+o6D5UPJg+gXBY1q8eMh3\nDAAAAABoO6++KvX3rzcztjXGGSh5UA9Pa8OGPpVKvnMAAAAAQHt55ZWS8vm5vmOgOVHyYNqZ2XH1\n9W3WunW+owAAAABAe1m2LFSSLPIdA82Jkgf1EQQ/08svM5QHAAAAAKbLkSPS4GBG0mrfUdCcKHlQ\nH3E8X0uWhL5jAAAAAEDbWLZM6ul5xsxi31HQnCh5UC+rNDjodPiw7xwAAAAA0B6ee25Iudws3zHQ\nvCh5UBdmlqin5xmtWOE7CgAAAAC0vkJBeu21Xkm/9B0FzYuSB/WTy81lK3UAAAAAmAarVkl9fa+a\n2XHfUdC8KHlQTwu1dm2Posh3DgAAAABobS+8ECiXe8B3DDQ3Sh7UjZkdVHf3Dq1d6zsKAAAAALSu\nOJaWLs3I7Be+o6C5UfKgvoLgfj3/fNF3DAAAAABoWRs2SM4dMLM3fEdBc6PkQX0lyVy98IIpSXwn\nAQAAAIDW9NJLZZVKj/iOgeZHyYO6MrMtMjuijRt9RwEAAACA1vTcc0WVy3N9x0Dzo+RB/YXhQ3r+\n+bLvGAAAAADQcvbskYaGYkmrfUdB86PkQf1F0U/17LOhzHwnAQAAAIDWsnSpybnHzYw1MHBWlDxo\nhLUKgqJ27vSdAwAAAABayzPPDKlQmO07BloDJQ/qzsxMZo/ohRci31kAAAAAoGWcOCG98UaPpGd9\nR0FroORBY4ThbD39dOA7BgAAAAC0jGXLpL6+F82s6DsKWgMlDxplqY4dk/bv950DAAAAAFrDs8/m\nNDQ0y3cMtA5KHjSEmcXKZB7X4sUsFgYAAAAAZ5PPS2vWdEt63HcUtA5KHjROofCwFi3K+Y4BAAAA\nAE1v6VKpt3epmQ36joLWQcmDRnpWu3d369gx3zkAAAAAoLnNnz+kXO5u3zHQWih50DBmVlJPz0It\nWeI7CgAAAAA0rxMnpNdf75E0z3cUtBZKHjRWPv+gFi486TsGAAAAADStxYul3t5nzIzlLjAplDxo\ntPnasqVbAwO+cwAAAABAc5o//6RyuXt8x0DroeRBQ5lZoJ6eJ/X88+Y7CwAAAAA0nWPHpG3buiUt\n8B0FrYeSB42Xz/9YTzwx5DsGAAAAADSdF14w9fQ8aWYF31HQeih54MPT2rfPaf9+3zkAAAAAoLnM\nnz+kfP5e3zHQmih50HBmVlY2O1vPPBP7zgIAAAAATePgQWnPnqykp31HQWui5IEfhcK9evLJgoyl\neQAAAABAkvTcc4my2blmVvIdBa2Jkge+vKwTJ4ravt13DgAAAABoDgsW5FUoMFULU0bJAy/MLFGS\n/ERPPVX2nQUAAAAAvNuzRzp8OJH0ou8oaF2UPPCnVLpXTz1VVszSPAAAAAA63DPPxHJulpnxBAlT\nRskDb8xsg5Jkr9as8R0FAAAAAPwxk558sqBi8X7fUdDaKHngVxD8QPPnB75jAAAAAIA3r70mBcFx\nSct8R0Fro+SBX2YPa8mSrAoF30kAAAAAwI958woKw9vM2H4Y54aSB16Z2WH19Lyil17yHQUAAAAA\nGi8IpMWLM4rj+3xHQeuj5IF/udwP9ItfDPmOAQAAAAAN9/zzUnf3S2Z20HcUtD5KHjSDx7V5c1aH\nD/vOAQAAAACN9fOfDymXu9V3DLQHSh54Z2YFZbMP68knI99ZAAAAAKBhdu+W9uwxSQt8R0F7oORB\ncygUbtPjj5cUx76TAAAAAEBjzJ9flvRjMyv7joL2QMmDpmBmryqOd2nFCt9RAAAAAKD+4lh68slI\nYXiX7yhoH5Q8aB653I362c9yvmMAAAAAQN0tXy5J281so+8oaB+UPGgmj2jduqyOHvWdAwAAAADq\n67HHcsrlbvEdA+2FkgdNw8xyymZna/58FuYBAAAA0L4GB6U1a7okzfYdBe2FkgfNpVD4F/3856GS\nxHcSAAAAAKiPRYsSdXfPM7OTvqOgvVDyoKmY2SqVy/u0cqXvKAAAAAAw/cykuXMDBcHtvqOg/VDy\noPkEwQ36+c9ZgBkAAABA+9m4UTp5ckjSYt9R0H4oedB8zGZp9eqsBgZ8JwEAAACA6fXTnwYqlW4y\nM/MdBe2HkgdNx8xOqqtrrhYsYAFmAAAAAO1jYEBaujSjOL7HdxS0J0oeNKcguFVz5xZZgBkAAABA\n23jiiVhdXXPMjGkLqAtKHjSrFQrDw1qzxncOAAAAADh3USTNmRMqCK73HQXti5IHTcnMTEFwg+bO\nzfvOAgAAAADnbMkSyWyLmb3qOwraFyUPmpfZA1q5MqPDh30nAQAAAIBzM2vWkHK57/qOgfZGyYOm\nZWYnlcncp7lzS76zAAAAAMCUbd8uvfFGJOkx31HQ3ih50NyKxes0b16iQsF3EgAAAACYmjlzikqS\nW82s7DsK2hslD5qame1QJrNYixaZ7ywAAAAAMGlDQ9Kzz0rl8g98R0H7o+RB88vnv6OHHsqznToA\nAACAlrNgQaLu7gVmdsh3FLQ/Sh60gheVzx/UihW+cwAAAADAxMWx9OijBeXzM31HQWeg5EHTMzNT\nPn+NHnoo5zsLAAAAAEzY8uVSGO6V9IrvKOgMlDxoFY9oy5ZEO3f6zgEAAAAAE/PIIznl89eaGWuM\noiEoedASzCxUktyq2bOLvrMAAAAAwFnt2SNt2mSSHvUdBZ2Dkgeto1y+Tc8+K5044TsJAAAAAIxv\n1qyipNvNjBeq0TCUPGgZZnZIXV2P6xe/iH1nAQAAAIAxDQxIzzxjKpVu8h0FnYWSB60lCK7V7Nmh\nosh3EgAAAAAY3ezZZWWzD5vZYd9R0FkoedBSzOxVmb2u55/3HQUAAAAAzpTPS48/HqtQ+K7vKOg8\nlDxoPbncNXrwwZxYoB4AAABAs5k3L1E2u9DMdviOgs5DyYNW9KQOHz6hNWt85wAAAACAYaWSNGtW\nqHz+St9R0JkoedByzCxWofAt3XNPzncWAAAAADhl0SJTkqwxM16RhheUPGhVD2nHjqI2bPCdAwAA\nAACkJJHuuy+vfP5y31HQuSh50JLMrKxS6SpG8wAAAABoCkuWSEGwR9JzvqOgc1HyoHUlyT16/fVY\n27b5TgIAAACgk5lJ996bUz5/uRk7xMAfSh60LDMrKIqu1X33Bb6zAAAAAOhgr74qHTx4UtJjvqOg\ns1HyoLXF8R1avjzRnj2+kwAAAADoVPfdl1OxeKWZxb6joLNR8qClmdmQzG7W/fcXfGcBAAAA0IG2\nb5c2boxk9oDvKAAlD1pfuXyTXnzRdPCg7yQAAAAAOs0DDwSK45lmVvQdBaDkQcszswE5d6cefpj/\nVAEAAAA0zp490rJlpii6w3cUQKLkQbsIw+/rqadMAwO+kwAAAADoFPfcEyhJZprZCd9RAImSB23C\nzA4pk3lQjzxS8p0FAAAAQAfYtUtatixRuXyT7yhAFSUP2kexeI3mzUt08qTvJAAAAADa3d13B0qS\na81syHcUoIqSB23DzHYrk5mrOXMi31kAAAAAtLEdO6QVKyKVy7f6jgLUouRBeykUvq2f/jRiNA8A\nAACAuvnRj/KKomvMLOc7ClCLkgdtxcy2ybnZeugh1uYBAAAAMP22bZPWrCkrjm/3HQUYiZIH7adQ\n+KYefzzR0aO+kwAAAABoN3fdlVe5fJWZBb6jACNR8qDtmNleOXe37ruv6DsLAAAAgDayebO0fn1J\nSXKn7yjAaCh50J6Kxau1cGGi/ft9JwEAAADQLu68M6dy+QozK/iOAoyGkgdtycyOSLpJd9/NEEoA\nAAAA527DBmnjxlBx/CPfUYCxUPKgfZVKM7V0aaKdO30nAQAAANDq7rwzp1LpW2YW+o4CjIWSB23L\nzE4qjv9Zd96Z950FAAAAQAtbv17asqWgJPmx7yjAeCh50N6i6F+0dm1Jmzb5TgIAAACgFZlJP/xh\nTmF4mZmVfMcBxkPJg7ZmZgWVy9/UD36Q850FAAAAQAtasULaufO4zO73HQU4G0oetL8kuUdbt+a1\ndq3vJAAAAABaSRxLN9+cV6HweTMr+44DnA0lD9qemZVUKHxFt9+ek5nvOAAAAABaxS9/aTpxYrOk\neb6jABNByYNOMUv79x/VsmW+cwAAAABoBYWCdOedBQXB58x4tRitgZIHHcHMYgXBl3TbbXnFse84\nAAAAAJrdo4+WFcdPm9ly31GAiaLkQSd5XMePb9GCBbTwAAAAAMY2MCA98kikIPii7yjAZFDyoGOY\nmSkI/l533llUPu87DgAAAIBm9aMfFeXc3Wa203cUYDIoedBRzGylkuQXeuCBku8sAAAAAJrQzp3S\nc89FKha/7TsKMFmUPOg8QfAlPfZYrAMHfCcBAAAA0Gxuuy2vKLrSzAZ9RwEmi5IHHcfM9svsOt12\nW+A7CwAAAIAmsnq1tGFDTnF8m+8owFRQ8qAzlUrf1+rVBa1f7zsJAAAAgGaQJNLNN+dVLP6TmYW+\n4wBTQcmDjmRmgYrFf9INN+SVJL7jAAAAAPDt6adNx47tlPRT31GAqaLkQSebpSNHdmrRIrZUBwAA\nADpZGEp33FFQEHzOzHh+gJZFyYOOVdlS/bO6/faCCgXfcQAAAAD48uijkcrlxWb2ku8owLmg5EFH\nM7NliuOn9NBDZd9ZAAAAAHhw8KD08MNlBcHnfEcBzhUlDxAEX9CcOZEOHfKdBAAAAECj3XJLXmbX\nm9lO31GAc0XJg45nZntkdrPuuIM5WwAAAEAnWb5cWrt2SKXSd31HAaYDJQ8gSaXSd7V8eVEbNvhO\nAgAAAKARSiXpuuvyKhb/zsyKvuMA04GSB5BkZjmF4Rc0c2Zecew7DgAAAIB6mz07UhAsM7MnfUcB\npgslD1Bl9qCOHNmoxx9PfEcBAAAAUEeHDkkPPlhWEHzWdxRgOlHyABWVLdU/rR/9KNSxY77jAAAA\nAKiXW24JZHYDiy2j3VDyADXMbKPMbtMttwS+swAAAACog5UrpbVrT7LYMtoRJQ8wUhheqRUrhrRi\nhe8kAAAAAKZTqSTNnJlXofBZM2N3XbQdSh5gBDMLVCx+RjNn5lUq+Y4DAAAAYLrMnh0pn3/FzJ7w\nHQWoB0oeYBRmNl9BsFgPPlj2nQUAAADANDh8mMWW0fYoeYCxBMFnNXt2WXv2+E4CAAAA4Fyliy3f\naGY7fEcB6oWSBxiDme1VHH9bM2fmZeY7DgAAAICpWrlSWr16SKXSd3xHAeqJkgcYTxTdrB07DujZ\nZ30nAQAAADAVxaJ07bWBisXPsNgy2h0lDzAOM4sUBJ/WzTcXlMv5jgMAAABgsn7845KKxYVmNt93\nFKDeKHmAszCzlxXHP9VddxV9ZwEAAAAwCVu2SPPmhQqCf/AdBWgESh5gIgqFL2nhwpI2bfKdBAAA\nAMBExLF0zTV5lUr/08wO+44DNAIlDzABZjagUunz+s538iqzqzoAAADQ9GbPjnXs2DqZ3e87CtAo\nlDzARJk9qIGBFXroIVoeAAAAoJnt2yfdd1+oIPiUGVvlonNQ8gATZGamIPiUHnkk1LZtvuMAAAAA\nGI2ZdO21eSXJ1Wa2w3ccoJEoeYBJMLN9Kpe/oKuvziuKfMcBAAAAMNITTyTaufMNlcvX+44CNBol\nDzBZSXKvjh1bpQcfZNoWAAAA0EwOH5buuCNUEPylmcW+4wCNRskDTFLNtK2Stm/3HQcAAACAlE7T\n+t73AiXJTDN73XccwAdKHmAKzGyPyuUvMm0LAAAAaBILF5o2bdqvUuk7vqMAvlDyAFOVJPfo6NHV\nevhhWh4AAADAp4EB6dZbiyoU/tLMWFYBHYuSB5iiyrStv9HDD4faudN3HAAAAKAzmUkzZwaK49vM\nbLXvOIBPlDzAOTCzPYqiL+mqq/KKWdcNAAAAaLinnjKtW3dIYXiF7yiAb5Q8wLmK47t15Mhapm0B\nAAAADXbwoHTLLUUVCv+fmRV9xwF8o+QBzlFl2tZf66GHmLYFAAAANEocS1demVccX2Vm63zHAZoB\nJQ8wDcxst6Lof+nqq5m2BQAAADTCI49E2rNno8rl631HAZoFJQ8wXeL4Lh0+vFb3389q/gAAAEA9\nbd0qPfBAUUHw52bGq6xABSUPME0q07b+Qo8+WtD69b7jAAAAAO2pVJKuuCKvUulzZrbLdxygmVDy\nANPIzPYrDP+Lvv3tQLmc7zgAAABA+/nhD0OdPPmczB7yHQVoNpQ8wDQzs3kqFh/V9dcXfGcBAAAA\n2sqqVdKCBXkFwX81M/MdB2g2lDxAPRQKn9fy5Ue0aBHfeAAAAIDpMDQkXX11QcXiX5nZgO84QDOi\n5AHqwMwCFQof1403FrV/v+84AAAAQOu77rpA5fL9ZrbIdxSgWVHyAHViZmsVRZfriivYVh0AAAA4\nF08/bVq58qgKhS/5jgI0M0oeoJ6i6CYdOLBG997LtuoAAADAVBw6JN14Y1GFwifMjHUvgXFQ8gB1\nZGaJguAvNGdOoHXrfMcBAAAAWkscS1ddlVccX2tmq33HAZodJQ9QZ2Z2QGH4KbZVBwAAACbpJz8p\na9eu9SqVvus7CtAKKHmABjCzJxSGszRzZkHs9AgAAACc3apV0pw5eQXBJ8yMRS6BCaDkARqlUPif\nWrnykBYupOUBAAAAxnPsmHTllQUVi580s4O+4wCtgpIHaBAzK6hQ+LhuvrmovXt9xwEAAACaUxxL\nl1+eV7l8g5k96zsO0EooeYAGMrN1iqKv6etfz6tY9B0HAAAAaD733lvWrl3rFIZX+o4CtBpKHqDR\nouh2DQw8pRtuYH0eAAAAoNbKldKcOTnW4QGmhpIHaDAzMxUKn9aSJYf05JOJ7zwAAABAUzh6NF2H\nJww/aWaHfMcBWhElD+CBmeVVKPypbrutoC1bfMcBAAAA/Ipj6Yor8iqXrzOz53zHAVoVJQ/giZlt\nUqn0GV12WaChId9xAAAAAH9+/OOydu16VaXS1b6jAK2MkgfwyJJktoLgfv3zPwdKmLkFAACADrRi\nhTR3LuvwANOAkgfwrVj8gl5/fZtmzYp8RwEAAAAa6sgR6aqrCioW/8zMDvuOA7Q6Sh7AMzMrKQj+\nvR54IK+1a33HAQAAABpjeB2emWb2vO84QDug5AGagJntVRj+J11xRaBjx3zHAQAAAOrv9ttD7d69\nmnV4gOlDyQM0CTNbpDC8Xt/8Zl4RM7cAAADQxp56yrRgwTEFwcfNjMUpgWlCyQM0k1LpKu3Zs0p3\n3lnyHQUAAACoi02bpJtuClQsfszMBn3HAdoJJQ/QSVBr2wAAIABJREFURMwsURD8mZ544oRefNF3\nHAAAAGB6DQxIX/96oDD8lJm97jsO0G4oeYAmY2bHVCz+e117baAdO3zHAQAAAKZHuSxddllexeLN\nZvaY7zhAO6LkAZqQma1QGH5WX/1qoOPHfccBAAAAzt1NNxW1d+9SheHlvqMA7YqSB2hSliQPK5+/\nQ5ddlle57DsOAAAAMHXz5iV6/vlDCoI/Z6FloH4oeYBmFob/W7t3L9WNNxZl5jsNAAAAMHnr10t3\n3BGoUPiomZ30HQdoZ5Q8QBOrLMT8Sb3wwn7NnRv7zgMAAABMypEj0je+UVAY/icz2+o7DtDuKHmA\nJmdmQyoU/lg/+lFOK1f6jgMAAABMTBhKX/taXmF4jZn90nccoBNQ8gAtwMx2Kgw/rm9/u6A9e3zH\nAQAAAMZnJs2cWdChQ8+oXL7WdxygU1DyAC3CzF5QGH5RX/lKoFzOdxwAAABgbHPmxHr55b0qFP7a\njMUlgUah5AFaiEXRXRoaelDf+lagmCV6AAAA0IReflm6556cCoWPmVnedxygk1DyAK2mUPhHbd26\nVrffHvqOAgAAAJxmyxbp6qsDheGfmNkbvuMAnYaSB2gxZhYpCP6DFiw4qvnzE995AAAAAEnSoUPS\nV74SqFj8tJm94jsO0IkoeYAWZGaDKhb/WLfeGmjdOt9xAAAA0OlyOenLX86rWLzSzH7mOw7QqSh5\ngBZlZpsUhp/UZZcF2r3bdxwAAAB0qiiSvvGNvAYGZqlcvt53HKCTUfIALczMFqpY/Ly++MVAx475\njgMAAIBOk26VXtT27a+oWPwcO2kBflHyAC3O4vhe5fPX6ctfzisIfMcBAABAJ3nggbJeemmXguDj\nZhb5jgN0OkoeoB2USlfpyJE5uuyyQBHfWwEAANAATz9tmjXruAqF/8fMcr7jAKDkAdqCmZkKhb/T\ntm0v63vfK4pRsgAAAKinV1+Vrr8+r2Lx/zWzA77jAEhR8gBtorK1+se1dOk23X13yXceAAAAtKnd\nu6VvfKOgMPyEmb3mOw6AYZQ8QBsxs7wKhT/S3LlHNW9e4jsPAAAA2szgoPTlLwcKw8+b2dO+4wA4\nHSUP0GbM7LCKxT/UHXcMaelS33EAAADQLopF6atfzSuX+xeLoh/7jgPgTI4d7oD25Jz7HfX1Pasb\nb5yh3/xN33EAAADQyspl6WtfC7R58y9UKPxntkoHmhMjeYA2ZWavqFj8S331qwXt2+c7DgAAAFpV\nHEtXX13Qli1LVCh8ioIHaF6UPEAbM7MnFIZf1he+EGhw0Hcc/P/t3WeYpmVh9//fOe2ee2bpRUoA\nqRYkFuwQlWBB8hiMCJY/okaNih2D2DWK+mDkj+JjFB8JUTBGjBFF1CiGLmoQQQjYEEGRtiDs7txl\n2vm82EUswVB295q55/M5juuYneHNb3ZfsPPd67wuAIDFptbkmGN6ueiiH6TT+cta62zTk4A7J/LA\ngKszMx/LqlUfzuGHT2Vqquk5AAAsJh//+HTOOutn6XSeVGvtNT0H+ONEHlgK+v035YYbPpvXv34q\nPf9vBgDgLvjMZ2Zz6qnXp9t9fK11ZdNzgP+ZyANLQK21ptt9Sa655it54xs7mZ5uehIAAAvZ6afP\n51Of+nV6vb1qrcubngPcNSIPLBG11vl0u8/Nj398dt7+9k7m5pqeBADAQnT22TUf/vCK9Hp711p/\n2fQc4K4TeWAJqbXOptv9q1x66YU56qhu5uebngQAwEJy4YXJ+943lX7/z2utP256DnD3iDywxNRa\n++l0nprvfOe/cswxvXgDJgAASXL55cnb3tZJv79/rfX7Tc8B7j6RB5agWmsn3e6+OfPMK/MP/zAt\n9AAALHFXXZUccUQ3vd7BtdZzm54D3DMiDyxRtdYV6XYfl9NP/0X+6Z9mmt4DAEBDrrsuee1ru+l2\nX1xrPb3pOcA9J/LAElZrvSXd7l455ZQbc8ops03vAQBgPbv++uQVr+ik2z2yzs//c9NzgHtH5IEl\nrtZ6Q3q9x+bEE3+d007zyi0AgKXi9sCzcuVb6vT0h5ueA9x7Ig+QWus16fUem4985LaccYYH9AAA\nDLobbrg98Lytzsx8sOk5wNoh8gBJklrrT9PvPy4f+MDKnHNO03MAAFhX7gg8b6/T0/9/03OAtUfk\nAX6j1vpf6fefkPe+d0XOOssdPQAAg+bGG1cHnhUr3lGnp49peg6wdpXq1cnA7ymlPDit1tk54ogN\ns+++pek9AACsBTfemBx2WCcrV76j9vsfaHoOsPaJPMB/q5TyoLRa5+bwwzfKk58s9AAALGY33ZS8\n/OWdrFz5ztrv/33Tc4B1Q+QB7lQp5QFptc7Pq1+9Ufbf3/FOAIDF6KabVt/Bs2LF39V+//1NzwHW\nHZEH+KNKKffL+Pj5OeywjfO0pw03vQcAgLvhjsDzrtrvH930HGDdEnmA/1EpZZeMj1+Ql7500zz9\n6e7oAQBYDG66afVDlm+77aja77+v6TnAuifyAHdJKWWnjI9/Oy9+8aY58EB39AAALGTLl6++g+e2\n295T+/33Nj0HWD/8izxwl9Raf5Ze75H5xCeW55RT5preAwDAnbjuuuRlLxN4YAlyJw9wt5RStsv4\n+LfzvOdtmec+d6TpPQAA/Jaf/zx5zWs66XbfUKenP9L0HGD9EnmAu62Usm3Gx7+T5zxnyxx66GjT\newAASPKjHyWvf3033e7f1Lm5k5ueA6x/Ig9wj5RSts74+LfzjGdsnRe/eDSlND0JAGDpuvji5M1v\n7qTbfXat9bSm5wDNEHmAe6yUsmXa7bOzzz73zeGHj2fY85gBANa7Cy5I3vWuqfR6T6u1ntn0HKA5\nIg9wr5RSNszExNfz0If+ad7+9nbGxpqeBACwdHzzmzV///cr0+8/qdb63abnAM0SeYB7rZQynnb7\n37Lzzo/P0UdPZGKi6UkAAIPvi1+cz0c/emv6/cfXWi9reg7QPJEHWCtKKcNpt/8x97nPgTn22Mls\nvHHTkwAABtenPz2bk0++Ob3eXrXWK5ueAywMIg+w1pRSSsbH/3c23PCV+dCHJrLVVk1PAgAYLLUm\nxx8/nS996VfpdveutV7b9CRg4RB5gLWujI0dnomJd+fYYyey445NzwEAGAzz88kxx/Ry5pk/S7f7\n+Frr8qYnAQuLyAOsE2V4+JCMj388739/O7vv3vQcAIDFbXo6Oeqobr73vcvS6Tyx1rqi6UnAwiPy\nAOtMKeWpGR//XN75zsk86lFNzwEAWJxWrkyOPLKTq68+O53OgbXWbtOTgIVJ5AHWqVLKY9Jq/Xte\n//pledKTStN7AAAWleuvT173uk5uvfXE9HqvqbXONT0JWLhEHmCdK6Xsnlbr7LzoRRvnoIOGm94D\nALAo/OhHyRFHdNPrvaVOTx/b9Bxg4RN5gPWilLJD2u1zst9+98krXtHKsNYDAHCnLrggede7Oun1\nDqm1fqHpOcDiIPIA600pZZNMTHwlD3zgn+Zd75pIu930JACAheeLX5zPRz+6Mv3+frXWbzc9B1g8\nRB5gvSqljKXdPjFbbHFAPvCByWyxRdOTAAAWhvn55Pjjp/OlL92UXu/xtdYrm54ELC4iD7DelVJK\nxsbenPHxN+cDH5jIrrs2PQkAoFm3vyL9wgt/lG73SbXW5U1PAhYfkQdoTBkaemZarU/mbW+byGMf\n2/QcAIBmrFiRHHnkVK655qx0Ogd5RTpwT4k8QKNKKY9Mq/W1vOhFG+aZzxxO8ZZ1AGAJue661a9I\nv+22T6TXe12tdb7pScDiJfIAjVvz5q0zs+++2+S1r/XmLQBgabjiiuTIIzvpdt9UZ2aOa3oOsPiJ\nPMCCUErZKBMTX85uuz0sRx01kcnJpicBAKw7X/96zbHHdtLrPafWelrTc4DBIPIAC0YpZSTt9sez\n6aYH55hjJnOf+zQ9CQBg7ZqbSz760X5OP/2W9HpPqrX+V9OTgMEh8gALSimlZHT09Rkff1fe//52\n7n//picBAKwdK1cmb31rJz/96cXpdJ5Wa72l6UnAYBF5gAWplHJAWq1/zuGHt/PkJ3saMwCwuF19\ndXLEEZ2sXPnJ9HqvrrXONj0JGDwiD7BglVL2yPj417P//pvksMM8kBkAWJwuuCB597s76fdfWefm\nTmx6DjC4RB5gQSulbJqJiS9lp50emqOOmshGGzU9CQDgrqk1Ofnk2Xz60yvS7/9FrfXbTU8CBpvI\nAyx4pZSRjI9/IBMTL8nRR09kl12angQA8Mf1esl73tPNRRf9LJ3OU2qt1zY9CRh8Ig+waJShoWen\n1TohRxzRzp//uef0AAAL0w03JG94w1Ruuukr6XYPrbX2mp4ELA0iD7ColFIekvHxf89f/MXGefnL\nxzynBwBYUH7wg+Qtb+mk339nZmY+UP3ABaxHIg+w6JRSNsvExKnZYYeH5j3vmcwmmzQ9CQBY6mpN\nTj11PscfP5V+/6Ba6783PQlYekQeYFEqpQyn1Xpvxsdfmfe+dyIPfGDTkwCAparTSd73vm6+971f\nptvdv9b606YnAUuTyAMsaqWUA9JqnZzDDpvI0542lOJRPQDAenTllcmb3tTJqlX/mm73ZbXWbtOT\ngKVL5AEWvVLKbmm3/z177bVVXv/68YyPNz0JABh0tSZf/ep8jjuul+npv6nz859uehKAyAMMhFLK\nskxMfCobbfTkvPe9k7nvfZueBAAMqm43OeaYbr71rRvWHM+6oulJAInIAwyQUkrJ0NBfZ2zsuLzq\nVe089anF8S0AYK26+urkTW+ayq23fiXd7gtrrVNNTwK4ncgDDJxSyu5pt7+cRz7yPnnDG9qZmGh6\nEgAwCM44o+aYY7qZmXlN5uZO8Hp0YKEReYCBVEqZSLv9sUxOHpj3vGciu+3W9CQAYLGank4+9KFe\n/uM/bk6v9xe11kuangTw3xF5gIFWhoaenbGxT+QlLxnPM54x7PgWAHC3XHtt8uY3T2X58jPT6fx/\ntdYVTU8CuDMiDzDwSim7pN0+LXvssX3e+taJbLBB05MAgMXg7LOTo4/uZmbmjZmd/bDjWcBCJ/IA\nS0IppZXx8Q9mfPzQHHXURHbfvelJAMBC1e0mxx7by7nn/jq93gG11v9sehLAXSHyAEtKKeWAtFon\n5ZBD2nnuc0cyNNT0JABgIbn88uTtb++k0zk13e7Laq0rm54EcFeJPMCSU0rZPu32F7PrrrvmHe+Y\nzKabNj0JAGja3Fxy0kkz+Zd/6aXff0Gt9d+angRwd4k8wJJUShlNq/WejIy8Mm98Yzt77930JACg\nKddem7zznVP51a8uTqdzcK31V01PArgnRB5gSSul7J3x8c9l7703ymte086yZU1PAgDWl1qTr32t\n5rjjepmdfUtmZz9Ua51vehbAPSXyAEteKWVZ2u3/k1broLz97RN56EObngQArGu33ZYcfXQnF198\nfbrdp9daL216EsC9JfIArFFK2T+t1snZf/+JvPSlrbRaTU8CANaFCy9M3v3ubqanT0ivd0Sttdf0\nJIC1QeQB+C2llM0yMfGP2WCDffPOd07m/vdvehIAsLZMTycf+1g/X/3qVHq9g2ut32x6EsDaJPIA\n/DfK0NCzMzb2f3Pwwa0ceuhoRkaangQA3Bs//WnyjndM5dZbz0qnc2it9ZamJwGsbSIPwJ0opWyb\niYnPZIstHpa/+7vJ7LBD05MAgLtrejr51Kdm8q//2s/MzKsyP//J6ocgYECJPAB/RCmlZHj4pRkZ\nOSYvelErBx44nKGhpmcBAHfF5Zcn7373VFas+FY6nRd4NTow6EQegLuglLJLJib+NTvssEve9rbJ\nbL1105MAgDvT6yUnnDCd007rZnr6pan1FHfvAEuByANwF5VShjM6+oYMDb0tL3zhWJ75zOEMDzc9\nCwD4bZdckhx1VCedztfT6fxNrfWmpicBrC8iD8DdVErZNRMTJ2eLLXbPW986mV12aXoSANDpJB/9\naD9nnNFJr/eCWuuXmp4EsL6JPAD3QCmlZGjohRkd/VAOOGAsL3zhWMbHm54FAEvTd7+bvO99nUxP\nn5pO5xW11lubngTQBJEH4F4opdwnExPHp91+Yt70psnsuWfTkwBg6Vi5MjnuuG7OO29Ver1Daq1f\nb3oSQJNEHoC1oJSyf8bHP5m99prMq17VzkYbNT0JAAbbeecl739/N7Ozn063e3itdWXTkwCaJvIA\nrCWllGUZH//7DA8/P6997Xj23beklKZnAcBgufHG5NhjO7n44lvT6z2n1npO05MAFgqRB2AtK6U8\nMu32Z3K/+90nRx45ma22anoSACx+MzPJKafM5aSTplPrMZmefk+ttdf0LICFROQBWAdKKaMZHT0y\nQ0Nvzl//9VgOPNDr1gHgnvr+95Ojj57KypUXptN5Ua31yqYnASxEIg/AOvSb161vttnuOeKIyeyx\nR9OTAGDxuPnm1Q9W/u53p9LrvSTJF6sfYADulMgDsI6VUkqSZ2V8/CN51KPG88pXTmTzzZueBQAL\n19xc8oUvzOeEE/qp9R/S77+j1jrV9CyAhU7kAVhPSinL0mq9I6W8IoccMpaDDhrO2FjTswBgYbns\nstVHs2655bJ0Oi+otf6w6UkAi4XIA7CelVJ2yeTkx9NuPzJ/+7eTedSjmp4EAM279dbkIx/p5txz\ne+n3D0vyWUezAO4ekQegIaWU/dNu/9/svvtGee1rJ7Pttk1PAoD1b24u+fKX53P88f3U+o/p9d5c\na13R9CyAxUjkAe5UKeXPkvxnkgckGU0yk2SDJN0k909yVZKhJD+qtd7Q1M7FrJTSyujo36aUN+fA\nA0fzvOeNpt1uehYArB8XX5wce+xUli//STqd59daf9D0JIDFTOQB7lQpZVmtddWaX7drrd3f//p/\n9zl3XynlTzIx8eGMjj45r371RPbZJyml6VkAsG784hfJhz/cyaWXrkqv95o4mgWwVog8AAtIKeVx\nabf/Mfe971b527+dzE47NT0JANae225LTjyxn699bTbz8+/JzMyxtdZe07MABoXIA7DAlFJGMjz8\n0oyMvC+Pe9xIXvKSdrbYoulZAHDPTU8nX/jCXD75yekk/5xu90211puangUwaEQegAWqlLJxWq23\nJjksT3/6cA45ZCzLljU9CwDuulqTc85Jjjuuk37/O5maekWt9YqmZwEMKpEHYIFb87ye96fWp+cF\nL2jl6U8fythY07MA4I+7/PLkgx+cyrXXXpdO52W11m82PQlg0Ik8AItEKeVBmZw8LmNjj8rLXz6R\nffdNhoaangUAv+v665OPfrST7363n37/9an1U7XWuaZnASwFIg/AIlNKeXwmJv4hm222fV796mV5\n+MObngQAyapVycknT+fUU+dS6zGZnv7ftdappmcBLCUiD8AiVEopSZ6ZdvtD2WWXDfOqV01m112b\nngXAUtTpJJ/73Gw++9mZlPJv6XTeUGv9VdOzAJYikQdgESuljK55E9d78uhHj+ZlL2tnq62angXA\nUtDrJaeeOpeTTppOKV/L1NSRtdafND0LYCkTeQAGQCllg7Rab0zyujzlKUN53vNa2XzzpmcBMIim\np5PTTpvPP/1TP7WemampN9Ra/6vpWQCIPAADpZSyVcbH35L5+Rdlv/2GcsghrWyxRdOzABgEs7PJ\n175W84lPdDM7+51MTb2+1vr9pmcBcAeRB2AAiT0ArDVzc8kZZyQf//hU+v0fZGrq8Frrt5ueBcAf\nEnkABlgp5T5rYs+Lf3OMS+wB4K6Yn0/OOis5/vipTE39OFNTr6u1nt30LADunMgDsASIPQDcZbUm\n55+ffOxjq3Lrrddkaup1Sb5R/eAAsOCJPABLyJrY8+bMz79E7AHgd8zNJWefnZxwwqrceuv16XQO\nT/JlcQdg8RB5AJYgsQeA35iZSb7+9ZoTT+yk1/tppqbelORr4g7A4iPyACxhpZQt1xzjekn22afk\nuc8dz/bbNz0LgPWh10tOP30+J53Uy+zsxWvizrniDsDiJfIAkFLKFhkbe01KeXX22GMohx46mQc9\nKCml6WkArG0rViRf+MJsPve5mSTnZmrqLbXWC5ueBcC9J/IA8BullIkMDb0wrdZbs/XWy/L85y/L\nXnslw8NNTwPg3rrxxuSzn+3n9NNrhoe/mE7nXbXWy5ueBcDaI/IA8AdKKcNJ/iqTk3+XdnuHPO95\nE3nKU0paraanAXB3XXVVctJJnZx/fjI0dEJ6vffXWn/Z9CwA1j6RB4A7VUopSf4sk5PvSK2PyUEH\njeav/mokG23U9DQA/phak4suSj796VW5/PL5zM19ILOz/6fW+uumpwGw7og8ANwlpZQHZGLiLZmb\nOzBPfnLJs5/dyjbbND0LgN/W7Sbf+EbNZz4zlRUrbk63+97UelKttdv0NADWPZEHgLullLJ1Wq3D\nU+vLs+eeJc95zoSHNAM07Prrk89/fjpf/vJ8RkbOy6pV70typjdlASwtIg8A90gpZYMMDb0ordYb\nsummG+RZz5rME59Y0m43PQ1gaag1ufji5DOfWZVLLikp5YT0+x+stV7V9DQAmiHyAHCvlFKGkjwx\ny5YdkdnZvfOUp5Q84xmtbL9909MABlOvd8eRrNtuu2XNkayTa61TTU8DoFkiDwBrTSll+4yNvSKl\nvCw771zyrGdt4BXsAGvJ9dcn//Zv0znttPkMD5+fqan3JfkPR7IAuJ3IA8BaV0ppJXlGli07MqXs\nmgMPHMv/+l8j2WyzpqcBLC7z88n3v5+ccspULr44GRo6Mb3esbXWnzU9DYCFR+QBYJ0qpTw4ExOv\ny+zswXnEI+Zz0EGT+dM/9aBmgD/mxhuTr351Nqee2s/MzPXpdI5Z85asVU1PA2DhEnkAWC9KKRul\nlOen3T4iG264cQ46aDL77luy0UZNTwNYGGZmkm99K/nCF1bmiiuGMzz8L+l2P1JrvajpaQAsDiIP\nAOtVKaUk2SeTk6/O9PR+2XPP2fzlX07mkY/07B5gabr66uS006bz1a/OZWjoiqxa9cEkn6+1dpqe\nBsDiIvIA0JhSysZJDs6yZa9KrTvnqU8dyf77j2bHHZueBrBudbvJmWcmn//8ylx77VySE9LvH19r\n/UnT0wBYvEQeABaEUsr902q9OMlfZ6utRnLAAcuy774lG27Y9DSAtaPW5Iorki99qZuzzhrK6Oj5\na+7a+WqtdbbpeQAsfiIPAAtKKWU4yRMzOXlYpqefkoc/fPVxrkc8wnEuYHG67rrkjDPmcvrp3axY\nsTIzMx/O7Ow/1Vqva3oaAINF5AFgwSqlbJJSnpXJyVcl2TFPfepInvpUx7mAhe+WW5Izz6w5/fSV\nufbakuHhz6XbPTHJ+dVfwAFYR0QeABaFUsoDMjb24pTywmy66Uj2228i++wznO22a3oawGqrViXn\nnJN85Ssr8uMfj2Zs7PRMTZ2Q5Ju11pmm5wEw+EQeABaVUspQkr0yPv681HpwNt98KPvtN5l99hnK\ntts2PQ9Yanq95IILkq98ZVUuuWQ0rdZZWbXqE0lOr7V2m54HwNIi8gCwaK15fs/eabcPzfz8M7Pl\nliX77TeZJzxhKNts0/Q8YFDNziYXXph87WudXHDBcFqti7Jy5ceTfKHWelvT8wBYukQeAAZCKWUk\nyePSbh+aublnZOuta/bbb1me8IShbLVV0/OAxW56Ovne95Kzz+7mnHNKhod/mqmp41Pr52qtNzQ9\nDwASkQeAAbQm+DwhExOHZnb2r7LttvPZb78N8vjHl9znPk3PAxaLFSuSb387OfPMVbnootG0Wj/M\nqlUnp9Z/rbX+vOl5APD7RB4ABlopZTTJPpmYeH5mZw/I5pvP5wlPaGevvUZyv/t5LTvwu66/Pjn/\n/JozzliZK69spdU6L6tWfTrJl2utNzU9DwD+GJEHgCVjzTN8Hp2xsadndPTg1LpFHvOYmj/7s4k8\n/OHJ5GTTE4H1rdbkpz9Nzj13Lt/8ZifLl5eMjHw5nc6/JPlGrbXT9EQAuKtEHgCWrFLKjinlL7Js\n2XPT6z0su+3Wzz77bJDHPKZ4cDMMsNnZ5JJLknPO6efss2czPb0y8/OfS7//uSTfqrXONT0RAO4J\nkQcAkpRSNkjyxExMHJy5uf2z8cYlj3/8ePbaazS77+5YFyxmtSa//OXqN2Kdd97KXHZZK2NjV6Xb\n/XTm5r6Q5L+qvxQDMABEHgD4PaWUoSQPz8jIAWm1npW5uT/JnnvO5NGPXpaHPSzu8oFFYMWK5Pvf\nTy64oJvvfGc+vd50hof/PVNTX0zyTc/XAWAQiTwA8D8opWyX5EmZnPzLzM7uk3Z7OI94xFAe+ch2\nHvawZNNNm54IzM4ml1+efPe7cznvvKlce20r7fZ/ZuXKzyf5epIr3K0DwKATeQDgbiillCQPTPLn\n2WCDp6fXe0w23XQ2j350Kw9/+Fge8pBk2bKmZ8Lg++0jWOefvzKXXtrK2Ng16fdPzczMV7L62Tr9\npmcCwPok8gDAvVBKGUnysAwN7ZvJyaen231Itt22l8c+diJ77jmSBz0oabWangmL39xcctVVyaWX\nJhdeuCqXXjqUmZm+I1gAcAeRBwDWolLKeJLHZGTkSWm3/zLd7m7ZaadOHvrQyeyxx0h23z3ZeOOm\nZ8LC1+8nP/xh8oMfzOfCC1flhz8cz8jI8iRnptP5RpLzkvzMESwAuIPIAwDrUCllwySPzvDw3pmc\nfFK63Qdnww3nssceJQ95yGR23z3ZcUdv74IVK5LLLksuuWQmF17YzTXXtNNuX5np6W+k3/+PJOe7\nUwcA/jiRBwDWozVv7npgksdkcvKJqXXvzMxsnl126eZhD1uWBz1oOA98YLLhhk1PhXVnbi65+urk\nxz9OfvCDXi66aCY33zyWiYlLMjX11czNnZPkO7XWqaanAsBiIvIAQMNKKZsleXRGRvZOu/3EdLt7\nZJNNpvPgBw9njz0msuuuq+/2GR9veircfXO3My+JAAAIFklEQVRzyc9/vjroXHFFP5dd1ssvfjGR\nsbGbMjR0YVatOjPJuUkuqbXONrwWABY1kQcAFpg1D3N+UFbf7bNPStkz3e722Wyzbu53v5IHPnAy\nu+xSsvPOySabND0X7jA7+4dB55e/vD3o/GdWrTonyfeSfL/WuqLhtQAwcEQeAFgESiljSR6Q5CFp\ntR6RVuux6Xbvn1arZuedZ7P77pPZddfh7LJLss02ydBQ05MZdCtWrD5y9fOfJz/60eqgc+21E2m1\nbkwpvx90Vja8FgCWBJEHABapUkpJsn2Sh2Zo6GFZtmzvzMzskdnZjbLddp084AGt7LjjeLbbLtl+\n+2TLLcUf7p5ak1tvvSPm/Oxn/fzkJ7384hdj6feH0m5flVovyapV387qoHOxoAMAzRF5AGDAlFI2\nSfLgJA9Ou/2nGR19cKand8rs7AbZfPNOdtihZOedJ7L99sO/CUDLljU9mybVmixfvjrmXH11cuWV\nvfzkJ/1ce20rs7PzabevzNzcxZmauijJ5Wuua72+HAAWFpEHAJaIUsqyJLsluV+Ghu6fycmHptYH\npNfbLmNj89lmm+nsuONodtppItttt/rY11ZbJe1209NZG7rd5Lrr7rh+9avpXHNNL7/6VbJ8+XiG\nhnppta7MzMxF6Xa/nztizo1iDgAsDiIPACxxa459bZPkfknul1brQWm1HpK5ufum19sio6Nz2Xzz\nfrbeuuRP/mQ822wzlq22SrbYYvW18caOgS0E09PJDTesDjjXX5/86lezufrqbq69dj7Ll7cyPT2c\n8fEbMjz888zM/Cjd7hVJrkry8yRX1Vp/3ew3AADcWyIPAHCn1gSgLZLcN8kOSXZIu71bRkd3y/z8\ndpme3jJzc+1ssEE3m28+l622Gso227Sz5ZYj2Xjj1QFoo41WXxtvnIyONvr9LDrz86sfcPzrXye3\n3HLHtXz5bG68sZebbprLr39dctttY+n3RzM+fnNGRq7J3NyPMjV1eX4r4iS5wR05ADDYRB4A4F4p\npbSTbJvkT9Zc26Xd3ikjI9umlC0zP795ZmY2zvT0Bhkdnc2yZdPZYIO5bLJJstlmI9l881Y22WTk\nd2LQsmWrj4mNj6/+ODzc7Dd5b83NJVNT//21atXtH2dz883Tuemmmdx8c3LrraOZmhrP6Ggvo6O3\nZHj4xtR6baanr06//4sk1//WdUOS5bXWuUa/TwCgUSIPALBerLkraKOsvjPo9mvzJFtkbGzrtFrb\nppStU+sWmZvbIPPz7czNtTI728rQ0FxGR2fTas1lfHwu4+M17XYyMZFMTg5lcnI4ExMjmZwczfh4\nyfDw6iNkt1+3f15K7vS/3X7VmszMJLOzf/jx9l/PzNRMT89leno+09Nzaz6fT79fs2rVfFatSjqd\noXQ6w+n3RzM7O5KRkV5GRjoZHl6VoaEVSW5Lrb/O3NzN6fdvytzcr5Msz+/Gmxtrrf1m/sQAgMVG\n5AEAFrQ1cWg8ybIkk2s+/vb1u18bHd0gQ0NjKWXkD65kOKUMJ7nj8+R3P5Yyl9VhpZ9a+6m1l/n5\n1dfcXC9zc93Mz/eTTP/edfvXVgec371W1Vrn18NvFwCwhIk8AAAAAAPAqzAAAAAABoDIAwAAADAA\nRB4AAACAASDyAAAAAAwAkQcAAABgAIg8AAAAAANA5AEAAAAYACIPAAAAwAAQeQAAAAAGgMgDAAAA\nMABEHgAAAIABIPIAAAAADACRBwAAAGAAiDwAAAAAA0DkAQAAABgAIg8AAADAABB5AAAAAAaAyAMA\nAAAwAEQeAAAAgAEg8gAAAAAMAJEHAAAAYACIPAAAAAADQOQBAAAAGAAiDwAAAMAAEHkAAAAABoDI\nAwAAADAARB4AAACAASDyAAAAAAwAkQcAAABgAIg8AAAAAANA5AEAAAAYACIPAAAAwAAQeQAAAAAG\ngMgDAAAAMABEHgAAAIABIPIAAAAADACRBwAAAGAAiDwAAAAAA0DkAQAAABgAIg8AAADAABB5AAAA\nAAaAyAMAAAAwAEQeAAAAgAEg8gAAAAAMAJEHAAAAYACIPAAAAAADQOQBAAAAGAAiDwAAAMAAEHkA\nAAAABoDIAwAAADAARB4AAACAASDyAAAAAAwAkQcAAABgAIg8AAAAAANA5AEAAAAYACIPAAAAwAAQ\neQAAAAAGgMgDAAAAMABEHgAAAIABIPIAAAAADACRBwAAAGAAiDwAAAAAA0DkAQAAABgAIg8AAADA\nABB5AAAAAAaAyAMAAAAwAEQeAAAAgAEg8gAAAAAMAJEHAAAAYACIPAAAAAADQOQBAAAAGAAiDwAA\nAMAAEHkAAAAABoDIAwAAADAARB4AAACAASDyAAAAAAwAkQcAAABgAIg8AAAAAANA5AEAAAAYACIP\nAAAAwAAQeQAAAAAGgMgDAAAAMABEHgAAAIABIPIAAAAADACRBwAAAGAAiDwAAAAAA0DkAQAAABgA\nIg8AAADAABB5AAAAAAaAyAMAAAAwAEQeAAAAgAEg8gAAAAAMAJEHAAAAYACIPAAAAAADQOQBAAAA\nGAAiDwAAAMAAEHkAAAAABoDIAwA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LNey+nTCYfjbhrrx7YucoAC4hXO/XhMHb6ekN1l5zlITtB5xJmJ7vLWBbgOhD\nvj/wYN2XW1GUlB5GKvUJPXvexnnnbcXEicXsvjsksvzXqGNH6NDBxy1lgacA69fKpnHYDPg5RfyW\nIoZwMrl8qkLdLanKXbPOtVU+KWU1JE0AvqnPDN6SngROaWRrTYuS9ChwjZk90Uz19yDcbda1ulXE\nM02NmME7Gq/xc5LJi+nevQO/+lUxI0ZAXWNfR45s3rnDGup//qdszOOPJx72+ZYyZhlhMsrSc6jY\n2dzaLAdeYw0vUgq8wCrOMLN3Mh2Wc80pK3rOs235EzM7vwFls3a5kmpMjR5NLupaPBO4OxsTJQAz\nO6u+ZSXlIx1FMnkRm29ezHHHFbP99nUnSdlq+PCcac895+vEZdDLQCqH8kWpVt6inwJ2J5edyeV1\n9mQqr6hQT7KKc8zso0yH51xzyIpkybUMM7u87lINFw16n09YXGF0c5yjpUgqIJE4lsLCC9lyyyTH\nHVfM4GadlqllDB7MomjcUpaOrGrzngNbtnHd5VqNPGAnEmxPkpcZwwvsowJNYjXn13c5KOdaC0+W\n3HqL5mxq1XfKSEogjaeg4HK22Saf444rZpttMh1W04nGLd337bf6Rd2lXTN4EsrXbEXba9krILQ0\njSCX6RzGqxysfN1GKX+Mxnw61+q17uZg55qApF1IpWbRp89VXHllR/7+97aVKKUNH15+j8+3lBFr\ngLchp3nnjs+wJLAXeZxKksGMJ5fZytUfJLXmEVrOAZ4suQ2YpB4qKnqAdu2e4vTTt+bGG4vpn22z\nBTah4cNzpvt8SxkxA8gXVmEa17aqGBhDISdQRB/OI4+5ko6R1PZa1dwGw5Mlt8GRlFJBwV8oKHif\ngw7an3vuSfHjH7fewdv1FRu35FrW82ClG7FhJaqdgCNIcTQd6cbV5POhpNG+jIprjTxZchuMaNbt\nwygs/Jzhw8/k1ltTHHdcHslkpkNrGRttBBttZPdmOo4N0BNQvrJ3GxyvVB89gOMpZiy9ace/KeDp\naMFr51oNT5bcBkHS9qRSb9Cjx81cemlnLrooxSab1H1gW+PjllqcAS9DTpgadQMlwozgp1DETuxG\nHv9Vrs6NVi1wLut5suTaNEldlUrdTlHRdE44YQi33FLUJqYCaCwft9TiPiJalyfLlgzMiFxgD/L4\nDSk25Y/k856kHTMdlnN1yYpkSZI196OB8Vwi6dTmut7oHEdGs3+3OZJ6SSpPr4En6TFJR9XjuK6S\n/itpvadTA9z8AAAgAElEQVQCkpSvvLxzKCj4hH33PZR77kkyZozI2TB7QtYaPJjFpaU5KzMdxwZk\nGpAoqnYdww1XJ+AYivgJfShksgp0i6SNMh2WczXJmnmWptB8S0OMZGS9y0rqAhxFbOV6SaOA6wi9\n768A4+s76ZqkcmBLM/s0/ryZ3QncWY/jbwXmmtkf63sNjSFpNrAx4UvwMuBp4EQzW7y+dZvZfvUs\nN1/SFOB44NrGnk/SMJLJf9OvX2dOP72Inv6Vfq0OHaBjR7t3/nyNy3QsG4inoWzpFhvoeKXaCBgE\nbEmSpzmcd/ippBMJqwB4V7HLKlnRspRlxgOPmtkqAEmdCYvGnk9Y2ul1oC2OkTVgjJmVAIMJH2N/\nyEAcdwK/bsyBkvJVWHgpqdTznHlmT/7+d0+UqjN8ePm9Pm6pxTwHCdrgtF1NJgkcQCFH04GO3EgB\nL0jaMtNhORfnyVJVo4HnYttjgXfNbJKZrQYuBAZL6rs+J5E0XtK06GdJulLSfEmLJM2UNEDS8cAR\nwDmSlkj6T1S+u6RJkr6R9Kmkk2P1XijpPkm3SVos6V1JQxsSm5nNJyyQvnZVcUm/k/RxVOcsST+N\n7UtIukLSt5I+AfavdK1TJR0bu9Y/SJodXe9tktrFir8K9I4W5a03SUNIJv/LwIEnM3FiklGj1Oan\nAmisYcNyXvBxSy1iHrAQRL9MR9IK9ABOpIjdGEEeM5WnP0sqyHRYzoEnS9UZBHwQ2x4AvJ3eMLPl\nwMfAwCY8597Aj4CtzKw9cCjwnZndSGhpuczMSszswGgc0MPAW0B3YBRwmqS9Y/X9BLgbaA88RP27\ntAQgaTNC0vhKbN/HwK5m1g74M3CHpK7RvuMJCdIQYBhwCBVbLiy2fQwwDtgD6E2Ywm5tfGa2JjrX\nkHoFLOWpoODPJJMvcsopvbn88hSdNoSZ/9bDkCEsXr3axy21gOlAQQFl3glXTznALuRwIkk25yzy\n+VjSrpkOyzlPlqrqACyJbRcBlcftLKZp10IrBUqA/pISZvaBmc2L7Y83kQwHOpvZRWa2xsw+A/4J\nHB4rM83Mnoj6/e+Aei2yIOBBSYuBOcAnwEXpnWb273RMZnYf4SafEdHunwFXmtmXZrYQuLhSzHFH\nAn8zs9nRmnLnAYenB4NHlhASvdoDlgaQSs2kf/+zuO22JKNHe2tSfbRvD5062T2ZjmMD8CyULdnM\nP2cbrANwFCkOYjMKeEr5utSnGXCZ5L/EVS0kJC5pS4F2lcq0p2JCtV7MbDKhdeU6YL6kGySV1FB8\nc6C7pIXpByHhiK9nPj/283KgsFIyUm0YwIFRy9EewJ6EViIAJB0t6a3YOQcCnaPd3YC5sbpqG/ze\nDfi8UtlcoGvsuRLgh5oqkJSr/PzfU1j4Giec0I8rr0zRpUsdl+cqGDHC51tqAc+AbOsavzi4uvQH\nTiJJd04mnzcl9anzGOeagSdLVc2ECiMMZhFrmZFURLhTblZTntTMrjGzYcA2QF/g7PSuSkXnAJ+Z\n2UaxRzszG1ND+cbE8jxwDXAZgMJsuzcCJwIdzWwj4F3WtR59TcVZZGobVf0V0KtS2TVECZ6kXGBL\nYl2fcZL6kUq9Rd++v+eWW8J0AN6a1HDDhuW86OOWmtVi4HNIMCjTkbRyJcA4UoykP3m8rYTGSf5L\n71qWJ0tVPQbsHtt+ABgoaaykQuACYIaZfQhrB2p/VkedBZIKY48Kr7ukYZJ2iJqZlwMrYe28LPMJ\nY3vSXgWWSDpHUlJSjqSBktKtQE31IfIPYISkHQhdkQYsABKSjqHimK37gFMkbRrNlfK7Wuq9Gzg9\nmoupmNBld4+Zpf9wjwBmm1m8pQpJOcrPP4uCgrc47rhtuPrqog1yBu6mMngwS3zcUrN6GUjmUEZh\npiNpAxLATuRwLEW05zryeVBSh0yH5TYcWTPPUkPmQmpmE4EZkgrNbKWZLZB0MKGb7A7CZ2B8fFAP\nwjjO2lRuhfoVoTUl3QrUDriSkBStBJ4ALo/23Qz8X9T1NcXMxkoaA/wN+BQoAN5n3W3+8cHUxJ5r\nkOi6bwPOjc75N+AloJzwGsWv+SZCa9jbwKIotj1qqPpfhIHpzwOF0bWeHNt/JPD/4gdI2oJUahI9\nevTlj39MsummDb0cV1n79tC5c/ld8+YlfpnpWNqoqWDLNvEuuCa1CeGOuSfZm7f5UNLBZjYt02G5\ntk8tPfeXJDOzrP4AkTQB+MbMrqpH2SeBU8zsg7rKutpJ2hiYCgyJpmlA0n4UFNzDMcekOPTQHBKt\npDF05EiY0nwTrTaJK68s2/uhhxJPNl1rpIsZCmVv7kFOjV8b3Pr5EJjECsq5mlL+aGalmQ7JtV2e\nLLmsJCmHgoK/UlBwGhMmJBnYlDM1tIDWkCxNm0bJpZeWLV6+3G9sb2KrCUNtVp9GuLPLNY8lwCSW\n8RWfsZqfmtknmQ7JtU2t5Gu6W1+SekYTW1Z+LI7mVcoakjqRSk2hd+9TueWW1pcotRbbbsuS0tKc\n5ZmOow16EygU5Z4oNbMS4GiK2HPt4O/xPvjbNQdPljYQZjYnmtiy8qOdmX2R6fjSJA2lsPC/7Lff\nDlxzTYqOHTMdUtsVjVu6O9NxtEHTwFZ19KkZWkQC2JEcjqOI9lxLPrepCRbjdi7OkyWXNZSbeyzJ\n5POce24XTjwxnxzvHWp2w4fbvZL/UW9ij0P5qi193u4W1RU4gSJ6cjD5vBJbYcC59ebJkss4SYVK\npW6nS5eruf76FHvs4c3oLWX48JyXkkmfb6kJlQOvQg7bZjqSDVABcAQpdmAAebwraftMh+TaBk+W\nXEZJ2pxk8i223/5gbr45Rc/a5rN0TW7bbVm6erWPW2pC74d/DJ/hIjMSwCjyOIhO5DFN0uF1HuNc\nHTxZchkjaR8KCmYybtxW/PWvSVKpTIe04WnXDrp0Kb8z03G0IdMBStZOKusyZRvEsaQo4mbl6wpJ\n3i3qGs2TpWpIukTSqRmOYbakUU1Y3yuStmmq+taHpIQKCi6kuPgBLrusHYcdluNLlmTQiBF2n49b\najJPQtmyXtkz4e8GbRPgt6TYmN+Qz9OSKq/z6Vy9ZEWyJMma+9GAWLoARwHXx54bJel9ScskTZZU\n774iBWdL+lDSckmfS7o4freGpFsl/bXSodXNxL0+rgD+0oT1NYqkJKnUY2y++VncckuSwYPrPsg1\nr2HDcl72cUtNZhok8NkuskcR8EuKGMhO5DNT0laZDsm1Plnz7ac55+8b2bCVVMYDj5rZKgBJnYFJ\nwLHAw8BFwL3ATvWs72pgH0IC9hqwNXALYcHcnzYoskaQlGtmawixXy+pq5nNb+7z1hBLR1KpyYwY\n0Zff/z5JXl4mwnCVDR68dtySd4Suny+AJSD8z3F2yQEOoJBu9OAp3pB0iJk9lemwXOuRFS1LWWY0\n8FxseyzwrplNipbguBAYLKlvXRVF32BOAI4ws1fMrNzM/gscDIyWNFLS8cARwDnRJJH/iVWxnaS3\nJf0g6R5JBbG6x0iaIWmhpBckDYrtmx0ttDuTsOhuwsxWAm8QErcWJ6knyeSb7Ldff/74R0+UsklJ\nCWy8cfkdmY6jDZgO5BWyxj9Zs9RwEhxJCQU8qFyd5RNYuvryX+mqBgHxdd4GEBaIBcDMlgMfQ70a\n2kcBc83s9fiT0SSQLwN7mdmNwJ3AZdEkkQdGxQQcSkhutgC2JbR6IWk7wgK7vwI6AjcAD0mKZyCH\nA/sCHcws3cXyHtDi/V6SBlJQ8Cbjxm3GiSfmt5r13TYkPm6pSTwLZUt6+PxKWa0XcAJJOnAh+dzi\nA79dffhfrao6EFYcSisCFlcqsxgorkddnYF5Nez7GugU/SyqLmZqwNVmNs/MFhK60YZE+44HbjCz\n1yyYCKwCdqx07Jfp7sTIElp4pSpJu1FQ8CJnn92Rww7zD6VsNWxYzsuplI9bWk/PgOjvCxNnvQ7A\n8RTRlUPJ5xFJhZkOyWU3T5aqWkhYcShtKVD5Dor2VEyoarIA6FbDvu7Rfqh5IHc80VrBugRtc+DM\nqAtuoaSFwGZRnWlzq6mvHeH6WoQSiYMpLHyCCRNKGDXK/4Bks223ZdmqVTlLMx1HK/YD8BUkGJDp\nSFy9FADjSNGb3cnneUntMx2Sy16eLFU1E+gX255FrOtKUhHQJ3q+LpOBHpKGx5+U1APYAXg2eqq+\n3R/pcnOACWa2UexRbGb3VlM2rj+xLsXmpLy8kygqup2rrkoydGhLnNKtj5IS6NrVxy2thxeBwlzK\nKKizqMsWucDPSLIt25LPa5Jq+nLrNnCeLFX1GLB7bPsBYKCksVFT7QXADDP7EEDSeEmfVVdRVOZ6\n4E5JO0jKkTSAcHfd02Y2OSo6H+hdj9jSrTM3Ab+RNCKamqBI0v6SauwajGLfHni6HudpNElSYeFl\ndOhwGTfckKRvnePgXbYYMcL+z8ctNdpUKF/azT9TW50EsD8F7Ewv8nhT0q6ZDsllH//FrmoisF+6\nD9vMFhDuXpsAfA8MIwyeTutBNGlvDU4C/gncQei6e5zQ4nRwrMzNwDZRl9r9NdSzdt4lM3uDMLj7\n2iimj4Cjqb2F6ifAFDOraQzVepOUSzJ5B927n8iNN6bo3r3ug1z2GDYs5xUft9RoTwLlfX28Uqsk\nYHfy6MrGKDFZkq/s5yqQWct+kZRkZqbKzzX3eSufszaSJgDfmNlV9Sj7JHCKmX1QV9lMkvQy8Mto\n6oLmqL+IVOph+vbdgYsvTpFMNsdpWo+RI5t38rDmsHQpHHQQS9asqdfdC26dlYQBgaVnUHWEo2sd\nnqKc1/Kh9O+Cc5bC8r3M7JVMh+WyQ1ZMStmQRKYlmNn5DSibkXmLGsrMdqy7VONI6kgyOZUdd9yK\n884rJDcr3lauoYqLoWvX8olffpn4baZjaWVeB5IJykvbeWt9qzSNcl7LEaUzFYas9iqBnz0r6Sdm\n1sq+9bjm4L/Ybr1I2ohk8kX23bcff/iDJ0qt3Q478G8ft9Rgz4Ot7NSkyxO5lvIGxnNKUPqS1t3b\nsz/waBEUPSJp30yG57KDJ0uu0SR1IJl8gX337cVJJ+X7YrhtwLBhiVd93FKDPQnlq7f0yShbnVkY\njyPWPA4Mr7RzD+CZFBT/W9LeLR+cyyaeLLlGiRKl6eyzTx9OOqnAE6U2YtAglq1alVN5FlZXs3Lg\nNchp+bnx3Xr5BHgAseYeal4FakfgiRQUPSBpVMsF57KNJ0uuwSS1J5Waxl57bckpp3iLUltSXAyb\nbFJ+e6bjaEVmATlgbJLpSFy9zQXuAdZcBxxWR+FdgMdSUPQfSbvXUdi1UZ4suQaR1I5k8nn23HMr\nTjvNW5TaIh+31CDTgLJ2eNdlazEfuB0o/TNQ31sZdgMeKoLUYz4P04bJkyVXb5KKSCanMnJkP844\nwxOltmroUB+31ABPQtmK3j5eqVX4HrgFWH2iwZ8aePCewIMpSD0haaemD85lM0+WXL1IKiCVepJd\ndunPmWd6otSWDRrEch+3VC8GTIccBmY6ElenxcDNGKt+ZnBtIz/A9gImFUHqKUkjmjI8l908WaqG\npEsknZrhGGZny4BCSbmkUv9hyJDt+d3vCkkk4LTT4NFHqz9g3jzYc08or6Fx4s474Yor1i+oF1+E\nv/xl/epw1Ssuhm7dym/LdBytwBzCCtf1WqzIZc5y4F8YK0aWY/eu5ze90cC9xZB6RtL2TRGey35Z\nkSxJsuZ+NCCWLsBRhDXd0s+NkvS+pGWSJkvq2YD6JOlsSR9KWi7pc0kXS8qPlblV0l8rHbp2eZPm\nIKlcUu9Kz10o6fZKzyVIJu+mb98fceGFSXJy0jtodOvSkUfCWWc17ti0nXeG2bPh00/Xrx5XvTBu\nybvi6jANyE1Slh2fpK5aq4BbKWfJ4HLKn2mi7tIxwO0lkHpWUp+mqdNlM/8Vr2o88KiZrQKQ1Jmw\n8O35wEaEyXrvbUB9VxPWcTsKKAb2BUYB9zVdyDWT1JBZIiskZ5JEMnkTm2++L5dckiIvr4mjW097\n7gmPPJLpKNqmoUMTr6dSPsi7Ds9C2ZKePl4pa60B7qCc73oZZW/mNO2fvLHAFe2g6HlJGzdhxS4L\nebJU1Wjgudj2WOBdM5tkZquBC4HBkvrWVZGkrYATgCPM7BUzK4/WZjsYGC1ppKTjgSOAcyQtkfSf\nWBXbSXpb0g+S7pFUEKt7jKQZ0eK7L0gaFNs3W9I5kmYCSyQ17v85L+8uysrGM3duEaefDrNmVdz/\n5ZdwwgkwZgz84Q+wZEnF/Y89BoceCoccAvfFcsNbb4WLL163/d//wkknwU9+AscdBzNmrNv3xBOh\nJWr//eGII+CZZ9btGzIEXn65UZfm6hCNW/oh03FkucmQoH+mo3DVKgPuoZyvu0DZB02cKKWdkIBT\nu0DJFEm+pGIb5slSVYOA+KK4A4C30xtmthz4GOo1pHMUMNfMXo8/aWZfAC8De5nZjcCdwGVmVmJm\nB0bFBBxKmC1tC2BbQqsXkrYDbia0WHUEbgAekhRv+jmc0IrVwcxq6k6p3I+2dlu5ub9jzZrDOfHE\nBA89FJKe885blxCZwVNPwbnnwr//DTk5cM01FWubMQPuuAMuvxzuvhveeCOqPHbab78N9R59NDz8\ncEi+LrgAFi2CFSvg2mvhssvC+Khrr4Utt1x3bM+eYXzUihU1XJ5rtKIi6NatfGKm48hi3wHzQAzI\ndCSuCgMepIzPS2DNxwnIr/OQxrsoDw7qDSWPVfoMdm2IJ0tVdQDiTSRFhPso4hZDvRZm7wzMq2Hf\n10Cn6GdRNXEx4Gozm2dmC4GHgSHRvuOBG8zsNQsmEnrmd6x07Jfp7sQavBm1TC2UtBA4FzBJ+5CT\n82d694YDDoBEInR59ewJL7wQRSzYe2/o1QsKC+GXv4SpU0MSlTZuHBQUwBZbwOjRMHlyFF2szDPP\nwA47wIjoxpKhQ6Ffv9BilB4X9emnsGoVdOwYzpeWSoV/ly6t5RJdo/m4pVq9CBTmUYb/ecwuBjxO\nGe8XiNIPE9CumU8o4OZC2HEoFN8p+a3CbZEnS1UtBEpi20up+tvWnooJVU0WAN1q2Nc92g81D+SO\nJ1orWJegbQ6cWSnR2SyqM21uPeLbzsw2Sj+AS4EOFBT8m332yWezzSqW7toVvvtu3fbGG1f8ec2a\n0CJU0/74sWuvcB4891zogks/3n0Xvv8+JGF/+lNocTrkkNACNWfOumOXLw//Fnvrd7MYNszHLdVi\nCpQv7V7lS47LtOco563cBKWzErTYtOq5hDmY+uwHqb+10EldC/Il4quaSVh6OuozYhYwLr1TUhHQ\nJ3q+LpOB6yQNN7PXYnX0AHYA/hw9Vd8/SOlyc4AJZnZxPco2RBGJxI857bRCcnLg/vsr7p0/f10L\nEMA331T8OTcX2reHlSvXle/Zc93+zp2rnrFrV9hrr5rvjhs+PDxWr4abb4a//Q2uuirs+/xz2GQT\nSCYbcamuToMGsSIat9Qh07FkoaeA8r7+hTOrvILxQkKUvqbwMd2SUsCzRbD9r6XCuWYrr2ypM0v6\nEWG1Owg9Gh0IX/SLCcPcAWRmL7RUTG2N/6JX9RgQX//nAWCgpLGSCoELgBlm9iGApPGSPquuoqjM\n9cCdknaQlCNpAOHuuqfNLOqXYj71m6kl/S32JuA3kkZEUxMUSdp/fQYYSiogN/cX9OhRwOjRYsQI\n+OILePZZKCsLXWhz5sBOO6UvDp5+OiQsK1fCLbfA7rtXHI90xx2h++yzz+DJJ2HkyKon3msveOkl\neO21cJ7Vq8NYp2+/hYULYfr0MCYpNze0NCVib9m33w5deK55pFLQvXv5rZmOIwutAD6EhC+em0Vm\nYjwtUfqs1o1YaGmdgOdTUHSRpANa8MRvmdlX0WOmmT0PfGJmz5vZi2b2IrGxt67hPFmqaiKwX5QY\nYWYLCHevTSBMlj+MMHg6rQcwvZb6TgL+CdxB6Lp7nNDidHCszM3ANlGX2v1VqwBi8y6Z2RuEwd3X\nRjF9BBxNw1qT1paNpgi4ja5dO9O3b3hPtG8f7li77z448MDw78UXQ7t26YPCmKVLLw1dZKWlcPLJ\n62qXYPBg+MUvQqvRYYeF8UjpfWldusBFF4WJKseODeXSd86ZhcHjhx4aYnjnHTj99HXHTpkSuu1c\n89lxRyb5OnFVvAokcyiv18hF1/w+BB5CrJkE7JHhYDYHHk9B6q7oy3GzM7MqAzfNbFFdZVz9yaxl\nPwclmZmp8nPNfd7K56yNpAnAN2Z2VT3KPgmcYmYf1FU2Wyk///d06/Z7rr++qNV0ab34Yhgc/qeG\nru/UQkaODMlca/fqqyT/8pfy5cuW+RermL+AXdQVKz3Bv3Bm3OeEr6KlNwHHZTiYuNsNTpgPywaa\nWTUDNl1rkhXJksscST+lXbu7+Oc/k3Tpkulw2o62kiwtXw4HHsjCNWt83FLMzlD20i7ksFemI9nA\nfU20MO4lwO8yHEx1zlwNN70FS35kZqWZjsY1nn8r2oBJ2o6Cgju57DJPlFz1UinYdNPyWzIdRxYp\nA96CnIwNi3HBAuA2YPXplp2JEsD/5MPwQVB8XaYjcevHk6UNlKRuFBY+xe9+l2TrrTMdjstmPm6p\ngplAnjD8+0XmLAL+Baw8yuDvWdxTkQPcn4JOR0r5v8l0NK7xPFnaAElKkko9w+GHt2ePPbL4g8Zl\nhe23T7yRSvnklJHpQGl7/PXIlGXAvzBW7FsOE1vB51d74OkUFP5d0m6ZjsY1jidLGxhJIpW6lxEj\ntuDoo33uYVe3QYNYuWpVzveZjiNLPA5lK3v74rkZsRK4hXKWDC/HHmtFf7+2AiYlIfWQpF4ZDsY1\nQit6s7kmkZt7GhtvvCfnnZfEZ+V39ZFMwmab+bglwnwbL0IOg+os6ppaKTCRchZuaZS/3AqT1b2A\nvxRHa8gV1FncZRVPljYgkrYjN3cCF11URH5zLizp2pwdduB+H7fEp4S/2Wye4UA2NGXA3ZTzzSZG\n2ayc1vun64wc2G1zKL4205G4hmmt7zjXQJKKSSYf4swzC9l000yH41qboUMTb/q4JaYDiRRr/JOz\nBZUDkyhjbntY81EOtOYvegLuTEG7I6TEYZmOxtWf/8pXQ9Ilkk5tgfPMljSqCep5t86Bg8nkTeyy\nSyd+/OO22/e2ejWMG1dxMV/XNAYOZOWqVTkL6i7Zpj0NZUt7+ZqaLcaARynjo6Qo/ThBm5gyvT3w\ncAqSN0vql+loXP1kRbIkyZr70YBYugBHEdZ0Sz83StL7kpZJmiypZwPqK5e0VNISSV9I+puk9Ou+\ndgmT9WFmA6O1gKqPIZE4guLiAzjjjMZPz718OVx3Hfz857DvvnD44XDhhfDee42ussnl54fY7ror\n05G0PdG4pVszHUeGTYEE/TMdxQZkCmXMzEtQ+l4irA/bVmwPXJGEkkfSS2u57JYVyVJgzfhokPHA\no2a2CkBSZ8LCt+cDGwGvA/c2sM5tzawEGAUcQVjXrUVI6kN+/o1MmJBq9FImq1fDGWfA7NlwySXw\n2GNw663/n73zDo+i3P7458ykkdCriHTpPXgVEH4IKKAIXkEEpIhXr/eCoogNxYIF0AvotetFUUMR\nBATpXVEQAaX3KqAigtQkm2R35v398WbJJtk0SLKbZD7Psw+ZmXfeOZMss98957zn6CrVGzfmprlX\nTqdOummvx5P1WIec0aoVXxlGkc1bOgWcBnHEUj6xHpv1hoF7sxTOJLF/G3BTFYh6O9CWOGSN405O\nT1d0Y1svPYGdSqk5ACIyGjgtInWVUvtzMrFSap+IfA+ka64oItcDbwH10U3N5wAjlFJuEXkPcCml\nnvAZPx9YpZR6S0R+Af6hlFqdbF/D5DnuRCSM7t1DqFNHn7h/P4wfD7//Dn/7m25qW7Uq/OMfGRu+\nYgWcPg1vvQXhyYs4IiKgfXv98vLOO7B2LcTFQZUq8PDD0CR52dBnn2mxFRYG69bBVVfBSy/BmjUw\nZ47e/8QTcN11enxsLLz/vhZjItpjNHgwGAb89hv85z9w6BCEhEB0dEqPuAoVoEQJ2LVLN/J1yD1a\ntjS2LFhgERdXAFciXTlrgYgwrKQQp2xAnrMVxWoxcH8HNA60NXmEADHFoH5/EVmilJobaIscMiaI\nPEtBQxPAtyluI2Cbd0MpFQ8cJGf/gwVARBoC7YAtfsZ4gEeBckBrtBdqaPKxz4B+IuKdp3zycW+8\nKe23/e7AF4SHf0LFiga7d+uHu9utRcWtt8L8+doLs25d1tb//LMWVuFZrHatXx8+/jhl7tGj9TW9\nrF8PnTvr49deq8URwKxZMHAgvPFGytjXX4fQUJg2DSZNgk2bYNEifWzyZLj+eli4UJ/bs2dqO6pV\n00LKIXdp1KhI5y19A/bFKs4zM8/ZCyxEcM8Hbgy0NXlMaWBeJBSLEZHC6D4rNDj/8dNTGrjosx0F\nXEgz5gI5yzTcLCJngPnAJKVUupI1SqnNSqmNSilbKXUU+B/QPvnYJnSBf28yeF/gG6XUqQyu9z1g\nExb2IKNGhV4SDrt3g2VpcWGa0K4d2Wp1cuEClC2bsn3wIHTvDrffDoMGpey/5Rbt1TEMuPtuLZSO\nH0853rSp9hyZpvZIXbgA99yjtzt0gD/+0F6pM2dgwwZ46CEt0EqXhrvuSmlMGxKix546pQVV4zS6\nNTJSe6YccpdixaBqVXtyoO0IEMsBVY/Cu0AiGDiC9ql7PgduD7Ax+UUr4LkIKDnLJ5/VIchwwnDp\nOQuU8NmOBUqmGVOK1IIqK1oopQ5nNkBE6gJvAC2BSPTf5iefITHAAGBl8r9vZjLdecLDZ/Lii5FU\nqKBzjmwb/voLyqdJksxOA92SJfW5Xq69FhYs0B6nCRNS9s+cCUuW6JCdiE4K912ZVqZMys/h4VCq\nFJcKY3q9Vi6XFkGWBb16pYxXCipW1D//61/auzR0KBQvroXZrbemjI2P16LNIfdp1Yq5R4+qp2y7\nSAAhBcIAACAASURBVImGOOAwGDQNtCWFmN/QvnL3RGBQFoMLG0+HwKyGsPsR4L+BtsYhPY5YSs92\noB7wc/L2LuBe70ERiQJqJ+/PTT5IvmYfpVSciAwHfNQCU4EdItIMndc0L4N5BNP8P+68M5KWLbUH\nxkvZslrI+PLnn2RZdyk6WuccJSToXCV/bN+uxdLEiVCzpt7Xo4cWOTmlYkXtMfr6a+2lSkvZsikh\nvB079M/NmsHVV+t9x45BH6eESZ7QsqWxZf58m7i4IiWWfgSKmdjuSMcbnyecQn8ddD8DjAiwMYHA\nBL6MguZjk/OX9mV5ikO+4vzHT89iksNfycwFGotIz+Qlni8CW73J3SIyWESO5MJ1i6O9VfEiUh8Y\n4ntQKfUr2tMUA8z2rtZLh0gbihUry/33p6/c1qiRDnnNnas9N2vXwr5s/J/s3FkLlOefhyNH9LlJ\nSfpcr2coPl7PXaqUDr99/rkOqV0O5crpcN377+t5bVsndW9LTh379lvtfQLtWRJJEVWnTunwXsOG\nl3dth8xp1IjExETjz0Dbkc+sARVfMdBWFFLOAZOBxPsVjA20NQGkDvBaOJSYJSKOIyPIcMRSemKA\n27y1L5RSp9EenjHAGeA6dM6Ql6rohTIZkV3XyhPosgIX0PlKM/yc+zk6AX2KvwlEpBmG0Z7mzUMI\nCfE9oP8NDdUr0BYv1jlHK1dCq1Z6f2aEhcGbb0KNGvDMMym5Svv3w4sv6jHXX6+TwAcN0rWYwsOh\nUqX0NqQ2OOPtZ57RomvwYO2heuklncsEWqQNHQq33QbPPQfDhunVdQCrVkHXrqS6f4fcIyICqlUr\ncn3iloLtqeM8L3OdWOATFAndbfi4SHkr/fOQAU1qQfjTgbbEITWiLidMciUXFFFKKUm7L6+vm/aa\nmSEiY4A/lVJvZWPsMuCR/HCbikg7YKpSKt2qCRExiYzczpAhDbj99uw/dIYMgTvu0AKjoJOUBP/8\nJ7z9tvZwBZIOHVIS0gsbkyapG2bMUD/adpEQD250EmPiMPRaVYfcwQVMQnGujcJeVyTeS9njKNDI\nBXE3KKV2BNoaB01QvEGVUpLXrxzaMyo7Qil5bJd8EkqhwHBgkt8BISEPcc011bnttszvdds27aGx\nLFi6VNc+uv76XLc3IISF6fBfoIVSYSc6WrZeboHTAsg2IExQjlDKRZKAz7E538DG/j4oPoeCh+rA\nWxFQYo6IFORGeIUKJ1ZRABCRBsAmYCt+VkqISBXCw8fx7LORfhOifTl+XIe0EhJ0QvTo0TofaepU\n/21CmjaF117LjdtwKCz45C0VhTSe70C5y2CDU4wyV/AA07E5XUVhbTeD5Dt7kPEPgS+qwPqXgGcC\nbY1DkIThHK4MiYpawp13duKBB7JIPnLINwpzGA7ggQfssYcOGUXhKd4ZrBXXYRaZsj95iQ3MxOJw\nWXAfN3WVFAf/nADqueBiG6XU1kBbU9RxJH0BR0R6EBX1fwwa5Aglh/yjVSuZZxh2oM3IaxTwI5hO\nfaVcQAHzsTgcJbgPOUIpSyoDEyOgxBSnWGXgcf4ABRgRKUFExGRGjowkzAltO+QjRSRv6QBgAVQL\nsCGFgRXY7AoT3HsN3SjBIWvuF7i2JoQ8GGhLijqOWCrIRES8Tps2kURHB9oSh6JGo0YkJSYaf2Q9\nskDzPSDF8QTajgLPWmw2mYJ7qwHXBNqaAoQBfBYFoRNEpFKWwx3yDEcsFVBEpCWGMZhHHin8X+8d\ngo/wcKhevdD3iVsOVlwNZyHMFfEzim/FwL1OoEGgrSmANAX+FQol3w20JUUZRywVQEQkhMjIaQwb\nFuEsk3cIGK1by9xCnre0BgycYvCXzy4USxA8S4AbAm1NAeaVMAi7TUQ6BNqSooojlvwgIuNE5NFA\n25EhISGPUqPGNXTpkrKq8I8/oGNH3RoEYORIWL78yq915oyuou12X/lcDoWL6GjZnlGvwELACeAc\nCPUCbUkB5RAwF8EzHegSaGsKOMWBSZFQPEZEwgNtTVEkKMSSiKi8fuXAlgrAQOBDn32dRGSviMSJ\nyGoRyXa6p4jYIhIrIhdF5DcReftK+v6ISDVM82VGjozy20LEy2uv6Z5uV0rZstC8OSxceOVzORQu\nGjYkKSmp0OYtrQPCw7Gc6kqXwXF0wybPe0C/ABtTWLgDaF0WIkYG2pKiSPDE4kcHzdyDgUXeRrUi\nUh6YA9wPLABeBWYCrXMwZ1Ol1GERqQ2sAfYC7+fIKm2LEBk5md69w6haNaenXz433wxvvAF33pl/\n13QIfsLDoUYN+5ODB41RgbYlD1gF1sVrguMLZYHiJLp7pXs0MDSwthQqBPhfJDR6WkSmKKUOB9qi\nooTzIEhPV7Sg8dIT2KmUmqOUSkJLr2YiUjenEyulDqG/sF7KghCR20Vkq4icFZF1ItLE59hIETko\nIhdEZBcwlhIlWnHPPSHYNnzwAfz979C/P6xfn/piw4fDokX656VLdbPZDz/UTWnvuQc2bkwZe+IE\nPPoodOsGTzwB//0vjPXp/t2ggR7zZ1HrNe+QJYU4b2kliKqPU0A3J5wBPgWShip4MdDWFEJqAM+E\nQql3Am1JUcMRS+lpAvj2emuEbg8FgFIqHjgINM7BnAIgIvWBdsDG5O0WwCfAP4GywEfA/OQ+cCRf\np61SqiTwCvA0//xnFGFhOiz2448waZIWQd99R6qwnEjq7b17oWpV+Ppr6NsXxo9POfbqq1oQzZ8P\n994LK1emtt40dWuUgwdzcMsORYLoaNlRCPOWLgBHwaBJlkMdvFwAJqNI7K3gPUdk5hmPh0DoTSJy\nY6AtKUo4Yik9pYGLPttR6MeALxfQGXfZZbOIxAK7gdlKqZjk/Q8CHymlNilNDJBIcohPKTVbKaVT\nQgyjJOHhCu8H07ffwl13QYUKUKKE9i5l1rqmUiXtORLRuUx//QVnz8LJk7BvH/zjH1oUNWkCbdqk\nPz8yEuLicnDLDkWC5Lyl3wNtRy7zI1DMxKLw6cC8IR4tlOJvslFfOkIpTykGvBEJJT8SySxx1SE3\nccRSes4CJXy2Y4GSacaUIrWgyooWSqniQB9gkIhUT95fHXg8OQR3VkTOoiu2VQYQkUEiskVEzmLb\nH+J2G1xI1m1//QUVfdqYVsyipWnZsik/ewWXy6XnKVmSVBXAK1RIf358PBTPiT50KBKEhem8pUDb\nkct8CyruKicEly0Sgc+wudjUxl7lpMPnC/2ByjWA3gE2pMjgiKX0bIdUi4V3Ac28GyISBdRO3p8j\nlFKzgIWkpJwfA8Yopcr4vIorpWYmC6r/AQ8REjKeVq1c1KqV4j0qV057hbxcbj5R2bJw4QIkJmY8\nl2XB779D7dqXdw2Hwk3r1swzzUKVt7QMbKuO83zMEg8wFZu/aiisLabzkZJfGMAHURD1dn6WEvBJ\nESlyOO/s9CwG2vtszwUai0hPEYlAZy1uVUrtBxCRwSJyJAfzvwb0E5FrgEnAv0XketFEiUg3ESmO\nDv8pIAnDeJZGjSI54nOZm26Cr76CU6fg4kWYPv3y7vaqq6BePfjsM/B4YNeu9Mnie/boMF5W3iuH\nokl0tLEzvPCUfkkCdoJJ80BbEuTYwExsTpRXWHscoZTvdADaFIewYXl9JRFpl/yZ1UBEWopINRFp\nKyL/l/xqKiKF+gMieEoHBA8xwFYRiVBKJSilTotIL+BdYCo6naGvz/iqwNpM5kuVSKSU2ikiq4ER\nSqkRIvLP5LnrAC50O6o1SqndIjIR+B6lIrhwQecTeenWDY4fhwce0OGx3r1h2zYyJG1o23d71Ch4\n/XW44w6oXx86dEgpbgk64fuOOzK5RYciTXLe0q8Ujq5fm4EIwU4q7Xz6Z4gC5mLxSwnBc8jESe4K\nEG9FQcvRIvKpUuqvPLzQFqVUrIicVEp5KxQf8x2QHHUptIjKLCk4Ly4oopRSknZfXl837TUzQ0TG\nAH8qpd7KxthlwCNKqX1Zjc0pInIN4eH7mTKlmN88orzipZegRg29Mu7sWXjsMb3qLrTIemBzTocO\n8M03gbYi/3jwQeulAwfMFwJtRy4wHtTz5bAThznlKP2igKVYbA4X3L8YcFWgLSri/DMBZnyq1MU8\nK2olIu2AI+hV26HAKaXUsczPKlwExTcnpZTk9SuH9ozKjlBKHtslL4QSAJGR47jjDjPPhdK+ffDb\nb9qbtGED/PAD3Ji8KrVMGR2ic4SSQ2a0bm18XUjylpaAnXitI5Qy5DtsNocYuHc5QikoGBMBanBy\n0eO8YotS6lel1Hal1M/oilpFiqAQSw7pEZH6KNWLAQPCsh59hZw5AyNG6NDee+9pT9K11+b5ZR0K\nEdHRsqMQ5C3ZwEYwaRpoS4KUjSjWGoJ7g+h1Lg6BpyLweCiUHJvl0MtEKRWbdruoJXs7OUvBSlTU\nG/TrF0aJElmPvVJat9YvB4fLpUED3IUgb2mv/kdRxSkbkI4dKJaL4FkBRAfaGodUjAiBN7qLSF3v\n4qO8IDkcdwCoC9gikgBEAglAGHBEKfVbXl0/kDiepSBERK7HMNrTq5cTCnAoGISFQa1a1seBtuMK\nWQtQAivQdgQd+4GvETyzgI6BtsYhHaWAp0Kh5Lg8vtAWpdQfSqnvlFJrgR3ABqXUxuTt83l8/YDh\niKUgQ0SEqKh3ePDBYhTCNhIOhZjWraWg5y0tAyuupuNxT8VRYBbg+QjoFWBjHDJmeAio20Tk//Lq\nCn7CcYnepvP+jhcmHLEUfHQmKqoRt97qhAEcChbR0cauAp639D0YNAq0FUHECWAa4B6L7s7kEJyc\nA/5jgycCeC/Q1hRGHLEURCR7ld5gyJAoTCcC51DAqF8ft9ttFNT1xL8CF0GoE2hLgoS/gM+BpMcU\nPBNoaxz8cg54ztaZghOVLtVHPRG5KaBmFUIcsRRc3EhERHXatQu0HQ4OOSc5b6mg9olbC4RGYDlP\nRXTmySdAwkAFbzhe7qDjLDAqWSS9oSAOcJnoBZ2hpnCZLR0cMsJ5LAQTUVEvMGBApONVciiwtG5t\nzC+geUurwLpY1XkmEgdMRuHqakOMI5SCijPAsxmJJACjdEiUbaqwsiJSM2BmFkKC4sEgIiqvXzm0\nZ5yIPJpX95vBNetg2+3o0iXl4dS3L/z8c36aoQtQjs2kXMd992XeVsWXzOwfMgR++SWn1jkEO9HR\nUlDzllaC0KCIlwxIAD7F5uJ1NmpJUHw+OIAWSc/YurvWmwrigYRUIqlCSClrHOOY61lo9KSnUYxi\nzwXM3EJI0Kz6yMt+Jzl5+olIBWAgPhXXRKQTOmmuKrABGJzdUu8iYqPf2Qq4AMxB94XzpBpYrNjT\n/P3vJsWK+Z6cvqfb5XL6tBYocXEp+xISdOjESH4mjhiR9fU+/TT718zM/j599FwvvZT9+RyCn3r1\ncLvdxlGgeqBtyQHngN+LenK3G5iCzdnaCnuD494OCv4CxtvwjgG20moWr0gyAOPqkPLWk55RZnNP\n80t/s970Dv2Kr/qJyLNKqZP5YamIhPr0jSt0ON8c0jMYWORdDiki5dECZxRQBvgJmJnDOZsqpUoA\n/wf0JM2yEhEph2X1p1evvKuIumED3HADLF6c8qpUSXuRvNs33wz51SuwTRvYulVXD3coPBTQvKUf\ngIgQLAqmU+zKsYAvsDh5lcLabTofDYHmL+BpG6oBb/l6krwPaKOGWcX6gA+Y5pllNqd5qrPLUpab\nuVnCCBuel1aKSDsRuSq5XMENInJd8r7rk18tvGPy0o78wPkfkZ6uwBqf7Z7ATqXUHKVUEjAaaCYi\ndXM6sVLqELAOaOjdJyK3Azux7QhefBEOH/Z/8p498NBD0L073HUXvP02eJKdUzt3wt//DqdO6e2D\nB6FHDzh+POX8DRugVausjRQBtxvGjdPtT+67T/eO89K3L2zerH/+7DMYPTrjsb4cPQr33AOrV+vt\nsDCoWxc2bcraJoeCRZs2Ba5P3Ldgx1Yuos9DG/gKi2MlBc8BUxdidggMp4EnkkXS2/5EktQ1atmT\nmcyn1lSzPvUznOke7okAHhaRqDw0OG2Ryl1Kqe+Ti1RuVEptUUp9DxT4+ktF8+GQOU0A30/8RsCl\nJB2lVDxwEGicgzkFkvu9QTtgY/J2C+ATQkOj+PBDLYRGjUoRQb6YJjz8MHz9Nbz7rhYs8+bpY40b\n63PHjYPERO0t+sc/oGpVfdzjge3boWXLrC1VSjfS7dQJFi7UHqC33/a5kzRhtfXrMx7rZf9+ePpp\neOQR6OhT/bdaNTh0KGubHAoWLVrI7gKWt7QMsOsWwXwlBSzGYn8xwXPIgOKBtqiIcgp4PFkkvecr\nkrxIY2lgT2c6H9mfGDXJOne7ClVoQQsRZEgeGe2vSKUrO+MKIo5YSk9p4KLPdhQ618iXC+TsqbJZ\nRGKB3cBspVRM8v4HgR+pX1+oXRu6dIHQUNi9O/0MdetCgwY6v+iqq+D227UA8jJ4sM5HGjIEKlbU\nniYv27ZB7dqkyofKjKZN4frrtTC65ZbMBU1WY7dtg+eeg2eeSe/ZioyE2AL/f8ghLfXr40nOWyoI\nJAB7wKBZoC0JAN9gsS3UwL3HgPKBtqYIcgoYYesMv/eS6ySlEklcR7Q9i1m8o943KlM5W7Pa2Kxn\nPSc5WSxEQseIiPNZf4UETYJ3EHEW8O1eGwuUTDOmFKkFVVa0UEodFpHewCQRmaiU8ubAduXgQaF7\ndz3S49HJ2Gk5fhzef197aRITwbK0gPJimlpsvfuuDtf5kt0QnJcyZVJ+joiApCSw7ZRE8OyOVQoW\nLIDmzaGZn0+iuDjypVGwQ/4SGgq1a1uT9u41Xw20LdngJ6CYge0uWcS+PK7HZr1h4N4sBSsdvzDw\nJzDOgo9MnbidCDpx+xJtuVE9yVNSkpLZfl+6cLGMZWoa04gzE3F162CwxUri+PFuwILcvYeiRdF6\nOGSP7UA9n+1dkPKdMzn+Wzt5f45QSs0CFqLzngBsihd3s2iRFhULFsCSJalDVV7efBOqV4epU3XI\n6/77UydjnzoFMTFw661aVLl9FiVs3KiTu7NDbq2+8841YgScPAnv+anAf+yY9ng5FD7atDEWmGaB\naEj7HaiEcnm6IDf42IpilRi410jOMgocrow/geEW1AA+QHuSElOJpFu4WS1iEa/wqpRM9z3dP6c4\nxQd8YPeiFx+V+MI+/VAfcS2fJzz2GAwcWJzixZ0yAleII5bSsxho77M9F2gsIj1FJAJ4EdiqlNoP\nICKDReRIDuZ/DegnItdQrFgVRMLYu1cLH5dL5wC5/IR9XS4dtoqI0CJj/vyUY0rB66/rJOsnn4Ry\n5WDyZH3sxAktnKpVy551ub0aLjJS27Z9O0yalLI/KQkOHIDrrsvd6zkEBzpvqUDkAC0FO+lais5S\n+b3AQgTPPKBtoK0pIpwEHkkWSR+SLJJSff72oAfLWMazjJJIIrM16z728QIvWAMYwNyqPyvXhFdI\nmD/T5K67UiIBN90ESjURkYaZTuaQKUEThguip2oMsFVEIpRSCUqp0yLSC3gXmAr8CPT1GV8V3Skh\nI1KpD6XUThFZDYzBNOsxcqROiv71VwgPhyZNdNgqLUOGwMSJMGMG1KkDHTropfcAc+bA+fM6qRt0\nMvUDD+iE64MHs+9VAv+epYy8TdkdW7w4TJgAjz0GISF61dwPP+j7LFs2+7Y5FBzq1cPjdhtHIBup\nqIHDBn4Cs8jkKx1BF0LxfAb0CKwtRYI/gDEWfGLqd1sipDgpBKAvfbmf+wnJ5sexhcV61hNDjH2M\n40bS35qJeuwzqFzZv+APDYWePUOZPXsE8MAV3lCRRVR+1dXxXlBEKaWCSBulR0TGAH8qpd7Kxthl\nwCNKqQzWzGdwXlTUF/Tp05tBg/L2G+3IkdCzp07CDiaGDoWnnoIaNQJtSd7QoQN8802grQgsQ4da\nz+7ZY44JtB2ZsANoAyp2dDB9X8sjfgM+A9wTgRGBtaXQ8wfwqgWTTbCt5FCbwscvcB/3MYABGNkM\n8LhwsZjFajrTcYV4lKt7J4MHH9TRhqw4dQoGDHCRlFRJKZWTfFuHZILGsxRMKKVG5WBsl5zOLyLl\nCQv7O3fckfeu/+bN/XuqAs377wfaAoe8pk0bY8H+/dYYywraENf3gFUSGwp5GO4U2mfufgZHKOUl\nJ9Ai6VNfT5JXIEmICP9SQ+lJz2yLpJOcZBaz7EUsMihVyk64b5BJ9+7id8FNRlSoANHRNhs2DEAn\nSznkEEcsBQKRPrRqZVGqVN5fq2/frMc4OOQFLVrIni++EOLjA21JhiwDy1WrkAulc8BkIPF+BWML\nvwctIJwAXvERSUmQIpKMcCNEDbOHSzfVLdsz7mY305hm/cRPpl2zhvI8+ho0a3b579VevaLYseMJ\nEflQ5XdIqRDgiKVAEBX1MN265WVVVQeHwJOct3QIn0aLQYQC1oJJk0BbkofEAp+gSOiu4GNnQU+u\n8ztaJH3mVyRFmeH2COspo6PdMVsi1cJiLWuJIcb+XU4Yia1aGOqxqVChwpUJ+qNHYe1ai7i4WsBd\nwKwrmq8I4oilfEZEGlC8ePVsVdN2cCjIhIRAnTrWx7t3m+MCbYsfjqHXJAV1BvqVkABMRhHXWqHm\nO0IpV/kNeNmCGL8iqZRZ3B5pjTJaWa2y9XuPI45FLFLT+UKSwrBdd9xi8MADEBZ2+Z7AxET49luY\nNcvm11+N6zweqQ/W13A7jljKMY5Yym/Cwu6ja9cQzMLt+XdwAKB1a2PB/v3WOI8n6N7w3wMhxbAw\nCmEYLgn4DJvz9RX22sJ3fwHjV+AlC6b6FUkVzDL2s9YLRnOrebZE0glOMJOZ1lKWmlKmrJ1w/wMm\n3bpdmbA9fBjmzrVYudIsKWL92+UyXwQiwfgNmA29RWSoUiruiq5TxHDEUj4iIgYREfdz662hgbbF\nwSFfiI6WfV98IX77HQaYVWBdrFYIhZIHmI7N6SoKa4fplNPLDY6jRdI0vyKpilnRfs56yahv1c/y\nl61Q7GQnU5lmbWWLaV9bC8/widCo0eW/F10uvfp21ixbTpwwWrnd8h/bpm2ahQtVgBvBWgW90Wsj\nHbKJI5byl5soXz6UWrUCbYeDQ/5Qt27Q5i2tAoMGgbYil7GB2Vj8VgY8+03nEX+lHAdGWzDdBAtw\nQ4r6NGoa1ezn7dFGTatmliLJg4fv+I4YYuyTckoS2l5n8Mg0KF/+8kXSgQPw1VcW33xjljYM62GX\nyxwFRGSikB+G4j/DcByxlCOc/0n5SWTkv+jRw2nr7VB0CAmBunWtSbt2ma8F2hYf/gJOgtAo0Jbk\nIgpYgMWhSMF90CCbVaAd/HEMLZK+8CeSpL7UsV9QLxmV7cpZiqSLXGQBC9RMZoo73LBdPW81GDwY\nwsIuz7T4eFi5UjFrlpLTp422SUky0bb5WzbLX3QDPFBPRGoopX65PCOKHkEhlkQkz5cx5qQQpoiM\nA/7ITlHKHMwZRVhYdzp1Cu6luyNH6t50nTtnb/wrr+gCjG2DpG3CmTO6H92kSbpyLcDcuboo24MP\nBta2okrr1saCffus14Iob+kHICIUKym0EIXhVmKxM9TAvU/AqYx/eRxFi6QZviLJ+x6R5jRVo3he\nyqvyWYqk3/iNGcywVrDCpFx5O/HBh0w6d768mKhSsG+f9iKtWWOWNQz70YQEcyQQlsM4ayhwNxAD\n9wBjL8ueIkhQVPAWEZWn1Y47dMi2WBKRCsAWoLZSKjF5XyfgPXRrkw3AYKXUsSzmqUbqZrtRGIYQ\nHq63+vWDn36Ct9LosfPn4a679Ie9t7r1xIlQr57+lv6f/0CvXvDQQynnrF0LL7wAXbroVif5xaFD\nWix99pneXrpU2/fgg6nrO/XuDc89B82y6CmxdasWOj16wPDhKfuHDdN977p21dcYP163hjEMqFQJ\nBg+Gdu1Sxv/3v7rp8J136u2kJBgwAP73PyhdOjfuPGucCt4p7N5NyJNP2u74+KBJnhkB9lvVwb6v\nkCT0rMVmjSm4dwiFLraYHxwFXrRgpgmWBe5UIro1rdRInsmysa1CsY1tTGWqtYMdplWvjm09Nsyg\nXr1Mz8uQ2FhYsUIxezZy5gwdEhPVRKWMKy0z/B3QA46cU8rJCckmheNBkbsMBhb5CKXy6G5Ko4Ay\nwE/AzKwmUUodU0qV8L4A4aGHYPFi/eraFXbtgj/+SH3i6tVQu3bqNiCbNkGrVvrnq6+GNWv0/2cv\ny5fDNddc9g1fNgsWwC23pN5XooTuX+fbDDij3nL+iIiAlStT/15EUs/RuLH+HS5YAH//O7z6Kly4\nkHL85pv1MS9hYbrdy/Ll2bfDIfdIzls6EGg7fFgO2HULyfNvM4pvxcC9zhFKOeYXYJAF9YHpoust\npAiljnRQi1jEWMZlKpTcuFnBCgYySD1jjFI/dyhpJH01A+vDd3MulJSCnTvh5ZctevWiwv/+Z7/2\n+++SlJAgq3JBKIFunxwClUSkMAWi85TC8bDIXboCa3y2ewI7lVJzlFJJwGigmYjUze6EIlIFgOjo\nlJ0VKkCLFuk/wJcvTx0CO3QIoqKgfHm9XbYs1KqlBRRokbBrl26a68u6ddrj0r27bmB7LNkR9sUX\nMHp06rHvvKNfoD06ixalHFu8WM/To4fu5XbyZMqxTZvSe4uqV4dGjeDLL/3/MpKS4N13tbepd294\n7z1wu1OOFy+uPWSff+7/fNAPE9AC6pZb9PknTqQcb9BAb//5Z8q+5s3hxx8zntMh7wgJgXr1rI8D\nbUcyLmA/GIWiee5uFIsRPIuBHDTMLvIcAQZaWlzO8IqkS5+H3ejGMpbxPC9IZCa5X+c5Twwxdk96\n8mbEB9ZvgzpKwrKvhRdeEMqUyZlJFy7A7NmKfv2U8eSTquu33xo7k5L4MyHBfJrczZkxgIEQEgED\nc3HaQo0jltLTBPBtitsI2ObdUErFAweBxtme0TT1GzJtQl+XLrBiRcr2sWNaHHXqlLJvwwZofaaZ\negAAIABJREFU3Tr1ebfckiKyVq+GG29MPffx49rbMmwYzJsHN9wAzz6rvVEdOug5vZ4fy9Keqptv\n1tu+Xpy1a2H6dHj5ZT1P06Y67Ab6/BMnoGrV9Pd7330wZ452Iadl6lTYuxc+/li/9uyBKVNSj+nf\nH77/Xt9HZlgWLFmiBZavHaapPXAHD6bsq1ZN/24dAkPr1saCkBAr64F5z0agmIlNQV9qcQj4CsEz\nHf0dzyFrDgMDLGgIzEwnknrTmxWs4AmeIIyME7CPcYzXed26m7uZXnGlin1hBK4lX5ncd5/+cpBd\nlIJt2+CFFyzuuourPv7YfvPkSXEnJMgSpfLU7TMQwkJgsEhOXP9FF0cspac04NuVOQq4kGbMBcje\no1ZEhPDwIX5DUW3bwtmz2jMEWgDdcAOpesZt2KD3+dKunc7viYvTYqtLml6+33yjBVbLllo49Omj\nq7nu3AlXXQV16mgxArBli87/aeDHfb9gAdxzjxYahqF/PnRIe2y8QijSz7eua6/V154+Pf2xVatg\n0CB9j6VKwb33phaMoL1n3bvDp5+mPx9g9259vGtX+OgjGDMmvR2Rkfr347vtT7w55A8tWsj+sLCg\neN6sAeUqH2grrpDjwAzA8w7QL8DGFAQOA/0t/d03vUi6l3tZxSqGMpSQDHw4CsXP/Mxwhlv/5EGW\nN/xdkj5+n8SZMSYdOuTMnHPnYMYMxd13K/OZZ1T3tWuNfW43JxITzeHkzwdzC6CU/nz7Wz5crsAT\nFKvhgoyzQAmf7VhIF6wuRWpBlRnRhIeXS5XD4yUiAtq31yKpUSOdq+ObuB0bq71NjdM4scLCdA7T\nlClw8aI+1zfE9NdfULFiyraI3j59Wm936qQ9Up07a/Hi9Sql5eRJHTL7IE2T6tOnoWZyj4j4ePw2\nBL7vPhg6VIfafPnrL52U7aVSJb0vLX376qRsf96ghg3h7be1d2v8eJ0j1SRNg6/4eO1xymjbIX+p\nWxfL45F9wGWmuuYaS8F2X1uAV8GdBKYA7heBhwNsTLBzCHjegrkmeAQ8Ch8tMoQh3MVdGJnIkySS\nWM1qYpiizhnncXVsYzDsZShZMmeaxrb1l9M5cyx++smsYhj2s4mJ5r8JjNdCgH9AsTd0nu7GAJhQ\noHDEUnq2o5/nPydv7wLu9R4UkSh0fb1d6U/1Q2hoH7p2DWfGDP/Hu3SB55/XXiaXK3Xu0caNOs/J\nn1eqc2d4/HHtmUlL+fK65L0XpbQ3yJv31L69FkCnTulQ23vv+betYkUYODB1WNCXq6/WoTJ/Yqla\nNe0BSxtiK1dOJ29Xr663T57U+9JSqpReFTh5sv9rAxQrpvOx+vXTnrbmyamPlgW//64T5b0cPZp6\n2yF/MU2oW9f6eOdOc3wAzbCALWCSG1mygeAMupRg0lAFo53wSYYcRIukeelEkonwGI/TjW6ZznCO\nc8xlrj2HOYZdLMJy9bvDpH9/7WXPCWfOwOLFNl99JSEJCfRwuYwJQM1s1kXKS/qDORH6icjDSik7\n0PYEM0HhFg8yFgPtfbbnAo1FpKeIRAAvAluVUvsBRGSwiBzJcLbw8Lto0yZjUdq0qfZ4vPGGFiW+\nPeM2bEhZBZeW5s1hwgTo2TP9sfbttadp82bweHSydVhYioeqdGl9/uuvQ+XKWtj4o0cPmDYNfvlF\nb8fG6saMXm64QcfbM+Lee/VSf9/wV6dOWkCdP69fMTHpV9R56d1bhyiPHs34GiVKwO2368R1L3v2\naI+Vr3dt27b04UyH/KVNG2NhaGhA85a2A6GCokIgrbhMLqIb4yb0VvCeI5T8chDoY+nU09kCCQo8\nBiBhYqrneZ6VrM5UKB3hCGMZa/WhDzOuWqPiXhmJa/Fsk4EDsy+UbFt/2X3qKYu+fak+ZYr6+OxZ\nSXS5ZA5IsPRurgdU1KLNCcVlQfB4lnIa8807YoCtIhKhlEpQSp0WkV7Au8BU4EfAp4gQVYG1/iYS\nkWuIiLiaBg0yXz7fubMWDb6r4JTSdZiGDk07acrPLVr431+tGowapUNVp0/rHKWxY1MLsU6dYNw4\n+Pe/M7bL6+165RXtAYqKguuug5tu0sdvv10nf/fv79+Oq67S9+S7jH/AAJ1LdP/9evumm7T3yt/5\nkZE6HDdpUsa/A9B1p/r31yG72rV1OPOOO1KOJyXpB9cDD2R8rw55T4sWcmDqVCPV6sd8Zi3gLoVN\nEHyrzxHxaKEU395GfVmwbM8XDgCjLFhgglvAuuRJijQi1PP2i9JKtcrwIaxQbGITU5hiHeCA6W7a\nQOzhH0LNmjn7XZ86pb1I8+ZJaGKi6uVyGeOBa4L4/dYbIt6GO9E1BB0yICiKUgYbIjIG+DM7FbxF\nZBnwiFJqn59j/6Rduzd5+eWoHBuxZ49ezv/++zk+NV959VUteIKlgvfZszo0F+gK3k5RyvRYFtx2\nG7uTkgJWDeg2sJZEY9IjQAZcDknAx9j81URhbXUa46ZiH1okLTLBY+uQm25wW8oobo+2XzGaZxJz\nTSSR5SxXU5nGRTMOV5f/E4YMyVl+o2XpL2OzZ1vs2GHWBmu0220OuMI7yy9+AG6DX84pFSwOr6DE\nEUt5iJQsuYphwzpmGGbKjL17dd2N66/PfcMc8h5HLPnnkUesx3fsMCcE4NIKXVX2/L1AQflY8ACf\nY3OiusJz2BFKl9gHPGvBYhPcNliXRFJ5o4z9qj3OqJfJUoIznGEOX9lzmWuoqEgrYUAvk7vvzlk+\n0smTsHChzddfG2Eej93X5TJeB666shvLdyygDCRchAZOr7iMCZ4wXCFDRMIJDW1z2WKnfv3cNcjB\nIRho3dpYuHevNcHtzvewxGGSO31Vz+8rXyY2MBObE+XBs9cRSgDsRYukJenCbVWksv2KGmPUtGtm\n+Is6xCGmMc1axzqTKlVU0sPPQ6tW2X8vejw6H3TWLIu9e816SqmX3W7uLsB/HBPoDvYX0B14J9D2\nBCuOWMo72lG1ahKlSkUE2hAHh6AhOloOBihvaS1gROLBKADPPQXMw+KX4oLnoAFF/TGyBy2SlpmQ\nlEok1ZIa9qtqrFFZVfYrWGxsNrCBGKbYRzhiuFs0Evuxj6Fq1eyLpBMnYP58mwULjHCl7IHx8eY4\noHwQ5yLlhF4QuRT644ilDAn+h0ZBJTz8Ttq3dwr7ODj4cu21WB6P7EKXB8xPVoAVW6MAPPMUsBSL\nPeGC+4Chy7oVVXYDz1iw3NRFJFNEUkPqq5d4Rcqr8n5FkgsXy1impjGNODMRV7cOBv+aAJGR2fMC\nud3www/w5ZcWBw+ajWxbjfF4uKMAe5EyojMQCy1EpKRSKm0RZgccsZR3mObfadWq0P2ncnC4IkwT\n6te3Jm/fbk7M50t/A0aB6DP7HTabQwzcO6TgZcDkFrvQImmlCUmGzqzROUnRtFAvMlpKUtJv7usp\nTjGHOfZ85huqRAk7YVAfk549s5+P9Ouv8PXXNosXG8XAHhwfb44FShcSL5I/igOtIPE76ALMCrQ9\nwYgjlvIAEbmW4sXLUKdOoE1xcAg+2rQxFu7ZY03Mx7ylP4HTIEEvljaiWGsI7g0CRfH5sRMtklal\nE0ltuVE9w7MSSaRfkbSPfUxjmrWBDaaqWlW5H30FWrbM3nssKUm3gJo1y+bIEaOZbatxHg+3FkIv\nUkb0gRLboA+OWPKLI5byhtto3Trz2koODkWV5s3lUGhovuYtrQMiwrCSQoLYO7ADxXIRPCuA6EBb\nk8/sBEZasNqERENnt2uRdAu3eBvbpnugWlisZz0xxNjHOG4kXddU1IjPoHLl7P2djx6FefMsli0z\no8B6wOUyXwZKFmIvUkZ0Bp6ETpK8ZD3Q9gQbjljKC0qU6EfbtsUCbYaDQ1ASgLyl1WBdrBLEXoID\nwNcIni+BjoG2Jh/ZgRZJ36QTSXdyZ4aNbV24WMxiNZ3puEI8ytW9k8GDb0NERNZ/48REWLMGvvzS\n5tdfjZYej/zHsuhYBAWSL7WBYhAWD3XRtRkcfAgKsSQiea5ic1LbSUTGAX9kpyiln3OjCAmJpmXL\nnJ4aHIwcCR07pq4mnhmvvKJrCmWnKOWZMzBiROALRjoEFtOEBg2sj7dtM9/Mp0uuAFH1CE5X7zHg\nS8DzEXBXgI3JL7ajRdK36URSf/rzD/7ht7ntn/zJLGbZC1loUKqUnXDfIJPu3SVb+UiHD2sv0ooV\nZgkR698ulzkaiCxCobbMEOAWYIZW645YSkNQiCWAb8i7An4dyH4rFRGpAAxEC23vvk7Ae+jWJhuA\nwUqpYxlM0ZFrr00gNjaM3r1T9iYkQHh4SmiuXz/dzuStNHrs/HndQHbSJKhRQ++bOBHq1YOQEPjP\nf3R7j4ceSjln7Vp44QXdlPfpp7N9r3557bXsjz10SL+ef15vL10K48fr+zQM3Z9t8GDdUBegbFnd\nk27hQrjzTr2vWzfdAuXuu3XPOoeiQZs2xqLdu6038yFvKQ44DAZN8/pKl8Ef6CZK7jFAUfjCsA0t\nktakE0n/4l/czd1+RdIe9jCVqdZP/GTaNWsoz6OvQbNmWb93XC7dz/LLL205ccK4we2W8bZN2yLu\nRcqIrhC5TNdb+iDQtgQbQSOWgojBwCKlVCKAiJQH5gD3AwuAV4GZQGu/Zxcr1oubbipBpUqweHHK\n/o4d4ZNP4Oqr9fapU/D55/DHH7qHmpfVq3V/M69QAti0STel/eknff6aNbqnm7fX2/LlcM01uXHv\nOWPBgvRNcBs31gJQKS2KXn0VZs2CkiX18Ztv1k2DvWIpLExXKV++XAsmh6JB8+ZyOCQkX/KWfgSK\nmdjuyCDzIPwFfAYkDVfwbHB6vXKNrWiR9J0JCaauj6BF0mM8Rg8//WcsLNaylhhi7N/lhJHYqoWh\nHpsKFSpkLXQOHIC5cy1WrzZLG4b1sMtljgIiHC9SpnQAXNBORAyllB1oe4IJ542Tnq7AGp/tnsBO\npdQcpVQSMBpoJiJ1/Z4tcgstW2b94KtQQTfCXb489f7ly1OHwA4d0g1sy5fX22XLQq1aWkCBbomy\naxe0aZN6nnXrtFene3fdK+1YsiPsiy9g9OjUY995R78Ahg+HRYtSji1erOfp0QOeekqX+PeyaRM0\na5Z6Lm9eoIgWUm63LujmpUEDvf3nnyn7mjfXVXEdig61a2PZtuzMh0utARVfMR8ulBPOoxvjJva3\n4c1CLJS2AJ0taIOuleQCFAI8x3N8wzfphFIccXzJl+ou7lKvh/3XPty7pZGwdB5q7BihQoWMLxUf\nr7/ADRpky7BhtFu2TDYmJnLW5TJfwSnrmR2qoVsCAY0DakgQ4oil9DQhdby2Edp3DIBSKh44iJ83\nk4iUx+MpT81sNp7q0gVWrEjZPnZMi6NOnVL2bdgArdM4sW65JUVkrV4NN96oPTRejh/XHp1hw2De\nPLjhBnj2Wd3wsUMHPafLpcdalvZU3Xyz9yZSQoVr18L06fDyy3qepk11jhLo80+cgKpV/d+bZcGS\nJbohpe8Y09TesYMHU/ZVq6bv26Ho4M1byodLLQXbUyeInnVxaKEU30WhpgaPXbnKZuBmC25E10rS\nIikUk7GMZTXf0IlOqc44wQn+y3+tXvTi0zLz7HNPPCCuZXMNhg5N/XzzRSndR3PsWIs776Ts++9b\nLx0/biQkJvKdbRt/y+vbLIR0hRApWqsMskUh/Y96RZQGLvpsRwFpK5peQNfxSksb6tRJuBQey4q2\nbeHsWe0ZAi2AbrgBSvlU7N2wQe/zpV072LoV4uK02OrSJfXxb77RAqtlS/2h1KePXgGyc6cO+dWp\no2uKAGzZonOMGvgpQLNgAdxzjxYzhqF/PnRIe4ViY/WYyMjU5+zerb1ZXbvCRx/BmDHpx0RGatt9\nt73zORQdWrc2FoWGWnl5CTewHUyaZTk0f0gEPsXmYksbtbQQPn9/BjpZ0BZdBkCLpAgJV2/yJstZ\nSWufDAaFYic7eZqR1mAGs+jafSS+O5GEr6abdOuW8WViY2HuXMWAAUoee0x1XLlStiQl8VdCgvkC\nkIG0csgGnSGiDNwRaDuCDSdnKT1ngRI+27FAyTRjSpFaUGlCQ/+P666LyvaVIiKgfXstkho1gpUr\nUydux8Zqb1PjNE6ssDBo1QqmTIGLF/W5vmGsv/6Cij5xBxG9ffq03u7USXukOneGVatSvEppOXkS\n3n0XPkiT63f6NJe8Z/HxqcVdw4bw9tva8zR+PMyYAU2apD4/Pl57nDLadigatGiR53lLW4EwQSWW\nC4KVcG4gBpuztRX2xkKWYPwT8JQFP/rmJFFCiqvxaoLUU/VS/f49ePiO74ghxj4ppySh7XUGj0yD\n8uUz/r0opb+MzZljsW6dWcEw7McTEszHgRCC4O9bSOgAxMENImIqpfL0y4wXEQlVSuV/w8gc4Iil\n9GwH6qG/IoGuu3+v96CIRKFXyu1Kd2ZERGcaN87ZQ7BLF72arG1bLTB8c482boToaP/FLTt3hscf\n14nfaSlfXi+T9aKU9gZ5857at9cC6NQpHWp77z3/tlWsCAMHpg4L+nL11TrkV8pP76pixXSuVL9+\n2gvWvLneb1nw++86id3L0aOptx2KBrVqYdu2bIc8W6j2PSh3GWwCvfrJAmZgc7KSwtptFh6n/ibg\nKRs2GuC6JJLKSVk1Xk2QmqpmqodXLLEsYIGawQxxhxu2q+etBoMHZxxmA52XuXy5YvZsjPPn6ZyY\naExQikaB/psWUioB5cD6HRqiC2HlKiLSDjgE1EL38/kzeT9AAjq9zIPWJ+uDRUQ5Yik9i4H2wPTk\n7bnAeBHpmXzsRWCrUmo/gIgMTt5XD9Os7zeclRlNm2qvyhtvaFHiG8LbsEF7kPzRvDlMmIDflirt\n2+tco82b9fxz5uiHkddDVbq0Pv/116FyZR1m80ePHjB5csrqvNhYvSLvppv08RtugG3b0nu+vJQo\nAbffrpPKvWJpzx5dUsDX87VtW/pQo0PhJzlv6ZOtW80cFzTLJkvBTqgV4A9VG/gKi2MlBc9Bs3AE\niTaiRdImA1yGVyRdTWU1gYlSWVVOJZJ+4zdmMMNawQqTcuXsxAcfMuncOWPFqBRs3669SD/+aF5l\nGPbTiYnmIxQemRnMtAOZqVd857pYArYopWKB3zMbJCKRwSKUIIjEUk5qIeUxMcBWEYlQSiUopU6L\nSC/gXXRFlB+Bvj7jqwJrgWgqVXIRFRXqd9bMWp907gwxMalXwSmlhcnQoRnP06KF//3VqsGoUToc\ndvq0FlRjx6YWYp06wbhxugRBRni9Xa+8okNyUVFw3XUpYun223Xyd//+Gd9nr176+KFDWnStXAl3\n+ITDk5K0B+2BBzK2w6Hw0qaNsXjXLuutPKi3pIAfwQxofSUFLMZif4TgPmj4T3UsSGxAh9t+MiH+\nkm6pSU01gQlSlrKXHgAKxTa2MZWp1g52mFa9OmI99hbUq5fx3/r8eViyRDFnDmZcHLclJBjjlaKe\n40XKV9pD1FKd5P2/3J47WShlZ1x8bl/7SpD8bgGT3HYmqOPLIjIG+DM7FbxFZBnwCHAbt902jief\nDM8VI/bs0cv5338/V6bLM159VYun7FTwPntWh+aKQgXvDh10or1D5hw8iPHII8pyuXL9mbAfaAHE\nj87tmXPAN1j8EGrg3i9QI4CGXCk/okXSzyakfIY1pCHjGEdJn7RON26+5VtiiFGnjTMktL8Bhg0T\nypTxP7Vt61D97NkWP/1kVjEM69nERPPfOF6kQLEVuAl+PadUBsudix5B41kKJpRSo3IwtguAlCw5\nniZNckcogfbQDB6ca9PlGc89l/2xZcrAZ5+l3uctTulQNEnOW9oKNM/lqb8HpPil3If8Zz02PxgG\n7p8LsFBajxZJm02Iv+TdaUm0eplXJJKUla4XuMDXfG1/yZeGFRFque7ubjJwoO484I8zZ7QX6auv\nCHG56OFyGROAmo4XKeA0BhKgkoiUVkqdC7Q9wYAjlnILy/ob9erl3nz16+feXA4OwYphQMOG1idb\ntpjv5PLUy8GKqxGgZ9w2FKvEwLMGXbqtoPEDWiRtSSWS2tGO53iOMMIueQKPcYwv+MJazWpTKlRU\niUNGQIcO/gWPbev0gjlzLLZsMauL2M8nJZn34XiRgokQoAHEb4VoYHWg7QkGHLGUC4hIGUJDy2WY\nKO3g4JAxbdoYS3btskhKylWPwhowaJibM2aTfcACBM88dL2hgsQ64EkLtqUSSbdyKyMYQUjyR4ZC\nsZnNTGWqtZs9pqdhPbFHvA+1a/v/G54+DYsW2cybJ6GJiaqXy2WMB65xvEhBSzsotg3+hiOWAEcs\n5RbRVK8ej2n6WUPv4OCQKc2byxHTzFXHwgngHAi56OzNFkeAWYBnMvjpdxa8rAWetGG74SuSetGL\noQy91Nw2iSRWs5oYpqhzxnlcHdsYDHsJSpZM//ezLL14Y/Zsix07zNqgRrvdxgCnJlKBoBWETdNl\nl14PtC3BgCOWcgORv9G0abFAm+HgUCCpVQtbKdmM9vnnBmuB8HCsRDMfPRe/owuOeCYA9+XbZa+M\n74EnbNhp+K5uu5d7GcSgSyLpHOeYy1x7DnMMu1iE5ep3h0n//jqMmpaTJ2HhQpv5840wj8fuGx9v\nvg5c5XiRChTXAUnQMtB2BAuOWMoNSpS4iQYNCkPxFAeH/Cc5b2ny5s1mboml1WBdvCYf02BOAZ8D\n7pHA4/l22cvnO7RI2pVKJD3EQ9zFXZdGHeEIX/CFtYY1JldVVkkPjYS2bdOLHsuC9eth1iyLvXvN\nukqpV9xu7nZSkQos1wJuKOUkeWscsZQbuN0tczW528GhqNGmjblk585cy1taCaLq51O45xzwKZB4\nn4JxQR5iWoMWSbtTiaSneIpbuRXQ+Uib2MQUplgHOGC6mzYQe/iHULNm+r/NiROwYIHNggVGuG3b\nA+PjzXFAeceLVOAxgJoQv1dX8v4h0PYEGkcs+UFExgF/ZLPOUilCQ0tRpUruXHzpUli8WBeULEr0\n7QtPPqmb/xYUPvgAqlTRlc4drozmzfkll/KWLgBHwciXRWixwGQUru4KJgexF+VbtEjaa0DcJTtf\n5mXa0Q6ARBJZwQo1halcNONwdfk/kyHjoHjx1PfldsMPP2gv0oEDZiPbVmM8Hu5wvEiFjhYQuhca\n4Yil4BBLIpLnlTGzWwhTRCoAA9H937z7OgHvoat1bwAGK6WOJR+uQ4UKLgwjdeXukyfhPp+8hYQE\nCA9PqXD9+uvpG8wWNJTS1bnDwtLXT8opIplXOQd9jalT9e8RoFw5XVF8wAAoW/bKrn859OkDQ4bA\nbbdlXEvGIXvUrImtlPzMlSdJ/AgUM7HcEXns3UgAPkUR20qh5gehUFBokfRkKpFkYvAfxhOdnCF2\nhjN8xVf2XOYadlSknTCgl8ndd6fPR/r1V/j6a5vFi41iYA+OjzfHAqUdL1KhpSVEzte1XYs8QfOE\nz8tixx1y1kllMLBIKZUIICLlgTnA/cAC4FVgJrpvDkAdqlVL/ylfqZL2EHnp2BE++UQ3ny0sbNum\nv2W6XLBvH3keihTRv8dnn9U5EsePawH1r3/BRx/5F0yWlbrNS25StqxuLbNune7H53D5GAY0amRN\n/vln80rF0reg4q7KYy9HEvA5NufqK+x1QSYWFPAN2pO0/5JICidMvcGb0jC5nsIhDjGNadY61plU\nqaKSHn4eWrVKfS9JSbrZ9pdf2hw5YjSzbTXO4+FWx4tUJGgEROjyAUWeoBFLQURX4BOf7Z7ATqXU\nHAARGQ2cFpG6Sqn9GEZdatWK9DNPxsTG6jDbpk3aS3L77dpD4/WsKKWPL1+uvSePPgrRyamvS5bA\nzJm6RUjp0jp81b17ytxr12oB8ccfUKqUPvf663Xn7g8+0AXhEhOhWTPd8w1g4UKYMQMuXtRNcUeM\n0NfNimXLoF07/UBdtiy1WBo+XDfx3bIFDh+Ghg11te9SydUVli/XTXpdLujdO3u/N9/WPKapm/u+\n8IJulfLll7rP3datMGYM9OwJs2frsF50dPrQZseO2kt19dW6H9Xrr+vGnVWram/Vtm16vFK65cyq\nVfo+K1XS91Gzpp6nWTP48UdHLOUGbdqYS3bsuOK8pWVgW3Xy0NthAdOxOXW1wtphBo9uUOiSOE/Y\ncOCSSCpOlHqLt6UWtcTGZj3riWGKfYQjhrtFI7Ef+xiqVk39+zp2DObNs1i61IwC6wGXy3wZKOl4\nkYoUjQAX+OnWXvRwxFJ6mqDLynlpBGzzbiil4v+/vTuPj7uq9z/+OjPZ07K0FIplB0VAdn6KAgpu\nV1BUQERRcQM3BC5cFpUdFXoFFLyUTdayI1BASllK2Uuhewu0hRZKaem+pJl95vv9/P44GZJuaZJm\n8p1J3s/HY0xmy7wTaead8z3fc5xzs/Erwr9DY+O+6/yi2Zh//tOXhHvv9W/U557rRymOOsrfP2OG\nf/N97DF46SVfCO67D/r391uGXHEFbLutf0P/wx/8at+f/KR/3tChcOmlviQsWwapln2cLr/cb4R7\n++1QXw9vveVvnzQJbrkFrroKdtzRF6rLLoNrNzJdK5OBl1/2WbJZv0fc73635uGoMWN8CRk0CM47\nzxeaU06BuXPhmmv8fZ/+tN8rbunSTv0IPxaLwSGH+OJZtHKlL6QPPOBXDB6zkTXVrr3W/0weecRP\nWD33XBg82N83frwvUXfd5X9+8+ZBvzaboe6wg///SDbdfvvxwSbOW8oBb0K82/dOKQqBfxMwf0so\nvBsvj1+hBjyHL0mzPy5JW7KlXcd17hN8wmXI8BiP2d3cQzKeIf3NI2L8+ipoaGj9eWez/r/lBx8M\n+fDD2IGFgvtbEPBlFaQ+azsghHrn3EAzWx51niiVw7/0crMF0NzmeiP+xOC2VtO6ffgenZrcHQTw\nwgu+oNTX+8vxx8Ozz7aWpS23hO+1nL57xBG+ZIwbB1/7Ghx8cOvX2ndfPwoybZovS08HYVTsAAAg\nAElEQVQ+6b9GcZL0Vlv5j8uX+zf9xx5rfaPfp2Ur9tGj/XN2281fP+UUP2F58WI/irIhL78MDQ1+\n3lUQ+NvGjWvdUNc5+MY3+Phnc/jhflIowIsvwuc/3zpn6xe/gEcf7fjPcG0DB/pRsaJYzO+r15F5\nREHgv5fbb/dzr3bcEf7rv/wIFfivkU7DBx/4Yrf2Ku0NDZBMdj27tNppJ0IzN56uj/tPAuocYW6L\nEgz3GPAEAXMaHIXZMejcgHL3M2A0viTN+bgkDWYbG8b1bgAD3FKWciM3ho/zeMz69w8zJ30/zrHH\nrjkf6f33/SjSM8/E+zsX/Cadjl8CNJTPkJlExAGfhPR0P2jQp/8qVFla10qgf5vrCWizpba3OcVC\nlc1u36my1NQEhcKaRWSbbfwoUFGx5LS9f3lLqX/9dbjzTliwwI+aZLOwyy7+vqVL1yxTRUuW+FGp\ntiMiRStWrHn4rL4eNtvM52mvLBUPwYE/JHboof62Q9ts79B2DlFtrS8d4L+XQYNa76ur86/ZVcuW\nrfn8zTeH6uoNP76tpiZfmLbeuvW2tj//Aw6A737Xjz4tXuy/59/+1pck8CN3jY1dzy6tYjH4zGeC\n2yZMiHe1LL0Elh1IaU4YGU3I9OoY+ZkOIjih4GMGPIsvSe99XJJ2Yieu5Vo2YzP3Du9wLdcG4xgX\nt+23t/wZf4YDD2wdIUqn/R9tDz4YuoULY5/L592VYcihGkWStewPNSpLKkvrMw3YHZjYcv0t4KfF\nO51zjfgz5d5yzg2gurqaLbfs+FfffHM/WrFokR/FAP8m3LY8tC1OxfsPOcTPmbn4Yj/B+ZBDfEm5\n8MLWuTxbb+1L1Nq23tqPvCQS6xamgQN9lqJ02s9vWruwtbV0qZ+LNHOm/4ULvrTlcv65Gys+Awf6\nw1lFmYx/3sas72y5MPQjVgcdtOHH1dX51yhasaL188039z/HJUtgu+38bWsfEjz2WH9Ztcof4rz/\nfj8aBv77KI7Kyab7whfiT02b1uV5S09BmN21BG/4rxLyRtyRn+r8SbFRMOAZfEl6/+OStCd7cCVX\nUUtty3yk4eE8PozlDtrH2Vl3wLbbtv48Zs+GRx4JGDMmvkUsFpyaTscvAOo0iiQbsA/UN8A+UeeI\nmv6BrOtJoO1s3RHAZ5xzxzrn6oCLgSlm9g7wSfr1CzjxxI5/9XjcH5K69VZfTBYt8hORv/rV1ses\nXAkPP+xHoF54wZ/1dfDB/no+79/gYzE/yjRhQuvzjjrKr9M0aZIvEUuX+jfzgQP9JO9rrvGFqVDw\n853AT3R+6in/SzSX84cH99yz/VGlZ57xE6Hvuss//pZbYPhwX/iee671cbaBP/C/+EW/2u/06f77\nuf12n3dj2n69IPCHxv78Z19ivv/9DT9v1139PKni99h2mYN43I8W3XGHL3zz5vlDosXCNWsWvP22\n/5nV1vpDdW3Prps6FT73uY1nl47Zbz/mdXHeUgi8AfFu/7U+CeMFFyP/ioM9uvmLd4QBo4C9QzgO\nvzVJkgM5kKd5mqu4mlGMsu/zfbu86srw3WM+E8uOGoFd+b8xtt3Wj34+8QScdFLofv97Dnv6afdG\nNsvKdDr+F6Augu9IKsfOQAN8OuocUdPI0rqGA1Occ3VmljGzZc6544DrgLvxy7j8oOWxn6SxMcYe\nHfgF2na04/TT/STvE0/0b77f+hYceWTr/Xvu6UeIvvtdfyjr0kv9YTSA007z1/N5P+/nC19ofd6n\nP+0nUg8b5kvYllv6s9J22MGPRg0bBied5N/499/fz3k68EC/HtTFF/si9ZnP+NGq9jzzjM+29oja\n0Uf7+445Zt3vue31nXf2Z+n99a+tZ8O1PQzW3s/w+ef9GX9mfvTroIPWXTZg7dfdfnv/fZ99th9l\n+uUvYeTI1vvPOMNPjD/uOP/YL3/ZlyTw85GGDfMTv2tqfOk84QR/3/LlvrAdWmk7y5exHXckBPcG\n8NlOPnWm/2AM6caVu98GnsRRGAms5xB3SRVL0jkGH7jiSNJhHMZFXMQKVvAv/hU+wRMxNt88zPz8\npDhHH+2Ixfy/j5kzYcSIgBdeiA+IxYIzMpn4H4Aa/ZEsnbAzUICdos4RNWcb+uu/VC/onK29QGQ5\nLUoJ4Jz7K7BkYyt4u3j8MrbZ5kKGDl134q9Urptu8qNV553X/uPaW8H7iCNKu3hYb3buucGvx4+P\n39jJp90MnNmfQup/uumPwDnAfUDhbuBH3fIlO8bwA9znGMxz4E8gOJIjOZuzmcUs7uaeYALj4+FO\nOwaF/z41zr77+qcmEvDss8ZDD+FWrOCIbNauNouV6uRA6f1WAoMhk4MG6+nCUEbKYmSpM0WmJ5jZ\n+R16YGPjvvz0pypKlW7ePD9St8su/q/xUaP81isb89vflj5bX/T5z8efmjq10/OWnoYgtXM3/U6b\nD9wPFP5JzxUlA0biS9J8BwkHcDzH8yt+xau8yimcEn7kFsayB+8fszPvhkGD4pj5pUAefjjg1Vfj\ng2Kx8KxMJn42UEUP7Y8nvdYWQMyPRm6B7059UlmUpQr26Y8nBfc206b5NZzW5tyah7C623nn+blM\na/vxj+nU3LDOSKf93Kfly/2hxRNO8BPoJRr77ce82Np7bWzcyxBjr254/cX4g/H5i4HTuuELboxf\nk8CXpAUfl6Sf8TO+x/cYyUg7nuPJ1mDp73wtxsknQ02NY/VqeOgh46GHiDU18bVsNnaVGZ/RGW3S\njRwwBDJz/BE5lSXpHOeco7q6c8sGVJJ99llzu5ae8r//2/OvufvufjVvKQ877YQ558bR8VlC84Fm\ncJu81vBK4A4g9xuDS0o8KmP4HZSKJSnpAH7P7zmEQ3iAB4LjOC7uthwQZn55cpxvftNh5v+YeOih\ngHHj4oNjsfDcbDZ+BpqIJKWzCzDHz1uaFHGUyKgsdd1AnIt/vH2HiHQP52DvvYPb33gj3tGy9ApQ\nXUeQiW3CqEozcCtG5jiDG0rYPQx4HF+SPvq4JP2RP/IJPsFd3B3czM3xcLddKPz31bDXXnGamuD+\n+41HHiGeSHBUJhO70ozdNYokPeBTUPdsH5/krbLUdbuyzTZpnKuJOohIr3PwwX7eUjbboTIwGoLm\n7TdhcCUN3IaR+lKIPVSiAmLAY/iStOjjw22XcRl58gxneLjYLXWZQw+Kcfo9MGBAnClT4PzzA8aP\njw+JxcI/ZbPx36BRJOlZn4Safn79wT5LZanrtunQZrMi0nn778+HznW4EzwHMfbo4mTmHHAHIav3\nNsIxJShKIa0lafHHJelyLmcuc+0qrnL52liYPvbIGD/7mT+jbdQo45FHqEqn+XY6HbsK2FmjSBKR\nHYFalSXpooFssYV+eYmUwo47Ys65scAXNvLQVcACcHymC69TAO4mZPkORjA53r1jNiHwKHAOsARI\nuCqquIjLeIPxwaVcGmfgwDD7q1PjfPWrMSZOhAsvDJg8Ob6jc+EFuVz8F2gUSaK3DWD+Q5+lstR1\nAxgwQIfgRErBOdhnn+CO11+Pb6wsjQXqqwjyNZ0ceQmBBwn4aCAUZsW7b+AmxC/8fw5+D+4E9dRx\nOucxmtHBX/hLPNj9ky4481oYODDOyJEhxx3nqrNZOy6djv0N2F6jSFJGBgH5aDdEjJz+aFkP59wV\nzrkz2n1QPD6ILbYofVn6xz/8tiIbcs89cNVV3fNav/2t3xZEpBwcfHD8qdraYGMPewHCxLad/F1m\nwKMEvN/PUZgd755NP0LgIfzWkT8D3mczYvyW3zKQreza2P/ZxCM2i+Ueupfgpz+KcfPNASeeyC73\n3mt3rVrlcul07D5wUe08J7IhWwMZv4F8n1UWZck5Z6W+dCLLIOAnwI1tbvuKc26mcy7pnBvjnNuB\n2tpPbHTD2Kuv9mWnqFDw25qs77YZM9b/Nc48E37yE//5lCnr7oH2ox/5bTy6wwkn+H3aRMrB/vsz\nvwPzlp4Gwk91cr7S0wTMqHXkZ8X8WnubIgT+jS9JPwfmMoAaTuAEM4w76u4P5p/0ZZe561+OIUOM\nX/yCmr/8JTxp0qT4wnyeOblc/MebmECklPoDIVQ55+qjzhKVsihLZeZnwEgzywI457YCHgbOB7YE\nJgAPUFW1zUbL0r77+sUdi2bN8hvUtl10sbgH2ac+te7zO7K5bHf6whd8IVuxomdfV2R9dtgBi8Xc\nK+08JAPMgBj7duLrvkTIxKoY+ekx+MQmBAyAB/Cr0PwCmMsg6vkyXw4SJBgx6NWw+YIzSJ9/Vpyp\nUwN+/nM+9cADdv/q1WRTqdidwOBNeHWRnuKAzSCLPyLXJ6ksresbwIttrh8LvGlmD5tZDrgE2Jcg\n2G6jZWmfffxWGqtX++vTp/s9wzIZaGryt02b5jevjcf9Zq7/+IdfOfvII2HyZH/bbbf555x3nl9l\n+qij4Jvf9J/fcQdcfrn/WosW+U1gn34afvADv9lt28UWs1m44gq/l9nPfgb33bfmSFVNjS9t48d3\n/acn0l2K85baecgEoD5GyEb+KX5sPMbLMUd+nKPLK1gG+L1QdgFOBj5gaxrYm72DJlbzwp7LXO7y\nS8h99TDHNddQe8UV4S+nTo0vyeWYlc/HT+jiq4pEaSDkUVmSNvYGZrW5vhcwtXjFzFLAbAqFQRtd\nkHLrrf1IUnF0ado0X6D22qt1dKl4W9Fzz/nDbqNGwd57+zcMgLo6v7r1wIF+Ze2RI/3nbj1HH958\nE4YP94cBhw/3hQ3gzjthyRK491648koYPXrd5++wA8yZs7GfkUjPOPjg+NPtzFt6CSwzkI4dZp+O\n8bRz5J9xcGAXwgT4nXV3Bk4B5jGIegYz2JpjSZt+xKBY7pzTCV1gXHIJez70kD2aSJBJpWK30Iff\nZaRX2HqND32PytK6tsCv5VvUCKxe6zGrCYLGjY4sgT8UN3UqmPlNWvfay5eg4m1vvcXHO4YDHHqo\nfwz4kZ6NWd8m0D/9qX/urrv6S7H8vPiin+PUrx8MGgTHHrvu8xsa/DovIuVg//1Z4NwGzwx7CsLc\nJztw5ti7wGM4Cg8CX+lkiAC4F7+A8a+AD9mCKuppIFEfBou+8zmXPuYbxuvjXP2wYeFv33orviKX\n4618Pv6dTr6SSLna1p+h2Wc7v5YOWNdK/Hy2ogSsM8i/OWFY26GytM8+8Oij8N57sO22vsTsvbcf\nGXrvPX9obI89/GOd8yVmUw1oc4ZnXZ3fKBZg2TI/2lW0vtdKJqF//3VvF4nC9ttjsRivAIeudVcI\nTID4RucrzQMeBAo3At/rxIsXD7f9Ab+aU4JGGi1PjUtt3T/IfW6/OO++6xg1in3D0K4oFDhSf4BK\nLzUEatDIkrQxjTVXKn0LWn8dO+ca8ae9GHUdON14n338yM64cb4kAey0Eyxd6m/79Kehurrradd3\nGG5DBg70h+GKli5d9zHz5vnRKJFy4Bzsu2+wvnM03wLiDmt3qbxFwN1A/i/Arzv4ooWWJ+0I/AaY\nTzVZaqklveM25A79bJhrXhZvHD06OH3mzFhTLseUQiF+ZCe+LZFKMxBquuHU0YqlsrSuJ4Evtbk+\nAviMc+5Y51wdcDHwNg0NOQCeegp++MMNf7UhQ2DLLeHhh1sPtznnR5Pa3gbrP6TW9rYBA/xk8WSy\n/edsyOGH+/lKiYQvSiNGrFm2cjl491046KCOf02RUtvAvKWXgaA/Gz5ldDlwB5A7w/zJrBtTAO7C\nl6TfAguABPWxRsvvsC3ZHQeH4cL57sDXXmN0Ok0inY5fy7rDziK9UT+g3p8R3id1qCw55w5zzv28\n5fNBzrmdSxsrUsOBo1qKEWa2DDgO+CuwAjgIuIB+/QqAH6kpjhhtyD77+LPfPtNmP4a99/a3tZ3c\nvb5Rora37bCDP9vtxBP9GW3Ll6/7nPZGmk46Cbbaype7c87x5amqzZHYsWNhv/3WPIwnErX99uMj\n5+Jr/1nwNATpXTYwX2k1fmPc7IkhXLOR4dcC/p/9DsDvgI+ABHVV/Y2tt7Z0dcH1X7o0OOeDD2LJ\nXI4JQRDr7KwnkUrXH6juw2XJ2UZGJpxzl+BPHdndzD7lnBsCPGhmh3TpBZ0zM3Nr39aVr9UZa79m\ne5xzfwWWmNm1G7j/K+y++8PceOPmnHMOnHaaLzKV5rHH4Pnn4Zpr/PXf/Q7OPdcfJpRNc8QR/mcr\nm84Mjj6aF5NJvli8CdgKWPET/EHxtpLAzRirv2bYM+38QVgA7gH+iD+nI4HDURWrJV8DzozP5fPh\nlWEYW3u+lEhfcx/we3hyudk3e+o1nXPVZpbvqddrT0cmeB8D7A9MBDCzBc65bp0B3Jki0xPMbGNj\n9gPZYguf+corSx+ou6xYAQsW+LPt5s+Hf/8bjjmm9f7rr48um8iGFNdbeu21eLEszQNS4M/ibysL\n3EFI8wGGPbOBs+SKc5L+iD9/I0EVVYTECAlprHXBqel0/AKgTlMVpMIU8H8vpFo+bujz4sdm/EBs\nU8vnzWs9No1f/DUFOPhqqXI75w4D5uAXMJuLXzG21jm3LfCCmS1p5+kl15GylDWz0LUc3mmZ4NzX\nNdLQUHkbXebzftHLhQv98gFf+YpfuFKk3B18cPyZSZMKZLNV4OcrVdcTZGJtDsPlgbsIWbGLEY5f\nz7/PPP5w2/n4t4IENdSQAwo1MQ4rhOFVIbHPptOV929bKkaejReYtctME77QFMtMouX+tmUmC+Tw\nZ4lW48/zj+PbfnE0wlouQcul0PLRV4F6oAE/O2lz/L65g4BtgSEtCa5tuwZhd5tsZgn8cXCA+cU7\nyqF3dKQs/ds5dxOwhXPuV/h1/W8pbayy54hV4B+c22zjVwMXqTT7789HzlWF+F/+z0HQvEObouTP\n8g9ZtLURzIivOSCUB+7El6QUbUtSY60Lzs8S/0MuR41GkQRfODpTZla3uWyozGTxhSZPa5mpwv8H\nt3aZCVsuhZaLP4OhBr/ZcwN+9tAWtJaZwcD2+GHWXYGdyNHQrT8T7zXg/0q2eXxLUdrQfckN3ddT\nNlqWzOxK59zX8f8NfAq40MyeLXmy8hbr1Cn7IrJpttsOi8d5CTgceA5i7NlyXwiMIGDeZo7CnLh/\nYwH/1nQ7cCHFt7g4cYKaGjukULCrQ2L7Z7MaRaogRtfKTHFkJsGGy0xxZAb8G2NHyky+5TaoxZeZ\nRvzIzJbAQPyyRG3LzG7AjuRaynplqQOsZGWp3HVoUUozewZ4psRZKonDqS2J9JiW9ZbuHDs2vjew\nGBx74t+pRhEwq86Rfzfm36hytJak4lsmDKytDc7OZuNn5wJX1fr+J93I8KWjq2WmWGTalpkMrYeZ\nijN92x5mcqxbZoqHmXyZcaxZZjbDj8xshS8z2+LPhNwZv1/gEHJUVWCZKbUawDZhUcCOaTupu6Im\neDvnjgOGAtvQ5r9JM+vLy4s4jSyJ9DA/bykYm8nE66oJctXEeZ6QKVUx8m87/wZ4I3ARH78Vx+P2\ntQD+Du4zGkXC8MVjYwWm7efFItNEa5Eplpk0647MxPBvLBsrM8XDTEYMX2bqaS0zbUdmhuDLzC74\nkZltyeqIaQRqgLBkZallgvdkYIBzbnvgQ2An51xgZq+W6nU7qiMjS38DvmVmM7rrRXtiqYCSe+YZ\nfxGRnrH//iw0i4+BMPEJYowjZGzMkX/NwVP4kpQGkmwRjwcXBsT/OwhcJb2tGsXvoONlZjV+M5bi\nYaa1y8zaIzNrl5m2P5/i5N+2h5n8o4plph+tZWYr/N/QQ/CHmXYFPknAVgQqM71QFWCl/IOjOME7\ngT/hFWCec65fCV+zwzpSlhZ1Z1Eqt2UCusI59xu+8Y2rOe+8UsyiE5H1GTIEq65meDbrwmoco3EU\nfgkcSbFiHA52I7jdg6Akv9RDOldmEqw7Z6Z4SbP+w0zF+TLFIrO+MtN2ZMY/sjj5t5HWM5mKZWY7\nWkdmPkXAlqyzHLrIRlUBYcnK0oYmeLc38bsndaQsTXDOPQA8Suv8NzOzR0oXq+xpzpJIT2uZt7Ty\n1VfjvE/LOc/3EidpV4D7n5ZHpYDFdL3MFNeZaVtmioeZ2iszxdOy1z7M5B/d9kymzWgtM9viy8yO\nFMtMgX4tzxMpJ+7j/+mLOlKWNsf/3vj6Wrf39bIUdQaRvufgg+P26qu0Do0kCcCdC5zb5mGd/ee5\n8S0WHeAMHAVcmzJTfKG1pxasHSBP6wnmC9bztTceceOP7ervpO7+mvrd2DuFQLrPHk3pyNIBP+uB\nHJVGvw1EovDFL/ptelatgiDwlzD0lyDwrScMsZaP62tBzq1Zpoqfr/1xTQb4KQRtv2Sbzzd4X2f2\nuhYpcz1ykkQ5nQVX1JGz4bYH/gkUt0d6CTjDzOZv+Fm9ng7DiURhs83gX//apC9RPFzWrcz8Cvm5\nHGQy/mM26z+2vWSz/pLJ+Esq5T+2vb3t4/P51kuhsOYlCCEIrE1hdJiBhZ2KXiyPxXV2i9fXvrR9\nfEd+HMWPHbl0Nuv68ra9Xvw8FgPnsLaPcQ5iLafotbnNre9rmLU+Z0Oluu36xBsr3sWvuaH7175u\n9vHfANbS/YsfP/6boO3fBWYf/53g2l7f2M9+retu7fsACgVcoVC6gYKWs+E+AA7BT+zOAgvMbGGp\nXrMzOnIY7nb8bpPfb7n+o5bbvlaqUBWgMlfwFpHScA5qavylX4+evLPJb15t51qtIwx9MSsWukym\ntRQWC17xej7fer14W6GwZuFbX+krPqZQgEzWXK5grhDg8nlzhQIUAkcQmAsC55tCiIWBCwohZuZs\n49PVO/0z6okC2fbzDV3a5CiWOReL+VxrXSweh3gMi8WgphricYj524jH17hYVRUuHm95ThVUVeHi\nMayqGlfVcj0Wg2p/3cXjsHw5PPlkSafTFc+GK54JR7mcCQcdK0uDzOz2NtfvcM6dWapAFSKmkSUR\n6fVisdYS2DOcrTsBrPsFwZqFr+3IXy6HZbNYLkdYLH3FS7HYFcth26K33tG/wA/J5AOL5QNzhcBc\nISAWhOYKIS4MiQUhLjScH0JyfpTQsDB0ZiFmARaELrSQAoELCbB1x0bdWh+7Xcs7XocWsu6i/Z1z\n44E98GdCZICCcy6DX7PiI/xZEPsBE3t67aWOfOPLnXM/Ae7F/x/xA2BZSVOVP03wFhGpVPE41Nf7\nSw8wcEFPzHUtFFrLX7EIFkf71j4s3Lb0tR0NLH4eBGuMBtrq1fDmm6tKmL7t/xnFrfQ2x6+H4YB6\nM3sJeCmKEaeOlKVfAP8H/L3l+ljg5yVLVBk0Z0lERMpLyzE0Ghu7/2vPng1nnlnKsjTWzDLAZOdc\nvZmlYf2H4qJYe6kjZ8PNBY4ufZSK0jJtTkREpA/I5cAfEiuJtgWoWJTWvj1KGyxLzrmLN3CXAZjZ\nZSVJVBmaSSQK+D0AREREejdflrJRx4hKeyNLSdY9w7YR+CV+6dm+XJZW0tSkHQNERKRvKPHIUrnb\nYFkys6uKnzvnNgNOx89Vuh+4uvTRytoqVq/WYTgREekbcjnwE6/7pHbnLDnnBgJn4tdWGg4cYGYr\neyJYmVtJIqEJ3iIi0jfkcmCWijpGVNqbs3QVcAxwM7CPmTX3WKryt5JkskeWfRcREYmcL0t9dmSp\nvWWozwKGABcAHznnmttcVvdMvLK1ilSqOuoQIiIiPWL1asjlymLrkSi0N2dJ+3ls2GoKhSqCwC9u\nJiIi0putWFEgm+2ze8KqEHWBmYVUVWVIlMXyDyIiIqW1ZEkWWBx1jKioLHVVdXVCZUlERPqEZcsK\nqCxJp8Viq2nWnHcREekDVq4EWBJ1jKioLHVVLLZKI0siItInNDVVo5El6YLlGlkSEZFezwySyTo0\nsiSdFgTLVJZERKTXSyQgHs+Z1lmSTsvllpBMRp1CRESktFauhOrqVVHHiJLKUlfl80tZvVqb6YqI\nSO+2ciVUVS2NOkaUVJa6bhELF6ajDiEiIlJS/ky4RVHHiJLKUtfN4cMPNbIkIiK928qVUCj02dW7\nQWVpU7zH4sU1UYcQEREpqZUrjXR6XtQxoqSy1HUfkclUk9aROBER6cWWLk1j1mfXWAKVpS4zs5C6\nukUs6tOHcUVEpLdburRPb3UCKkubJh5/nwULok4hIiJSOkuWGNCn3+xUljZFLvcWH30UdQoREZHS\nCENYtKgBmBl1lCipLG2KTGYm8+f32RVNRUSkl1u6FOLxlJk1RR0lSipLm2YOc+dmow4hIiJSEh98\nADU1s6OOETWVpU0zh4UL9TMUEZHead48yOcnRx0janqj3zRzWbmygUBrU4qISC/03ntp0ukpUceI\nmsrSJjCzNNXVq1m2LOooIiIi3W/27Bx9fHI3qCxtupqaD3VGnIiI9EoLFtQCM6KOETWVpU0VhjNV\nlkREpNdpaoJ8HmBh1FGiprK0qZLJN1mwQJOWRESkd5k3D+rq5pqZRR0laipLm8rsHWbPTkYdQ0RE\npFvNmwdm06OOUQ5UljbdRGbNikcdQkREpFu9/36eRGJi1DHKgcrSpptDOu1YsSLqHCIiIt3n3XdT\naHI3oLK0yczMqK9/k1mzoo4iIiLSfebNq0JlCVBZ6h6p1PPMmBFGHUNERKRbZDLQ3FwLvB91lHKg\nstQdCoVxTJ2aiDqGiIhIt/jgA6ivX2BmhaijlAOVpe4xgdmza9DZlSIi0hu89RaE4StRxygXKkvd\nYwFBkGXx4qhziIiIbLpJkxKkUs9GHaNcqCx1AzMzamqmaJK3iIj0CtOnx4BXo45RLlSWuksyOYa3\n385HHUNERGSTLF4M2WwAzIk6SrlQWeouYfgG06aloo4hIiKySaZPh5qa17XNSSuVpe4zgffeqyfU\nCgIiIlLBpk7N0tz8VNQxyonKUjcxs2XE403Mnx91FBERka6bNCmL5iutQWWpO1VVTWDmzKhTiIiI\ndE0iAUuW1AGToo5STlSWulNz8/O8/XYu6hgiIiJd8vbbUF8/w8z0XtaGylL3eke4+IoAABywSURB\nVIMpUzJRhxAREemS6dMDMpmno45RblSWutc4Fiyopakp6hwiIiKdN3Fiknz+pahjlBuVpW5kZlnq\n68cxcWLUUURERDqnUIDZs+uB16KOUm5Ulrpbc/O/GTtW6y2JiEhlmTMHamoWmdmKqKOUG5Wl7vcU\n48Y5baorIiIVZfp0MHs+6hjlSGWpm5nZHMJwNXO0SryIiFSQCRMSpFLPRR2jHKkslYLZfxg/Xkt5\ni4hIZcjlYPLkakBnwq2HylIpZDKP8dJLiahjiIiIdMiUKVBbO9vMFkcdpRypLJXGC8yeXUdK87xF\nRKQCvPxylmTynqhjlCuVpRIwswT19VOZPDnqKCIiIu0zg5deCgjDx6KOUq5UlkolkXiIceO0mreI\niJS32bOhUFgNzIg6SrlSWSoVs1G8+mqgJQRERKSsvfJKQBD820xvWBuislQ6b5JO51mwIOocIiIi\nGzZmTJJs9uGoY5QzlaUSMTMjFhvFG2+oqYuISHlasgSWLIkDr0YdpZypLJVSKjWCl19ujjqGiIjI\neo0dC9XVT5lZIeoo5UxlqbRG8/bbtaTTUecQERFZ15gxq0km7486RrlTWSohM1tJbe1EXtMGziIi\nUmaSSZg5sxat2r1RKkul1tz8L556Sqt5i4hIeZkwAerqJpiZpotshMpS6T3KlCnVJNSXRESkjDz/\nfIrmZq3a3QEqSyVmZquorX2FV16JOoqIiIgXBPD663HgP1FHqQQqSz0hkbiFUaM0zCkiIuVh8mSo\nqpprZvOjjlIJVJZ6xn+YMaOGpqaoc4iIiMDjjydJJq+LOkalUFnqAWaWpLb2WV58MeooIiLS1zU3\nw+uvV2F2b9RRKoXKUk9JJG7m8cd1KE5ERKI1erRRXf20ma2IOkqlUFnqOU8xfz7M1+FhERGJ0IgR\nCR2C6xyVpR5iZnmcu4unntKS8iIiEo3Zs2Hp0iwwJuoolURlqSdlMrcwcmSWMIw6iYiI9EVPPJEl\nCG4ysyDqKJVEZalnTSGfX8K0aVHnEBGRviaXg2eeMfL5W6OOUmlUlnqQmRnp9PU88YR21hURkZ41\ndizE49PN7P2oo1QalaWeFoZ388orMdLqSyIi0oNGjGgmkbg26hiVSGWph5nZIqqqXmX0aIs6i4iI\n9BFLlsDMmXHgkaijVCKVpSgkk5dz771JTH1JRER6wFNPBcTjD5qZDmt0gcpSNMawevUyJk6MOoeI\niPR2YQiPPZYhnb4+6iiVSmUpAmZmpFJ/4Z57ElFnERGRXm7aNMhmlwEToo5SqVSWonMPM2YY8+ZF\nnUNERHqzxx5LkU7/00xzP7pKZSkiZpbB7DoefDATdRYREemlli6FsWMdYXhH1FEqmcpSlHK5/+PZ\nZ2H16qiTiIhIb3T//Tlisdu1ae6mUVmKkJktpLr6CZ54QsvOi4hI92puhpEjQzKZoVFHqXQqS1FL\nJofy4INZCtpfV0REutGIEQXi8cfN7MOoo1Q6laWImdlECoVZvPxy1FFERKS3yGbhwQfzpFKXRh2l\nN1BZKgfJ5F+4557mqGOIiEgv8dRTBrxmZm9HHaU3UFkqD4+xYEGat/XftIiIbKIggOHDUySTF0Ud\npbdQWSoDZhaQy/0v99+fijqLiIhUuBdfhGx2tpm9GnWU3kJlqVyE4a28/rpj6dKok4iISKUygzvu\nSJBMXhh1lN5EZalMmFkTsdid3H9/NuosIiJSoSZOhOXLVwAjo47Sm6gslZNM5jJGjgw1uiQiIl1y\nxx0JUqmLzCyMOkpvorJURsxsIXADt92mLVBERKRzZs2COXOywH1RR+ltVJbKTTb7V8aMCViwIOok\nIiJSSYYPT5LLXW5muaij9DYqS2XGzFZgdiU336wz40REpGPmz4cJE4wwvDnqKL2RylI5yuf/zuuv\nF5gzJ+okIiJSCW64IYXZ38wsEXWU3khlqQyZWTOFwqXceGMy6iwiIlLm3noLJk3KkM9fHXWU3kpl\nqVwFwfW8+WZGq3qLiMgGmcE11yTIZv/HzDR9o0RUlsqUmWXIZv/AsGEJzKKOIyIi5eill+CjjxZh\ndlfUUXozlaVyZnYn77+/mkmTok4iIiLlJp+H665Lkkr9zsyCqOP0ZipLZczM8qTT/8N112l0SURE\n1vT44yHp9CQzezbqKL2dylL5e5AlSxbzqvZDFBGRFokE3HZblmTy1Kij9AUqS2XOzEJSqf/m+uuT\nBBplFRER4K67cpiNMLPpUUfpC1SWKsNImpre47nnos4hIiJRW7QIHnssIJ0+N+oofYXKUgUwMyOV\nOpVhw1KkdGaoiEifduONKcyuMTPti9VDVJYqhJm9TKHwBLfemo06i4iIRGTWLBg3Lk8ud0XUUfoS\nlaVKkkr9npEj88yeHXUSERHpaWZw7bVJ8vk/mFlz1HH6EpWlCmJmS8nn/4ehQ5OEYdRxRESkJ40b\nB3PnLicMb4k6Sl+jslRpwvAWFi6cw8iRWnhJRKSvyOXgH/9Ikk6famaFqOP0NSpLFaZlKYGfcMMN\nGVaujDqOiIj0hLvvzpNMjgVGRh2lL1JZqkBmNg2zW7juunTUWUREpMQ++AAefDBPKvULM23nEAWV\npUqVyfyJsWNTTJkSdRIRESmVMIQrrkhSKPzJzOZHHaevUlmqUGaWIJM5haFDk+TzUccREZFSePJJ\n48MP5xIE10UdpS9TWapsj9Lc/Dr336/JfiIivc2KFXD99RlSqRPNTPtdRUhlqYK1rOz9S+65J8dH\nH0UdR0REutM116Qwu9HMpkUdpa9TWapwZjaXMLycq65Konl/IiK9wyuvwPjxTWQyF0QdRVSWeod8\n/kpmzlzGyy9HnURERDbV6tXwt7+lyGROMDNtCFoGVJZ6ATPLkU7/hKuuSrFqVdRxRERkU1xzTZp8\nfriZ6S/gMqGy1EuY2cvk8zfx17+mdDhORKRCjR0Lr73WRCZzdtRRpJXKUm+SyfyBt96ax6OPauM4\nEZFK09wMQ4emyGR+YGbJqONIK5WlXqTlcNx3uOmmDO+/H3UcERHpjGuvTZPP32NmL0YdRdakstTL\nmNk75PNncOGFSXK5qOOIiEhHvPIKvPrqajKZs6KOIutSWeqNwvBWVq58kRtvzEYdRURENmLRIrji\nijSZzHfMLBF1HFmXylIv1LJY5U8YNSrBG29EHUdERDYkn4c//SlJPn+Rmb0edRxZP5WlXsrMVpDJ\nfI8//znNypVRxxERkfW54YYsixePJZ+/OuoosmEqS72Ymb1APj+MP/9ZywmIiJSbl1+GUaOaSKVO\nMNMv6XKmstTbZbN/YtasuYwYoeUERETKxcKFxXlKR5uZhv/LnMpSL2dmeVKp73DzzVpOQESkHOTz\ncP75SfL5881ME0srgMpSH2Bms8nnT+OCC5JkdYKciEikhg3LsnjxqxQK10QdRTpGZamvCMPbWbXq\neYYNU1sSEYnKSy/B00+vIpX6geYpVQ6VpT7i4+UERo9eypNPav6SiEhP++gjGDpU85QqkMpSH2Jm\nq0inv8o//5li+vSo44iI9B25XHE9pT+Z2fio40jnqCz1MWY2i2z2e/zxj2kWLYo6johI3zBsWJal\nS1+mULg26ijSeSpLfZCZPU0udyFnn50knY46johI7/bii/DMMytJpX6oeUqVSWWpr8rn/86KFY9x\n6aUpQk1hEhEpiZkzYejQJJnMN81sVdRxpGtUlvooMzPS6V8wffpMbr01H3UeEZFeZ9EiOPfcFJnM\nD81sUtRxpOtUlvowM8uSSh3JI4+sYswYDQ2LiHSXRALOPDNFOv1HM/tP1HFk06gs9XFmtoRM5mv8\n7W9pZs2KOo6ISOXL5+G885KsWnWn5fP/jDqObDqVJcHMppLN/phzz02xbFnUcUREKpcZDB2aYe7c\nV8hkTos6jnQPlSUBwMxGkMlcyXnnaUsUEZGuuuOOPOPGvUcqdayZBVHHke6hsiStcrlLWbhwNEOH\nptHZrSIinfP008aDD64glfqymaWijiPdR2VJPtZyhtyJvP76XO66qxB1HhGRijF5MvzjHwkymSPM\nbHHUcaR7qSzJGswsRTr9Ve67bykjRmgIWURkY+bOhQsuSJPNfsfMZkQdR7qfypKsw8w+IpP5Ajff\nvJJRo7RipYjIhqxYAWedlSKT+Y2ZPR91HCkNlSVZLzObSyZzGNdeu5oXXtAEJhGRtWUycPbZSVKp\nv1sQDI86jpSOypJskJnNJJs9nKFDE4wbF3UcEZHykc/DhRemWLToCbLZi6KOI6XltKefbIxz7nPU\n1T3HFVc0st9+UccREYlWsShNn/4qqdS3zCwXdSQpLZUl6RDn3OHU1Y3k6qsb2HPPqOOIiESjUPCT\nuX1R+qaKUt+gw3DSIWb2ApnM8ZxzTprZs6OOIyLS81qL0lgVpb5FZUk6zMyeJJ0+iTPPTDNvXtRx\nRER6TqEAF16YZvr011SU+h6VJekUC8OHSKd/x+mnp1i4MOo4IiKlVyjARRelmTZtHKnUUWamPaH6\nGJUl6TQrFO4glTqP005LsXRp1HFEREqnUICLL04zdeo4UqkjVZT6JpUl6RLL5a6juflyTjstxYoV\nUccREel+hQJcckmaKVNeV1Hq21SWpMssm/0rTU1/5ze/SbFoUdRxRES6TxD4ojR58hsqSqKlA2ST\nuerq02louIJ//KOBXXaJOo6IyKYpFqVJk8aTSv2XmWWijiTRUlmSbuFisR9SX38rQ4fWs/feUccR\nEekaFSVZD5Ul6TbOuf+iru5hLrqokc9/Puo4IiKdk8vBpZemmTJlAqnU11WUpEhlSbqVc+5z1NY+\nw1ln9efrX3dR5xER6ZCmJjjvvBQffjiGVOp4FSVpS2VJup1zbg/q6l7i5z/fku9/Px51HhGRdn30\nEZx5ZorVq/9FJnOWmYVRR5LyorIkJeGc24H6+pf59rcH8+tf1+A0yCQiZWjGDDj33DTZ7HmWy/1f\n1HGkPKksSck457aivv4FDjtsV849t464BplEpIy8+ir85S8pMpkfmtnjUceR8qWyJCXlnOtHQ8NT\n7L33AVx2WT01NVFHEhGBESMCbrqpmWz262Y2Puo4Ut5UlqTknHO11Nf/m512+gp/+1sD/fpFHUlE\n+qowhOuvzzFy5GIymS+Z2ftRR5Lyp7IkPcI5F6e+/iYGDPgBV13VyODBUUcSkb4ml4PLLkszefLb\nLUsDaK8m6RBtdyI9wswC0ulTWLLkYk4+Oc2UKVFHEpG+pKkJTjstyeTJz5BKHaqiJJ2hkSXpcc65\nr1Fb+zC//nUj3/1uTGfKiUhJLVjglwZobr6JTOZsLQ0gnaWyJJFwzu1Gff2zfOlLgznrrDqqq6OO\nJCK90bRp8Kc/pclmz7F8fljUcaQyqSxJZJxz/WloeJjttvsCV1zRyIABUUcSkd4iDOH++wsMH54m\nmz3BzEZFHUkql8qSRMo5F6O29nLq6k7j8ssb2HPPqCOJSKVbvRouuyzFjBlzSKW+ZWbzoo4klU1l\nScqCc+471Nbeza9/3aB5TCLSZTNmwPnnp0inb2/ZuiQXdSSpfCpLUjZa5jE9xec+9wnOO6+eurqo\nI4lIpTCDRx4J+Ne/0mSzJ5nZiKgjSe+hsiRlxTnXQH39HQwYcBRDhzay3XZRRxKRcpdIwBVXpJk8\n+UPS6aPMbE7UkaR30TpLUlbMLEU6fQKLF5/Lr36V5pVXoo4kIuVs9mz4+c9TTJ58P+n0vipKUgoa\nWZKy5Zz7LHV1/+Hwwzfj9NPrqK+POpKIlAszeOKJkGHDMuRyp1gY3ht1JOm9VJakrDnnNqOh4Qbq\n6r7LJZc0sPfeUUcSkail03DllWnGjVvUcthtZtSRpHdTWZKK4Jz7NrW1d/Ltbzdw8sk11NREHUlE\nojB3Lvzxj0mamp4gnf6lmSWjjiS9n8qSVAzn3CAaGoazxRaHcemljey2W9SRRKSnBAHcd1+Bu+/O\nkc+fbkFwa9SRpO9QWZKK4pxzOPdjamqu50c/quPEE6uIx6OOJSKlNHs2/PnPSZYtm0Iq9WMzmxt1\nJOlbVJakIjnntqeh4QG23XYfLrlESwyI9Ea5HAwfnuehh7Lk82cQhreb3rQkAipLUrGcczGqqn5P\nVdUV/OpXdVr5W6QXmTHDjyY1Nb1GKvVTM/so6kjSd6ksScVzzu1OQ8PD7LrrTlx4YSODBkUdSUS6\nKpuFW27J8Z//ZMjlfo3ZAxpNkqipLEmv4JyroqbmAuLxcznjjDq+/nWnUSaRCjNtmh9NSqVGk0qd\nYmZLo44kAipL0ss45w6goeFetttuO845R2fMiVSCVApuvDHDs8+myWR+bmaPRR1JpC2VJel1nHNx\nYrGTqa6+kq9+tZpTTqlj882jjiUi6zNhAvz1rylyuUdJpX5vZiujjiSyNpUl6bWccwOor/9fnPsR\nv/pVLd/6VkzLDIiUiaVL4YYb0rz2WoJM5sdm9kzUkUQ2RGVJej3n3L40NNzKwIG7c845/bRlikiE\n0mm45548Dz1UAK4jm/2zmTVHHUukPSpL0ic45xxwAnV1wzj44DpOPbWBrbaKOpZI3xEEMGqUcdNN\nGcLwSVKps8xsXtSxRDpCZUk6xDl3GDAe2AOoBvJAfyANfBp4H4gBs8xscVQ5N8Y514/a2otx7lR+\n8pMajj8+TnV11LFEerfx4+GaaxKsWvUOqdSvzWxC1JFEOkNlSTrEOdfPzBItn9ebWXrt29d3vVw5\n53ajoeFmGhs/y9lnN/LZz0YdSaT3ef99uPbaJO+800Q6/XvgUa2ZJJVIZUn6NOfcN6mvv5m99tqc\n3/2ukZ13jjqSSOVbsQJuuSXDmDEFCoWLCIJhZpaLOpZIV6ksSZ/nnKulquoM4vELOOigOL/8ZYNK\nk0gXZLPw4IMF7r03D9xGJnORma2IOpbIplJZEmnhnOtHVdWpxOPnc+CBMU4+WSNNIh0RhvDcczBs\nWIp8/kVSqdPNbHbUsUS6i8qSyFqcc41tSlNcpUlkA4IAxoyBW29N0tw8l1TqN2b2StSxRLqbypLI\nBqg0iWxAPg/PPmvcdluKTOYdksnzgNGavC29lcqSyEasUZoOOKCKk09uYJddoo4l0vNyOXjySeOO\nO9IUClNJJv9gZi9FHUuk1FSWRDqopTT9jnj8ApUm6VMSCXj88YD7788ShuNIJv9kZq9HHUukp6gs\niXTSGqVp//3j/OAHjeyzDzgXdTSR7rVkCTzwQI6RI0OqqkaRTF5mZlOijiXS01SWRLrIOdeAcydT\nX38Om2++BSec0MjXvuZoaIg6msimmTMH7r47xdixjljsNjKZv2lrEunLVJZENlHLvnNH0Nh4DoXC\n4Xz963DMMXWaDC4VJQjgjTfg/vsTzJpVIAiupFC43sxWRR1NJGoqSyLdyDk3hOrq3xKLncrOO8c5\n4YT+HHooVFVFHU1k/RYsgCeeyDNyZB6z90kkrgbuNbNs1NFEyoXKkkgJOOeqge/Sr98fgD045phq\njj66ikGDoo4m4lfafukleOSRZt57D2KxO8lkbjCzt6OOJlKOVJZESsw5txf19f9NEPyIAw4IOf74\nRvbfXxPCpee9+y785z8Znn0WqqomkkhcAzyufdtE2qeyJNJDnHP9ce7H1NefR79+A/n2txs4/PAY\nQ4ZEHU16s0QCRo82HnkkwdKlWYLgevL5WzVhW6TjVJZEeljLhPBDqa//KWF4PFtvDUce2Y/DD4+x\n7bZRx5PewAymToXHHksxdmycmppnSST+CTxnZmHU8UQqjcqSSIScc3Hgi9TX/5QgOJZttzW+8Q1f\nnAYPjjqeVJIggOnT4eWXc4wZkyefX0YqdQ1md5nZ8qjjiVQylSWRMuGcqwIOp6HhJAqFYxgyJOTI\nI/vzpS85tt466nhSjtJpmDABXnghxWuvxYjH55PJ3Euh8AgwTXu1iXQPlSWRMtRyNt0RNDT8lELh\nO2y/fcA3vuGLk86o69tWroTXXoPnnmtm+vRa6uqmkEjchdnjmockUhoqSyJlzjlXA3yFhoafks8f\nzQ47FDjkkEYOPDDOHntAdXXUEaXU5s+HV14xnnuumQ8+qKG2dgyJxD3Ak1o0UqT0VJZEKkhLcTqc\nmpr/oqbmaLLZHdljjwyf/3x/DjjAsdtuEItFHVM2VS4Hs2bBa68VGDMmzapVIbHYo6TTDwBjtGCk\nSM9SWRKpYM65AcDh1NcfhXPfIAwHsu++eT7/+f7svz9sv73Wc6oEiQS8+SZMnVpgwoQkc+c2UFf3\nPrnc4+RyDwHjdRabSHRUlkR6EefcEODLNDYeTRB8herqOg46CD73uQYOOADNdyoTS5b4M9emTMkw\ncWKOpUtrqa+fTio1iiB4CXjdzJqjjikinsqSSC/Vsp7TbsBX6N//O2Szh9G/v7H77sZee/Vjt938\nYbsBA6KO2ruFIXzwgS9HEycmmToV0umQ2trXaW4eBbwMTDGzfNRRRWT9VJZE+gjnXAzYE9iP2tr/\nR23tF8hk9qC6OsYuu+TYc89GPvWpKnbbDYYMgXg86siVJ5GAuXN9OXr//TzvvJPi3XdricWacO5F\nkslngFeAd3Rav0jlUFkS6cNaRp+GAPsRi+1Pv36HUijsSy43gO22S7HHHrV8+tN17LYb7Lwz1NdH\nHbk8NDW1lqI5c7K8+26GDz+sJpOJU1//AWbTSCTGAzOACWa2MOLEIrIJVJZEZB3Ouc2AfYD96Nfv\nCzj3/0ildqShIc822+TZbrsqdtihgW23dQweDIMH+/lQvWU0KgyhuRlWrIBly+DDD2HOnAzvvptl\nwYIa8nmoq3uPMJxCMjkReBtfjD7UiJFI76OyJCId0rLC+BBgZ2BnYrFdaGzcC/gk+fx25HKb0diY\nZsCAAltv7Rg8uJbBg2sZOBC22gq23BIaGqCuzo9Q1dT07Jl6ZpBK+QJUvKxcCcuXhyxZkmHp0jzL\nl0NTUzXJZB1VVRmqq1cQjy+hUJhGKjUJX4reBhapFIn0HSpLItItnHO1wGB8ofKX6uodqKvbFed2\nIAi2IgzrCYI6CoVazOJUV+epqSlQWxtQVxdSX+8LVUODo6EhTmNjnMbGahoa4phBPm/k8wHZbEgu\nF5DPG7lc2HJ78cLHl0IB8nlHJhMjkagDAmpqVlFVtRRYSD4/j3R6LrAIWNzycRGwRGsZiUiRypKI\nRKJlS5fGlku/Npe1r/cjFusHhIRhFsi1XNp+vrFLElhsZome+v5EpPdQWRIRERFph/ZFEBEREWmH\nypKIiIhIO1SWRERERNqhsiQiIiLSDpUlERERkXaoLImIiIi0Q2VJREREpB0qSyIiIiLtUFkSERER\naYfKkoiIiEg7VJZERERE2qGyJCIiItIOlSURERGRdqgsiYiIiLRDZUlERESkHSpLIiIiIu1QWRIR\nERFph8qSiIiISDtUlkRERETaobIkIiIi0g6VJREREZF2qCyJiIiItENlSURERKQdKksiIiIi7VBZ\nEhEREWmHypKIiIhIO1SWRERERNqhsiQiIiLSDpUlERERkXaoLImIiIi0Q2VJREREpB0qSyIiIiLt\nUFkSERERaYfKkoiIiEg7VJZERERE2qGyJCIiItIOlSURERGRdqgsiYiIiLRDZUlERESkHSpLIiIi\nIu1QWRIRERFph8qSiIiISDtUlkRERETaobIkIiIi0g6VJREREZF2qCyJiIiItENlSURERKQdKksi\nIiIi7VBZEhEREWmHypKIiIhIO1SWRERERNqhsiQiIiLSDpUlERERkXaoLImIiIi0Q2VJREREpB0q\nSyIiIiLtUFkSERERaYfKkoiIiEg7VJZERERE2qGyJCIiItIOlSURERGRdvx/g54a/yWeZckAAAAA\nSUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x12a9711d0>"
+       "<matplotlib.figure.Figure at 0x102b60da0>"
       ]
      },
      "metadata": {},
@@ -551,9 +1724,488 @@
     "fullfun = pd.DataFrame(d, range(1))\n",
     "#fullfun.plot(kind='pie', subplots=True, figsize=(90, 10))\n",
     "stackfull = fullfun.stack()\n",
-    "stackfull.plot(\"pie\",  subplots=True, figsize=(20, 20), fontsize=.0001, legend=True)"
+    "stackfull.plot(\"pie\",  subplots=True, figsize=(10, 10), fontsize=.000000001, legend=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['household',\n",
+       " 'weight',\n",
+       " 'Age_of_youngest_child',\n",
+       " 'Age',\n",
+       " 'Gender',\n",
+       " 'Notsure',\n",
+       " 'PTDTRACE',\n",
+       " 'PEHSPNON',\n",
+       " 'GTMETSTA',\n",
+       " 'labor_force_status',\n",
+       " 'last_7_Days__more_then_one_job',\n",
+       " 'full time or part time',\n",
+       " 'student_status',\n",
+       " 'allocation_flag',\n",
+       " 'spouse_parter_in_house',\n",
+       " 'employment_status_of_SO',\n",
+       " 'weekly_earning_main_job',\n",
+       " 'num_house_child',\n",
+       " 'full/part_employ_SO',\n",
+       " 'total_hours_worked_per_week',\n",
+       " 'day_of_interview',\n",
+       " 'flag_if_interviewday_was_holiday',\n",
+       " 'totaltimespent_providing_eldercare',\n",
+       " 'totaltimespend_childcare',\n",
+       " 'sleeping',\n",
+       " 'sleeplessness',\n",
+       " 'washing,dressingandgroomingoneself',\n",
+       " 'GroomingNEC',\n",
+       " 'Health-relatedselfcare',\n",
+       " 'selfcareNEC',\n",
+       " 'Personal/Private_activities',\n",
+       " 'InteriorCleaning',\n",
+       " 'Laundry',\n",
+       " 'Sewing,repairing&maintaintextiles',\n",
+       " 'Storing/interioritems,food',\n",
+       " 'housework',\n",
+       " 'food/drinkprep',\n",
+       " 'foodpresentation',\n",
+       " 'kitchen/foodcleanup',\n",
+       " 'food/drinkprep/present/clean',\n",
+       " 'interiorarrange,decorate,repair',\n",
+       " 'building/repair,furniture',\n",
+       " 'healing/cooking',\n",
+       " 'interiormaintenance,repairdecorate',\n",
+       " 'exteriorcleaning',\n",
+       " 'exteriorrepair,improve,decorate',\n",
+       " 'exteriormaintenance,repair,decorateNEC',\n",
+       " 'lawn,garden,houseplantcare',\n",
+       " 'ponds,pools,hottubs',\n",
+       " 'lawn/garden',\n",
+       " 'animals/pets',\n",
+       " 'walking/exercising/playingwithanimals',\n",
+       " 'pet/animalcareNEC',\n",
+       " 'vehiclerepair(byself)',\n",
+       " 'vehiclesNEC',\n",
+       " 'appliance,tool,toysetup,repair(byself)',\n",
+       " 'appliances/toolsNEC',\n",
+       " 'financialmanagement',\n",
+       " 'household/personalorganize/planning',\n",
+       " 'HH/personalmail/messages',\n",
+       " 'hh/personal/email/messages',\n",
+       " 'homesecurity',\n",
+       " 'household,managementNEC',\n",
+       " 'householdactivities',\n",
+       " 'physicalcare,forhhchildren',\n",
+       " 'reading_to_hh_children',\n",
+       " 'playing_with_hh_children_not_sports',\n",
+       " 'arts/crafts_children',\n",
+       " 'playing_sports_hh_children',\n",
+       " 'talking/listening_hh_children',\n",
+       " 'organization/planning_for_hh_children',\n",
+       " 'watching_hh_children',\n",
+       " 'attending_hh_child_event',\n",
+       " 'waiting_for/with_hh_children',\n",
+       " 'pickingup/droppingoff_hh_children',\n",
+       " 'caring/helping_hh_children',\n",
+       " 'homework_hhchildren',\n",
+       " 'meeting_school_conferences',\n",
+       " 'homeschool_hh_children',\n",
+       " 'activities,relatedto_hh_education',\n",
+       " 'providing_medical_care_to_hh_child',\n",
+       " 'obtaining_medical_care_hh_child',\n",
+       " 'waiting_associated_hh_child_health',\n",
+       " 'activities_related_childhealthNEC',\n",
+       " 'physical_care_hh_adults',\n",
+       " 'looking_after_hh_adult',\n",
+       " 'medical_care_hh_adult',\n",
+       " 'obtaining_medical_car_hh_adult',\n",
+       " 'waiting_associated_caring_hh_adult',\n",
+       " 'caring_hh_adults',\n",
+       " 'helping_hh_adults',\n",
+       " 'organization/planning_hh_adults',\n",
+       " 'picking_up/dropping_off_hh_adult',\n",
+       " 'waiting_associated_helping_hh_adults',\n",
+       " 'helping_household_adultsNEC',\n",
+       " 'caring_helping_hh_membersNEC',\n",
+       " 'physical_car_nonhh_children',\n",
+       " 'reading_to/with_nonhh_children',\n",
+       " 'playing_nonhh_children_notsport',\n",
+       " 'arts/crafts_nonhh_children',\n",
+       " 'playing_sports_nonhh_children',\n",
+       " 'talking/listening_nonhh_children',\n",
+       " 'organization_planning_nonhh_children',\n",
+       " 'looking_after_nonhh_children',\n",
+       " 'attending_nonhh_children_event',\n",
+       " 'waiting_for/with_nonhh_children',\n",
+       " 'dropping_off/picking_up_nonhh_childrenNEC',\n",
+       " 'caring_helping_nonhh_childrenNEC',\n",
+       " 'homework_nonhh_children',\n",
+       " 'activities_related_nonhh_educNEC',\n",
+       " 'providing_medical_car_nonhh_children',\n",
+       " 'obtaining_medicalcare_nonhh_children',\n",
+       " 'physical_car_nonhh_adults',\n",
+       " 'looking_after_nonhh_adult(primary activity)',\n",
+       " 'providing_medical_car_to_nonhh_adult',\n",
+       " 'obtaining_medical_car_services_nonhh_adult',\n",
+       " 'waiting_associated_with_caring_nonhhadults',\n",
+       " 'caring_for_nonhh_adultsNEC',\n",
+       " 'housework,cooking_shopping,assistance_nonhh_adults',\n",
+       " 'house_lawn_repair_assistance_nonhh_adults',\n",
+       " 'animal/pet_care_assist_nonhh_adults',\n",
+       " 'vehicle_appliance_maintenance/repair_assistance_nonhh_adults',\n",
+       " 'financial_manage_assist_nonhh_adults',\n",
+       " 'household_manage_paperwork_assistance_nonhh_adults',\n",
+       " 'picking_up/dropping_off_nonhh_adult',\n",
+       " 'associated_helping_nonhh_adults',\n",
+       " 'nonhh_adultsNEC',\n",
+       " 'work,mainjob',\n",
+       " 'work,otherjob',\n",
+       " 'security_procedures_related_work',\n",
+       " 'waiting_associated_working',\n",
+       " 'workingNEC',\n",
+       " 'socializing,relaxing,leisure_part_of_job',\n",
+       " 'eating/drinking_part_job',\n",
+       " 'waiting_associated_with_work-related_activities',\n",
+       " 'income-generating_hobbies/crafts/food',\n",
+       " 'income-generating_performances',\n",
+       " 'income-generating_rental_property_activities',\n",
+       " 'income-generating_rental_property_activities',\n",
+       " 'waiting_associated_other_income_generating_activities',\n",
+       " 'other_income_generatingNEC',\n",
+       " 'job_search_activites',\n",
+       " 'job_interviewing',\n",
+       " 'associated_job_search_interview',\n",
+       " 'work/work-related_activitiesNEC',\n",
+       " 'taking_class_dagree,certification,licensure',\n",
+       " 'taking_class_personal_interest',\n",
+       " 'waiting_associated_taking_classes',\n",
+       " 'taking_classNEC',\n",
+       " 'extracurricular_club_activities',\n",
+       " 'extracurricular_music/performance_activities',\n",
+       " 'education-related_extracurricular_actNEC',\n",
+       " 'research/homework_class_degree,cert,licensure',\n",
+       " 'research/homework_class_pers.interest',\n",
+       " 'associated_research/homework',\n",
+       " 'research/homeworkNEC',\n",
+       " 'admin_activities_class_dagree/cert/licensure',\n",
+       " 'admin_act_class_personal_interst',\n",
+       " 'associated_w/admin.activites(education)',\n",
+       " 'admin_educationNEC',\n",
+       " 'educationNEC',\n",
+       " 'grecery_shopping',\n",
+       " 'purchasing_gas',\n",
+       " 'purchasing_food',\n",
+       " 'shopping,except_food/gas',\n",
+       " 'associated_with_shopping',\n",
+       " 'comparison_shopping',\n",
+       " 'paid_childcare_services',\n",
+       " 'banking',\n",
+       " 'using_financial_services',\n",
+       " 'waiting_associated_with/banking/financial_services',\n",
+       " 'legal_services',\n",
+       " 'health_car_services_outside_home',\n",
+       " 'in-home_health_care_services',\n",
+       " 'waiting_associated_medical_services',\n",
+       " 'medical_services',\n",
+       " 'personal_care_services',\n",
+       " 'waiting_associated_w/personal_care_services',\n",
+       " 'act_purchasing/selling_real_estate',\n",
+       " 'waiting_associated_w/purchasing/selling_real_estate',\n",
+       " 'veterinary_services',\n",
+       " 'waiting_associated_vetinary_services',\n",
+       " 'professional_personal_services',\n",
+       " 'interior_cleaning_services',\n",
+       " 'clothing_repair_cleaning_services',\n",
+       " 'using_household_services',\n",
+       " 'home_maint/repair/decor/construction',\n",
+       " 'waiting_associated_w/home/repair/decor/constr',\n",
+       " 'pet_services',\n",
+       " 'associated_pet_services',\n",
+       " 'using_pet_servicesNEC',\n",
+       " 'lawn_garden_services',\n",
+       " 'lawn_garden_servicesNEC',\n",
+       " 'vehicle_maint_repair_services',\n",
+       " 'waiting_associated_vehicle_main_repair',\n",
+       " 'using_vehiclemaint/repair_svcs,NEC',\n",
+       " 'household_servicesNEC',\n",
+       " 'police_fire_services',\n",
+       " 'social_services',\n",
+       " 'obtaining_licenses/paying_fines_fees_taxes',\n",
+       " 'using_government_servicesNEC',\n",
+       " 'civic_obligations/participation',\n",
+       " 'waiting_associated_using_government_services',\n",
+       " 'security_procedures_rel_govt_svcs/civic_obligations',\n",
+       " 'government_servicesNEC',\n",
+       " 'eating/drinking',\n",
+       " 'waiting_associated_w/eating_drinking',\n",
+       " 'socializing_communicating',\n",
+       " 'attending/hosting_parties/receptions/ceremonies',\n",
+       " 'attending_meeting_personal_interst(not_volunteering)',\n",
+       " 'attending/hosting_social_eventsNEC',\n",
+       " 'relaxing,thinking',\n",
+       " 'tobacco/drug_use',\n",
+       " 'TV/movies(nonR)',\n",
+       " 'TV(R)',\n",
+       " 'listen_to_radio',\n",
+       " 'listen_to/playing_music',\n",
+       " 'playing_games',\n",
+       " 'computer_use_leisure',\n",
+       " 'arts/crafts_as_hobby',\n",
+       " 'collecting_hobby',\n",
+       " 'hobbies,except_arts/crafts_collecting',\n",
+       " 'reading_personal_interest',\n",
+       " 'writing_personal_interest',\n",
+       " 'relaxing/leisureNEC',\n",
+       " 'attending_performing_arts',\n",
+       " 'attending_museums',\n",
+       " 'attending_movies/film',\n",
+       " 'attending_gambling_establishments',\n",
+       " 'arts_entertainmentNEC',\n",
+       " 'waiting_assoc.w/socializing_communicating',\n",
+       " 'waiting_assoc.w/attending/hosting_social_events',\n",
+       " 'waiting_assoc.w/_relaxing/leisure',\n",
+       " 'waiting_assoc./w_arts/entertainment',\n",
+       " 'waiting_assoc./w_socializingNEC',\n",
+       " 'socializing/relaxing/leisureNEC',\n",
+       " 'doing_aerobics',\n",
+       " 'playing_baseball',\n",
+       " 'playing_basketball',\n",
+       " 'biking',\n",
+       " 'playing_billiards',\n",
+       " 'boating',\n",
+       " 'bowling',\n",
+       " 'climbing,spelunking,caving',\n",
+       " 'dancing',\n",
+       " 'participating_equestrian_sports',\n",
+       " 'fishing',\n",
+       " 'playing_football',\n",
+       " 'golfing',\n",
+       " 'doing_gymnastics',\n",
+       " 'hiking',\n",
+       " 'playing_hockey',\n",
+       " 'hunting',\n",
+       " 'participating_martial_arts',\n",
+       " 'playing_racquet_sports',\n",
+       " 'rollerblading',\n",
+       " 'playing_rugby',\n",
+       " 'running',\n",
+       " 'skiing,ice_skating,snowboarding',\n",
+       " 'playing_soccer',\n",
+       " 'softball',\n",
+       " 'using_cardiovascular_equipment',\n",
+       " 'vehicle_touring/racing',\n",
+       " 'playing_vollyball',\n",
+       " 'walking',\n",
+       " 'participating_water_sports',\n",
+       " 'weightlifting/strength_training',\n",
+       " 'working_out,unspecified',\n",
+       " 'wrestling',\n",
+       " 'doing_yoga',\n",
+       " 'playing_sportsNEC',\n",
+       " 'watching_baseball',\n",
+       " 'watching_basketball',\n",
+       " 'watching_biliards',\n",
+       " 'watching_boating',\n",
+       " 'watching_bowling',\n",
+       " 'watching_equestrian_sports',\n",
+       " 'watching_football',\n",
+       " 'watching_gymnastics',\n",
+       " 'watching_hockey',\n",
+       " 'watching_racquet_sports',\n",
+       " 'watching_rodeo_competitions',\n",
+       " 'watching_rollerblading',\n",
+       " 'watching_rugby',\n",
+       " 'watching_running',\n",
+       " 'watching_skiing,ice_skating,snowboarding',\n",
+       " 'watching_soccer',\n",
+       " 'watching_softball',\n",
+       " 'watching_vehicle_touring/racing',\n",
+       " 'watching_volleyball',\n",
+       " 'watching_water_sports',\n",
+       " 'watching_wrestling',\n",
+       " 'attending_sporting_eventNEC',\n",
+       " 'waiting_related_playing_sports_exercising',\n",
+       " 'waiting_related_attending_sporting_events',\n",
+       " 'sports,exercise,recrationNEC',\n",
+       " 'attending_religous_services',\n",
+       " 'participation_religous_practices',\n",
+       " 'waiting_associated.w/religious&spiritual_activities',\n",
+       " 'religious_education_act',\n",
+       " 'religous_spirtual_actNEC',\n",
+       " 'computer_use',\n",
+       " 'organizing/preparing',\n",
+       " 'reading',\n",
+       " 'telephone_calls(except_hotline_counseling)',\n",
+       " 'writing',\n",
+       " 'fundraising',\n",
+       " 'administrative&support_activeNEC',\n",
+       " 'food_prep,presentation,clean-up',\n",
+       " 'collecting&delivering_clothing&other_goods',\n",
+       " 'providing_car',\n",
+       " 'teaching,leading,counseling,mentoring',\n",
+       " 'social_service&care_activitiesNEC',\n",
+       " 'building_houses,wildlifesites&other_structures',\n",
+       " 'indoor&outdoor_maintenance,repair&clean-up',\n",
+       " 'indoor&outdoor_maintenance,building&clean-up_activities',\n",
+       " 'performing',\n",
+       " 'serving_volunteering_events&cultural_activities',\n",
+       " 'participating_performance&cultural_activitiesNEC',\n",
+       " 'attending_meetings,conferences,training',\n",
+       " 'attending_meetings,conferences&trainingNEC',\n",
+       " 'public_heatlh_activities',\n",
+       " 'public_safety_activities',\n",
+       " 'public_health_safety_activitiesNEC',\n",
+       " 'waiting_associated_volunteer_activities',\n",
+       " 'security_procedures_related_volunteer_act',\n",
+       " 'volunteer_activitiesNEC',\n",
+       " 'telephone_calls_to/from_family_members',\n",
+       " 'telephone_calls_to/from_friends/neighbors/acquaintances',\n",
+       " 'telephone_calls_to/from_education,services,providers',\n",
+       " 'telephone_calls_to/from_salespeople',\n",
+       " 'telephone_calls_to/from_professional/personal_care_svcs_providers',\n",
+       " 'telephone_calls_to/from_household_services_providers',\n",
+       " 'telephone_calls_to/from_paid_child/adult_car_providers',\n",
+       " 'telephone_calls_to/from_government_officials',\n",
+       " 't160199',\n",
+       " 't160201',\n",
+       " 't169999',\n",
+       " 't180101',\n",
+       " 't180199',\n",
+       " 't180201',\n",
+       " 't180202',\n",
+       " 't180203',\n",
+       " 't180204',\n",
+       " 't180205',\n",
+       " 't180206',\n",
+       " 't180207',\n",
+       " 't180208',\n",
+       " 't180209',\n",
+       " 't180299',\n",
+       " 't180301',\n",
+       " 't180302',\n",
+       " 't180303',\n",
+       " 't180304',\n",
+       " 't180305',\n",
+       " 't180401',\n",
+       " 't180402',\n",
+       " 't180403',\n",
+       " 't180404',\n",
+       " 't180405',\n",
+       " 't180501',\n",
+       " 't180502',\n",
+       " 't180503',\n",
+       " 't180504',\n",
+       " 't180599',\n",
+       " 't180601',\n",
+       " 't180602',\n",
+       " 't180603',\n",
+       " 't180604',\n",
+       " 't180699',\n",
+       " 't180701',\n",
+       " 't180702',\n",
+       " 't180703',\n",
+       " 't180704',\n",
+       " 't180799',\n",
+       " 't180801',\n",
+       " 't180802',\n",
+       " 't180803',\n",
+       " 't180804',\n",
+       " 't180805',\n",
+       " 't180806',\n",
+       " 't180807',\n",
+       " 't180899',\n",
+       " 't180901',\n",
+       " 't180902',\n",
+       " 't180903',\n",
+       " 't180904',\n",
+       " 't180905',\n",
+       " 't180999',\n",
+       " 't181001',\n",
+       " 't181002',\n",
+       " 't181099',\n",
+       " 't181101',\n",
+       " 't181201',\n",
+       " 't181202',\n",
+       " 't181203',\n",
+       " 't181204',\n",
+       " 't181205',\n",
+       " 't181299',\n",
+       " 't181301',\n",
+       " 't181302',\n",
+       " 't181401',\n",
+       " 't181499',\n",
+       " 't181501',\n",
+       " 't181599',\n",
+       " 't181601',\n",
+       " 't181801',\n",
+       " 't189999',\n",
+       " 't500101',\n",
+       " 't500103',\n",
+       " 't500105',\n",
+       " 't500106',\n",
+       " 't500107']"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "col = summary.columns.tolist()\n",
+    "def datasets(columns, avg):\n",
+    "    pass\n",
+    "#print(col)\n",
+    "key = {\"tucaseid\": 'household', \"TUFINLWGT\": \"weight\", 'TRYHHCHILD': \"Age_of_youngest_child\", \"TEAGE\": \"Age\",\n",
+    "\"TESEX\": \"Gender\",\"PEEDUCA\": \"Notsure\", \"TELFS\": \"labor_force_status\", \"TEMJOT\": \"last_7_Days__more_then_one_job\",\n",
+    "\"TRDPFTPT\": \"full time or part time\", \"TESCHENR\": \"student_status\", \"TESCHLVL\": \"allocation_flag\", \"TRSPPRES\": \"spouse_parter_in_house\",\n",
+    "\"TESPEMPNOT\":\"employment_status_of_SO\", \"TRERNWA\": \"weekly_earning_main_job\", \"TRCHILDNUM\": \"num_house_child\", \"TRSPFTPT\": \"full/part_employ_SO\",\n",
+    "\"TEHRUSLT\": \"total_hours_worked_per_week\", \"TUDIARYDAY\":\"day_of_interview\", \"TRHOLIDAY\": \"flag_if_interviewday_was_holiday\",\n",
+    "\"TRTEC\": \"totaltimespent_providing_eldercare\", \"TRTHH\": \"totaltimespend_childcare\", 't010101': 'sleeping', 't010102': 'sleeplessness', 't010201': 'washing,dressingandgroomingoneself', 't010299': \n",
+    "'GroomingNEC' , 't010301' : 'Health-relatedselfcare', 't010399': \"selfcareNEC\", 't010401':'Personal/Private_activities', 't020101':'InteriorCleaning', 't020102':'Laundry', 't020103':'Sewing,repairing&maintaintextiles', 't020104':'Storing/interioritems,food', 't020199':'housework', 't020201':'food/drinkprep', 't020202':'foodpresentation', 't020203':'kitchen/foodcleanup', 't020299':'food/drinkprep/present/clean', 't020301':'interiorarrange,decorate,repair', 't020302':'building/repair,furniture', \n",
+    "'t020303':'healing/cooking', 't020399':'interiormaintenance,repairdecorate', 't020401':'exteriorcleaning', 't020402':'exteriorrepair,improve,decorate', 't020499':'exteriormaintenance,repair,decorateNEC', 't020501':\n",
+    "'lawn,garden,houseplantcare', 't020502':'ponds,pools,hottubs', 't020599':'lawn/garden', 't020601':'animals/pets', 't020602':'walking/exercising/playingwithanimals', 't020699':'pet/animalcareNEC', 't020701':\n",
+    "'vehiclerepair(byself)', 't020799':'vehiclesNEC', 't020801':'appliance,tool,toysetup,repair(byself)', 't020899':'appliances/toolsNEC', 't020901':'financialmanagement', 't020902':'household/personalorganize/planning', 't020903':'HH/personalmail/messages', 't020904':'hh/personal/email/messages', 't020905':'homesecurity', 't020999':'household,managementNEC', 't029999':'householdactivities', 't030101':'physicalcare,forhhchildren', 't030102':'reading_to_hh_children', 't030103':'playing_with_hh_children_not_sports', 't030104':'arts/crafts_children', 't030105':'playing_sports_hh_children', 't030106':'talking/listening_hh_children', 't030108':'organization/planning_for_hh_children', 't030109':'watching_hh_children', 't030110':'attending_hh_child_event', 't030111':'waiting_for/with_hh_children', 't030112':'pickingup/droppingoff_hh_children',\n",
+    "'t030199':'caring/helping_hh_children', 't030201':'homework_hhchildren', 't030202':'meeting_school_conferences', 't030203':'homeschool_hh_children', 't030299':'activities,relatedto_hh_education', 't030301':\n",
+    "'providing_medical_care_to_hh_child', 't030302':'obtaining_medical_care_hh_child', 't030303':'waiting_associated_hh_child_health', 't030399':'activities_related_childhealthNEC', 't030401':'physical_care_hh_adults', 't030402':'looking_after_hh_adult', 't030403':'medical_care_hh_adult', 't030404':'obtaining_medical_car_hh_adult', 't030405':'waiting_associated_caring_hh_adult', 't030499':'caring_hh_adults', 't030501':'helping_hh_adults', 't030502':'organization/planning_hh_adults', 't030503':'picking_up/dropping_off_hh_adult', 't030504':'waiting_associated_helping_hh_adults', 't030599':'helping_household_adultsNEC', 't039999':'caring_helping_hh_membersNEC', 't040101':'physical_car_nonhh_children', 't040102':'reading_to/with_nonhh_children', 't040103':'playing_nonhh_children_notsport', 't040104':'arts/crafts_nonhh_children', 't040105':'playing_sports_nonhh_children', 't040106':'talking/listening_nonhh_children', 't040108':'organization_planning_nonhh_children', 't040109': 'looking_after_nonhh_children', 't040110':'attending_nonhh_children_event', 't040111':'waiting_for/with_nonhh_children', 't040112':'dropping_off/picking_up_nonhh_childrenNEC', 't040199':'caring_helping_nonhh_childrenNEC',\n",
+    "'t040201':'homework_nonhh_children', 't040299':'activities_related_nonhh_educNEC', 't040301':'providing_medical_car_nonhh_children', 't040302':'obtaining_medicalcare_nonhh_children', 't040401':'physical_car_nonhh_adults', 't040402':'looking_after_nonhh_adult(primary activity)', 't040403':'providing_medical_car_to_nonhh_adult', 't040404':'obtaining_medical_car_services_nonhh_adult', 't040405':'waiting_associated_with_caring_nonhhadults', 't040499':'caring_for_nonhh_adultsNEC', 't040501':'housework,cooking_shopping,assistance_nonhh_adults', 't040502':'house_lawn_repair_assistance_nonhh_adults', 't040503':'animal/pet_care_assist_nonhh_adults',\n",
+    "'t040504':'vehicle_appliance_maintenance/repair_assistance_nonhh_adults', 't040505':'financial_manage_assist_nonhh_adults', 't040506':'household_manage_paperwork_assistance_nonhh_adults', 't040507':'picking_up/dropping_off_nonhh_adult', 't040508':'associated_helping_nonhh_adults', 't040599':'nonhh_adultsNEC', 't050101':'work,mainjob', 't050102':'work,otherjob', 't050103':'security_procedures_related_work', 't050104':'waiting_associated_working', 't050199':'workingNEC', 't050201':'socializing,relaxing,leisure_part_of_job', 't050202':'eating/drinking_part_job', 't050205':'waiting_associated_with_work-related_activities', 't050301':'income-generating_hobbies/crafts/food', 't050302':'income-generating_performances', 't050303':'income-generating_rental_property_activities', 't050304':'income-generating_rental_property_activities', 't050305':'waiting_associated_other_income_generating_activities', 't050399':'other_income_generatingNEC', 't050401':'job_search_activites', 't050403':'job_interviewing', 't050404':'associated_job_search_interview', 't059999':'work/work-related_activitiesNEC', 't060101':'taking_class_dagree,certification,licensure', 't060102':'taking_class_personal_interest',\n",
+    "'t060103':'waiting_associated_taking_classes', 't060199':'taking_classNEC', 't060201':\"extracurricular_club_activities\", 't060202':'extracurricular_music/performance_activities', 't060299':'education-related_extracurricular_actNEC', 't060301':'research/homework_class_degree,cert,licensure', 't060302':'research/homework_class_pers.interest', 't060303':'associated_research/homework', 't060399':'research/homeworkNEC', 't060401':'admin_activities_class_dagree/cert/licensure', 't060402':'admin_act_class_personal_interst', 't060403':'associated_w/admin.activites(education)', 't060499':'admin_educationNEC', 't069999':'educationNEC', 't070101':'grecery_shopping', 't070102':'purchasing_gas', 't070103':'purchasing_food', 't070104':'shopping,except_food/gas', 't070105':'associated_with_shopping',\n",
+    "'t070201':'comparison_shopping', 't080101':'paid_childcare_services', 't080201':'banking', 't080202':'using_financial_services', 't080203':'waiting_associated_with/banking/financial_services', 't080301':'legal_services', 't080401':'health_car_services_outside_home', 't080402':'in-home_health_care_services', 't080403':'waiting_associated_medical_services', 't080499':'medical_services', 't080501':'personal_care_services', 't080502':'waiting_associated_w/personal_care_services',\n",
+    "'t080601':'act_purchasing/selling_real_estate', 't080602':'waiting_associated_w/purchasing/selling_real_estate', 't080701':'veterinary_services', 't080702':'waiting_associated_vetinary_services', 't089999':'professional_personal_services', 't090101':'interior_cleaning_services', 't090103':'clothing_repair_cleaning_services', 't090199':'using_household_services', 't090201':'home_maint/repair/decor/construction', 't090202':'waiting_associated_w/home/repair/decor/constr', 't090301':'pet_services', 't090302':'associated_pet_services', 't090399':'using_pet_servicesNEC', 't090401':'lawn_garden_services',\n",
+    "'t090499':'lawn_garden_servicesNEC', 't090501':'vehicle_maint_repair_services', 't090502':'waiting_associated_vehicle_main_repair', 't090599':'using_vehiclemaint/repair_svcs,NEC', 't099999':'household_servicesNEC', 't100101':'police_fire_services', 't100102':'social_services', 't100103':'obtaining_licenses/paying_fines_fees_taxes', 't100199':'using_government_servicesNEC', 't100201':'civic_obligations/participation', 't100304':'waiting_associated_using_government_services', 't100499':'security_procedures_rel_govt_svcs/civic_obligations', 't109999':'government_servicesNEC', 't110101':'eating/drinking', 't110201':'waiting_associated_w/eating_drinking', 't120101':'socializing_communicating', 't120201':'attending/hosting_parties/receptions/ceremonies', 't120202':'attending_meeting_personal_interst(not_volunteering)', 't120299':'attending/hosting_social_eventsNEC', \n",
+    "'t120301':'relaxing,thinking', 't120302':'tobacco/drug_use', 't120303':'TV/movies(nonR)', 't120304':'TV(R)', 't120305':'listen_to_radio', 't120306':'listen_to/playing_music', 't120307':'playing_games', 't120308':'computer_use_leisure', 't120309':'arts/crafts_as_hobby', 't120310':'collecting_hobby', 't120311':'hobbies,except_arts/crafts_collecting', 't120312':'reading_personal_interest', 't120313':'writing_personal_interest', 't120399':'relaxing/leisureNEC',\n",
+    "'t120401':'attending_performing_arts', 't120402':'attending_museums', 't120403':'attending_movies/film', 't120404':'attending_gambling_establishments', 't120499':'arts_entertainmentNEC', 't120501':'waiting_assoc.w/socializing_communicating', 't120502':'waiting_assoc.w/attending/hosting_social_events', 't120503':'waiting_assoc.w/_relaxing/leisure', 't120504':'waiting_assoc./w_arts/entertainment', 't120599':'waiting_assoc./w_socializingNEC', 't129999':'socializing/relaxing/leisureNEC', \n",
+    "'t130101':'doing_aerobics', 't130102':'playing_baseball', 't130103':'playing_basketball', 't130104':'biking', 't130105':'playing_billiards', 't130106':'boating', 't130107':'bowling', 't130108':'climbing,spelunking,caving', 't130109':'dancing', 't130110':'participating_equestrian_sports', 't130112':'fishing', 't130113':'playing_football', 't130114':'golfing', 't130115':'doing_gymnastics', 't130116':'hiking', 't130117':'playing_hockey', 't130118':'hunting', 't130119':'participating_martial_arts', 't130120':'playing_racquet_sports', 't130122':\"rollerblading\", 't130123':'playing_rugby', 't130124':'running', 't130125':'skiing,ice_skating,snowboarding', 't130126':'playing_soccer', 't130127':'softball', 't130128':'using_cardiovascular_equipment', 't130129':'vehicle_touring/racing', 't130130':'playing_vollyball', 't130131':'walking', 't130132':'participating_water_sports', 't130133':'weightlifting/strength_training', 't130134':'working_out,unspecified', 't130135':'wrestling', 't130136':'doing_yoga', 't130199':'playing_sportsNEC', 't130202':'watching_baseball', \n",
+    "'t130203':'watching_basketball', 't130205':'watching_biliards', 't130206':'watching_boating', 't130207':'watching_bowling', 't130210':'watching_equestrian_sports', 't130213':'watching_football', 't130215':'watching_gymnastics', 't130216':'watching_hockey', 't130218':'watching_racquet_sports', 't130219':'watching_rodeo_competitions', 't130220':'watching_rollerblading', 't130221':'watching_rugby', 't130222':'watching_running', 't130223':'watching_skiing,ice_skating,snowboarding', 't130224':'watching_soccer', 't130225':'watching_softball', 't130226':'watching_vehicle_touring/racing', 't130227':'watching_volleyball', 't130229':'watching_water_sports', 't130232':'watching_wrestling', 't130299':'attending_sporting_eventNEC', 't130301':'waiting_related_playing_sports_exercising', 't130302':'waiting_related_attending_sporting_events', 't139999':'sports,exercise,recrationNEC', 't140101':'attending_religous_services', 't140102':'participation_religous_practices', \n",
+    "\n",
+    "       't140103':'waiting_associated.w/religious&spiritual_activities', 't140105':'religious_education_act', 't149999':'religous_spirtual_actNEC',\n",
+    "       't150101':'computer_use', 't150102':'organizing/preparing', 't150103':'reading', 't150104':'telephone_calls(except_hotline_counseling)', 't150105':'writing', \n",
+    "       't150106':'fundraising', 't150199':'administrative&support_activeNEC', 't150201':'food_prep,presentation,clean-up', 't150202':'collecting&delivering_clothing&other_goods', 't150203':'providing_car', 't150204':'teaching,leading,counseling,mentoring', 't150299':'social_service&care_activitiesNEC', 't150301':'building_houses,wildlifesites&other_structures', 't150302':'indoor&outdoor_maintenance,repair&clean-up', 't150399':'indoor&outdoor_maintenance,building&clean-up_activities', 't150401':'performing', 't150402':'serving_volunteering_events&cultural_activities', 't150499':'participating_performance&cultural_activitiesNEC',\n",
+    "\n",
+    "       't150501':'attending_meetings,conferences,training', 't150599':'attending_meetings,conferences&trainingNEC', 't150601':'public_heatlh_activities', 't150602':'public_safety_activities', 't150699':'public_health_safety_activitiesNEC', 't150701':'waiting_associated_volunteer_activities', 't150801':'security_procedures_related_volunteer_act', 't159999':'volunteer_activitiesNEC', 't160101':'telephone_calls_to/from_family_members', 't160102':'telephone_calls_to/from_friends/neighbors/acquaintances', 't160103':'telephone_calls_to/from_education,services,providers', 't160104':'telephone_calls_to/from_salespeople', 't160105':'telephone_calls_to/from_professional/personal_care_svcs_providers', 't160106':'telephone_calls_to/from_household_services_providers', 't160107':'telephone_calls_to/from_paid_child/adult_car_providers', 't160108':'telephone_calls_to/from_government_officials'\n",
+    "}#'t160199', 't160201', 't169999', 't180101', 't180199', 't180201', 't180202', 't180203', 't180204', 't180205', 't180206', 't180207', 't180208', 't180209', 't180299', 't180301', 't180302', 't180303', 't180304', 't180305', 't180401', 't180402', 't180403', 't180404', 't180405', 't180501', 't180502', 't180503', 't180504', 't180599', 't180601', 't180602', 't180603', 't180604', 't180699', 't180701', 't180702', 't180703', 't180704', 't180799', 't180801', 't180802', 't180803', 't180804', 't180805', 't180806', 't180807', 't180899', 't180901', 't180902', 't180903', 't180904', 't180905', 't180999', 't181001', 't181002', 't181099', 't181101', 't181201', 't181202', 't181203', 't181204', 't181205', 't181299', 't181301', 't181302', 't181401', 't181499', 't181501', 't181599', 't181601', 't181801', 't189999', 't500101', 't500103', 't500105', 't500106', 't500107' }\n",
+    "#print(key)\n",
+    "test = summary.rename(columns=key)\n",
+    "test.columns.tolist()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,

From 2f3deaf04b8696636fba0f809c7b922ddcc73b51 Mon Sep 17 00:00:00 2001
From: Bekk Blando <bekkblando@gmail.com>
Date: Fri, 19 Jun 2015 14:05:50 -0400
Subject: [PATCH 4/7] Adding Input

---
 Starting Point.ipynb | 1421 +++++++++++++++++++++++++++---------------
 1 file changed, 925 insertions(+), 496 deletions(-)

diff --git a/Starting Point.ipynb b/Starting Point.ipynb
index 65a173c..6a3cf6f 100644
--- a/Starting Point.ipynb	
+++ b/Starting Point.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {
     "collapsed": false
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false
    },
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
@@ -76,7 +76,7 @@
        "      dtype='object', length=413)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -101,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
@@ -288,7 +288,7 @@
        "[5 rows x 413 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -299,7 +299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -311,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -335,7 +335,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -359,7 +359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -383,7 +383,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -439,7 +439,7 @@
        "6   5671341.270490      244"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -452,7 +452,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
@@ -463,7 +463,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
@@ -525,7 +525,7 @@
        "6   5671341.270490      244      1.383807e+09"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -536,7 +536,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
@@ -547,7 +547,7 @@
        "211.67427866070051"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -559,7 +559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -570,7 +570,7 @@
        "190.25402840855642"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -582,7 +582,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
@@ -598,7 +598,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "metadata": {
     "collapsed": false
    },
@@ -609,7 +609,7 @@
        "8.7508537061809992"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -622,7 +622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "metadata": {
     "collapsed": false
    },
@@ -636,7 +636,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "metadata": {
     "collapsed": false
    },
@@ -647,7 +647,7 @@
        "['t010101', 't010102']"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -658,7 +658,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "metadata": {
     "collapsed": false
    },
@@ -677,7 +677,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "metadata": {
     "collapsed": false
    },
@@ -699,7 +699,7 @@
        "8.750853706181001"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -710,7 +710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false
    },
@@ -732,7 +732,7 @@
        "9.5541911543273592"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -743,7 +743,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "metadata": {
     "collapsed": false
    },
@@ -813,7 +813,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "metadata": {
     "collapsed": false
    },
@@ -825,7 +825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "metadata": {
     "collapsed": false
    },
@@ -848,7 +848,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "metadata": {
     "collapsed": false
    },
@@ -902,7 +902,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "metadata": {
     "collapsed": false
    },
@@ -1089,7 +1089,7 @@
        "[5 rows x 175 columns]"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1100,7 +1100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "metadata": {
     "collapsed": false
    },
@@ -1294,7 +1294,7 @@
        "[5 rows x 31 columns]"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1305,7 +1305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "metadata": {
     "collapsed": false
    },
@@ -1329,7 +1329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "metadata": {
     "collapsed": false
    },
@@ -1391,7 +1391,7 @@
        "4  20130101130004             5       0"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1402,7 +1402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "metadata": {
     "collapsed": false
    },
@@ -1417,7 +1417,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 32,
    "metadata": {
     "collapsed": false
    },
@@ -1433,7 +1433,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1444,7 +1444,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 33,
    "metadata": {
     "collapsed": false,
     "scrolled": true
@@ -1517,7 +1517,7 @@
        "Name: TELFS, dtype: object"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1528,7 +1528,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 34,
    "metadata": {
     "collapsed": false
    },
@@ -1540,7 +1540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 35,
    "metadata": {
     "collapsed": false
    },
@@ -1549,16 +1549,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343}\n"
+      "{'Social For Fun': 39.000540094889423, 'Computer For Leasure': 12.540250054915514, 'Relax and Think': 17.827459228425081, 'Watching TV AVG': 165.97119226232343}\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x104435748>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x112caa588>"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1566,7 +1566,7 @@
      "data": {
       "image/png": 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SC1OWkfelf9lznKehn0JtN2UYYdM2HYLEvsBuZsGmf11bL2EcrIhpuqqGxA7V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\nBRdA3yWJ0+ZhrM2MjXN6pGJjMJo+nVnDhzcqDcW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AiuWca3EqhGjX0C9VWoJXLyH3va7+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\nJcUqeIvFYikp/wdFu01SilN++AAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10644bb38>"
+       "<matplotlib.figure.Figure at 0x10e84df98>"
       ]
      },
      "metadata": {},
@@ -1576,7 +1576,7 @@
      "data": {
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mFedAbmZWcQ7kZmYVN6BALml9SXdIujYvby1plqQ5kmZK2rI91TQzs0YG2iL/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\nKlMymgAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x106b66080>"
+       "<matplotlib.figure.Figure at 0x1109c6940>"
       ]
      },
      "metadata": {},
@@ -1593,7 +1593,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 36,
    "metadata": {
     "collapsed": false
    },
@@ -1602,16 +1602,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Video Games': 13.41856801229944, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343}\n"
+      "{'Video Games': 13.41856801229944, 'Social For Fun': 39.000540094889423, 'Computer For Leasure': 12.540250054915514, 'Relax and Think': 17.827459228425081, 'Watching TV AVG': 165.97119226232343}\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x106b77780>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10e84d6a0>"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1619,7 +1619,7 @@
      "data": {
       "image/png": 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0XAJ5RETLJZBHRLRcAnlERMslkEdEtFwCeUREyyWQR0S0XAJ5RETLJZBHRLRc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\nBPKIiJZLII+IaLkE8oiIlksgj4houf8PF/ch/aPj/awAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10644b550>"
+       "<matplotlib.figure.Figure at 0x10e84d9b0>"
       ]
      },
      "metadata": {},
@@ -1635,34 +1635,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 202,
+   "execution_count": 37,
    "metadata": {
     "collapsed": false,
-    "scrolled": false
+    "scrolled": true
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x12cf70be0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x112bf5b00>"
       ]
      },
-     "execution_count": 202,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ERROR! Session/line number was not unique in database. History logging moved to new session 61\n"
-     ]
-    },
     {
      "data": {
       "image/png": 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Grk1yaZLntvXvS/L69nzPJP+Y5Mok1yQ5fZbR12cSZpneI8lRSb7Wjr0myU+MbFuX5BVJ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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x12cf70128>"
+       "<matplotlib.figure.Figure at 0x112b45c88>"
       ]
      },
      "metadata": {},
@@ -1700,7 +1693,7 @@
     {
      "data": {
       "text/plain": [
-       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x107032c18>], dtype=object)"
+       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x11241cb70>], dtype=object)"
       ]
      },
      "execution_count": 38,
@@ -1711,7 +1704,7 @@
      "data": {
       "image/png": 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LNey+nTCYfjbhrrx7YucoAC4hXO/XhMHb6ekN1l5zlITtB5xJmJ7vLWBbgOhD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\nSUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x102b60da0>"
+       "<matplotlib.figure.Figure at 0x112e97d30>"
       ]
      },
      "metadata": {},
@@ -1729,7 +1722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 39,
    "metadata": {
     "collapsed": false,
     "scrolled": false
@@ -1737,432 +1730,220 @@
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>household</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>Age_of_youngest_child</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Notsure</th>\n",
+       "      <th>PTDTRACE</th>\n",
+       "      <th>PEHSPNON</th>\n",
+       "      <th>GTMETSTA</th>\n",
+       "      <th>labor_force_status</th>\n",
+       "      <th>...</th>\n",
+       "      <th>travel_related_volunteering</th>\n",
+       "      <th>travel_related_volunteer_activitiesNEC</th>\n",
+       "      <th>travel_related_phone_calls</th>\n",
+       "      <th>security_procedures_related_traveling</th>\n",
+       "      <th>travelingNEC</th>\n",
+       "      <th>insufficient_detail</th>\n",
+       "      <th>missing_travel_or_destination</th>\n",
+       "      <th>respondent_refused_provide_information</th>\n",
+       "      <th>Gap/cant_remember</th>\n",
+       "      <th>unable_to_code_activity_1st_tier</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>11899905.662034</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20130101130112</td>\n",
+       "      <td>4447638.009513</td>\n",
+       "      <td>1</td>\n",
+       "      <td>39</td>\n",
+       "      <td>1</td>\n",
+       "      <td>43</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20130101130123</td>\n",
+       "      <td>10377056.507734</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>47</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20130101130611</td>\n",
+       "      <td>7731257.992805</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>50</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20130101130616</td>\n",
+       "      <td>4725269.227067</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 413 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "['household',\n",
-       " 'weight',\n",
-       " 'Age_of_youngest_child',\n",
-       " 'Age',\n",
-       " 'Gender',\n",
-       " 'Notsure',\n",
-       " 'PTDTRACE',\n",
-       " 'PEHSPNON',\n",
-       " 'GTMETSTA',\n",
-       " 'labor_force_status',\n",
-       " 'last_7_Days__more_then_one_job',\n",
-       " 'full time or part time',\n",
-       " 'student_status',\n",
-       " 'allocation_flag',\n",
-       " 'spouse_parter_in_house',\n",
-       " 'employment_status_of_SO',\n",
-       " 'weekly_earning_main_job',\n",
-       " 'num_house_child',\n",
-       " 'full/part_employ_SO',\n",
-       " 'total_hours_worked_per_week',\n",
-       " 'day_of_interview',\n",
-       " 'flag_if_interviewday_was_holiday',\n",
-       " 'totaltimespent_providing_eldercare',\n",
-       " 'totaltimespend_childcare',\n",
-       " 'sleeping',\n",
-       " 'sleeplessness',\n",
-       " 'washing,dressingandgroomingoneself',\n",
-       " 'GroomingNEC',\n",
-       " 'Health-relatedselfcare',\n",
-       " 'selfcareNEC',\n",
-       " 'Personal/Private_activities',\n",
-       " 'InteriorCleaning',\n",
-       " 'Laundry',\n",
-       " 'Sewing,repairing&maintaintextiles',\n",
-       " 'Storing/interioritems,food',\n",
-       " 'housework',\n",
-       " 'food/drinkprep',\n",
-       " 'foodpresentation',\n",
-       " 'kitchen/foodcleanup',\n",
-       " 'food/drinkprep/present/clean',\n",
-       " 'interiorarrange,decorate,repair',\n",
-       " 'building/repair,furniture',\n",
-       " 'healing/cooking',\n",
-       " 'interiormaintenance,repairdecorate',\n",
-       " 'exteriorcleaning',\n",
-       " 'exteriorrepair,improve,decorate',\n",
-       " 'exteriormaintenance,repair,decorateNEC',\n",
-       " 'lawn,garden,houseplantcare',\n",
-       " 'ponds,pools,hottubs',\n",
-       " 'lawn/garden',\n",
-       " 'animals/pets',\n",
-       " 'walking/exercising/playingwithanimals',\n",
-       " 'pet/animalcareNEC',\n",
-       " 'vehiclerepair(byself)',\n",
-       " 'vehiclesNEC',\n",
-       " 'appliance,tool,toysetup,repair(byself)',\n",
-       " 'appliances/toolsNEC',\n",
-       " 'financialmanagement',\n",
-       " 'household/personalorganize/planning',\n",
-       " 'HH/personalmail/messages',\n",
-       " 'hh/personal/email/messages',\n",
-       " 'homesecurity',\n",
-       " 'household,managementNEC',\n",
-       " 'householdactivities',\n",
-       " 'physicalcare,forhhchildren',\n",
-       " 'reading_to_hh_children',\n",
-       " 'playing_with_hh_children_not_sports',\n",
-       " 'arts/crafts_children',\n",
-       " 'playing_sports_hh_children',\n",
-       " 'talking/listening_hh_children',\n",
-       " 'organization/planning_for_hh_children',\n",
-       " 'watching_hh_children',\n",
-       " 'attending_hh_child_event',\n",
-       " 'waiting_for/with_hh_children',\n",
-       " 'pickingup/droppingoff_hh_children',\n",
-       " 'caring/helping_hh_children',\n",
-       " 'homework_hhchildren',\n",
-       " 'meeting_school_conferences',\n",
-       " 'homeschool_hh_children',\n",
-       " 'activities,relatedto_hh_education',\n",
-       " 'providing_medical_care_to_hh_child',\n",
-       " 'obtaining_medical_care_hh_child',\n",
-       " 'waiting_associated_hh_child_health',\n",
-       " 'activities_related_childhealthNEC',\n",
-       " 'physical_care_hh_adults',\n",
-       " 'looking_after_hh_adult',\n",
-       " 'medical_care_hh_adult',\n",
-       " 'obtaining_medical_car_hh_adult',\n",
-       " 'waiting_associated_caring_hh_adult',\n",
-       " 'caring_hh_adults',\n",
-       " 'helping_hh_adults',\n",
-       " 'organization/planning_hh_adults',\n",
-       " 'picking_up/dropping_off_hh_adult',\n",
-       " 'waiting_associated_helping_hh_adults',\n",
-       " 'helping_household_adultsNEC',\n",
-       " 'caring_helping_hh_membersNEC',\n",
-       " 'physical_car_nonhh_children',\n",
-       " 'reading_to/with_nonhh_children',\n",
-       " 'playing_nonhh_children_notsport',\n",
-       " 'arts/crafts_nonhh_children',\n",
-       " 'playing_sports_nonhh_children',\n",
-       " 'talking/listening_nonhh_children',\n",
-       " 'organization_planning_nonhh_children',\n",
-       " 'looking_after_nonhh_children',\n",
-       " 'attending_nonhh_children_event',\n",
-       " 'waiting_for/with_nonhh_children',\n",
-       " 'dropping_off/picking_up_nonhh_childrenNEC',\n",
-       " 'caring_helping_nonhh_childrenNEC',\n",
-       " 'homework_nonhh_children',\n",
-       " 'activities_related_nonhh_educNEC',\n",
-       " 'providing_medical_car_nonhh_children',\n",
-       " 'obtaining_medicalcare_nonhh_children',\n",
-       " 'physical_car_nonhh_adults',\n",
-       " 'looking_after_nonhh_adult(primary activity)',\n",
-       " 'providing_medical_car_to_nonhh_adult',\n",
-       " 'obtaining_medical_car_services_nonhh_adult',\n",
-       " 'waiting_associated_with_caring_nonhhadults',\n",
-       " 'caring_for_nonhh_adultsNEC',\n",
-       " 'housework,cooking_shopping,assistance_nonhh_adults',\n",
-       " 'house_lawn_repair_assistance_nonhh_adults',\n",
-       " 'animal/pet_care_assist_nonhh_adults',\n",
-       " 'vehicle_appliance_maintenance/repair_assistance_nonhh_adults',\n",
-       " 'financial_manage_assist_nonhh_adults',\n",
-       " 'household_manage_paperwork_assistance_nonhh_adults',\n",
-       " 'picking_up/dropping_off_nonhh_adult',\n",
-       " 'associated_helping_nonhh_adults',\n",
-       " 'nonhh_adultsNEC',\n",
-       " 'work,mainjob',\n",
-       " 'work,otherjob',\n",
-       " 'security_procedures_related_work',\n",
-       " 'waiting_associated_working',\n",
-       " 'workingNEC',\n",
-       " 'socializing,relaxing,leisure_part_of_job',\n",
-       " 'eating/drinking_part_job',\n",
-       " 'waiting_associated_with_work-related_activities',\n",
-       " 'income-generating_hobbies/crafts/food',\n",
-       " 'income-generating_performances',\n",
-       " 'income-generating_rental_property_activities',\n",
-       " 'income-generating_rental_property_activities',\n",
-       " 'waiting_associated_other_income_generating_activities',\n",
-       " 'other_income_generatingNEC',\n",
-       " 'job_search_activites',\n",
-       " 'job_interviewing',\n",
-       " 'associated_job_search_interview',\n",
-       " 'work/work-related_activitiesNEC',\n",
-       " 'taking_class_dagree,certification,licensure',\n",
-       " 'taking_class_personal_interest',\n",
-       " 'waiting_associated_taking_classes',\n",
-       " 'taking_classNEC',\n",
-       " 'extracurricular_club_activities',\n",
-       " 'extracurricular_music/performance_activities',\n",
-       " 'education-related_extracurricular_actNEC',\n",
-       " 'research/homework_class_degree,cert,licensure',\n",
-       " 'research/homework_class_pers.interest',\n",
-       " 'associated_research/homework',\n",
-       " 'research/homeworkNEC',\n",
-       " 'admin_activities_class_dagree/cert/licensure',\n",
-       " 'admin_act_class_personal_interst',\n",
-       " 'associated_w/admin.activites(education)',\n",
-       " 'admin_educationNEC',\n",
-       " 'educationNEC',\n",
-       " 'grecery_shopping',\n",
-       " 'purchasing_gas',\n",
-       " 'purchasing_food',\n",
-       " 'shopping,except_food/gas',\n",
-       " 'associated_with_shopping',\n",
-       " 'comparison_shopping',\n",
-       " 'paid_childcare_services',\n",
-       " 'banking',\n",
-       " 'using_financial_services',\n",
-       " 'waiting_associated_with/banking/financial_services',\n",
-       " 'legal_services',\n",
-       " 'health_car_services_outside_home',\n",
-       " 'in-home_health_care_services',\n",
-       " 'waiting_associated_medical_services',\n",
-       " 'medical_services',\n",
-       " 'personal_care_services',\n",
-       " 'waiting_associated_w/personal_care_services',\n",
-       " 'act_purchasing/selling_real_estate',\n",
-       " 'waiting_associated_w/purchasing/selling_real_estate',\n",
-       " 'veterinary_services',\n",
-       " 'waiting_associated_vetinary_services',\n",
-       " 'professional_personal_services',\n",
-       " 'interior_cleaning_services',\n",
-       " 'clothing_repair_cleaning_services',\n",
-       " 'using_household_services',\n",
-       " 'home_maint/repair/decor/construction',\n",
-       " 'waiting_associated_w/home/repair/decor/constr',\n",
-       " 'pet_services',\n",
-       " 'associated_pet_services',\n",
-       " 'using_pet_servicesNEC',\n",
-       " 'lawn_garden_services',\n",
-       " 'lawn_garden_servicesNEC',\n",
-       " 'vehicle_maint_repair_services',\n",
-       " 'waiting_associated_vehicle_main_repair',\n",
-       " 'using_vehiclemaint/repair_svcs,NEC',\n",
-       " 'household_servicesNEC',\n",
-       " 'police_fire_services',\n",
-       " 'social_services',\n",
-       " 'obtaining_licenses/paying_fines_fees_taxes',\n",
-       " 'using_government_servicesNEC',\n",
-       " 'civic_obligations/participation',\n",
-       " 'waiting_associated_using_government_services',\n",
-       " 'security_procedures_rel_govt_svcs/civic_obligations',\n",
-       " 'government_servicesNEC',\n",
-       " 'eating/drinking',\n",
-       " 'waiting_associated_w/eating_drinking',\n",
-       " 'socializing_communicating',\n",
-       " 'attending/hosting_parties/receptions/ceremonies',\n",
-       " 'attending_meeting_personal_interst(not_volunteering)',\n",
-       " 'attending/hosting_social_eventsNEC',\n",
-       " 'relaxing,thinking',\n",
-       " 'tobacco/drug_use',\n",
-       " 'TV/movies(nonR)',\n",
-       " 'TV(R)',\n",
-       " 'listen_to_radio',\n",
-       " 'listen_to/playing_music',\n",
-       " 'playing_games',\n",
-       " 'computer_use_leisure',\n",
-       " 'arts/crafts_as_hobby',\n",
-       " 'collecting_hobby',\n",
-       " 'hobbies,except_arts/crafts_collecting',\n",
-       " 'reading_personal_interest',\n",
-       " 'writing_personal_interest',\n",
-       " 'relaxing/leisureNEC',\n",
-       " 'attending_performing_arts',\n",
-       " 'attending_museums',\n",
-       " 'attending_movies/film',\n",
-       " 'attending_gambling_establishments',\n",
-       " 'arts_entertainmentNEC',\n",
-       " 'waiting_assoc.w/socializing_communicating',\n",
-       " 'waiting_assoc.w/attending/hosting_social_events',\n",
-       " 'waiting_assoc.w/_relaxing/leisure',\n",
-       " 'waiting_assoc./w_arts/entertainment',\n",
-       " 'waiting_assoc./w_socializingNEC',\n",
-       " 'socializing/relaxing/leisureNEC',\n",
-       " 'doing_aerobics',\n",
-       " 'playing_baseball',\n",
-       " 'playing_basketball',\n",
-       " 'biking',\n",
-       " 'playing_billiards',\n",
-       " 'boating',\n",
-       " 'bowling',\n",
-       " 'climbing,spelunking,caving',\n",
-       " 'dancing',\n",
-       " 'participating_equestrian_sports',\n",
-       " 'fishing',\n",
-       " 'playing_football',\n",
-       " 'golfing',\n",
-       " 'doing_gymnastics',\n",
-       " 'hiking',\n",
-       " 'playing_hockey',\n",
-       " 'hunting',\n",
-       " 'participating_martial_arts',\n",
-       " 'playing_racquet_sports',\n",
-       " 'rollerblading',\n",
-       " 'playing_rugby',\n",
-       " 'running',\n",
-       " 'skiing,ice_skating,snowboarding',\n",
-       " 'playing_soccer',\n",
-       " 'softball',\n",
-       " 'using_cardiovascular_equipment',\n",
-       " 'vehicle_touring/racing',\n",
-       " 'playing_vollyball',\n",
-       " 'walking',\n",
-       " 'participating_water_sports',\n",
-       " 'weightlifting/strength_training',\n",
-       " 'working_out,unspecified',\n",
-       " 'wrestling',\n",
-       " 'doing_yoga',\n",
-       " 'playing_sportsNEC',\n",
-       " 'watching_baseball',\n",
-       " 'watching_basketball',\n",
-       " 'watching_biliards',\n",
-       " 'watching_boating',\n",
-       " 'watching_bowling',\n",
-       " 'watching_equestrian_sports',\n",
-       " 'watching_football',\n",
-       " 'watching_gymnastics',\n",
-       " 'watching_hockey',\n",
-       " 'watching_racquet_sports',\n",
-       " 'watching_rodeo_competitions',\n",
-       " 'watching_rollerblading',\n",
-       " 'watching_rugby',\n",
-       " 'watching_running',\n",
-       " 'watching_skiing,ice_skating,snowboarding',\n",
-       " 'watching_soccer',\n",
-       " 'watching_softball',\n",
-       " 'watching_vehicle_touring/racing',\n",
-       " 'watching_volleyball',\n",
-       " 'watching_water_sports',\n",
-       " 'watching_wrestling',\n",
-       " 'attending_sporting_eventNEC',\n",
-       " 'waiting_related_playing_sports_exercising',\n",
-       " 'waiting_related_attending_sporting_events',\n",
-       " 'sports,exercise,recrationNEC',\n",
-       " 'attending_religous_services',\n",
-       " 'participation_religous_practices',\n",
-       " 'waiting_associated.w/religious&spiritual_activities',\n",
-       " 'religious_education_act',\n",
-       " 'religous_spirtual_actNEC',\n",
-       " 'computer_use',\n",
-       " 'organizing/preparing',\n",
-       " 'reading',\n",
-       " 'telephone_calls(except_hotline_counseling)',\n",
-       " 'writing',\n",
-       " 'fundraising',\n",
-       " 'administrative&support_activeNEC',\n",
-       " 'food_prep,presentation,clean-up',\n",
-       " 'collecting&delivering_clothing&other_goods',\n",
-       " 'providing_car',\n",
-       " 'teaching,leading,counseling,mentoring',\n",
-       " 'social_service&care_activitiesNEC',\n",
-       " 'building_houses,wildlifesites&other_structures',\n",
-       " 'indoor&outdoor_maintenance,repair&clean-up',\n",
-       " 'indoor&outdoor_maintenance,building&clean-up_activities',\n",
-       " 'performing',\n",
-       " 'serving_volunteering_events&cultural_activities',\n",
-       " 'participating_performance&cultural_activitiesNEC',\n",
-       " 'attending_meetings,conferences,training',\n",
-       " 'attending_meetings,conferences&trainingNEC',\n",
-       " 'public_heatlh_activities',\n",
-       " 'public_safety_activities',\n",
-       " 'public_health_safety_activitiesNEC',\n",
-       " 'waiting_associated_volunteer_activities',\n",
-       " 'security_procedures_related_volunteer_act',\n",
-       " 'volunteer_activitiesNEC',\n",
-       " 'telephone_calls_to/from_family_members',\n",
-       " 'telephone_calls_to/from_friends/neighbors/acquaintances',\n",
-       " 'telephone_calls_to/from_education,services,providers',\n",
-       " 'telephone_calls_to/from_salespeople',\n",
-       " 'telephone_calls_to/from_professional/personal_care_svcs_providers',\n",
-       " 'telephone_calls_to/from_household_services_providers',\n",
-       " 'telephone_calls_to/from_paid_child/adult_car_providers',\n",
-       " 'telephone_calls_to/from_government_officials',\n",
-       " 't160199',\n",
-       " 't160201',\n",
-       " 't169999',\n",
-       " 't180101',\n",
-       " 't180199',\n",
-       " 't180201',\n",
-       " 't180202',\n",
-       " 't180203',\n",
-       " 't180204',\n",
-       " 't180205',\n",
-       " 't180206',\n",
-       " 't180207',\n",
-       " 't180208',\n",
-       " 't180209',\n",
-       " 't180299',\n",
-       " 't180301',\n",
-       " 't180302',\n",
-       " 't180303',\n",
-       " 't180304',\n",
-       " 't180305',\n",
-       " 't180401',\n",
-       " 't180402',\n",
-       " 't180403',\n",
-       " 't180404',\n",
-       " 't180405',\n",
-       " 't180501',\n",
-       " 't180502',\n",
-       " 't180503',\n",
-       " 't180504',\n",
-       " 't180599',\n",
-       " 't180601',\n",
-       " 't180602',\n",
-       " 't180603',\n",
-       " 't180604',\n",
-       " 't180699',\n",
-       " 't180701',\n",
-       " 't180702',\n",
-       " 't180703',\n",
-       " 't180704',\n",
-       " 't180799',\n",
-       " 't180801',\n",
-       " 't180802',\n",
-       " 't180803',\n",
-       " 't180804',\n",
-       " 't180805',\n",
-       " 't180806',\n",
-       " 't180807',\n",
-       " 't180899',\n",
-       " 't180901',\n",
-       " 't180902',\n",
-       " 't180903',\n",
-       " 't180904',\n",
-       " 't180905',\n",
-       " 't180999',\n",
-       " 't181001',\n",
-       " 't181002',\n",
-       " 't181099',\n",
-       " 't181101',\n",
-       " 't181201',\n",
-       " 't181202',\n",
-       " 't181203',\n",
-       " 't181204',\n",
-       " 't181205',\n",
-       " 't181299',\n",
-       " 't181301',\n",
-       " 't181302',\n",
-       " 't181401',\n",
-       " 't181499',\n",
-       " 't181501',\n",
-       " 't181599',\n",
-       " 't181601',\n",
-       " 't181801',\n",
-       " 't189999',\n",
-       " 't500101',\n",
-       " 't500103',\n",
-       " 't500105',\n",
-       " 't500106',\n",
-       " 't500107']"
+       "        household           weight  Age_of_youngest_child  Age  Gender  \\\n",
+       "0  20130101130004  11899905.662034                     12   22       2   \n",
+       "1  20130101130112   4447638.009513                      1   39       1   \n",
+       "2  20130101130123  10377056.507734                     -1   47       2   \n",
+       "3  20130101130611   7731257.992805                     -1   50       2   \n",
+       "4  20130101130616   4725269.227067                     -1   45       2   \n",
+       "\n",
+       "   Notsure  PTDTRACE  PEHSPNON  GTMETSTA  labor_force_status  \\\n",
+       "0       40         8         2         1                   5   \n",
+       "1       43         1         2         1                   1   \n",
+       "2       40         1         2         1                   4   \n",
+       "3       40         1         1         1                   1   \n",
+       "4       40         2         2         1                   1   \n",
+       "\n",
+       "                 ...                 travel_related_volunteering  \\\n",
+       "0                ...                                           0   \n",
+       "1                ...                                           0   \n",
+       "2                ...                                          25   \n",
+       "3                ...                                           0   \n",
+       "4                ...                                           0   \n",
+       "\n",
+       "   travel_related_volunteer_activitiesNEC  travel_related_phone_calls  \\\n",
+       "0                                       0                           0   \n",
+       "1                                       0                           0   \n",
+       "2                                       0                           0   \n",
+       "3                                       0                           0   \n",
+       "4                                       0                           0   \n",
+       "\n",
+       "   security_procedures_related_traveling  travelingNEC  insufficient_detail  \\\n",
+       "0                                      0             0                    0   \n",
+       "1                                      0             0                    0   \n",
+       "2                                      0             0                    0   \n",
+       "3                                      0             0                    0   \n",
+       "4                                      0             0                    0   \n",
+       "\n",
+       "   missing_travel_or_destination  respondent_refused_provide_information  \\\n",
+       "0                              0                                       0   \n",
+       "1                              0                                       0   \n",
+       "2                              0                                       0   \n",
+       "3                              0                                       0   \n",
+       "4                              0                                       0   \n",
+       "\n",
+       "   Gap/cant_remember  unable_to_code_activity_1st_tier  \n",
+       "0                  0                                 0  \n",
+       "1                  0                                 0  \n",
+       "2                  0                                 0  \n",
+       "3                  0                                 0  \n",
+       "4                  0                                 0  \n",
+       "\n",
+       "[5 rows x 413 columns]"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "col = summary.columns.tolist()\n",
-    "def datasets(columns, avg):\n",
-    "    pass\n",
-    "#print(col)\n",
     "key = {\"tucaseid\": 'household', \"TUFINLWGT\": \"weight\", 'TRYHHCHILD': \"Age_of_youngest_child\", \"TEAGE\": \"Age\",\n",
     "\"TESEX\": \"Gender\",\"PEEDUCA\": \"Notsure\", \"TELFS\": \"labor_force_status\", \"TEMJOT\": \"last_7_Days__more_then_one_job\",\n",
     "\"TRDPFTPT\": \"full time or part time\", \"TESCHENR\": \"student_status\", \"TESCHLVL\": \"allocation_flag\", \"TRSPPRES\": \"spouse_parter_in_house\",\n",
@@ -2191,10 +1972,658 @@
     "       't150106':'fundraising', 't150199':'administrative&support_activeNEC', 't150201':'food_prep,presentation,clean-up', 't150202':'collecting&delivering_clothing&other_goods', 't150203':'providing_car', 't150204':'teaching,leading,counseling,mentoring', 't150299':'social_service&care_activitiesNEC', 't150301':'building_houses,wildlifesites&other_structures', 't150302':'indoor&outdoor_maintenance,repair&clean-up', 't150399':'indoor&outdoor_maintenance,building&clean-up_activities', 't150401':'performing', 't150402':'serving_volunteering_events&cultural_activities', 't150499':'participating_performance&cultural_activitiesNEC',\n",
     "\n",
     "       't150501':'attending_meetings,conferences,training', 't150599':'attending_meetings,conferences&trainingNEC', 't150601':'public_heatlh_activities', 't150602':'public_safety_activities', 't150699':'public_health_safety_activitiesNEC', 't150701':'waiting_associated_volunteer_activities', 't150801':'security_procedures_related_volunteer_act', 't159999':'volunteer_activitiesNEC', 't160101':'telephone_calls_to/from_family_members', 't160102':'telephone_calls_to/from_friends/neighbors/acquaintances', 't160103':'telephone_calls_to/from_education,services,providers', 't160104':'telephone_calls_to/from_salespeople', 't160105':'telephone_calls_to/from_professional/personal_care_svcs_providers', 't160106':'telephone_calls_to/from_household_services_providers', 't160107':'telephone_calls_to/from_paid_child/adult_car_providers', 't160108':'telephone_calls_to/from_government_officials'\n",
-    "}#'t160199', 't160201', 't169999', 't180101', 't180199', 't180201', 't180202', 't180203', 't180204', 't180205', 't180206', 't180207', 't180208', 't180209', 't180299', 't180301', 't180302', 't180303', 't180304', 't180305', 't180401', 't180402', 't180403', 't180404', 't180405', 't180501', 't180502', 't180503', 't180504', 't180599', 't180601', 't180602', 't180603', 't180604', 't180699', 't180701', 't180702', 't180703', 't180704', 't180799', 't180801', 't180802', 't180803', 't180804', 't180805', 't180806', 't180807', 't180899', 't180901', 't180902', 't180903', 't180904', 't180905', 't180999', 't181001', 't181002', 't181099', 't181101', 't181201', 't181202', 't181203', 't181204', 't181205', 't181299', 't181301', 't181302', 't181401', 't181499', 't181501', 't181599', 't181601', 't181801', 't189999', 't500101', 't500103', 't500105', 't500106', 't500107' }\n",
-    "#print(key)\n",
+    ",'t160199':\"telephone_callsNEC\", 't160201':'waiting_associated_with_telephone_calls', \n",
+    "       't169999':'telephone_callsNEC', 't180101':'travel_related_personal_car', 't180199':'travel_related_personal_carNEC', 't180201':'travel_related_housework', 't180202':'travel_related_food/drink_prep/clean-up/presentation', 't180203':'travel_related_interior_maintenance/repair&decoration', 't180204':'travel_related_exterior_maintenance/repair/decoration', 't180205':'travel_related_lawn/garden/houseplantcare',\n",
+    "    't180206':'travel_related_careAnimals/pets', 't180207':'travel_related_vehiclecare/maintenance(by_self)', 't180208':'travel_related_appliance/tool/toysetup/repair/maintance/(by_self)', 't180209':'travel_related_household_management', 't180299':'travel_related_to_household_act', 't180301':'travel_related_caring_helping_hhchildren', 't180302':'travel_related_hhchildrens_education', 't180303':'travel_related_hhchildrens_health', 't180304':'travel_related_caring_hhadults', 't180305':'travel_related_helping_hhadults', 't180401':'travel_related_caring/helping_nonhh_children', 't180402':'travel_related_nonhh_childrens_education', 't180403':'travel_related_nonhh_childrens_health', 't180404':'travel_related_caring_nonhh_adults', 't180405':'travel_related_helping_nonhh_adults', 't180501':'travel_related_working', 't180502':'travel_related_work-related_activities', 't180503':'travel_related_income-generating_activities', 't180504':'travel_related_job-search&interviewing', 't180599':'travel_related_workNEC', 't180601':'travel_related_taking_class', 't180602':'travel_related_extracurricular_activites(sports)', 't180603':'travel_related_research/homework', 't180604':'travel_related_registration/administrative_activities', 't180699':'travel_related_educationNEC', 't180701':'travel_related_grocery-shopping', 't180702':'travel_related_purchasing-gas',\n",
+    "'t180703':'travel_related_purchasing-food', 't180704':'travel_related_shopping/exgroceries/food/gas', 't180799':'travel_related_consumer-purchasesNEC', 't180801':'travel_related_childcare_services', 't180802':'travel_related_financial_services/banking', 't180803':'travel_related_legal_services', 't180804':'travel_related_medical_services', 't180805':'travel_related_personal_care_services', 't180806':'travel_related_real_estateservices', 't180807':'travel_related_veterinary_services', 't180899':'travel_rel_using_prof.&personal_car_servicesNEC', 't180901':'travel_related_household_services', 't180902':'travel_related_home./repair/decor/construction', 't180903':'travel_related_pet_services(not_vet)', 't180904':'travel_related_lawn/garden-services', 't180905':'travel_related_vehicle/maintenance&repair-services', 't180999':'travel_related_household_servicesNEC', 't181001':'travel_related_government-services', 't181002':'travel_related_civic-oligations&participation', 't181099':'travel_rel.govtsvcs&civicobligationsNEC', 't181101':'travel_related_eating/drinking', 't181201':'travel_related_socializing/communicating', 't181202':'travel_related_hosting_socialevents', 't181203':'travel_related_relaxing/leisure', 't181204':'travel_related_arts/entertainment', 't181205':'travel_entertainment', 't181299':'travel_rel.socializing/relaxing&leisureNEC', 't181301':'travel_related_participating_sports/exercise/recreation', 't181302':'travel_related_attending_sporting/recration_events', 't181401':'travel_related_religious', 't181499':'travel_rel.religousNEC', 't181501':'travel_related_volunteering', 't181599':'travel_related_volunteer_activitiesNEC', 't181601':'travel_related_phone_calls', 't181801':'security_procedures_related_traveling', 't189999':'travelingNEC', 't500101':'insufficient_detail', 't500103':'missing_travel_or_destination', 't500105':'respondent_refused_provide_information', 't500106':'Gap/cant_remember', 't500107':'unable_to_code_activity_1st_tier' }\n",
     "test = summary.rename(columns=key)\n",
-    "test.columns.tolist()"
+    "test.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def average_minutes(data, activity_name):\n",
+    "    #print(data)\n",
+    "    activity_col = activity_name\n",
+    "    data = data[[\"weight\", activity_col]]\n",
+    "    print(data)\n",
+    "    data = data.rename(columns={activity_col: \"minutes\"})\n",
+    "    data['weighted_minutes'] = data.weight * data.minutes\n",
+    "    return data.weighted_minutes.sum() / data.weight.sum()\n",
+    "\n",
+    "def get_input():\n",
+    "    avg = input(\"want the average? y/n\")\n",
+    "    clean = input(\"Want your data cleaned?  We drop zeros and nan. y/n\")\n",
+    "    while done == False:\n",
+    "    print(\"Enter you column as appears above, type DONE when done, or CLEAR if you messup\")\n",
+    "    column = input(\"What columns do you want?\")\n",
+    "    if column=='DONE':\n",
+    "        done=True\n",
+    "        break\n",
+    "    if column=='CLEAR':\n",
+    "        columns=[]\n",
+    "    columns.append(column)\n",
+    "    print(columns)\n",
+    "\n",
+    "def datasets(dataset):\n",
+    "    done=False\n",
+    "    columns=[]\n",
+    "    for item in dataset.columns.tolist():\n",
+    "        print(item)\n",
+    "    avg = input(\"Want the average? y/n \")\n",
+    "    clean = input(\"Want your data cleaned?  We drop zeros and nan.  y/n\")\n",
+    "    if avg == \"y\":\n",
+    "        print(\"Automatically including weight and household because you want the average\")\n",
+    "        columns.append('weight')\n",
+    "    else:\n",
+    "        pass\n",
+    "\n",
+    "    data = dataset[columns]\n",
+    "    data.describe()\n",
+    "    if avg == 'y':\n",
+    "        newdataframe = {}\n",
+    "        for item in data.columns.tolist():\n",
+    "            if item == \"weight\":\n",
+    "                pass\n",
+    "            else:\n",
+    "                print(data.columns.tolist())\n",
+    "                newdataframe[item] = [average_minutes(data, item)]\n",
+    "        data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)\n",
+    "    if clean == 'y':\n",
+    "        for item in data.columns.tolist():\n",
+    "            if item == \"weight\":\n",
+    "                pass\n",
+    "            else:\n",
+    "                data = data[data[item] > 0]\n",
+    "                print(data)\n",
+    "        return data\n",
+    "    return data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                weight  Age\n",
+      "0      11899905.662034   22\n",
+      "1       4447638.009513   39\n",
+      "2      10377056.507734   47\n",
+      "3       7731257.992805   50\n",
+      "4       4725269.227067   45\n",
+      "5       2372791.046351   80\n",
+      "6       5671341.270490   72\n",
+      "7       8608413.296903   55\n",
+      "8       1378191.194810   57\n",
+      "9       3905483.253032   27\n",
+      "10      4538371.462244   59\n",
+      "11      6755514.216327   31\n",
+      "12     13506297.294756   52\n",
+      "13      5521732.162587   42\n",
+      "14     11791654.393174   66\n",
+      "15      1801834.050978   66\n",
+      "16      6884215.057542   45\n",
+      "17     12569148.198194   59\n",
+      "18     14226152.054254   53\n",
+      "19     12301142.559951   43\n",
+      "20      1102916.898147   36\n",
+      "21      8128107.650758   53\n",
+      "22      5767745.700187   27\n",
+      "23      9474271.417876   59\n",
+      "24      5960041.143926   52\n",
+      "25      3157926.871281   48\n",
+      "26      3359410.785590   55\n",
+      "27     17547816.572228   80\n",
+      "28      7823574.493908   24\n",
+      "29      9061749.751818   49\n",
+      "...                ...  ...\n",
+      "11355   8140631.838710   54\n",
+      "11356   7853305.097899   56\n",
+      "11357  17993815.969566   40\n",
+      "11358  10952198.773372   41\n",
+      "11359  10969610.362669   61\n",
+      "11360   9075032.448859   29\n",
+      "11361  26070055.668273   31\n",
+      "11362   4479526.683095   43\n",
+      "11363   1661291.183740   36\n",
+      "11364   9980183.671597   59\n",
+      "11365  29229820.168242   49\n",
+      "11366   2709393.926463   77\n",
+      "11367   4417006.113982   80\n",
+      "11368   6753944.494461   26\n",
+      "11369   3799315.033354   85\n",
+      "11370   4681607.563005   62\n",
+      "11371   8820012.063839   31\n",
+      "11372   4571613.779402   50\n",
+      "11373   6454041.312322   68\n",
+      "11374   7697603.816560   31\n",
+      "11375   7045546.574380   46\n",
+      "11376   3404156.995949   43\n",
+      "11377  10775395.416617   54\n",
+      "11378   7548528.958862   59\n",
+      "11379   4844414.703530   41\n",
+      "11380   4469643.600730   85\n",
+      "11381   4103676.895062   60\n",
+      "11382  23557969.110158   43\n",
+      "11383  20450051.675501   48\n",
+      "11384   3397480.288114   40\n",
+      "\n",
+      "[11385 rows x 2 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "45.212956731631657"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "average_minutes(test, 'Age')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Want the average? y/n n\n",
+      "Want your data cleaned?  We drop zeros and nan.  y/ny\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?reading\n",
+      "['reading']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "       reading\n",
+      "297         30\n",
+      "2755       150\n",
+      "2757        20\n",
+      "3277        60\n",
+      "4600       180\n",
+      "6409         5\n",
+      "6750        60\n",
+      "6775       135\n",
+      "7351        30\n",
+      "8119       240\n",
+      "8170        40\n",
+      "8326        10\n",
+      "8607        30\n",
+      "8922        30\n",
+      "9902        20\n",
+      "10929       60\n"
+     ]
+    }
+   ],
+   "source": [
+    "newdataiset = datasets(test)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x114039470>"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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2aDy1klFMhZ5F+DD8UC8DsCJG5NdLuknS/4nHtjSzNfH7NcCWOa8BcCwh3/cP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\nOkGnLQoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1140392e8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "newdataiset.plot()\n"
    ]
   },
   {

From 2a5b500516eaf8c9880ccfd5feea5db548f40dd7 Mon Sep 17 00:00:00 2001
From: Bekk Blando <bekkblando@gmail.com>
Date: Tue, 21 Jul 2015 23:37:18 -0400
Subject: [PATCH 5/7] Getting everything cleaned

---
 BekksRoom/dictionary.csv     |  410 +++++++++
 BekksRoom/dictionary.py      |   31 +
 BekksRoom/messy.py           |  139 +++
 BekksRoom/stats_functions.py |   38 +
 PJ:BEKK:DICT/dictionary.csv  |  410 +++++++++
 Starting Point.ipynb         | 1006 +++-----------------
 atus.ipynb                   | 1680 ++++++++++++++++++++++++++++++++++
 7 files changed, 2860 insertions(+), 854 deletions(-)
 create mode 100644 BekksRoom/dictionary.csv
 create mode 100644 BekksRoom/dictionary.py
 create mode 100644 BekksRoom/messy.py
 create mode 100644 BekksRoom/stats_functions.py
 create mode 100644 PJ:BEKK:DICT/dictionary.csv
 create mode 100644 atus.ipynb

diff --git a/BekksRoom/dictionary.csv b/BekksRoom/dictionary.csv
new file mode 100644
index 0000000..91b4edd
--- /dev/null
+++ b/BekksRoom/dictionary.csv
@@ -0,0 +1,410 @@
+tucaseid,household
+TUFINLWGT,weight
+TRYHHCHILD,Age_of_youngest_child
+TEAGE,Age
+TESEX,Gender
+PEEDUCA,Notsure
+TELFS,labor_force_status
+TEMJOT,last_7_Days__more_then_one_job
+TRDPFTPT,fulltimeorparttime
+TESCHENR,student_status
+TESCHLVL,allocation_flag
+TRSPPRES,spouse_parter_in_house
+TESPEMPNOT,employment_status_of_SO
+TRERNWA,weekly_earning_main_job
+TRCHILDNUM,num_house_child
+TRSPFTPT,full/part_employ_SO
+TEHRUSLT,total_hours_worked_per_week
+TUDIARYDAY,day_of_interview
+TRHOLIDAY,flag_if_interviewday_was_holiday
+TRTEC,totaltimespent_providing_eldercare
+TRTHH,totaltimespend_childcare
+t010101,sleeping
+t010102,sleeplessness
+t010201,washing,dressingandgroomingoneself
+t010299,GroomingNEC
+t010301,Health-relatedselfcare
+t010399,selfcareNEC
+t010401,Personal/Private_activities
+t020101,InteriorCleaning
+t020102,Laundry
+t020103,Sewing,repairing&maintaintextiles
+t020104,Storing/interioritems,food
+t020199,housework
+t020201,food/drinkprep
+t020202,foodpresentation
+t020203,kitchen/foodcleanup
+t020299,food/drinkprep/present/clean
+t020301,interiorarrange,decorate,repair
+t020302,building/repair,furniture
+t020303,healing/cooking
+t020399,interiormaintenance,repairdecorate
+t020401,exteriorcleaning
+t020402,exteriorrepair,improve,decorate
+t020499,exteriormaintenance,repair,decorateNEC
+t020501,lawn,garden,houseplantcare
+t020502,ponds,pools,hottubs
+t020599,lawn/garden
+t020601,animals/pets
+t020602,walking/exercising/playingwithanimals
+t020699,pet/animalcareNEC
+t020701,vehiclerepair(byself)
+t020799,vehiclesNEC
+t020801,appliance,tool,toysetup,repair(byself)
+t020899,appliances/toolsNEC
+t020901,financialmanagement
+t020902,household/personalorganize/planning
+t020903,HH/personalmail/messages
+t020904,hh/personal/email/messages
+t020905,homesecurity
+t020999,household,managementNEC
+t029999,householdactivities
+t030101,physicalcare,forhhchildren
+t030102,reading_to_hh_children
+t030103,playing_with_hh_children_not_sports
+t030104,arts/crafts_children
+t030105,playing_sports_hh_children
+t030106,talking/listening_hh_children
+t030108,organization/planning_for_hh_children
+t030109,watching_hh_children
+t030110,attending_hh_child_event
+t030111,waiting_for/with_hh_children
+t030112,pickingup/droppingoff_hh_children
+t030199,caring/helping_hh_children
+t030201,homework_hhchildren
+t030202,meeting_school_conferences
+t030203,homeschool_hh_children
+t030299,activities,relatedto_hh_education
+t030301,providing_medical_care_to_hh_child
+t030302,obtaining_medical_care_hh_child
+t030303,waiting_associated_hh_child_health
+t030399,activities_related_childhealthNEC
+t030401,physical_care_hh_adults
+t030402,looking_after_hh_adult
+t030403,medical_care_hh_adult
+t030404,obtaining_medical_car_hh_adult
+t030405,waiting_associated_caring_hh_adult
+t030499,caring_hh_adults
+t030501,helping_hh_adults
+t030502,organization/planning_hh_adults
+t030503,picking_up/dropping_off_hh_adult
+t030504,waiting_associated_helping_hh_adults
+t030599,helping_household_adultsNEC
+t039999,caring_helping_hh_membersNEC
+t040101,physical_car_nonhh_children
+t040102,reading_to/with_nonhh_children
+t040103,playing_nonhh_children_notsport
+t040104,arts/crafts_nonhh_children
+t040105,playing_sports_nonhh_children
+t040106,talking/listening_nonhh_children
+t040108,organization_planning_nonhh_children
+t040109,looking_after_nonhh_children
+t040110,attending_nonhh_children_event
+t040111,waiting_for/with_nonhh_children
+t040112,dropping_off/picking_up_nonhh_childrenNEC
+t040199,caring_helping_nonhh_childrenNEC
+t040201,homework_nonhh_children
+t040299,activities_related_nonhh_educNEC
+t040301,providing_medical_car_nonhh_children
+t040302,obtaining_medicalcare_nonhh_children
+t040401,physical_car_nonhh_adults
+t040402,looking_after_nonhh_adult(primaryactivity)
+t040403,providing_medical_car_to_nonhh_adult
+t040404,obtaining_medical_car_services_nonhh_adult
+t040405,waiting_associated_with_caring_nonhhadults
+t040499,caring_for_nonhh_adultsNEC
+t040501,housework,cooking_shopping,assistance_nonhh_adults
+t040502,house_lawn_repair_assistance_nonhh_adults
+t040503,animal/pet_care_assist_nonhh_adults
+t040504,vehicle_appliance_maintenance/repair_assistance_nonhh_adults
+t040505,financial_manage_assist_nonhh_adults
+t040506,household_manage_paperwork_assistance_nonhh_adults
+t040507,picking_up/dropping_off_nonhh_adult
+t040508,associated_helping_nonhh_adults
+t040599,nonhh_adultsNEC
+t050101,work,mainjob
+t050102,work,otherjob
+t050103,security_procedures_related_work
+t050104,waiting_associated_working
+t050199,workingNEC
+t050201,socializing,relaxing,leisure_part_of_job
+t050202,eating/drinking_part_job
+t050205,waiting_associated_with_work-related_activities
+t050301,income-generating_hobbies/crafts/food
+t050302,income-generating_performances
+t050303,income-generating_rental_property_activities
+t050304,income-generating_rental_property_activities
+t050305,waiting_associated_other_income_generating_activities
+t050399,other_income_generatingNEC
+t050401,job_search_activites
+t050403,job_interviewing
+t050404,associated_job_search_interview
+t059999,work/work-related_activitiesNEC
+t060101,taking_class_dagree,certification,licensure
+t060102,taking_class_personal_interest
+t060103,waiting_associated_taking_classes
+t060199,taking_classNEC
+t060201,extracurricular_club_activities
+t060202,extracurricular_music/performance_activities
+t060299,education-related_extracurricular_actNEC
+t060301,research/homework_class_degree,cert,licensure
+t060302,research/homework_class_pers.interest
+t060303,associated_research/homework
+t060399,research/homeworkNEC
+t060401,admin_activities_class_dagree/cert/licensure
+t060402,admin_act_class_personal_interst
+t060403,associated_w/admin.activites(education)
+t060499,admin_educationNEC
+t069999,educationNEC
+t070101,grecery_shopping
+t070102,purchasing_gas
+t070103,purchasing_food
+t070104,shopping,except_food/gas
+t070105,associated_with_shopping
+t070201,comparison_shopping
+t080101,paid_childcare_services
+t080201,banking
+t080202,using_financial_services
+t080203,waiting_associated_with/banking/financial_services
+t080301,legal_services
+t080401,health_car_services_outside_home
+t080402,in-home_health_care_services
+t080403,waiting_associated_medical_services
+t080499,medical_services
+t080501,personal_care_services
+t080502,waiting_associated_w/personal_care_services
+t080601,act_purchasing/selling_real_estate
+t080602,waiting_associated_w/purchasing/selling_real_estate
+t080701,veterinary_services
+t080702,waiting_associated_vetinary_services
+t089999,professional_personal_services
+t090101,interior_cleaning_services
+t090103,clothing_repair_cleaning_services
+t090199,using_household_services
+t090201,home_maint/repair/decor/construction
+t090202,waiting_associated_w/home/repair/decor/constr
+t090301,pet_services
+t090302,associated_pet_services
+t090399,using_pet_servicesNEC
+t090401,lawn_garden_services
+t090499,lawn_garden_servicesNEC
+t090501,vehicle_maint_repair_services
+t090502,waiting_associated_vehicle_main_repair
+t090599,using_vehiclemaint/repair_svcs,NEC
+t099999,household_servicesNEC
+t100101,police_fire_services
+t100102,social_services
+t100103,obtaining_licenses/paying_fines_fees_taxes
+t100199,using_government_servicesNEC
+t100201,civic_obligations/participation
+t100304,waiting_associated_using_government_services
+t100499,security_procedures_rel_govt_svcs/civic_obligations
+t109999,government_servicesNEC
+t110101,eating/drinking
+t110201,waiting_associated_w/eating_drinking
+t120101,socializing_communicating
+t120201,attending/hosting_parties/receptions/ceremonies
+t120202,attending_meeting_personal_interst(not_volunteering)
+t120299,attending/hosting_social_eventsNEC
+t120301,relaxing,thinking
+t120302,tobacco/drug_use
+t120303,TV/movies(nonR)
+t120304,TV(R)
+t120305,listen_to_radio
+t120306,listen_to/playing_music
+t120307,playing_games
+t120308,computer_use_leisure
+t120309,arts/crafts_as_hobby
+t120310,collecting_hobby
+t120311,hobbies,except_arts/crafts_collecting
+t120312,reading_personal_interest
+t120313,writing_personal_interest
+t120399,relaxing/leisureNEC
+t120401,attending_performing_arts
+t120402,attending_museums
+t120403,attending_movies/film
+t120404,attending_gambling_establishments
+t120499,arts_entertainmentNEC
+t120501,waiting_assoc.w/socializing_communicating
+t120502,waiting_assoc.w/attending/hosting_social_events
+t120503,waiting_assoc.w/_relaxing/leisure
+t120504,waiting_assoc./w_arts/entertainment
+t120599,waiting_assoc./w_socializingNEC
+t129999,socializing/relaxing/leisureNEC
+t130101,doing_aerobics
+t130102,playing_baseball
+t130103,playing_basketball
+t130104,biking
+t130105,playing_billiards
+t130106,boating
+t130107,bowling
+t130108,climbing,spelunking,caving
+t130109,dancing
+t130110,participating_equestrian_sports
+t130112,fishing
+t130113,playing_football
+t130114,golfing
+t130115,doing_gymnastics
+t130116,hiking
+t130117,playing_hockey
+t130118,hunting
+t130119,participating_martial_arts
+t130120,playing_racquet_sports
+t130122,rollerblading
+t130123,playing_rugby
+t130124,running
+t130125,skiing,ice_skating,snowboarding
+t130126,playing_soccer
+t130127,softball
+t130128,using_cardiovascular_equipment
+t130129,vehicle_touring/racing
+t130130,playing_vollyball
+t130131,walking
+t130132,participating_water_sports
+t130133,weightlifting/strength_training
+t130134,working_out,unspecified
+t130135,wrestling
+t130136,doing_yoga
+t130199,playing_sportsNEC
+t130202,watching_baseball
+t130203,watching_basketball
+t130205,watching_biliards
+t130206,watching_boating
+t130207,watching_bowling
+t130210,watching_equestrian_sports
+t130213,watching_football
+t130215,watching_gymnastics
+t130216,watching_hockey
+t130218,watching_racquet_sports
+t130219,watching_rodeo_competitions
+t130220,watching_rollerblading
+t130221,watching_rugby
+t130222,watching_running
+t130223,watching_skiing,ice_skating,snowboarding
+t130224,watching_soccer
+t130225,watching_softball
+t130226,watching_vehicle_touring/racing
+t130227,watching_volleyball
+t130229,watching_water_sports
+t130232,watching_wrestling
+t130299,attending_sporting_eventNEC
+t130301,waiting_related_playing_sports_exercising
+t130302,waiting_related_attending_sporting_events
+t139999,sports,exercise,recrationNEC
+t140101,attending_religous_services
+t140102,participation_religous_practices
+t140103,waiting_associated.w/religious&spiritual_activities
+t140105,religious_education_act
+t149999,religous_spirtual_actNEC
+t150101,computer_use
+t150102,organizing/preparing
+t150103,reading
+t150104,telephone_calls(except_hotline_counseling)
+t150105,writing
+t150106,fundraising
+t150199,administrative&support_activeNEC
+t150201,food_prep,presentation,clean-up
+t150202,collecting&delivering_clothing&other_goods
+t150203,providing_car
+t150204,teaching,leading,counseling,mentoring
+t150299,social_service&care_activitiesNEC
+t150301,building_houses,wildlifesites&other_structures
+t150302,indoor&outdoor_maintenance,repair&clean-up
+t150399,indoor&outdoor_maintenance,building&clean-up_activities
+t150401,performing
+t150402,serving_volunteering_events&cultural_activities
+t150499,participating_performance&cultural_activitiesNEC
+t150501,attending_meetings,conferences,training
+t150599,attending_meetings,conferences&trainingNEC
+t150601,public_heatlh_activities
+t150602,public_safety_activities
+t150699,public_health_safety_activitiesNEC
+t150701,waiting_associated_volunteer_activities
+t150801,security_procedures_related_volunteer_act
+t159999,volunteer_activitiesNEC
+t160101,telephone_calls_to/from_family_members
+t160102,telephone_calls_to/from_friends/neighbors/acquaintances
+t160103,telephone_calls_to/from_education,services,providers
+t160104,telephone_calls_to/from_salespeople
+t160105,telephone_calls_to/from_professional/personal_care_svcs_providers
+t160106,telephone_calls_to/from_household_services_providers
+t160107,telephone_calls_to/from_paid_child/adult_car_providers
+t160108,telephone_calls_to/from_government_officials
+t160199,telephone_callsNEC
+t160201,waiting_associated_with_telephone_calls
+t169999,telephone_callsNEC
+t180101,travel_related_personal_car
+t180199,travel_related_personal_carNEC
+t180201,travel_related_housework
+t180202,travel_related_food/drink_prep/clean-up/presentation
+t180203,travel_related_interior_maintenance/repair&decoration
+t180204,travel_related_exterior_maintenance/repair/decoration
+t180205,travel_related_lawn/garden/houseplantcare
+t180206,travel_related_careAnimals/pets
+t180207,travel_related_vehiclecare/maintenance(by_self)
+t180208,travel_related_appliance/tool/toysetup/repair/maintance/(by_self)
+t180209,travel_related_household_management
+t180299,travel_related_to_household_act
+t180301,travel_related_caring_helping_hhchildren
+t180302,travel_related_hhchildrens_education
+t180303,travel_related_hhchildrens_health
+t180304,travel_related_caring_hhadults
+t180305,travel_related_helping_hhadults
+t180401,travel_related_caring/helping_nonhh_children
+t180402,travel_related_nonhh_childrens_education
+t180403,travel_related_nonhh_childrens_health
+t180404,travel_related_caring_nonhh_adults
+t180405,travel_related_helping_nonhh_adults
+t180501,travel_related_working
+t180502,travel_related_work-related_activities
+t180503,travel_related_income-generating_activities
+t180504,travel_related_job-search&interviewing
+t180599,travel_related_workNEC
+t180601,travel_related_taking_class
+t180602,travel_related_extracurricular_activites(sports)
+t180603,travel_related_research/homework
+t180604,travel_related_registration/administrative_activities
+t180699,travel_related_educationNEC
+t180701,travel_related_grocery-shopping
+t180702,travel_related_purchasing-gas
+t180703,travel_related_purchasing-food
+t180704,travel_related_shopping/exgroceries/food/gas
+t180799,travel_related_consumer-purchasesNEC
+t180801,travel_related_childcare_services
+t180802,travel_related_financial_services/banking
+t180803,travel_related_legal_services
+t180804,travel_related_medical_services
+t180805,travel_related_personal_care_services
+t180806,travel_related_real_estateservices
+t180807,travel_related_veterinary_services
+t180899,travel_rel_using_prof.&personal_car_servicesNEC
+t180901,travel_related_household_services
+t180902,travel_related_home./repair/decor/construction
+t180903,travel_related_pet_services(not_vet)
+t180904,travel_related_lawn/garden-services
+t180905,travel_related_vehicle/maintenance&repair-services
+t180999,travel_related_household_servicesNEC
+t181001,travel_related_government-services
+t181002,travel_related_civic-oligations&participation
+t181099,travel_rel.govtsvcs&civicobligationsNEC
+t181101,travel_related_eating/drinking
+t181201,travel_related_socializing/communicating
+t181202,travel_related_hosting_socialevents
+t181203,travel_related_relaxing/leisure
+t181204,travel_related_arts/entertainment
+t181205,travel_entertainment
+t181299,travel_rel.socializing/relaxing&leisureNEC
+t181301,travel_related_participating_sports/exercise/recreation
+t181302,travel_related_attending_sporting/recration_events
+t181401,travel_related_religious
+t181499,travel_rel.religousNEC
+t181501,travel_related_volunteering
+t181599,travel_related_volunteer_activitiesNEC
+t181601,travel_related_phone_calls
+t181801,security_procedures_related_traveling
+t189999,travelingNEC
+t500101,insufficient_detail
+t500103,missing_travel_or_destination
+t500105,respondent_refused_provide_information
+t500106,Gap/cant_remember
+t500107,unable_to_code_activity_1st_tier
\ No newline at end of file
diff --git a/BekksRoom/dictionary.py b/BekksRoom/dictionary.py
new file mode 100644
index 0000000..2991c24
--- /dev/null
+++ b/BekksRoom/dictionary.py
@@ -0,0 +1,31 @@
+key = {'tucaseid': 'household', 'TUFINLWGT': 'weight', 'TRYHHCHILD': 'Age_of_youngest_child', 'TEAGE': 'Age',
+'TESEX': 'Gender','PEEDUCA': 'Notsure', 'TELFS': 'labor_force_status', 'TEMJOT': 'last_7_Days__more_then_one_job',
+'TRDPFTPT': 'full time or part time', 'TESCHENR': 'student_status', 'TESCHLVL': 'allocation_flag', 'TRSPPRES': 'spouse_parter_in_house',
+'TESPEMPNOT':'employment_status_of_SO', 'TRERNWA': 'weekly_earning_main_job', 'TRCHILDNUM': 'num_house_child', 'TRSPFTPT': 'full/part_employ_SO',
+'TEHRUSLT': 'total_hours_worked_per_week', 'TUDIARYDAY':'day_of_interview', 'TRHOLIDAY': 'flag_if_interviewday_was_holiday',
+'TRTEC': 'totaltimespent_providing_eldercare', 'TRTHH': 'totaltimespend_childcare', 't010101': 'sleeping', 't010102': 'sleeplessness', 't010201': 'washing,dressingandgroomingoneself', 't010299':
+'GroomingNEC' , 't010301' : 'Health-relatedselfcare', 't010399': 'selfcareNEC', 't010401':'Personal/Private_activities', 't020101':'InteriorCleaning', 't020102':'Laundry', 't020103':'Sewing,repairing&maintaintextiles', 't020104':'Storing/interioritems,food', 't020199':'housework', 't020201':'food/drinkprep', 't020202':'foodpresentation', 't020203':'kitchen/foodcleanup', 't020299':'food/drinkprep/present/clean', 't020301':'interiorarrange,decorate,repair', 't020302':'building/repair,furniture',
+'t020303':'healing/cooking', 't020399':'interiormaintenance,repairdecorate', 't020401':'exteriorcleaning', 't020402':'exteriorrepair,improve,decorate', 't020499':'exteriormaintenance,repair,decorateNEC', 't020501':
+'lawn,garden,houseplantcare', 't020502':'ponds,pools,hottubs', 't020599':'lawn/garden', 't020601':'animals/pets', 't020602':'walking/exercising/playingwithanimals', 't020699':'pet/animalcareNEC', 't020701':
+'vehiclerepair(byself)', 't020799':'vehiclesNEC', 't020801':'appliance,tool,toysetup,repair(byself)', 't020899':'appliances/toolsNEC', 't020901':'financialmanagement', 't020902':'household/personalorganize/planning', 't020903':'HH/personalmail/messages', 't020904':'hh/personal/email/messages', 't020905':'homesecurity', 't020999':'household,managementNEC', 't029999':'householdactivities', 't030101':'physicalcare,forhhchildren', 't030102':'reading_to_hh_children', 't030103':'playing_with_hh_children_not_sports', 't030104':'arts/crafts_children', 't030105':'playing_sports_hh_children', 't030106':'talking/listening_hh_children', 't030108':'organization/planning_for_hh_children', 't030109':'watching_hh_children', 't030110':'attending_hh_child_event', 't030111':'waiting_for/with_hh_children', 't030112':'pickingup/droppingoff_hh_children',
+'t030199':'caring/helping_hh_children', 't030201':'homework_hhchildren', 't030202':'meeting_school_conferences', 't030203':'homeschool_hh_children', 't030299':'activities,relatedto_hh_education', 't030301':
+'providing_medical_care_to_hh_child', 't030302':'obtaining_medical_care_hh_child', 't030303':'waiting_associated_hh_child_health', 't030399':'activities_related_childhealthNEC', 't030401':'physical_care_hh_adults', 't030402':'looking_after_hh_adult', 't030403':'medical_care_hh_adult', 't030404':'obtaining_medical_car_hh_adult', 't030405':'waiting_associated_caring_hh_adult', 't030499':'caring_hh_adults', 't030501':'helping_hh_adults', 't030502':'organization/planning_hh_adults', 't030503':'picking_up/dropping_off_hh_adult', 't030504':'waiting_associated_helping_hh_adults', 't030599':'helping_household_adultsNEC', 't039999':'caring_helping_hh_membersNEC', 't040101':'physical_car_nonhh_children', 't040102':'reading_to/with_nonhh_children', 't040103':'playing_nonhh_children_notsport', 't040104':'arts/crafts_nonhh_children', 't040105':'playing_sports_nonhh_children', 't040106':'talking/listening_nonhh_children', 't040108':'organization_planning_nonhh_children', 't040109': 'looking_after_nonhh_children', 't040110':'attending_nonhh_children_event', 't040111':'waiting_for/with_nonhh_children', 't040112':'dropping_off/picking_up_nonhh_childrenNEC', 't040199':'caring_helping_nonhh_childrenNEC',
+'t040201':'homework_nonhh_children', 't040299':'activities_related_nonhh_educNEC', 't040301':'providing_medical_car_nonhh_children', 't040302':'obtaining_medicalcare_nonhh_children', 't040401':'physical_car_nonhh_adults', 't040402':'looking_after_nonhh_adult(primary activity)', 't040403':'providing_medical_car_to_nonhh_adult', 't040404':'obtaining_medical_car_services_nonhh_adult', 't040405':'waiting_associated_with_caring_nonhhadults', 't040499':'caring_for_nonhh_adultsNEC', 't040501':'housework,cooking_shopping,assistance_nonhh_adults', 't040502':'house_lawn_repair_assistance_nonhh_adults', 't040503':'animal/pet_care_assist_nonhh_adults',
+'t040504':'vehicle_appliance_maintenance/repair_assistance_nonhh_adults', 't040505':'financial_manage_assist_nonhh_adults', 't040506':'household_manage_paperwork_assistance_nonhh_adults', 't040507':'picking_up/dropping_off_nonhh_adult', 't040508':'associated_helping_nonhh_adults', 't040599':'nonhh_adultsNEC', 't050101':'work,mainjob', 't050102':'work,otherjob', 't050103':'security_procedures_related_work', 't050104':'waiting_associated_working', 't050199':'workingNEC', 't050201':'socializing,relaxing,leisure_part_of_job', 't050202':'eating/drinking_part_job', 't050205':'waiting_associated_with_work-related_activities', 't050301':'income-generating_hobbies/crafts/food', 't050302':'income-generating_performances', 't050303':'income-generating_rental_property_activities', 't050304':'income-generating_rental_property_activities', 't050305':'waiting_associated_other_income_generating_activities', 't050399':'other_income_generatingNEC', 't050401':'job_search_activites', 't050403':'job_interviewing', 't050404':'associated_job_search_interview', 't059999':'work/work-related_activitiesNEC', 't060101':'taking_class_dagree,certification,licensure', 't060102':'taking_class_personal_interest',
+'t060103':'waiting_associated_taking_classes', 't060199':'taking_classNEC', 't060201':'extracurricular_club_activities', 't060202':'extracurricular_music/performance_activities', 't060299':'education-related_extracurricular_actNEC', 't060301':'research/homework_class_degree,cert,licensure', 't060302':'research/homework_class_pers.interest', 't060303':'associated_research/homework', 't060399':'research/homeworkNEC', 't060401':'admin_activities_class_dagree/cert/licensure', 't060402':'admin_act_class_personal_interst', 't060403':'associated_w/admin.activites(education)', 't060499':'admin_educationNEC', 't069999':'educationNEC', 't070101':'grecery_shopping', 't070102':'purchasing_gas', 't070103':'purchasing_food', 't070104':'shopping,except_food/gas', 't070105':'associated_with_shopping',
+'t070201':'comparison_shopping', 't080101':'paid_childcare_services', 't080201':'banking', 't080202':'using_financial_services', 't080203':'waiting_associated_with/banking/financial_services', 't080301':'legal_services', 't080401':'health_car_services_outside_home', 't080402':'in-home_health_care_services', 't080403':'waiting_associated_medical_services', 't080499':'medical_services', 't080501':'personal_care_services', 't080502':'waiting_associated_w/personal_care_services',
+'t080601':'act_purchasing/selling_real_estate', 't080602':'waiting_associated_w/purchasing/selling_real_estate', 't080701':'veterinary_services', 't080702':'waiting_associated_vetinary_services', 't089999':'professional_personal_services', 't090101':'interior_cleaning_services', 't090103':'clothing_repair_cleaning_services', 't090199':'using_household_services', 't090201':'home_maint/repair/decor/construction', 't090202':'waiting_associated_w/home/repair/decor/constr', 't090301':'pet_services', 't090302':'associated_pet_services', 't090399':'using_pet_servicesNEC', 't090401':'lawn_garden_services',
+'t090499':'lawn_garden_servicesNEC', 't090501':'vehicle_maint_repair_services', 't090502':'waiting_associated_vehicle_main_repair', 't090599':'using_vehiclemaint/repair_svcs,NEC', 't099999':'household_servicesNEC', 't100101':'police_fire_services', 't100102':'social_services', 't100103':'obtaining_licenses/paying_fines_fees_taxes', 't100199':'using_government_servicesNEC', 't100201':'civic_obligations/participation', 't100304':'waiting_associated_using_government_services', 't100499':'security_procedures_rel_govt_svcs/civic_obligations', 't109999':'government_servicesNEC', 't110101':'eating/drinking', 't110201':'waiting_associated_w/eating_drinking', 't120101':'socializing_communicating', 't120201':'attending/hosting_parties/receptions/ceremonies', 't120202':'attending_meeting_personal_interst(not_volunteering)', 't120299':'attending/hosting_social_eventsNEC',
+'t120301':'relaxing,thinking', 't120302':'tobacco/drug_use', 't120303':'TV/movies(nonR)', 't120304':'TV(R)', 't120305':'listen_to_radio', 't120306':'listen_to/playing_music', 't120307':'playing_games', 't120308':'computer_use_leisure', 't120309':'arts/crafts_as_hobby', 't120310':'collecting_hobby', 't120311':'hobbies,except_arts/crafts_collecting', 't120312':'reading_personal_interest', 't120313':'writing_personal_interest', 't120399':'relaxing/leisureNEC',
+'t120401':'attending_performing_arts', 't120402':'attending_museums', 't120403':'attending_movies/film', 't120404':'attending_gambling_establishments', 't120499':'arts_entertainmentNEC', 't120501':'waiting_assoc.w/socializing_communicating', 't120502':'waiting_assoc.w/attending/hosting_social_events', 't120503':'waiting_assoc.w/_relaxing/leisure', 't120504':'waiting_assoc./w_arts/entertainment', 't120599':'waiting_assoc./w_socializingNEC', 't129999':'socializing/relaxing/leisureNEC',
+'t130101':'doing_aerobics', 't130102':'playing_baseball', 't130103':'playing_basketball', 't130104':'biking', 't130105':'playing_billiards', 't130106':'boating', 't130107':'bowling', 't130108':'climbing,spelunking,caving', 't130109':'dancing', 't130110':'participating_equestrian_sports', 't130112':'fishing', 't130113':'playing_football', 't130114':'golfing', 't130115':'doing_gymnastics', 't130116':'hiking', 't130117':'playing_hockey', 't130118':'hunting', 't130119':'participating_martial_arts', 't130120':'playing_racquet_sports', 't130122':'rollerblading', 't130123':'playing_rugby', 't130124':'running', 't130125':'skiing,ice_skating,snowboarding', 't130126':'playing_soccer', 't130127':'softball', 't130128':'using_cardiovascular_equipment', 't130129':'vehicle_touring/racing', 't130130':'playing_vollyball', 't130131':'walking', 't130132':'participating_water_sports', 't130133':'weightlifting/strength_training', 't130134':'working_out,unspecified', 't130135':'wrestling', 't130136':'doing_yoga', 't130199':'playing_sportsNEC', 't130202':'watching_baseball',
+'t130203':'watching_basketball', 't130205':'watching_biliards', 't130206':'watching_boating', 't130207':'watching_bowling', 't130210':'watching_equestrian_sports', 't130213':'watching_football', 't130215':'watching_gymnastics', 't130216':'watching_hockey', 't130218':'watching_racquet_sports', 't130219':'watching_rodeo_competitions', 't130220':'watching_rollerblading', 't130221':'watching_rugby', 't130222':'watching_running', 't130223':'watching_skiing,ice_skating,snowboarding', 't130224':'watching_soccer', 't130225':'watching_softball', 't130226':'watching_vehicle_touring/racing', 't130227':'watching_volleyball', 't130229':'watching_water_sports', 't130232':'watching_wrestling', 't130299':'attending_sporting_eventNEC', 't130301':'waiting_related_playing_sports_exercising', 't130302':'waiting_related_attending_sporting_events', 't139999':'sports,exercise,recrationNEC', 't140101':'attending_religous_services', 't140102':'participation_religous_practices',
+       't140103':'waiting_associated.w/religious&spiritual_activities', 't140105':'religious_education_act', 't149999':'religous_spirtual_actNEC',
+       't150101':'computer_use', 't150102':'organizing/preparing', 't150103':'reading', 't150104':'telephone_calls(except_hotline_counseling)', 't150105':'writing',
+       't150106':'fundraising', 't150199':'administrative&support_activeNEC', 't150201':'food_prep,presentation,clean-up', 't150202':'collecting&delivering_clothing&other_goods', 't150203':'providing_car', 't150204':'teaching,leading,counseling,mentoring', 't150299':'social_service&care_activitiesNEC', 't150301':'building_houses,wildlifesites&other_structures', 't150302':'indoor&outdoor_maintenance,repair&clean-up', 't150399':'indoor&outdoor_maintenance,building&clean-up_activities', 't150401':'performing', 't150402':'serving_volunteering_events&cultural_activities', 't150499':'participating_performance&cultural_activitiesNEC',
+
+       't150501':'attending_meetings,conferences,training', 't150599':'attending_meetings,conferences&trainingNEC', 't150601':'public_heatlh_activities', 't150602':'public_safety_activities', 't150699':'public_health_safety_activitiesNEC', 't150701':'waiting_associated_volunteer_activities', 't150801':'security_procedures_related_volunteer_act', 't159999':'volunteer_activitiesNEC', 't160101':'telephone_calls_to/from_family_members', 't160102':'telephone_calls_to/from_friends/neighbors/acquaintances', 't160103':'telephone_calls_to/from_education,services,providers', 't160104':'telephone_calls_to/from_salespeople', 't160105':'telephone_calls_to/from_professional/personal_care_svcs_providers', 't160106':'telephone_calls_to/from_household_services_providers', 't160107':'telephone_calls_to/from_paid_child/adult_car_providers', 't160108':'telephone_calls_to/from_government_officials'
+,'t160199':'telephone_callsNEC', 't160201':'waiting_associated_with_telephone_calls',
+       't169999':'telephone_callsNEC', 't180101':'travel_related_personal_car', 't180199':'travel_related_personal_carNEC', 't180201':'travel_related_housework', 't180202':'travel_related_food/drink_prep/clean-up/presentation', 't180203':'travel_related_interior_maintenance/repair&decoration', 't180204':'travel_related_exterior_maintenance/repair/decoration', 't180205':'travel_related_lawn/garden/houseplantcare',
+    't180206':'travel_related_careAnimals/pets', 't180207':'travel_related_vehiclecare/maintenance(by_self)', 't180208':'travel_related_appliance/tool/toysetup/repair/maintance/(by_self)', 't180209':'travel_related_household_management', 't180299':'travel_related_to_household_act', 't180301':'travel_related_caring_helping_hhchildren', 't180302':'travel_related_hhchildrens_education', 't180303':'travel_related_hhchildrens_health', 't180304':'travel_related_caring_hhadults', 't180305':'travel_related_helping_hhadults', 't180401':'travel_related_caring/helping_nonhh_children', 't180402':'travel_related_nonhh_childrens_education', 't180403':'travel_related_nonhh_childrens_health', 't180404':'travel_related_caring_nonhh_adults', 't180405':'travel_related_helping_nonhh_adults', 't180501':'travel_related_working', 't180502':'travel_related_work-related_activities', 't180503':'travel_related_income-generating_activities', 't180504':'travel_related_job-search&interviewing', 't180599':'travel_related_workNEC', 't180601':'travel_related_taking_class', 't180602':'travel_related_extracurricular_activites(sports)', 't180603':'travel_related_research/homework', 't180604':'travel_related_registration/administrative_activities', 't180699':'travel_related_educationNEC', 't180701':'travel_related_grocery-shopping', 't180702':'travel_related_purchasing-gas',
+'t180703':'travel_related_purchasing-food', 't180704':'travel_related_shopping/exgroceries/food/gas', 't180799':'travel_related_consumer-purchasesNEC', 't180801':'travel_related_childcare_services', 't180802':'travel_related_financial_services/banking', 't180803':'travel_related_legal_services', 't180804':'travel_related_medical_services', 't180805':'travel_related_personal_care_services', 't180806':'travel_related_real_estateservices', 't180807':'travel_related_veterinary_services', 't180899':'travel_rel_using_prof.&personal_car_servicesNEC', 't180901':'travel_related_household_services', 't180902':'travel_related_home./repair/decor/construction', 't180903':'travel_related_pet_services(not_vet)', 't180904':'travel_related_lawn/garden-services', 't180905':'travel_related_vehicle/maintenance&repair-services', 't180999':'travel_related_household_servicesNEC', 't181001':'travel_related_government-services', 't181002':'travel_related_civic-oligations&participation', 't181099':'travel_rel.govtsvcs&civicobligationsNEC', 't181101':'travel_related_eating/drinking', 't181201':'travel_related_socializing/communicating', 't181202':'travel_related_hosting_socialevents', 't181203':'travel_related_relaxing/leisure', 't181204':'travel_related_arts/entertainment', 't181205':'travel_entertainment', 't181299':'travel_rel.socializing/relaxing&leisureNEC', 't181301':'travel_related_participating_sports/exercise/recreation', 't181302':'travel_related_attending_sporting/recration_events', 't181401':'travel_related_religious', 't181499':'travel_rel.religousNEC', 't181501':'travel_related_volunteering', 't181599':'travel_related_volunteer_activitiesNEC', 't181601':'travel_related_phone_calls', 't181801':'security_procedures_related_traveling', 't189999':'travelingNEC', 't500101':'insufficient_detail', 't500103':'missing_travel_or_destination', 't500105':'respondent_refused_provide_information', 't500106':'Gap/cant_remember', 't500107':'unable_to_code_activity_1st_tier' }
diff --git a/BekksRoom/messy.py b/BekksRoom/messy.py
new file mode 100644
index 0000000..0e31f25
--- /dev/null
+++ b/BekksRoom/messy.py
@@ -0,0 +1,139 @@
+from BekksRoom.stats_functions import average_minutes, stdev_minutes
+from BekksRoom.stats_functions import hypothesis_test_plot
+import pandas as pd
+import matplotlib as plt
+
+
+def get_input(dataset):
+    done = False
+    std = 'n'
+    avg = 'n'
+    hypothesis = 'n'
+    going_to_use_groupby = 'n'
+    avg = input("want the average? y/n ")
+    clean = input("Want your data cleaned?  We drop zeros and nan. y/n ")
+    columns = []
+    if avg == "y":
+        print("Automatically including weight because you want the average")
+        columns.append('weight')
+    else:
+        std = input("Want standard Deviation? y/n ")
+        if std == 'y':
+            print("Automatically including weight because you want the standard dev")
+            columns.append('weight')
+    if avg != 'y' or std != 'y':
+        hypothesis = input("Want hypothesis testing? y/n ")
+        if hypothesis == 'y':
+            print("Automatically including weight because you want hypothesis test")
+            columns.append('weight')
+    if avg != 'y' and std != 'y' and hypothesis != 'y':
+        going_to_use_groupby = input("Are you going to use groupby? y/n ")
+        if going_to_use_groupby == 'y':
+            print("Automatically including weight because you want to use groupby ")
+            columns.append('weight')
+    for item in dataset.columns.tolist():
+        print(item)
+    while not done:
+        print("Enter you column as appears above, type DONE when done, or CLEAR if you messup")
+        column = input("What columns do you want?")
+        if column == 'DONE':
+            done = True
+            break
+        if column == 'CLEAR':
+            columns = []
+        if column in dataset.columns.tolist():
+            columns.append(column)
+        else:
+            print("Not in dataset")
+        print(columns)
+    return(avg, clean, columns, std, hypothesis, going_to_use_groupby)
+
+
+def querys(datawork, query):
+    return datawork[query]
+
+
+def graph_data(dataset):
+    wplot = input("What type of plot? bar or line (more to come)")
+    if wplot == "bar":
+        print(plt.style.available)
+        plot_style = input("What style plot? Type it correctly!")
+        plt.style.use(plot_style)
+        print("Your data sir ", dataset)
+        figuresize = input("Whats your figure size, just enter one number no floats")
+        figuresize = int(figuresize)
+        legends = input("Want a legend True/False")
+        stacks = input("Want to stack it? True/False")
+        xlabels = input("x label?")
+        ylabels = input("y label?")
+        grids = input("Want a grid True/False")
+        ax = dataset.plot(kind="bar", figsize=(figuresize,figuresize), legend=eval(legends), stacked=eval(stacks))
+        ax.set_ylabel(ylabels)
+        ax.grid(eval(grids), 'both')
+        ax.set_xlabel(xlabels)
+        return ax
+    if wplot == "line":
+        print(plt.style.available)
+        plot_style = input("What style plot? Type it correctly!")
+        plt.style.use(plot_style)
+        print("Your data sir ", dataset)
+        figuresize = input("Whats your figure size, just enter one number no floats")
+        figuresize = int(figuresize)
+        legends = input("Want a legend True/False")
+        xlabels = input("x label?")
+        ylabels = input("y label?")
+        grids = input("Want a grid True/False")
+        ax = dataset.plot(kind="line", figsize=(figuresize,figuresize), legend=eval(legends))
+        ax.set_ylabel(ylabels)
+        ax.grid(eval(grids), 'both')
+        ax.set_xlabel(xlabels)
+        return ax
+
+
+def datasets(dataset, query=None):
+    avg, clean, columns, std, hypothesis, going_to_use_groupby = get_input(dataset)
+    # print(avg, clean, columns)
+    data = dataset[columns]
+    if query is not None:
+        data = querys(data, query)
+    data.describe()
+    if std == 'y':
+        newdataframe = {}
+        for item in data.columns.tolist():
+            if item == "weight":
+                pass
+            else:
+                newdataframe[item] = [stdev_minutes(data, item)]
+        data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)
+    if avg == 'y':
+        newdataframe = {}
+        for item in data.columns.tolist():
+            if item == "weight":
+                pass
+            else:
+                newdataframe[item] = [average_minutes(data, item)]
+        data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)
+    if clean == 'y':
+        for item in data.columns.tolist():
+            if item == "weight":
+                pass
+            else:
+                data = data[data[item] > 0]
+                data = data.dropna()
+                # print(data)
+    if going_to_use_groupby == 'y':
+        while True:
+            column_to_group = input("What column would you like to group by? ")
+            if column_to_group in data:
+                return data.groupby(column_to_group)
+            else:
+                print("Thats not in your columns")
+    if hypothesis == 'y':
+        group_var = input("What is your group variable?")
+        test_var = input("What is your test variable?")
+        data = hypothesis_test_plot(data, group_var, test_var)
+    graphs = input("Want to graph your data? y/n")
+    if graphs == 'y':
+        plot = graph_data(data)
+        return(data, plot)
+    return data
diff --git a/BekksRoom/stats_functions.py b/BekksRoom/stats_functions.py
new file mode 100644
index 0000000..305b579
--- /dev/null
+++ b/BekksRoom/stats_functions.py
@@ -0,0 +1,38 @@
+import math
+import pandas as pd
+
+
+def average_minutes(data, activity_col, weight_col="weight"):
+    data = data.rename(columns={weight_col: "weight",
+                                activity_col: "minutes"})
+    data = data[['weight', "minutes"]]
+    data['weighted_minutes'] = data.weight * data.minutes
+    return data.weighted_minutes.sum() / data.weight.sum()
+
+
+def stdev_minutes(data, activity_col, weight_col="weight"):
+    data_mean = average_minutes(data, activity_col, weight_col)
+    data = data.rename(columns={weight_col: "weight",
+                                activity_col: "minutes"})
+    num_non0_obs = data[data.weight != 0].weight.count()
+    data = data[["weight", "minutes"]]
+    data['weighted_ss'] = data.weight * (data.minutes - data_mean)**2
+    return math.sqrt(data.weighted_ss.sum() /
+                     (((num_non0_obs-1)/num_non0_obs)*data.weight.sum()))
+
+
+def hypothesis_test_plot(data, group_var, test_var, weight_var="weight"):
+    data = data[[group_var, test_var, weight_var]]
+    data_grouped = data.groupby(group_var)
+    frame = pd.DataFrame()
+    for group in data_grouped:
+        count = group[1][weight_var].count()
+        mean = average_minutes(group[1], test_var, weight_var)
+        stdev = stdev_minutes(group[1], test_var, weight_var)
+        frame = frame.append({group_var: group[0],
+                              "mean": mean,
+                              "error": (stdev*1.96/math.sqrt(count))},
+                             ignore_index=True)
+    frame.index = frame.pop(group_var)
+    plot = frame.plot(kind="bar", yerr="error", figsize=(12, 8))
+    return (frame, plot)
diff --git a/PJ:BEKK:DICT/dictionary.csv b/PJ:BEKK:DICT/dictionary.csv
new file mode 100644
index 0000000..4ac6528
--- /dev/null
+++ b/PJ:BEKK:DICT/dictionary.csv
@@ -0,0 +1,410 @@
+tucaseid,household
+TUFINLWGT,weight
+TRYHHCHILD,Age_of_youngest_child
+TEAGE,Age
+TESEX,Gender
+PEEDUCA,Notsure
+TELFS,labor_force_status
+TEMJOT,last_7_Days__more_then_one_job
+TRDPFTPT,fulltimeorparttime
+TESCHENR,student_status
+TESCHLVL,allocation_flag
+TRSPPRES,spouse_parter_in_house
+TESPEMPNOT,employment_status_of_SO
+TRERNWA,weekly_earning_main_job
+TRCHILDNUM,num_house_child
+TRSPFTPT,full/part_employ_SO
+TEHRUSLT,total_hours_worked_per_week
+TUDIARYDAY,day_of_interview
+TRHOLIDAY,flag_if_interviewday_was_holiday
+TRTEC,totaltimespent_providing_eldercare
+TRTHH,totaltimespend_childcare
+t010101,sleeping
+t010102,sleeplessness
+t010201,washing,dressingandgroomingoneself
+t010299,GroomingNEC
+t010301,Health-relatedselfcare
+t010399,selfcareNEC
+t010401,Personal/Private_activities
+t020101,InteriorCleaning
+t020102,Laundry
+t020103,Sewing,repairing&maintaintextiles
+t020104,Storing/interioritems,food
+t020199,housework
+t020201,food/drinkprep
+t020202,foodpresentation
+t020203,kitchen/foodcleanup
+t020299,food/drinkprep/present/clean
+t020301,interiorarrange,decorate,repair
+t020302,building/repair,furniture
+t020303,healing/cooking
+t020399,interiormaintenance,repairdecorate
+t020401,exteriorcleaning
+t020402,exteriorrepair,improve,decorate
+t020499,exteriormaintenance,repair,decorateNEC
+t020501,lawn,garden,houseplantcare
+t020502,ponds,pools,hottubs
+t020599,lawn/garden
+t020601,animals/pets
+t020602,walking/exercising/playingwithanimals
+t020699,pet/animalcareNEC
+t020701,vehiclerepair(byself)
+t020799,vehiclesNEC
+t020801,appliance,tool,toysetup,repair(byself)
+t020899,appliances/toolsNEC
+t020901,financialmanagement
+t020902,household/personalorganize/planning
+t020903,HH/personalmail/messages
+t020904,hh/personal/email/messages
+t020905,homesecurity
+t020999,household,managementNEC
+t029999,householdactivities
+t030101,physicalcare,forhhchildren
+t030102,reading_to_hh_children
+t030103,playing_with_hh_children_not_sports
+t030104,arts/crafts_children
+t030105,playing_sports_hh_children
+t030106,talking/listening_hh_children
+t030108,organization/planning_for_hh_children
+t030109,watching_hh_children
+t030110,attending_hh_child_event
+t030111,waiting_for/with_hh_children
+t030112,pickingup/droppingoff_hh_children
+t030199,caring/helping_hh_children
+t030201,homework_hhchildren
+t030202,meeting_school_conferences
+t030203,homeschool_hh_children
+t030299,activities,relatedto_hh_education
+t030301,providing_medical_care_to_hh_child
+t030302,obtaining_medical_care_hh_child
+t030303,waiting_associated_hh_child_health
+t030399,activities_related_childhealthNEC
+t030401,physical_care_hh_adults
+t030402,looking_after_hh_adult
+t030403,medical_care_hh_adult
+t030404,obtaining_medical_car_hh_adult
+t030405,waiting_associated_caring_hh_adult
+t030499,caring_hh_adults
+t030501,helping_hh_adults
+t030502,organization/planning_hh_adults
+t030503,picking_up/dropping_off_hh_adult
+t030504,waiting_associated_helping_hh_adults
+t030599,helping_household_adultsNEC
+t039999,caring_helping_hh_membersNEC
+t040101,physical_car_nonhh_children
+t040102,reading_to/with_nonhh_children
+t040103,playing_nonhh_children_notsport
+t040104,arts/crafts_nonhh_children
+t040105,playing_sports_nonhh_children
+t040106,talking/listening_nonhh_children
+t040108,organization_planning_nonhh_children
+t040109,looking_after_nonhh_children
+t040110,attending_nonhh_children_event
+t040111,waiting_for/with_nonhh_children
+t040112,dropping_off/picking_up_nonhh_childrenNEC
+t040199,caring_helping_nonhh_childrenNEC
+t040201,homework_nonhh_children
+t040299,activities_related_nonhh_educNEC
+t040301,providing_medical_car_nonhh_children
+t040302,obtaining_medicalcare_nonhh_children
+t040401,physical_car_nonhh_adults
+t040402,looking_after_nonhh_adult(primaryactivity)
+t040403,providing_medical_car_to_nonhh_adult
+t040404,obtaining_medical_car_services_nonhh_adult
+t040405,waiting_associated_with_caring_nonhhadults
+t040499,caring_for_nonhh_adultsNEC
+t040501,housework,cooking_shopping,assistance_nonhh_adults
+t040502,house_lawn_repair_assistance_nonhh_adults
+t040503,animal/pet_care_assist_nonhh_adults
+t040504,vehicle_appliance_maintenance/repair_assistance_nonhh_adults
+t040505,financial_manage_assist_nonhh_adults
+t040506,household_manage_paperwork_assistance_nonhh_adults
+t040507,picking_up/dropping_off_nonhh_adult
+t040508,associated_helping_nonhh_adults
+t040599,nonhh_adultsNEC
+t050101,work,mainjob
+t050102,work,otherjob
+t050103,security_procedures_related_work
+t050104,waiting_associated_working
+t050199,workingNEC
+t050201,socializing,relaxing,leisure_part_of_job
+t050202,eating/drinking_part_job
+t050205,waiting_associated_with_work-related_activities
+t050301,income-generating_hobbies/crafts/food
+t050302,income-generating_performances
+t050303,income-generating_rental_property_activities
+t050304,income-generating_rental_property_activities
+t050305,waiting_associated_other_income_generating_activities
+t050399,other_income_generatingNEC
+t050401,job_search_activites
+t050403,job_interviewing
+t050404,associated_job_search_interview
+t059999,work/work-related_activitiesNEC
+t060101,taking_class_dagree,certification,licensure
+t060102,taking_class_personal_interest
+t060103,waiting_associated_taking_classes
+t060199,taking_classNEC
+t060201,extracurricular_club_activities
+t060202,extracurricular_music/performance_activities
+t060299,education-related_extracurricular_actNEC
+t060301,research/homework_class_degree,cert,licensure
+t060302,research/homework_class_pers.interest
+t060303,associated_research/homework
+t060399,research/homeworkNEC
+t060401,admin_activities_class_dagree/cert/licensure
+t060402,admin_act_class_personal_interst
+t060403,associated_w/admin.activites(education)
+t060499,admin_educationNEC
+t069999,educationNEC
+t070101,grecery_shopping
+t070102,purchasing_gas
+t070103,purchasing_food
+t070104,shopping,except_food/gas
+t070105,associated_with_shopping
+t070201,comparison_shopping
+t080101,paid_childcare_services
+t080201,banking
+t080202,using_financial_services
+t080203,waiting_associated_with/banking/financial_services
+t080301,legal_services
+t080401,health_car_services_outside_home
+t080402,in-home_health_care_services
+t080403,waiting_associated_medical_services
+t080499,medical_services
+t080501,personal_care_services
+t080502,waiting_associated_w/personal_care_services
+t080601,act_purchasing/selling_real_estate
+t080602,waiting_associated_w/purchasing/selling_real_estate
+t080701,veterinary_services
+t080702,waiting_associated_vetinary_services
+t089999,professional_personal_services
+t090101,interior_cleaning_services
+t090103,clothing_repair_cleaning_services
+t090199,using_household_services
+t090201,home_maint/repair/decor/construction
+t090202,waiting_associated_w/home/repair/decor/constr
+t090301,pet_services
+t090302,associated_pet_services
+t090399,using_pet_servicesNEC
+t090401,lawn_garden_services
+t090499,lawn_garden_servicesNEC
+t090501,vehicle_maint_repair_services
+t090502,waiting_associated_vehicle_main_repair
+t090599,using_vehiclemaint/repair_svcs,NEC
+t099999,household_servicesNEC
+t100101,police_fire_services
+t100102,social_services
+t100103,obtaining_licenses/paying_fines_fees_taxes
+t100199,using_government_servicesNEC
+t100201,civic_obligations/participation
+t100304,waiting_associated_using_government_services
+t100499,security_procedures_rel_govt_svcs/civic_obligations
+t109999,government_servicesNEC
+t110101,eating/drinking
+t110201,waiting_associated_w/eating_drinking
+t120101,socializing_communicating
+t120201,attending/hosting_parties/receptions/ceremonies
+t120202,attending_meeting_personal_interst(not_volunteering)
+t120299,attending/hosting_social_eventsNEC
+t120301,relaxing,thinking
+t120302,tobacco/drug_use
+t120303,TV/movies(nonR)
+t120304,TV(R)
+t120305,listen_to_radio
+t120306,listen_to/playing_music
+t120307,playing_games
+t120308,computer_use_leisure
+t120309,arts/crafts_as_hobby
+t120310,collecting_hobby
+t120311,hobbies,except_arts/crafts_collecting
+t120312,reading_personal_interest
+t120313,writing_personal_interest
+t120399,relaxing/leisureNEC
+t120401,attending_performing_arts
+t120402,attending_museums
+t120403,attending_movies/film
+t120404,attending_gambling_establishments
+t120499,arts_entertainmentNEC
+t120501,waiting_assoc.w/socializing_communicating
+t120502,waiting_assoc.w/attending/hosting_social_events
+t120503,waiting_assoc.w/_relaxing/leisure
+t120504,waiting_assoc./w_arts/entertainment
+t120599,waiting_assoc./w_socializingNEC
+t129999,socializing/relaxing/leisureNEC
+t130101,doing_aerobics
+t130102,playing_baseball
+t130103,playing_basketball
+t130104,biking
+t130105,playing_billiards
+t130106,boating
+t130107,bowling
+t130108,climbing,spelunking,caving
+t130109,dancing
+t130110,participating_equestrian_sports
+t130112,fishing
+t130113,playing_football
+t130114,golfing
+t130115,doing_gymnastics
+t130116,hiking
+t130117,playing_hockey
+t130118,hunting
+t130119,participating_martial_arts
+t130120,playing_racquet_sports
+t130122,rollerblading
+t130123,playing_rugby
+t130124,running
+t130125,skiing,ice_skating,snowboarding
+t130126,playing_soccer
+t130127,softball
+t130128,using_cardiovascular_equipment
+t130129,vehicle_touring/racing
+t130130,playing_vollyball
+t130131,walking
+t130132,participating_water_sports
+t130133,weightlifting/strength_training
+t130134,working_out,unspecified
+t130135,wrestling
+t130136,doing_yoga
+t130199,playing_sportsNEC
+t130202,watching_baseball
+t130203,watching_basketball
+t130205,watching_biliards
+t130206,watching_boating
+t130207,watching_bowling
+t130210,watching_equestrian_sports
+t130213,watching_football
+t130215,watching_gymnastics
+t130216,watching_hockey
+t130218,watching_racquet_sports
+t130219,watching_rodeo_competitions
+t130220,watching_rollerblading
+t130221,watching_rugby
+t130222,watching_running
+t130223,watching_skiing,ice_skating,snowboarding
+t130224,watching_soccer
+t130225,watching_softball
+t130226,watching_vehicle_touring/racing
+t130227,watching_volleyball
+t130229,watching_water_sports
+t130232,watching_wrestling
+t130299,attending_sporting_eventNEC
+t130301,waiting_related_playing_sports_exercising
+t130302,waiting_related_attending_sporting_events
+t139999,sports,exercise,recrationNEC
+t140101,attending_religous_services
+t140102,participation_religous_practices
+t140103,waiting_associated.w/religious&spiritual_activities
+t140105,religious_education_act
+t149999,religous_spirtual_actNEC
+t150101,computer_use
+t150102,organizing/preparing
+t150103,reading
+t150104,telephone_calls(except_hotline_counseling)
+t150105,writing
+t150106,fundraising
+t150199,administrative&support_activeNEC
+t150201,food_prep,presentation,clean-up
+t150202,collecting&delivering_clothing&other_goods
+t150203,providing_car
+t150204,teaching,leading,counseling,mentoring
+t150299,social_service&care_activitiesNEC
+t150301,building_houses,wildlifesites&other_structures
+t150302,indoor&outdoor_maintenance,repair&clean-up
+t150399,indoor&outdoor_maintenance,building&clean-up_activities
+t150401,performing
+t150402,serving_volunteering_events&cultural_activities
+t150499,participating_performance&cultural_activitiesNEC
+t150501,attending_meetings,conferences,training
+t150599,attending_meetings,conferences&trainingNEC
+t150601,public_heatlh_activities
+t150602,public_safety_activities
+t150699,public_health_safety_activitiesNEC
+t150701,waiting_associated_volunteer_activities
+t150801,security_procedures_related_volunteer_act
+t159999,volunteer_activitiesNEC
+t160101,telephone_calls_to/from_family_members
+t160102,telephone_calls_to/from_friends/neighbors/acquaintances
+t160103,telephone_calls_to/from_education,services,providers
+t160104,telephone_calls_to/from_salespeople
+t160105,telephone_calls_to/from_professional/personal_care_svcs_providers
+t160106,telephone_calls_to/from_household_services_providers
+t160107,telephone_calls_to/from_paid_child/adult_car_providers
+t160108,telephone_calls_to/from_government_officials
+t160199,telephone_callsNEC
+t160201,waiting_associated_with_telephone_calls
+t169999,telephone_callsNEC
+t180101,travel_related_personal_car
+t180199,travel_related_personal_carNEC
+t180201,travel_related_housework
+t180202,travel_related_food/drink_prep/clean-up/presentation
+t180203,travel_related_interior_maintenance/repair&decoration
+t180204,travel_related_exterior_maintenance/repair/decoration
+t180205,travel_related_lawn/garden/houseplantcare
+t180206,travel_related_careAnimals/pets
+t180207,travel_related_vehiclecare/maintenance(by_self)
+t180208,travel_related_appliance/tool/toysetup/repair/maintance/(by_self)
+t180209,travel_related_household_management
+t180299,travel_related_to_household_act
+t180301,travel_related_caring_helping_hhchildren
+t180302,travel_related_hhchildrens_education
+t180303,travel_related_hhchildrens_health
+t180304,travel_related_caring_hhadults
+t180305,travel_related_helping_hhadults
+t180401,travel_related_caring/helping_nonhh_children
+t180402,travel_related_nonhh_childrens_education
+t180403,travel_related_nonhh_childrens_health
+t180404,travel_related_caring_nonhh_adults
+t180405,travel_related_helping_nonhh_adults
+t180501,travel_related_working
+t180502,travel_related_work-related_activities
+t180503,travel_related_income-generating_activities
+t180504,travel_related_job-search&interviewing
+t180599,travel_related_workNEC
+t180601,travel_related_taking_class
+t180602,travel_related_extracurricular_activites(sports)
+t180603,travel_related_research/homework
+t180604,travel_related_registration/administrative_activities
+t180699,travel_related_educationNEC
+t180701,travel_related_grocery-shopping
+t180702,travel_related_purchasing-gas
+t180703,travel_related_purchasing-food
+t180704,travel_related_shopping/exgroceries/food/gas
+t180799,travel_related_consumer-purchasesNEC
+t180801,travel_related_childcare_services
+t180802,travel_related_financial_services/banking
+t180803,travel_related_legal_services
+t180804,travel_related_medical_services
+t180805,travel_related_personal_care_services
+t180806,travel_related_real_estateservices
+t180807,travel_related_veterinary_services
+t180899,travel_rel_using_prof.&personal_car_servicesNEC
+t180901,travel_related_household_services
+t180902,travel_related_home./repair/decor/construction
+t180903,travel_related_pet_services(not_vet)
+t180904,travel_related_lawn/garden-services
+t180905,travel_related_vehicle/maintenance&repair-services
+t180999,travel_related_household_servicesNEC
+t181001,travel_related_government-services
+t181002,travel_related_civic-oligations&participation
+t181099,travel_rel.govtsvcs&civicobligationsNEC
+t181101,travel_related_eating/drinking
+t181201,travel_related_socializing/communicating
+t181202,travel_related_hosting_socialevents
+t181203,travel_related_relaxing/leisure
+t181204,travel_related_arts/entertainment
+t181205,travel_entertainment
+t181299,travel_rel.socializing/relaxing&leisureNEC
+t181301,travel_related_participating_sports/exercise/recreation
+t181302,travel_related_attending_sporting/recration_events
+t181401,travel_related_religious
+t181499,travel_rel.religousNEC
+t181501,travel_related_volunteering
+t181599,travel_related_volunteer_activitiesNEC
+t181601,travel_related_phone_calls
+t181801,security_procedures_related_traveling
+t189999,travelingNEC
+t500101,insufficient_detail
+t500103,missing_travel_or_destination
+t500105,respondent_refused_provide_information
+t500106,Gap/cant_remember
+t500107,unable_to_code_activity_1st_tier'
diff --git a/Starting Point.ipynb b/Starting Point.ipynb
index 6a3cf6f..d30421a 100644
--- a/Starting Point.ipynb	
+++ b/Starting Point.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -76,7 +76,7 @@
        "      dtype='object', length=413)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -101,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -109,7 +109,7 @@
     {
      "data": {
       "text/html": [
-       "<div>\n",
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -288,7 +288,7 @@
        "[5 rows x 413 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -299,7 +299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -311,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -335,7 +335,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
@@ -359,7 +359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
@@ -383,7 +383,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
@@ -391,7 +391,7 @@
     {
      "data": {
       "text/html": [
-       "<div>\n",
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -439,7 +439,7 @@
        "6   5671341.270490      244"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -452,7 +452,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -463,7 +463,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
@@ -471,7 +471,7 @@
     {
      "data": {
       "text/html": [
-       "<div>\n",
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -525,7 +525,7 @@
        "6   5671341.270490      244      1.383807e+09"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -536,7 +536,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {
     "collapsed": false
    },
@@ -547,7 +547,7 @@
        "211.67427866070051"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -559,7 +559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {
     "collapsed": false
    },
@@ -570,7 +570,7 @@
        "190.25402840855642"
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      },
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SC1OWkfelf9lznKehn0JtN2UYYdM2HYLEvsBuZsGmf11bL2EcrIhpuqqGxA7V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\nBRdA3yWJ0+ZhrM2MjXN6pGJjMJo+nVnDhzcqDcW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kTIvAGQFX1syuxZnFXiqpJ6xit2Mg6+A7LPQqpF3FS0wHFpnxsne9ArDYjKUJ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\nBh8hQoQIGYqIwUeIECFChuL/AWaOkRlDZWpeAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10e84df98>"
+       "<matplotlib.figure.Figure at 0x10c0de5c0>"
       ]
      },
      "metadata": {},
@@ -1574,9 +1574,9 @@
     },
     {
      "data": {
-      "image/png": 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/S/ohcBewAvgT8D/AhsB0SSeTvkGObKrFZm1S7D2alUWzQytExPnA+VWLlwIH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\nOQdyM7OScyA3Myu5/w9SZbI9VmrbQwAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1109c6940>"
+       "<matplotlib.figure.Figure at 0x110433a58>"
       ]
      },
      "metadata": {},
@@ -1593,7 +1593,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 39,
    "metadata": {
     "collapsed": false
    },
@@ -1602,24 +1602,24 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'Video Games': 13.41856801229944, 'Social For Fun': 39.000540094889423, 'Computer For Leasure': 12.540250054915514, 'Relax and Think': 17.827459228425081, 'Watching TV AVG': 165.97119226232343}\n"
+      "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343, 'Video Games': 13.41856801229944}\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x10e84d6a0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x110522da0>"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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l5J4Avgbs29dVJgM0A5hGquHakFIpunHANyLiscKqq/J75Ajgm83K6EXEryXt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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10e84d9b0>"
+       "<matplotlib.figure.Figure at 0x10c0de2b0>"
       ]
      },
      "metadata": {},
@@ -1635,7 +1635,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 40,
    "metadata": {
     "collapsed": false,
     "scrolled": true
@@ -1644,18 +1644,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x112bf5b00>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1103cfc50>"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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Grk1yaZLntvXvS/L69nzPJP+Y5Mok1yQ5fZbR12cSZpneI8lRSb7Wjr0myU+MbFuX5BVJ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\n",
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aYMPMX5Yz1+xddnmFLL+YZfD9f4sNG7p/V69eWsvNUN7PlbDcHh9LZyNjpOsU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\nJGnQDCpJ0qAZVJKkQTOoJEmD9v8B9y1GN8GEhLkAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x112b45c88>"
+       "<matplotlib.figure.Figure at 0x1103df2b0>"
       ]
      },
      "metadata": {},
@@ -1684,7 +1684,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 43,
    "metadata": {
     "collapsed": false,
     "scrolled": false
@@ -1693,10 +1693,10 @@
     {
      "data": {
       "text/plain": [
-       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x11241cb70>], dtype=object)"
+       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x110ff71d0>], dtype=object)"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1704,7 +1704,7 @@
      "data": {
       "image/png": 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LNey+nTCYfjbhrrx7YucoAC4hXO/XhMHb6ekN1l5zlITtB5xJmJ7vLWBbgOhD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\n6aUpQk1hEhEpiZkzY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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x112e97d30>"
+       "<matplotlib.figure.Figure at 0x110ff7e80>"
       ]
      },
      "metadata": {},
@@ -1722,227 +1722,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 46,
    "metadata": {
     "collapsed": false,
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>household</th>\n",
-       "      <th>weight</th>\n",
-       "      <th>Age_of_youngest_child</th>\n",
-       "      <th>Age</th>\n",
-       "      <th>Gender</th>\n",
-       "      <th>Notsure</th>\n",
-       "      <th>PTDTRACE</th>\n",
-       "      <th>PEHSPNON</th>\n",
-       "      <th>GTMETSTA</th>\n",
-       "      <th>labor_force_status</th>\n",
-       "      <th>...</th>\n",
-       "      <th>travel_related_volunteering</th>\n",
-       "      <th>travel_related_volunteer_activitiesNEC</th>\n",
-       "      <th>travel_related_phone_calls</th>\n",
-       "      <th>security_procedures_related_traveling</th>\n",
-       "      <th>travelingNEC</th>\n",
-       "      <th>insufficient_detail</th>\n",
-       "      <th>missing_travel_or_destination</th>\n",
-       "      <th>respondent_refused_provide_information</th>\n",
-       "      <th>Gap/cant_remember</th>\n",
-       "      <th>unable_to_code_activity_1st_tier</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>20130101130004</td>\n",
-       "      <td>11899905.662034</td>\n",
-       "      <td>12</td>\n",
-       "      <td>22</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>20130101130112</td>\n",
-       "      <td>4447638.009513</td>\n",
-       "      <td>1</td>\n",
-       "      <td>39</td>\n",
-       "      <td>1</td>\n",
-       "      <td>43</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>20130101130123</td>\n",
-       "      <td>10377056.507734</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>47</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>25</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>20130101130611</td>\n",
-       "      <td>7731257.992805</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>50</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>20130101130616</td>\n",
-       "      <td>4725269.227067</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>45</td>\n",
-       "      <td>2</td>\n",
-       "      <td>40</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 413 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        household           weight  Age_of_youngest_child  Age  Gender  \\\n",
-       "0  20130101130004  11899905.662034                     12   22       2   \n",
-       "1  20130101130112   4447638.009513                      1   39       1   \n",
-       "2  20130101130123  10377056.507734                     -1   47       2   \n",
-       "3  20130101130611   7731257.992805                     -1   50       2   \n",
-       "4  20130101130616   4725269.227067                     -1   45       2   \n",
-       "\n",
-       "   Notsure  PTDTRACE  PEHSPNON  GTMETSTA  labor_force_status  \\\n",
-       "0       40         8         2         1                   5   \n",
-       "1       43         1         2         1                   1   \n",
-       "2       40         1         2         1                   4   \n",
-       "3       40         1         1         1                   1   \n",
-       "4       40         2         2         1                   1   \n",
-       "\n",
-       "                 ...                 travel_related_volunteering  \\\n",
-       "0                ...                                           0   \n",
-       "1                ...                                           0   \n",
-       "2                ...                                          25   \n",
-       "3                ...                                           0   \n",
-       "4                ...                                           0   \n",
-       "\n",
-       "   travel_related_volunteer_activitiesNEC  travel_related_phone_calls  \\\n",
-       "0                                       0                           0   \n",
-       "1                                       0                           0   \n",
-       "2                                       0                           0   \n",
-       "3                                       0                           0   \n",
-       "4                                       0                           0   \n",
-       "\n",
-       "   security_procedures_related_traveling  travelingNEC  insufficient_detail  \\\n",
-       "0                                      0             0                    0   \n",
-       "1                                      0             0                    0   \n",
-       "2                                      0             0                    0   \n",
-       "3                                      0             0                    0   \n",
-       "4                                      0             0                    0   \n",
-       "\n",
-       "   missing_travel_or_destination  respondent_refused_provide_information  \\\n",
-       "0                              0                                       0   \n",
-       "1                              0                                       0   \n",
-       "2                              0                                       0   \n",
-       "3                              0                                       0   \n",
-       "4                              0                                       0   \n",
-       "\n",
-       "   Gap/cant_remember  unable_to_code_activity_1st_tier  \n",
-       "0                  0                                 0  \n",
-       "1                  0                                 0  \n",
-       "2                  0                                 0  \n",
-       "3                  0                                 0  \n",
-       "4                  0                                 0  \n",
-       "\n",
-       "[5 rows x 413 columns]"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "key = {\"tucaseid\": 'household', \"TUFINLWGT\": \"weight\", 'TRYHHCHILD': \"Age_of_youngest_child\", \"TEAGE\": \"Age\",\n",
     "\"TESEX\": \"Gender\",\"PEEDUCA\": \"Notsure\", \"TELFS\": \"labor_force_status\", \"TEMJOT\": \"last_7_Days__more_then_one_job\",\n",
@@ -1976,13 +1761,12 @@
     "       't169999':'telephone_callsNEC', 't180101':'travel_related_personal_car', 't180199':'travel_related_personal_carNEC', 't180201':'travel_related_housework', 't180202':'travel_related_food/drink_prep/clean-up/presentation', 't180203':'travel_related_interior_maintenance/repair&decoration', 't180204':'travel_related_exterior_maintenance/repair/decoration', 't180205':'travel_related_lawn/garden/houseplantcare',\n",
     "    't180206':'travel_related_careAnimals/pets', 't180207':'travel_related_vehiclecare/maintenance(by_self)', 't180208':'travel_related_appliance/tool/toysetup/repair/maintance/(by_self)', 't180209':'travel_related_household_management', 't180299':'travel_related_to_household_act', 't180301':'travel_related_caring_helping_hhchildren', 't180302':'travel_related_hhchildrens_education', 't180303':'travel_related_hhchildrens_health', 't180304':'travel_related_caring_hhadults', 't180305':'travel_related_helping_hhadults', 't180401':'travel_related_caring/helping_nonhh_children', 't180402':'travel_related_nonhh_childrens_education', 't180403':'travel_related_nonhh_childrens_health', 't180404':'travel_related_caring_nonhh_adults', 't180405':'travel_related_helping_nonhh_adults', 't180501':'travel_related_working', 't180502':'travel_related_work-related_activities', 't180503':'travel_related_income-generating_activities', 't180504':'travel_related_job-search&interviewing', 't180599':'travel_related_workNEC', 't180601':'travel_related_taking_class', 't180602':'travel_related_extracurricular_activites(sports)', 't180603':'travel_related_research/homework', 't180604':'travel_related_registration/administrative_activities', 't180699':'travel_related_educationNEC', 't180701':'travel_related_grocery-shopping', 't180702':'travel_related_purchasing-gas',\n",
     "'t180703':'travel_related_purchasing-food', 't180704':'travel_related_shopping/exgroceries/food/gas', 't180799':'travel_related_consumer-purchasesNEC', 't180801':'travel_related_childcare_services', 't180802':'travel_related_financial_services/banking', 't180803':'travel_related_legal_services', 't180804':'travel_related_medical_services', 't180805':'travel_related_personal_care_services', 't180806':'travel_related_real_estateservices', 't180807':'travel_related_veterinary_services', 't180899':'travel_rel_using_prof.&personal_car_servicesNEC', 't180901':'travel_related_household_services', 't180902':'travel_related_home./repair/decor/construction', 't180903':'travel_related_pet_services(not_vet)', 't180904':'travel_related_lawn/garden-services', 't180905':'travel_related_vehicle/maintenance&repair-services', 't180999':'travel_related_household_servicesNEC', 't181001':'travel_related_government-services', 't181002':'travel_related_civic-oligations&participation', 't181099':'travel_rel.govtsvcs&civicobligationsNEC', 't181101':'travel_related_eating/drinking', 't181201':'travel_related_socializing/communicating', 't181202':'travel_related_hosting_socialevents', 't181203':'travel_related_relaxing/leisure', 't181204':'travel_related_arts/entertainment', 't181205':'travel_entertainment', 't181299':'travel_rel.socializing/relaxing&leisureNEC', 't181301':'travel_related_participating_sports/exercise/recreation', 't181302':'travel_related_attending_sporting/recration_events', 't181401':'travel_related_religious', 't181499':'travel_rel.religousNEC', 't181501':'travel_related_volunteering', 't181599':'travel_related_volunteer_activitiesNEC', 't181601':'travel_related_phone_calls', 't181801':'security_procedures_related_traveling', 't189999':'travelingNEC', 't500101':'insufficient_detail', 't500103':'missing_travel_or_destination', 't500105':'respondent_refused_provide_information', 't500106':'Gap/cant_remember', 't500107':'unable_to_code_activity_1st_tier' }\n",
-    "test = summary.rename(columns=key)\n",
-    "test.head()"
+    ".rename(index=None, columns=key, **kwargs)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 47,
    "metadata": {
     "collapsed": false
    },
@@ -1997,34 +1781,37 @@
     "    data['weighted_minutes'] = data.weight * data.minutes\n",
     "    return data.weighted_minutes.sum() / data.weight.sum()\n",
     "\n",
-    "def get_input():\n",
+    "def get_input(dataset):\n",
+    "    done = False\n",
     "    avg = input(\"want the average? y/n\")\n",
     "    clean = input(\"Want your data cleaned?  We drop zeros and nan. y/n\")\n",
-    "    while done == False:\n",
-    "    print(\"Enter you column as appears above, type DONE when done, or CLEAR if you messup\")\n",
-    "    column = input(\"What columns do you want?\")\n",
-    "    if column=='DONE':\n",
-    "        done=True\n",
-    "        break\n",
-    "    if column=='CLEAR':\n",
-    "        columns=[]\n",
-    "    columns.append(column)\n",
-    "    print(columns)\n",
-    "\n",
-    "def datasets(dataset):\n",
-    "    done=False\n",
     "    columns=[]\n",
-    "    for item in dataset.columns.tolist():\n",
-    "        print(item)\n",
-    "    avg = input(\"Want the average? y/n \")\n",
-    "    clean = input(\"Want your data cleaned?  We drop zeros and nan.  y/n\")\n",
     "    if avg == \"y\":\n",
     "        print(\"Automatically including weight and household because you want the average\")\n",
     "        columns.append('weight')\n",
-    "    else:\n",
-    "        pass\n",
+    "    for item in dataset.columns.tolist():\n",
+    "        print(item)\n",
+    "    while done == False:\n",
+    "        print(\"Enter you column as appears above, type DONE when done, or CLEAR if you messup\")\n",
+    "        column = input(\"What columns do you want?\")\n",
+    "        if column=='DONE':\n",
+    "            done=True\n",
+    "            break\n",
+    "        if column=='CLEAR':\n",
+    "            columns=[]\n",
+    "        columns.append(column)\n",
+    "        print(columns)\n",
+    "    return(avg,clean,columns)\n",
+    "\n",
+    "def querys(datawork, query):\n",
+    "    return datawork[query]\n",
     "\n",
+    "def datasets(dataset, query=None):\n",
+    "    avg,clean,columns = get_input(dataset)\n",
+    "    # print(avg,clean,columns)\n",
     "    data = dataset[columns]\n",
+    "    if query is not None:\n",
+    "        data = querys(data, query)\n",
     "    data.describe()\n",
     "    if avg == 'y':\n",
     "        newdataframe = {}\n",
@@ -2032,7 +1819,7 @@
     "            if item == \"weight\":\n",
     "                pass\n",
     "            else:\n",
-    "                print(data.columns.tolist())\n",
+    "                # print(data.columns.tolist())\n",
     "                newdataframe[item] = [average_minutes(data, item)]\n",
     "        data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)\n",
     "    if clean == 'y':\n",
@@ -2048,90 +1835,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 48,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                weight  Age\n",
-      "0      11899905.662034   22\n",
-      "1       4447638.009513   39\n",
-      "2      10377056.507734   47\n",
-      "3       7731257.992805   50\n",
-      "4       4725269.227067   45\n",
-      "5       2372791.046351   80\n",
-      "6       5671341.270490   72\n",
-      "7       8608413.296903   55\n",
-      "8       1378191.194810   57\n",
-      "9       3905483.253032   27\n",
-      "10      4538371.462244   59\n",
-      "11      6755514.216327   31\n",
-      "12     13506297.294756   52\n",
-      "13      5521732.162587   42\n",
-      "14     11791654.393174   66\n",
-      "15      1801834.050978   66\n",
-      "16      6884215.057542   45\n",
-      "17     12569148.198194   59\n",
-      "18     14226152.054254   53\n",
-      "19     12301142.559951   43\n",
-      "20      1102916.898147   36\n",
-      "21      8128107.650758   53\n",
-      "22      5767745.700187   27\n",
-      "23      9474271.417876   59\n",
-      "24      5960041.143926   52\n",
-      "25      3157926.871281   48\n",
-      "26      3359410.785590   55\n",
-      "27     17547816.572228   80\n",
-      "28      7823574.493908   24\n",
-      "29      9061749.751818   49\n",
-      "...                ...  ...\n",
-      "11355   8140631.838710   54\n",
-      "11356   7853305.097899   56\n",
-      "11357  17993815.969566   40\n",
-      "11358  10952198.773372   41\n",
-      "11359  10969610.362669   61\n",
-      "11360   9075032.448859   29\n",
-      "11361  26070055.668273   31\n",
-      "11362   4479526.683095   43\n",
-      "11363   1661291.183740   36\n",
-      "11364   9980183.671597   59\n",
-      "11365  29229820.168242   49\n",
-      "11366   2709393.926463   77\n",
-      "11367   4417006.113982   80\n",
-      "11368   6753944.494461   26\n",
-      "11369   3799315.033354   85\n",
-      "11370   4681607.563005   62\n",
-      "11371   8820012.063839   31\n",
-      "11372   4571613.779402   50\n",
-      "11373   6454041.312322   68\n",
-      "11374   7697603.816560   31\n",
-      "11375   7045546.574380   46\n",
-      "11376   3404156.995949   43\n",
-      "11377  10775395.416617   54\n",
-      "11378   7548528.958862   59\n",
-      "11379   4844414.703530   41\n",
-      "11380   4469643.600730   85\n",
-      "11381   4103676.895062   60\n",
-      "11382  23557969.110158   43\n",
-      "11383  20450051.675501   48\n",
-      "11384   3397480.288114   40\n",
-      "\n",
-      "[11385 rows x 2 columns]\n"
+     "ename": "NameError",
+     "evalue": "name 'test' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-48-fec0ebc3157f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0maverage_minutes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Age'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m: name 'test' is not defined"
      ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "45.212956731631657"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -2140,490 +1858,70 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false,
     "scrolled": false
    },
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "household\n",
-      "weight\n",
-      "Age_of_youngest_child\n",
-      "Age\n",
-      "Gender\n",
-      "Notsure\n",
-      "PTDTRACE\n",
-      "PEHSPNON\n",
-      "GTMETSTA\n",
-      "labor_force_status\n",
-      "last_7_Days__more_then_one_job\n",
-      "full time or part time\n",
-      "student_status\n",
-      "allocation_flag\n",
-      "spouse_parter_in_house\n",
-      "employment_status_of_SO\n",
-      "weekly_earning_main_job\n",
-      "num_house_child\n",
-      "full/part_employ_SO\n",
-      "total_hours_worked_per_week\n",
-      "day_of_interview\n",
-      "flag_if_interviewday_was_holiday\n",
-      "totaltimespent_providing_eldercare\n",
-      "totaltimespend_childcare\n",
-      "sleeping\n",
-      "sleeplessness\n",
-      "washing,dressingandgroomingoneself\n",
-      "GroomingNEC\n",
-      "Health-relatedselfcare\n",
-      "selfcareNEC\n",
-      "Personal/Private_activities\n",
-      "InteriorCleaning\n",
-      "Laundry\n",
-      "Sewing,repairing&maintaintextiles\n",
-      "Storing/interioritems,food\n",
-      "housework\n",
-      "food/drinkprep\n",
-      "foodpresentation\n",
-      "kitchen/foodcleanup\n",
-      "food/drinkprep/present/clean\n",
-      "interiorarrange,decorate,repair\n",
-      "building/repair,furniture\n",
-      "healing/cooking\n",
-      "interiormaintenance,repairdecorate\n",
-      "exteriorcleaning\n",
-      "exteriorrepair,improve,decorate\n",
-      "exteriormaintenance,repair,decorateNEC\n",
-      "lawn,garden,houseplantcare\n",
-      "ponds,pools,hottubs\n",
-      "lawn/garden\n",
-      "animals/pets\n",
-      "walking/exercising/playingwithanimals\n",
-      "pet/animalcareNEC\n",
-      "vehiclerepair(byself)\n",
-      "vehiclesNEC\n",
-      "appliance,tool,toysetup,repair(byself)\n",
-      "appliances/toolsNEC\n",
-      "financialmanagement\n",
-      "household/personalorganize/planning\n",
-      "HH/personalmail/messages\n",
-      "hh/personal/email/messages\n",
-      "homesecurity\n",
-      "household,managementNEC\n",
-      "householdactivities\n",
-      "physicalcare,forhhchildren\n",
-      "reading_to_hh_children\n",
-      "playing_with_hh_children_not_sports\n",
-      "arts/crafts_children\n",
-      "playing_sports_hh_children\n",
-      "talking/listening_hh_children\n",
-      "organization/planning_for_hh_children\n",
-      "watching_hh_children\n",
-      "attending_hh_child_event\n",
-      "waiting_for/with_hh_children\n",
-      "pickingup/droppingoff_hh_children\n",
-      "caring/helping_hh_children\n",
-      "homework_hhchildren\n",
-      "meeting_school_conferences\n",
-      "homeschool_hh_children\n",
-      "activities,relatedto_hh_education\n",
-      "providing_medical_care_to_hh_child\n",
-      "obtaining_medical_care_hh_child\n",
-      "waiting_associated_hh_child_health\n",
-      "activities_related_childhealthNEC\n",
-      "physical_care_hh_adults\n",
-      "looking_after_hh_adult\n",
-      "medical_care_hh_adult\n",
-      "obtaining_medical_car_hh_adult\n",
-      "waiting_associated_caring_hh_adult\n",
-      "caring_hh_adults\n",
-      "helping_hh_adults\n",
-      "organization/planning_hh_adults\n",
-      "picking_up/dropping_off_hh_adult\n",
-      "waiting_associated_helping_hh_adults\n",
-      "helping_household_adultsNEC\n",
-      "caring_helping_hh_membersNEC\n",
-      "physical_car_nonhh_children\n",
-      "reading_to/with_nonhh_children\n",
-      "playing_nonhh_children_notsport\n",
-      "arts/crafts_nonhh_children\n",
-      "playing_sports_nonhh_children\n",
-      "talking/listening_nonhh_children\n",
-      "organization_planning_nonhh_children\n",
-      "looking_after_nonhh_children\n",
-      "attending_nonhh_children_event\n",
-      "waiting_for/with_nonhh_children\n",
-      "dropping_off/picking_up_nonhh_childrenNEC\n",
-      "caring_helping_nonhh_childrenNEC\n",
-      "homework_nonhh_children\n",
-      "activities_related_nonhh_educNEC\n",
-      "providing_medical_car_nonhh_children\n",
-      "obtaining_medicalcare_nonhh_children\n",
-      "physical_car_nonhh_adults\n",
-      "looking_after_nonhh_adult(primary activity)\n",
-      "providing_medical_car_to_nonhh_adult\n",
-      "obtaining_medical_car_services_nonhh_adult\n",
-      "waiting_associated_with_caring_nonhhadults\n",
-      "caring_for_nonhh_adultsNEC\n",
-      "housework,cooking_shopping,assistance_nonhh_adults\n",
-      "house_lawn_repair_assistance_nonhh_adults\n",
-      "animal/pet_care_assist_nonhh_adults\n",
-      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
-      "financial_manage_assist_nonhh_adults\n",
-      "household_manage_paperwork_assistance_nonhh_adults\n",
-      "picking_up/dropping_off_nonhh_adult\n",
-      "associated_helping_nonhh_adults\n",
-      "nonhh_adultsNEC\n",
-      "work,mainjob\n",
-      "work,otherjob\n",
-      "security_procedures_related_work\n",
-      "waiting_associated_working\n",
-      "workingNEC\n",
-      "socializing,relaxing,leisure_part_of_job\n",
-      "eating/drinking_part_job\n",
-      "waiting_associated_with_work-related_activities\n",
-      "income-generating_hobbies/crafts/food\n",
-      "income-generating_performances\n",
-      "income-generating_rental_property_activities\n",
-      "income-generating_rental_property_activities\n",
-      "waiting_associated_other_income_generating_activities\n",
-      "other_income_generatingNEC\n",
-      "job_search_activites\n",
-      "job_interviewing\n",
-      "associated_job_search_interview\n",
-      "work/work-related_activitiesNEC\n",
-      "taking_class_dagree,certification,licensure\n",
-      "taking_class_personal_interest\n",
-      "waiting_associated_taking_classes\n",
-      "taking_classNEC\n",
-      "extracurricular_club_activities\n",
-      "extracurricular_music/performance_activities\n",
-      "education-related_extracurricular_actNEC\n",
-      "research/homework_class_degree,cert,licensure\n",
-      "research/homework_class_pers.interest\n",
-      "associated_research/homework\n",
-      "research/homeworkNEC\n",
-      "admin_activities_class_dagree/cert/licensure\n",
-      "admin_act_class_personal_interst\n",
-      "associated_w/admin.activites(education)\n",
-      "admin_educationNEC\n",
-      "educationNEC\n",
-      "grecery_shopping\n",
-      "purchasing_gas\n",
-      "purchasing_food\n",
-      "shopping,except_food/gas\n",
-      "associated_with_shopping\n",
-      "comparison_shopping\n",
-      "paid_childcare_services\n",
-      "banking\n",
-      "using_financial_services\n",
-      "waiting_associated_with/banking/financial_services\n",
-      "legal_services\n",
-      "health_car_services_outside_home\n",
-      "in-home_health_care_services\n",
-      "waiting_associated_medical_services\n",
-      "medical_services\n",
-      "personal_care_services\n",
-      "waiting_associated_w/personal_care_services\n",
-      "act_purchasing/selling_real_estate\n",
-      "waiting_associated_w/purchasing/selling_real_estate\n",
-      "veterinary_services\n",
-      "waiting_associated_vetinary_services\n",
-      "professional_personal_services\n",
-      "interior_cleaning_services\n",
-      "clothing_repair_cleaning_services\n",
-      "using_household_services\n",
-      "home_maint/repair/decor/construction\n",
-      "waiting_associated_w/home/repair/decor/constr\n",
-      "pet_services\n",
-      "associated_pet_services\n",
-      "using_pet_servicesNEC\n",
-      "lawn_garden_services\n",
-      "lawn_garden_servicesNEC\n",
-      "vehicle_maint_repair_services\n",
-      "waiting_associated_vehicle_main_repair\n",
-      "using_vehiclemaint/repair_svcs,NEC\n",
-      "household_servicesNEC\n",
-      "police_fire_services\n",
-      "social_services\n",
-      "obtaining_licenses/paying_fines_fees_taxes\n",
-      "using_government_servicesNEC\n",
-      "civic_obligations/participation\n",
-      "waiting_associated_using_government_services\n",
-      "security_procedures_rel_govt_svcs/civic_obligations\n",
-      "government_servicesNEC\n",
-      "eating/drinking\n",
-      "waiting_associated_w/eating_drinking\n",
-      "socializing_communicating\n",
-      "attending/hosting_parties/receptions/ceremonies\n",
-      "attending_meeting_personal_interst(not_volunteering)\n",
-      "attending/hosting_social_eventsNEC\n",
-      "relaxing,thinking\n",
-      "tobacco/drug_use\n",
-      "TV/movies(nonR)\n",
-      "TV(R)\n",
-      "listen_to_radio\n",
-      "listen_to/playing_music\n",
-      "playing_games\n",
-      "computer_use_leisure\n",
-      "arts/crafts_as_hobby\n",
-      "collecting_hobby\n",
-      "hobbies,except_arts/crafts_collecting\n",
-      "reading_personal_interest\n",
-      "writing_personal_interest\n",
-      "relaxing/leisureNEC\n",
-      "attending_performing_arts\n",
-      "attending_museums\n",
-      "attending_movies/film\n",
-      "attending_gambling_establishments\n",
-      "arts_entertainmentNEC\n",
-      "waiting_assoc.w/socializing_communicating\n",
-      "waiting_assoc.w/attending/hosting_social_events\n",
-      "waiting_assoc.w/_relaxing/leisure\n",
-      "waiting_assoc./w_arts/entertainment\n",
-      "waiting_assoc./w_socializingNEC\n",
-      "socializing/relaxing/leisureNEC\n",
-      "doing_aerobics\n",
-      "playing_baseball\n",
-      "playing_basketball\n",
-      "biking\n",
-      "playing_billiards\n",
-      "boating\n",
-      "bowling\n",
-      "climbing,spelunking,caving\n",
-      "dancing\n",
-      "participating_equestrian_sports\n",
-      "fishing\n",
-      "playing_football\n",
-      "golfing\n",
-      "doing_gymnastics\n",
-      "hiking\n",
-      "playing_hockey\n",
-      "hunting\n",
-      "participating_martial_arts\n",
-      "playing_racquet_sports\n",
-      "rollerblading\n",
-      "playing_rugby\n",
-      "running\n",
-      "skiing,ice_skating,snowboarding\n",
-      "playing_soccer\n",
-      "softball\n",
-      "using_cardiovascular_equipment\n",
-      "vehicle_touring/racing\n",
-      "playing_vollyball\n",
-      "walking\n",
-      "participating_water_sports\n",
-      "weightlifting/strength_training\n",
-      "working_out,unspecified\n",
-      "wrestling\n",
-      "doing_yoga\n",
-      "playing_sportsNEC\n",
-      "watching_baseball\n",
-      "watching_basketball\n",
-      "watching_biliards\n",
-      "watching_boating\n",
-      "watching_bowling\n",
-      "watching_equestrian_sports\n",
-      "watching_football\n",
-      "watching_gymnastics\n",
-      "watching_hockey\n",
-      "watching_racquet_sports\n",
-      "watching_rodeo_competitions\n",
-      "watching_rollerblading\n",
-      "watching_rugby\n",
-      "watching_running\n",
-      "watching_skiing,ice_skating,snowboarding\n",
-      "watching_soccer\n",
-      "watching_softball\n",
-      "watching_vehicle_touring/racing\n",
-      "watching_volleyball\n",
-      "watching_water_sports\n",
-      "watching_wrestling\n",
-      "attending_sporting_eventNEC\n",
-      "waiting_related_playing_sports_exercising\n",
-      "waiting_related_attending_sporting_events\n",
-      "sports,exercise,recrationNEC\n",
-      "attending_religous_services\n",
-      "participation_religous_practices\n",
-      "waiting_associated.w/religious&spiritual_activities\n",
-      "religious_education_act\n",
-      "religous_spirtual_actNEC\n",
-      "computer_use\n",
-      "organizing/preparing\n",
-      "reading\n",
-      "telephone_calls(except_hotline_counseling)\n",
-      "writing\n",
-      "fundraising\n",
-      "administrative&support_activeNEC\n",
-      "food_prep,presentation,clean-up\n",
-      "collecting&delivering_clothing&other_goods\n",
-      "providing_car\n",
-      "teaching,leading,counseling,mentoring\n",
-      "social_service&care_activitiesNEC\n",
-      "building_houses,wildlifesites&other_structures\n",
-      "indoor&outdoor_maintenance,repair&clean-up\n",
-      "indoor&outdoor_maintenance,building&clean-up_activities\n",
-      "performing\n",
-      "serving_volunteering_events&cultural_activities\n",
-      "participating_performance&cultural_activitiesNEC\n",
-      "attending_meetings,conferences,training\n",
-      "attending_meetings,conferences&trainingNEC\n",
-      "public_heatlh_activities\n",
-      "public_safety_activities\n",
-      "public_health_safety_activitiesNEC\n",
-      "waiting_associated_volunteer_activities\n",
-      "security_procedures_related_volunteer_act\n",
-      "volunteer_activitiesNEC\n",
-      "telephone_calls_to/from_family_members\n",
-      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
-      "telephone_calls_to/from_education,services,providers\n",
-      "telephone_calls_to/from_salespeople\n",
-      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
-      "telephone_calls_to/from_household_services_providers\n",
-      "telephone_calls_to/from_paid_child/adult_car_providers\n",
-      "telephone_calls_to/from_government_officials\n",
-      "telephone_callsNEC\n",
-      "waiting_associated_with_telephone_calls\n",
-      "telephone_callsNEC\n",
-      "travel_related_personal_car\n",
-      "travel_related_personal_carNEC\n",
-      "travel_related_housework\n",
-      "travel_related_food/drink_prep/clean-up/presentation\n",
-      "travel_related_interior_maintenance/repair&decoration\n",
-      "travel_related_exterior_maintenance/repair/decoration\n",
-      "travel_related_lawn/garden/houseplantcare\n",
-      "travel_related_careAnimals/pets\n",
-      "travel_related_vehiclecare/maintenance(by_self)\n",
-      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
-      "travel_related_household_management\n",
-      "travel_related_to_household_act\n",
-      "travel_related_caring_helping_hhchildren\n",
-      "travel_related_hhchildrens_education\n",
-      "travel_related_hhchildrens_health\n",
-      "travel_related_caring_hhadults\n",
-      "travel_related_helping_hhadults\n",
-      "travel_related_caring/helping_nonhh_children\n",
-      "travel_related_nonhh_childrens_education\n",
-      "travel_related_nonhh_childrens_health\n",
-      "travel_related_caring_nonhh_adults\n",
-      "travel_related_helping_nonhh_adults\n",
-      "travel_related_working\n",
-      "travel_related_work-related_activities\n",
-      "travel_related_income-generating_activities\n",
-      "travel_related_job-search&interviewing\n",
-      "travel_related_workNEC\n",
-      "travel_related_taking_class\n",
-      "travel_related_extracurricular_activites(sports)\n",
-      "travel_related_research/homework\n",
-      "travel_related_registration/administrative_activities\n",
-      "travel_related_educationNEC\n",
-      "travel_related_grocery-shopping\n",
-      "travel_related_purchasing-gas\n",
-      "travel_related_purchasing-food\n",
-      "travel_related_shopping/exgroceries/food/gas\n",
-      "travel_related_consumer-purchasesNEC\n",
-      "travel_related_childcare_services\n",
-      "travel_related_financial_services/banking\n",
-      "travel_related_legal_services\n",
-      "travel_related_medical_services\n",
-      "travel_related_personal_care_services\n",
-      "travel_related_real_estateservices\n",
-      "travel_related_veterinary_services\n",
-      "travel_rel_using_prof.&personal_car_servicesNEC\n",
-      "travel_related_household_services\n",
-      "travel_related_home./repair/decor/construction\n",
-      "travel_related_pet_services(not_vet)\n",
-      "travel_related_lawn/garden-services\n",
-      "travel_related_vehicle/maintenance&repair-services\n",
-      "travel_related_household_servicesNEC\n",
-      "travel_related_government-services\n",
-      "travel_related_civic-oligations&participation\n",
-      "travel_rel.govtsvcs&civicobligationsNEC\n",
-      "travel_related_eating/drinking\n",
-      "travel_related_socializing/communicating\n",
-      "travel_related_hosting_socialevents\n",
-      "travel_related_relaxing/leisure\n",
-      "travel_related_arts/entertainment\n",
-      "travel_entertainment\n",
-      "travel_rel.socializing/relaxing&leisureNEC\n",
-      "travel_related_participating_sports/exercise/recreation\n",
-      "travel_related_attending_sporting/recration_events\n",
-      "travel_related_religious\n",
-      "travel_rel.religousNEC\n",
-      "travel_related_volunteering\n",
-      "travel_related_volunteer_activitiesNEC\n",
-      "travel_related_phone_calls\n",
-      "security_procedures_related_traveling\n",
-      "travelingNEC\n",
-      "insufficient_detail\n",
-      "missing_travel_or_destination\n",
-      "respondent_refused_provide_information\n",
-      "Gap/cant_remember\n",
-      "unable_to_code_activity_1st_tier\n",
-      "Want the average? y/n n\n",
-      "Want your data cleaned?  We drop zeros and nan.  y/ny\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?reading\n",
-      "['reading']\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?DONE\n",
-      "       reading\n",
-      "297         30\n",
-      "2755       150\n",
-      "2757        20\n",
-      "3277        60\n",
-      "4600       180\n",
-      "6409         5\n",
-      "6750        60\n",
-      "6775       135\n",
-      "7351        30\n",
-      "8119       240\n",
-      "8170        40\n",
-      "8326        10\n",
-      "8607        30\n",
-      "8922        30\n",
-      "9902        20\n",
-      "10929       60\n"
+     "ename": "NameError",
+     "evalue": "name 'test' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-3-0a5cbf7d778e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0magequery\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAge\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m18\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mnewdataiset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdatasets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'test' is not defined"
      ]
     }
    ],
    "source": [
+    "agequery = test.Age < 18\n",
     "newdataiset = datasets(test)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 134,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>reading</th>\n",
+       "      <th>writing</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.056513</td>\n",
+       "      <td>0.037453</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x114039470>"
+       "    reading   writing\n",
+       "0  0.056513  0.037453"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 134,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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2aDy1klFMhZ5F+DD8UC8DsCJG5NdLuknS/4nHtjSzNfH7NcCWOa8BcCwh3/cP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\nOkGnLQoAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1140392e8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "newdataiset.plot()\n"
+    "newdataiset#.stack().plot(\"pie\",  subplots=True, figsize=(10, 10), legend=True, fontsize=10)\n"
    ]
   },
   {
diff --git a/atus.ipynb b/atus.ipynb
new file mode 100644
index 0000000..884caba
--- /dev/null
+++ b/atus.ipynb
@@ -0,0 +1,1680 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 11385 entries, 0 to 11384\n",
+      "Columns: 413 entries, tucaseid to t500107\n",
+      "dtypes: float64(1), int64(412)\n",
+      "memory usage: 36.0 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")\n",
+    "summary.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def average_minutes(data, activity_code):\n",
+    "    activity_col = \"t{}\".format(activity_code)\n",
+    "    data = data[['TUFINLWGT', activity_col]]\n",
+    "    data = data.rename(columns={\"TUFINLWGT\": \"weight\", activity_col: \"minutes\"})\n",
+    "    data['weighted_minutes'] = data.weight * data.minutes\n",
+    "    return data.weighted_minutes.sum() / data.weight.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def activity_columns(data, activity_code):\n",
+    "    \"\"\"For the activity code given, return all columns that fall under that activity.\"\"\"\n",
+    "    col_prefix = \"t{}\".format(activity_code)\n",
+    "    return [column for column in data.columns if re.match(col_prefix, column)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def average_minutes2(data, activity_code):\n",
+    "    cols = activity_columns(data, activity_code)\n",
+    "    activity_data = data[cols]\n",
+    "    activity_sums = activity_data.sum(axis=1)\n",
+    "    data = data[['TUFINLWGT']]\n",
+    "    data['minutes'] = activity_sums\n",
+    "    data = data.rename(columns={\"TUFINLWGT\": \"weight\"})\n",
+    "    data['weighted_minutes'] = data.weight * data.minutes\n",
+    "    return data.weighted_minutes.sum() / data.weight.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "respondents = pd.read_csv(\"atusdata/atusresp_2013/atusresp_2013.dat\")\n",
+    "activities = pd.read_csv(\"atusdata/atusact_2013/atusact_2013.dat\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "working = summary[[\"t120303\",\"t120308\",\"t120101\",\"t120301\"]]\n",
+    "working.columns = [\"Watching_TV\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Social For Fun': 39.000540094889423, 'Computer For Leasure': 12.540250054915514, 'Relax and Think': 17.827459228425081, 'Watching TV AVG': 165.97119226232343}\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x108b999b0>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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SC1OWkfelf9lznKehn0JtN2UYYdM2HYLEvsBuZsGmf11bL2EcrIhpuqqGxA7V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\nBRdA3yWJ0+ZhrM2MjXN6pGJjMJo+nVnDhzcqDcW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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1084bc278>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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mFedAbmZWcQ7kZmYVN6BALml9SXdIujYvby1plqQ5kmZK2rI91TQzs0YG2iL/\nODAbiLx8OjArIsYDN+RlMzMbRKUDuaQdgEOACwDl1YcB0/L7acDhA6qdmZn1aSAt8vOAU4BVhXWj\nI6I7v+8GRg/g+GZm1oJSyZclvRNYEhF3SOqoVyYiQlLU2yaps7DYFRFdZephZrauyrG1o5WypQI5\n8CbgMEmHABsDm0u6FOiWtF1ELJY0BlhSb+eI6Cx5XrNB1ajxYba25QZuV21Z0hmNypbqWomIz0TE\nuIjYBTgS+FVEHAtcA0zJxaYAV5U5vtlQigq8zIraNY689rt1FvBWSXOAA/OymZkNorJdK6tFxE3A\nTfn9MuCggR7TzMxa5yc7zcwqzoHczKziHMjNzCrOgdzMrOIcyM3MKs6B3Mys4hzIzcwqzoHczKzi\nHMjNzCrOgdzMrOIcyM3MKs6B3Mys4hzIzcwqzoHczKziHMjNzCrOgdzMrOJKBXJJ4yTdKOleSX+S\ndHJev7WkWZLmSJopacv2VtfMzHor2yJfAXwyIl4F7AN8RNIrgdOBWRExHrghL5uZ2SAqm3x5cUTc\nmd8/BdwHbA8cBkzLxaYBh7ejkmZm1tiA+8gl7QzsBdwKjI6I7rypGxg90OObmVlzA0q+LGlT4EfA\nxyPiSUmrt0VESIoG+3UWFrsiomsg9TAzW9dI6gA6WilbOpBL2oAUxC+NiKvy6m5J20XEYkljgCX1\n9o2IzrLnNTMbCXIDt6u2LOmMRmXLjloRcCEwOyLOL2y6BpiS308Bruq9r5mZtVfZFvmbgQ8Ad0u6\nI6+bCpwFzJB0IjAPOGLANbR1QqNuNjMbuFKBPCJuoXFr/qDy1bF1WudQV6AFnUNdAbP+85OdZmYV\n50BuZlZxDuRmZhXnQG5mVnEDeiDIhp5Hg5iZA/k6oQqxXH0XMbNS3LViZlZxDuRmZhXnQG5mVnEO\n5GZmFedAbmZWcQ7kZmYV50BuZlZxDuRmZhXnQG5mVnFtD+SSJkm6X9IDkk5r9/HNzGxNbQ3kktYH\nvglMAnYHjpL0ynaew8zM1tTuFvkEYG5EzIuIFcD3gcltPoeZmRW0O5BvD8wvLC/I68zMbJC0O5BX\nYRo+M7N1SrunsV0IjCssjyO1ytfgObTbrSJTxHYOdQVaU5GfJkycONQ1aIn/3gefItr3M5Y0Cvgz\n8BZgEXAbcFRE3Ne2k5iZ2Rra2iKPiJWSPgr8AlgfuNBB3MxscLW1RW5mZmufU73ZiJWfcZhMz8iq\nBcA1vorsxkCaAAAAmklEQVS0qvEj+jYi5aeOp+fFW/NrPWC6pKlDVjGzEty1YiOSpAeA3fODa8X1\nGwKzI+JlQ1Mzs/5zi9xGquep/7Da2LzNrDLcR24j1SeAX0qaS8/TyOOA3YCPDlmtzEpw14qNWHmS\ntwmklnmQHmi7PSJWDmnFzPrJgdzMrOLcR25mVnEO5GZmFedAbmZWcQ7kZmYV50BuZlZx/x+yHFvI\nKlMymgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1082c8e80>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "working.plot()\n",
+    "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
+    "print(d)\n",
+    "avgfun = pd.DataFrame(d, range(1))\n",
+    "avgfun.plot(kind=\"bar\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Watching TV seems to be the most common form of entertainment, lets put the data in a few mediums and see if this holds true"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Video Games': 13.41856801229944, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343}\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x108c21780>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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0XAJ5RETLJZBHRLRcAnlERMslkEdEtFwCeUREyyWQR0S0XAJ5RETLJZBHRLRc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\nBPKIiJZLII+IaLkE8oiIlksgj4houf8PF/ch/aPj/awAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10865c668>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'),\"Video Games\":average_minutes(summary, '120307'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
+    "print(d)\n",
+    "avgfun = pd.DataFrame(d, range(1))\n",
+    "avgfun.plot(kind=\"bar\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1103cfc50>"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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aYMPMX5Yz1+xddnmFLL+YZfD9f4sNG7p/V69eWsvNUN7PlbDcHh9LZyNjpOsU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\nJGnQDCpJ0qAZVJKkQTOoJEmD9v8B9y1GN8GEhLkAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1103df2b0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "working\n",
+    "def aboveaverage(tv):\n",
+    "    if tv > 165.9:\n",
+    "        return tv\n",
+    "    else:\n",
+    "        return None\n",
+    "working = working.dropna()\n",
+    "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n",
+    "\n",
+    "#print(d)\n",
+    "avgfun = pd.DataFrame(d, range(1))\n",
+    "avgfun.plot(kind=\"bar\", figsize=(7,7))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x10865c358>], dtype=object)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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LNey+nTCYfjbhrrx7YucoAC4hXO/XhMHb6ekN1l5zlITtB5xJmJ7vLWBbgOhD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\nSUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x108b5d630>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fun = summary[activity_columns(summary, '1203')]\n",
+    "d = {\"Relax/Think\" :average_minutes(summary, '120301'), \"Tobacco_And_Drugs\" :average_minutes(summary, '120302'), \"TV/Movie(NoNR)\": average_minutes(summary, '120303'), \"TV/Movie(R)\": average_minutes(summary, '120304'), \"Listen_Radio\": average_minutes(summary, '120305'), \"Listen/PlayMusic\": average_minutes(summary, '120306'),\"Playing_Games\": average_minutes(summary, '120307'),\"Computer Leisure\": average_minutes(summary, '120308'),\"ArtsCrafts\": average_minutes(summary, '120309'),\"Collecting\": average_minutes(summary, '120310'),\"Other Hobbies\": average_minutes(summary, '120311'),\"Reading\": average_minutes(summary, '120312'),\"Writing\": average_minutes(summary, '120313'),\"Other\": average_minutes(summary, '120399')}\n",
+    "fullfun = pd.DataFrame(d, range(1))\n",
+    "stackfull = fullfun.stack()\n",
+    "stackfull.plot(\"pie\",  subplots=True, figsize=(10, 10), fontsize=.000000001, legend=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>household</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>Age_of_youngest_child</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Notsure</th>\n",
+       "      <th>PTDTRACE</th>\n",
+       "      <th>PEHSPNON</th>\n",
+       "      <th>GTMETSTA</th>\n",
+       "      <th>labor_force_status</th>\n",
+       "      <th>...</th>\n",
+       "      <th>travel_related_volunteering</th>\n",
+       "      <th>travel_related_volunteer_activitiesNEC</th>\n",
+       "      <th>travel_related_phone_calls</th>\n",
+       "      <th>security_procedures_related_traveling</th>\n",
+       "      <th>travelingNEC</th>\n",
+       "      <th>insufficient_detail</th>\n",
+       "      <th>missing_travel_or_destination</th>\n",
+       "      <th>respondent_refused_provide_information</th>\n",
+       "      <th>Gap/cant_remember</th>\n",
+       "      <th>unable_to_code_activity_1st_tier</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20130101130004</td>\n",
+       "      <td>11899905.662034</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20130101130112</td>\n",
+       "      <td>4447638.009513</td>\n",
+       "      <td>1</td>\n",
+       "      <td>39</td>\n",
+       "      <td>1</td>\n",
+       "      <td>43</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20130101130123</td>\n",
+       "      <td>10377056.507734</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>47</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20130101130611</td>\n",
+       "      <td>7731257.992805</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>50</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20130101130616</td>\n",
+       "      <td>4725269.227067</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 413 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        household           weight  Age_of_youngest_child  Age  Gender  \\\n",
+       "0  20130101130004  11899905.662034                     12   22       2   \n",
+       "1  20130101130112   4447638.009513                      1   39       1   \n",
+       "2  20130101130123  10377056.507734                     -1   47       2   \n",
+       "3  20130101130611   7731257.992805                     -1   50       2   \n",
+       "4  20130101130616   4725269.227067                     -1   45       2   \n",
+       "\n",
+       "   Notsure  PTDTRACE  PEHSPNON  GTMETSTA  labor_force_status  \\\n",
+       "0       40         8         2         1                   5   \n",
+       "1       43         1         2         1                   1   \n",
+       "2       40         1         2         1                   4   \n",
+       "3       40         1         1         1                   1   \n",
+       "4       40         2         2         1                   1   \n",
+       "\n",
+       "                 ...                 travel_related_volunteering  \\\n",
+       "0                ...                                           0   \n",
+       "1                ...                                           0   \n",
+       "2                ...                                          25   \n",
+       "3                ...                                           0   \n",
+       "4                ...                                           0   \n",
+       "\n",
+       "   travel_related_volunteer_activitiesNEC  travel_related_phone_calls  \\\n",
+       "0                                       0                           0   \n",
+       "1                                       0                           0   \n",
+       "2                                       0                           0   \n",
+       "3                                       0                           0   \n",
+       "4                                       0                           0   \n",
+       "\n",
+       "   security_procedures_related_traveling  travelingNEC  insufficient_detail  \\\n",
+       "0                                      0             0                    0   \n",
+       "1                                      0             0                    0   \n",
+       "2                                      0             0                    0   \n",
+       "3                                      0             0                    0   \n",
+       "4                                      0             0                    0   \n",
+       "\n",
+       "   missing_travel_or_destination  respondent_refused_provide_information  \\\n",
+       "0                              0                                       0   \n",
+       "1                              0                                       0   \n",
+       "2                              0                                       0   \n",
+       "3                              0                                       0   \n",
+       "4                              0                                       0   \n",
+       "\n",
+       "   Gap/cant_remember  unable_to_code_activity_1st_tier  \n",
+       "0                  0                                 0  \n",
+       "1                  0                                 0  \n",
+       "2                  0                                 0  \n",
+       "3                  0                                 0  \n",
+       "4                  0                                 0  \n",
+       "\n",
+       "[5 rows x 413 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "key = {\"tucaseid\": 'household', \"TUFINLWGT\": \"weight\", 'TRYHHCHILD': \"Age_of_youngest_child\", \"TEAGE\": \"Age\",\n",
+    "\"TESEX\": \"Gender\",\"PEEDUCA\": \"Notsure\", \"TELFS\": \"labor_force_status\", \"TEMJOT\": \"last_7_Days__more_then_one_job\",\n",
+    "\"TRDPFTPT\": \"full time or part time\", \"TESCHENR\": \"student_status\", \"TESCHLVL\": \"allocation_flag\", \"TRSPPRES\": \"spouse_parter_in_house\",\n",
+    "\"TESPEMPNOT\":\"employment_status_of_SO\", \"TRERNWA\": \"weekly_earning_main_job\", \"TRCHILDNUM\": \"num_house_child\", \"TRSPFTPT\": \"full/part_employ_SO\",\n",
+    "\"TEHRUSLT\": \"total_hours_worked_per_week\", \"TUDIARYDAY\":\"day_of_interview\", \"TRHOLIDAY\": \"flag_if_interviewday_was_holiday\",\n",
+    "\"TRTEC\": \"totaltimespent_providing_eldercare\", \"TRTHH\": \"totaltimespend_childcare\", 't010101': 'sleeping', 't010102': 'sleeplessness', 't010201': 'washing,dressingandgroomingoneself', 't010299': \n",
+    "'GroomingNEC' , 't010301' : 'Health-relatedselfcare', 't010399': \"selfcareNEC\", 't010401':'Personal/Private_activities', 't020101':'InteriorCleaning', 't020102':'Laundry', 't020103':'Sewing,repairing&maintaintextiles', 't020104':'Storing/interioritems,food', 't020199':'housework', 't020201':'food/drinkprep', 't020202':'foodpresentation', 't020203':'kitchen/foodcleanup', 't020299':'food/drinkprep/present/clean', 't020301':'interiorarrange,decorate,repair', 't020302':'building/repair,furniture', \n",
+    "'t020303':'healing/cooking', 't020399':'interiormaintenance,repairdecorate', 't020401':'exteriorcleaning', 't020402':'exteriorrepair,improve,decorate', 't020499':'exteriormaintenance,repair,decorateNEC', 't020501':\n",
+    "'lawn,garden,houseplantcare', 't020502':'ponds,pools,hottubs', 't020599':'lawn/garden', 't020601':'animals/pets', 't020602':'walking/exercising/playingwithanimals', 't020699':'pet/animalcareNEC', 't020701':\n",
+    "'vehiclerepair(byself)', 't020799':'vehiclesNEC', 't020801':'appliance,tool,toysetup,repair(byself)', 't020899':'appliances/toolsNEC', 't020901':'financialmanagement', 't020902':'household/personalorganize/planning', 't020903':'HH/personalmail/messages', 't020904':'hh/personal/email/messages', 't020905':'homesecurity', 't020999':'household,managementNEC', 't029999':'householdactivities', 't030101':'physicalcare,forhhchildren', 't030102':'reading_to_hh_children', 't030103':'playing_with_hh_children_not_sports', 't030104':'arts/crafts_children', 't030105':'playing_sports_hh_children', 't030106':'talking/listening_hh_children', 't030108':'organization/planning_for_hh_children', 't030109':'watching_hh_children', 't030110':'attending_hh_child_event', 't030111':'waiting_for/with_hh_children', 't030112':'pickingup/droppingoff_hh_children',\n",
+    "'t030199':'caring/helping_hh_children', 't030201':'homework_hhchildren', 't030202':'meeting_school_conferences', 't030203':'homeschool_hh_children', 't030299':'activities,relatedto_hh_education', 't030301':\n",
+    "'providing_medical_care_to_hh_child', 't030302':'obtaining_medical_care_hh_child', 't030303':'waiting_associated_hh_child_health', 't030399':'activities_related_childhealthNEC', 't030401':'physical_care_hh_adults', 't030402':'looking_after_hh_adult', 't030403':'medical_care_hh_adult', 't030404':'obtaining_medical_car_hh_adult', 't030405':'waiting_associated_caring_hh_adult', 't030499':'caring_hh_adults', 't030501':'helping_hh_adults', 't030502':'organization/planning_hh_adults', 't030503':'picking_up/dropping_off_hh_adult', 't030504':'waiting_associated_helping_hh_adults', 't030599':'helping_household_adultsNEC', 't039999':'caring_helping_hh_membersNEC', 't040101':'physical_car_nonhh_children', 't040102':'reading_to/with_nonhh_children', 't040103':'playing_nonhh_children_notsport', 't040104':'arts/crafts_nonhh_children', 't040105':'playing_sports_nonhh_children', 't040106':'talking/listening_nonhh_children', 't040108':'organization_planning_nonhh_children', 't040109': 'looking_after_nonhh_children', 't040110':'attending_nonhh_children_event', 't040111':'waiting_for/with_nonhh_children', 't040112':'dropping_off/picking_up_nonhh_childrenNEC', 't040199':'caring_helping_nonhh_childrenNEC',\n",
+    "'t040201':'homework_nonhh_children', 't040299':'activities_related_nonhh_educNEC', 't040301':'providing_medical_car_nonhh_children', 't040302':'obtaining_medicalcare_nonhh_children', 't040401':'physical_car_nonhh_adults', 't040402':'looking_after_nonhh_adult(primary activity)', 't040403':'providing_medical_car_to_nonhh_adult', 't040404':'obtaining_medical_car_services_nonhh_adult', 't040405':'waiting_associated_with_caring_nonhhadults', 't040499':'caring_for_nonhh_adultsNEC', 't040501':'housework,cooking_shopping,assistance_nonhh_adults', 't040502':'house_lawn_repair_assistance_nonhh_adults', 't040503':'animal/pet_care_assist_nonhh_adults',\n",
+    "'t040504':'vehicle_appliance_maintenance/repair_assistance_nonhh_adults', 't040505':'financial_manage_assist_nonhh_adults', 't040506':'household_manage_paperwork_assistance_nonhh_adults', 't040507':'picking_up/dropping_off_nonhh_adult', 't040508':'associated_helping_nonhh_adults', 't040599':'nonhh_adultsNEC', 't050101':'work,mainjob', 't050102':'work,otherjob', 't050103':'security_procedures_related_work', 't050104':'waiting_associated_working', 't050199':'workingNEC', 't050201':'socializing,relaxing,leisure_part_of_job', 't050202':'eating/drinking_part_job', 't050205':'waiting_associated_with_work-related_activities', 't050301':'income-generating_hobbies/crafts/food', 't050302':'income-generating_performances', 't050303':'income-generating_rental_property_activities', 't050304':'income-generating_rental_property_activities', 't050305':'waiting_associated_other_income_generating_activities', 't050399':'other_income_generatingNEC', 't050401':'job_search_activites', 't050403':'job_interviewing', 't050404':'associated_job_search_interview', 't059999':'work/work-related_activitiesNEC', 't060101':'taking_class_dagree,certification,licensure', 't060102':'taking_class_personal_interest',\n",
+    "'t060103':'waiting_associated_taking_classes', 't060199':'taking_classNEC', 't060201':\"extracurricular_club_activities\", 't060202':'extracurricular_music/performance_activities', 't060299':'education-related_extracurricular_actNEC', 't060301':'research/homework_class_degree,cert,licensure', 't060302':'research/homework_class_pers.interest', 't060303':'associated_research/homework', 't060399':'research/homeworkNEC', 't060401':'admin_activities_class_dagree/cert/licensure', 't060402':'admin_act_class_personal_interst', 't060403':'associated_w/admin.activites(education)', 't060499':'admin_educationNEC', 't069999':'educationNEC', 't070101':'grecery_shopping', 't070102':'purchasing_gas', 't070103':'purchasing_food', 't070104':'shopping,except_food/gas', 't070105':'associated_with_shopping',\n",
+    "'t070201':'comparison_shopping', 't080101':'paid_childcare_services', 't080201':'banking', 't080202':'using_financial_services', 't080203':'waiting_associated_with/banking/financial_services', 't080301':'legal_services', 't080401':'health_car_services_outside_home', 't080402':'in-home_health_care_services', 't080403':'waiting_associated_medical_services', 't080499':'medical_services', 't080501':'personal_care_services', 't080502':'waiting_associated_w/personal_care_services',\n",
+    "'t080601':'act_purchasing/selling_real_estate', 't080602':'waiting_associated_w/purchasing/selling_real_estate', 't080701':'veterinary_services', 't080702':'waiting_associated_vetinary_services', 't089999':'professional_personal_services', 't090101':'interior_cleaning_services', 't090103':'clothing_repair_cleaning_services', 't090199':'using_household_services', 't090201':'home_maint/repair/decor/construction', 't090202':'waiting_associated_w/home/repair/decor/constr', 't090301':'pet_services', 't090302':'associated_pet_services', 't090399':'using_pet_servicesNEC', 't090401':'lawn_garden_services',\n",
+    "'t090499':'lawn_garden_servicesNEC', 't090501':'vehicle_maint_repair_services', 't090502':'waiting_associated_vehicle_main_repair', 't090599':'using_vehiclemaint/repair_svcs,NEC', 't099999':'household_servicesNEC', 't100101':'police_fire_services', 't100102':'social_services', 't100103':'obtaining_licenses/paying_fines_fees_taxes', 't100199':'using_government_servicesNEC', 't100201':'civic_obligations/participation', 't100304':'waiting_associated_using_government_services', 't100499':'security_procedures_rel_govt_svcs/civic_obligations', 't109999':'government_servicesNEC', 't110101':'eating/drinking', 't110201':'waiting_associated_w/eating_drinking', 't120101':'socializing_communicating', 't120201':'attending/hosting_parties/receptions/ceremonies', 't120202':'attending_meeting_personal_interst(not_volunteering)', 't120299':'attending/hosting_social_eventsNEC', \n",
+    "'t120301':'relaxing,thinking', 't120302':'tobacco/drug_use', 't120303':'TV/movies(nonR)', 't120304':'TV(R)', 't120305':'listen_to_radio', 't120306':'listen_to/playing_music', 't120307':'playing_games', 't120308':'computer_use_leisure', 't120309':'arts/crafts_as_hobby', 't120310':'collecting_hobby', 't120311':'hobbies,except_arts/crafts_collecting', 't120312':'reading_personal_interest', 't120313':'writing_personal_interest', 't120399':'relaxing/leisureNEC',\n",
+    "'t120401':'attending_performing_arts', 't120402':'attending_museums', 't120403':'attending_movies/film', 't120404':'attending_gambling_establishments', 't120499':'arts_entertainmentNEC', 't120501':'waiting_assoc.w/socializing_communicating', 't120502':'waiting_assoc.w/attending/hosting_social_events', 't120503':'waiting_assoc.w/_relaxing/leisure', 't120504':'waiting_assoc./w_arts/entertainment', 't120599':'waiting_assoc./w_socializingNEC', 't129999':'socializing/relaxing/leisureNEC', \n",
+    "'t130101':'doing_aerobics', 't130102':'playing_baseball', 't130103':'playing_basketball', 't130104':'biking', 't130105':'playing_billiards', 't130106':'boating', 't130107':'bowling', 't130108':'climbing,spelunking,caving', 't130109':'dancing', 't130110':'participating_equestrian_sports', 't130112':'fishing', 't130113':'playing_football', 't130114':'golfing', 't130115':'doing_gymnastics', 't130116':'hiking', 't130117':'playing_hockey', 't130118':'hunting', 't130119':'participating_martial_arts', 't130120':'playing_racquet_sports', 't130122':\"rollerblading\", 't130123':'playing_rugby', 't130124':'running', 't130125':'skiing,ice_skating,snowboarding', 't130126':'playing_soccer', 't130127':'softball', 't130128':'using_cardiovascular_equipment', 't130129':'vehicle_touring/racing', 't130130':'playing_vollyball', 't130131':'walking', 't130132':'participating_water_sports', 't130133':'weightlifting/strength_training', 't130134':'working_out,unspecified', 't130135':'wrestling', 't130136':'doing_yoga', 't130199':'playing_sportsNEC', 't130202':'watching_baseball', \n",
+    "'t130203':'watching_basketball', 't130205':'watching_biliards', 't130206':'watching_boating', 't130207':'watching_bowling', 't130210':'watching_equestrian_sports', 't130213':'watching_football', 't130215':'watching_gymnastics', 't130216':'watching_hockey', 't130218':'watching_racquet_sports', 't130219':'watching_rodeo_competitions', 't130220':'watching_rollerblading', 't130221':'watching_rugby', 't130222':'watching_running', 't130223':'watching_skiing,ice_skating,snowboarding', 't130224':'watching_soccer', 't130225':'watching_softball', 't130226':'watching_vehicle_touring/racing', 't130227':'watching_volleyball', 't130229':'watching_water_sports', 't130232':'watching_wrestling', 't130299':'attending_sporting_eventNEC', 't130301':'waiting_related_playing_sports_exercising', 't130302':'waiting_related_attending_sporting_events', 't139999':'sports,exercise,recrationNEC', 't140101':'attending_religous_services', 't140102':'participation_religous_practices', \n",
+    "\n",
+    "       't140103':'waiting_associated.w/religious&spiritual_activities', 't140105':'religious_education_act', 't149999':'religous_spirtual_actNEC',\n",
+    "       't150101':'computer_use', 't150102':'organizing/preparing', 't150103':'reading', 't150104':'telephone_calls(except_hotline_counseling)', 't150105':'writing', \n",
+    "       't150106':'fundraising', 't150199':'administrative&support_activeNEC', 't150201':'food_prep,presentation,clean-up', 't150202':'collecting&delivering_clothing&other_goods', 't150203':'providing_car', 't150204':'teaching,leading,counseling,mentoring', 't150299':'social_service&care_activitiesNEC', 't150301':'building_houses,wildlifesites&other_structures', 't150302':'indoor&outdoor_maintenance,repair&clean-up', 't150399':'indoor&outdoor_maintenance,building&clean-up_activities', 't150401':'performing', 't150402':'serving_volunteering_events&cultural_activities', 't150499':'participating_performance&cultural_activitiesNEC',\n",
+    "\n",
+    "       't150501':'attending_meetings,conferences,training', 't150599':'attending_meetings,conferences&trainingNEC', 't150601':'public_heatlh_activities', 't150602':'public_safety_activities', 't150699':'public_health_safety_activitiesNEC', 't150701':'waiting_associated_volunteer_activities', 't150801':'security_procedures_related_volunteer_act', 't159999':'volunteer_activitiesNEC', 't160101':'telephone_calls_to/from_family_members', 't160102':'telephone_calls_to/from_friends/neighbors/acquaintances', 't160103':'telephone_calls_to/from_education,services,providers', 't160104':'telephone_calls_to/from_salespeople', 't160105':'telephone_calls_to/from_professional/personal_care_svcs_providers', 't160106':'telephone_calls_to/from_household_services_providers', 't160107':'telephone_calls_to/from_paid_child/adult_car_providers', 't160108':'telephone_calls_to/from_government_officials'\n",
+    ",'t160199':\"telephone_callsNEC\", 't160201':'waiting_associated_with_telephone_calls', \n",
+    "       't169999':'telephone_callsNEC', 't180101':'travel_related_personal_car', 't180199':'travel_related_personal_carNEC', 't180201':'travel_related_housework', 't180202':'travel_related_food/drink_prep/clean-up/presentation', 't180203':'travel_related_interior_maintenance/repair&decoration', 't180204':'travel_related_exterior_maintenance/repair/decoration', 't180205':'travel_related_lawn/garden/houseplantcare',\n",
+    "    't180206':'travel_related_careAnimals/pets', 't180207':'travel_related_vehiclecare/maintenance(by_self)', 't180208':'travel_related_appliance/tool/toysetup/repair/maintance/(by_self)', 't180209':'travel_related_household_management', 't180299':'travel_related_to_household_act', 't180301':'travel_related_caring_helping_hhchildren', 't180302':'travel_related_hhchildrens_education', 't180303':'travel_related_hhchildrens_health', 't180304':'travel_related_caring_hhadults', 't180305':'travel_related_helping_hhadults', 't180401':'travel_related_caring/helping_nonhh_children', 't180402':'travel_related_nonhh_childrens_education', 't180403':'travel_related_nonhh_childrens_health', 't180404':'travel_related_caring_nonhh_adults', 't180405':'travel_related_helping_nonhh_adults', 't180501':'travel_related_working', 't180502':'travel_related_work-related_activities', 't180503':'travel_related_income-generating_activities', 't180504':'travel_related_job-search&interviewing', 't180599':'travel_related_workNEC', 't180601':'travel_related_taking_class', 't180602':'travel_related_extracurricular_activites(sports)', 't180603':'travel_related_research/homework', 't180604':'travel_related_registration/administrative_activities', 't180699':'travel_related_educationNEC', 't180701':'travel_related_grocery-shopping', 't180702':'travel_related_purchasing-gas',\n",
+    "'t180703':'travel_related_purchasing-food', 't180704':'travel_related_shopping/exgroceries/food/gas', 't180799':'travel_related_consumer-purchasesNEC', 't180801':'travel_related_childcare_services', 't180802':'travel_related_financial_services/banking', 't180803':'travel_related_legal_services', 't180804':'travel_related_medical_services', 't180805':'travel_related_personal_care_services', 't180806':'travel_related_real_estateservices', 't180807':'travel_related_veterinary_services', 't180899':'travel_rel_using_prof.&personal_car_servicesNEC', 't180901':'travel_related_household_services', 't180902':'travel_related_home./repair/decor/construction', 't180903':'travel_related_pet_services(not_vet)', 't180904':'travel_related_lawn/garden-services', 't180905':'travel_related_vehicle/maintenance&repair-services', 't180999':'travel_related_household_servicesNEC', 't181001':'travel_related_government-services', 't181002':'travel_related_civic-oligations&participation', 't181099':'travel_rel.govtsvcs&civicobligationsNEC', 't181101':'travel_related_eating/drinking', 't181201':'travel_related_socializing/communicating', 't181202':'travel_related_hosting_socialevents', 't181203':'travel_related_relaxing/leisure', 't181204':'travel_related_arts/entertainment', 't181205':'travel_entertainment', 't181299':'travel_rel.socializing/relaxing&leisureNEC', 't181301':'travel_related_participating_sports/exercise/recreation', 't181302':'travel_related_attending_sporting/recration_events', 't181401':'travel_related_religious', 't181499':'travel_rel.religousNEC', 't181501':'travel_related_volunteering', 't181599':'travel_related_volunteer_activitiesNEC', 't181601':'travel_related_phone_calls', 't181801':'security_procedures_related_traveling', 't189999':'travelingNEC', 't500101':'insufficient_detail', 't500103':'missing_travel_or_destination', 't500105':'respondent_refused_provide_information', 't500106':'Gap/cant_remember', 't500107':'unable_to_code_activity_1st_tier' }\n",
+    "test = summary.rename(index=None, columns=key)\n",
+    "test.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def average_minutes(data, activity_name):\n",
+    "    activity_col = activity_name\n",
+    "    data = data[[\"weight\", activity_col]]\n",
+    "    data = data.rename(columns={activity_col: \"minutes\"})\n",
+    "    data['weighted_minutes'] = data.weight * data.minutes\n",
+    "    return data.weighted_minutes.sum() / data.weight.sum()\n",
+    "\n",
+    "def get_input(dataset):\n",
+    "    done = False\n",
+    "    avg = input(\"want the average? y/n\")\n",
+    "    clean = input(\"Want your data cleaned?  We drop zeros and nan. y/n\")\n",
+    "    columns=[]\n",
+    "    if avg == \"y\":\n",
+    "        print(\"Automatically including weight and household because you want the average\")\n",
+    "        columns.append('weight')\n",
+    "    for item in dataset.columns.tolist():\n",
+    "        print(item)\n",
+    "    while done == False:\n",
+    "        print(\"Enter you column as appears above, type DONE when done, or CLEAR if you messup\")\n",
+    "        column = input(\"What columns do you want?\")\n",
+    "        if column=='DONE':\n",
+    "            done=True\n",
+    "            break\n",
+    "        if column=='CLEAR':\n",
+    "            columns=[]\n",
+    "        columns.append(column)\n",
+    "    return(avg,clean,columns)\n",
+    "\n",
+    "def querys(datawork, query):\n",
+    "    return datawork[query]\n",
+    "\n",
+    "def datasets(dataset, query=None):\n",
+    "    avg,clean,columns = get_input(dataset)\n",
+    "    data = dataset[columns]\n",
+    "    if query is not None:\n",
+    "        data = querys(data, query)\n",
+    "    data.describe()\n",
+    "    if avg == 'y':\n",
+    "        newdataframe = {}\n",
+    "        for item in data.columns.tolist():\n",
+    "            if item == \"weight\":\n",
+    "                pass\n",
+    "            else:\n",
+    "                newdataframe[item] = [average_minutes(data, item)]\n",
+    "        data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)\n",
+    "    if clean == 'y':\n",
+    "        for item in data.columns.tolist():\n",
+    "            if item == \"weight\":\n",
+    "                pass\n",
+    "            else:\n",
+    "                data = data[data[item] > 0]\n",
+    "                print(data)\n",
+    "        return data\n",
+    "    return data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "45.212956731631657"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "average_minutes(test, 'Age')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/ny\n",
+      "Want your data cleaned?  We drop zeros and nan. y/ny\n",
+      "Automatically including weight and household because you want the average\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?travel_related_personal_car\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?performing\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "   performing  travel_related_personal_car\n",
+      "0    0.371779                     0.802889\n",
+      "   performing  travel_related_personal_car\n",
+      "0    0.371779                     0.802889\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"TEST ME\")\n",
+    "agequery = test.Age < 18\n",
+    "newdataiset = datasets(test)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>performing</th>\n",
+       "      <th>travel_related_personal_car</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.371779</td>\n",
+       "      <td>0.802889</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   performing  travel_related_personal_car\n",
+       "0    0.371779                     0.802889"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "newdataiset\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "from BekksRoom import messy"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test the wrapper below"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n y\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
+      "Automatically including weight because you want the average\n",
+      "Want hypothesis testing? y/n n\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?travel_related_religious\n",
+      "['weight', 'travel_related_religious']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?softball\n",
+      "['weight', 'travel_related_religious', 'softball']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "Want to graph your data? y/ny\n",
+      "What type of plot? bar or line (more to come)bar\n",
+      "['ggplot', 'dark_background', 'fivethirtyeight', 'bmh', 'grayscale']\n",
+      "What style plot? Type it correctly!fivethirtyeight\n",
+      "Your data sir     softball  travel_related_religious\n",
+      "0  0.062652                    1.1917\n",
+      "Whats your figure size, just enter one number no floats10\n",
+      "Want a legend True/FalseTrue\n",
+      "Want to stack it? True/FalseFalse\n",
+      "x label?Testing the Function\n",
+      "y label?Testing the Function\n",
+      "Want a grid True/FalseTrue\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(   softball  travel_related_religious\n",
+       " 0  0.062652                    1.1917,\n",
+       " <matplotlib.axes._subplots.AxesSubplot at 0x1046645c0>)"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Hqk6dOmrfvr0WLlwof39/dezY0To2P5/7/ffflyRt2rRJtWrVkiT16dNHbdu2feDvo0GD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\nHkykRQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1090b2f28>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "messy.datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.4.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}

From 843a79debfdb80e8d6eedf1e3fc1c09a921233b3 Mon Sep 17 00:00:00 2001
From: Bekk Blando <bekkblando@gmail.com>
Date: Thu, 23 Jul 2015 01:04:31 -0400
Subject: [PATCH 6/7] Cleaned data

---
 NewestVersion.ipynb | 4777 +++++++++++++++++++++++++++++++++++++++++++
 atus.ipynb          |  928 +--------
 2 files changed, 4802 insertions(+), 903 deletions(-)
 create mode 100644 NewestVersion.ipynb

diff --git a/NewestVersion.ipynb b/NewestVersion.ipynb
new file mode 100644
index 0000000..6331def
--- /dev/null
+++ b/NewestVersion.ipynb
@@ -0,0 +1,4777 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import re\n",
+    "import math\n",
+    "import pandas as pd\n",
+    "import bokeh\n",
+    "from bokeh.plotting import figure, output_notebook, show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## The goal of this ipython notebook is to learn how to do basic data analysis and how to make the data analysis and cleaning of data more efficent"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def average_minutes(data, activity_col):\n",
+    "    data = data.rename(columns={\"TUFINLWGT\": \"weight\", activity_col: \"minutes\"})\n",
+    "    data = data[['weight', \"minutes\"]]\n",
+    "    data['weighted_minutes'] = data.weight * data.minutes\n",
+    "    return data.weighted_minutes.sum() / data.weight.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def stdev_minutes(data, activity_col):\n",
+    "    data_mean = average_minutes(data, activity_col)\n",
+    "    num_non0_obs = summary[summary.TUFINLWGT != 0].TUFINLWGT.count()\n",
+    "    data = data.rename(columns={\"TUFINLWGT\": \"weight\", activity_col: \"minutes\"})\n",
+    "    data = data[[\"weight\", \"minutes\"]]\n",
+    "    data['weighted_ss'] = data.weight * (data.minutes - data_mean)**2\n",
+    "    return math.sqrt(data.weighted_ss.sum()/(((num_non0_obs-1)/num_non0_obs)*data.weight.sum()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def activity_columns(data, activity_code):\n",
+    "    \"\"\"For the activity code given, return all columns that fall under that activity.\"\"\"\n",
+    "    col_prefix = \"t{}\".format(activity_code)\n",
+    "    return [column for column in data.columns if re.match(col_prefix, column)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def hypothesis_test_plot(data, group_var, test_var):\n",
+    "    data = data[[group_var, test_var, \"TUFINLWGT\"]]\n",
+    "    data_grouped = data.groupby(group_var)\n",
+    "    frame = pd.DataFrame()\n",
+    "    for group in data_grouped:\n",
+    "        count = group[1].TUFINLWGT.count()\n",
+    "        mean = average_minutes(group[1], test_var)\n",
+    "        stdev = stdev_minutes(group[1], test_var)\n",
+    "        frame = frame.append({group_var: group[0], \"mean\": mean, \"error\": (stdev*1.96/math.sqrt(count))}, ignore_index=True)\n",
+    "    frame.index = frame.pop(group_var)\n",
+    "    plot = frame.plot(kind=\"bar\", yerr=\"error\", figsize=(12, 8))\n",
+    "    return (frame, plot)\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10e80e0f0>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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0mS3X0QVgWiflzl2qC69I8pTN7ackefl5BgMAgH046/JiL0ny+iSfVFW3VtXTkvyrJJ9b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\nSUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10e7f16d8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hypothesis_test_plot(summary, \"TESEX\", \"t020501\")[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: \"Bekk'sRoom/dictionary.py\"",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-11-567643004214>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Bekk'sRoom/dictionary.py\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m     \u001b[0mstring\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mstring\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr'[\\n \\{\\}]'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mstring\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr\"','\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"\\n\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: \"Bekk'sRoom/dictionary.py\""
+     ]
+    }
+   ],
+   "source": [
+    "import re\n",
+    "with open(\"Bekk'sRoom/dictionary.py\") as dictionary:\n",
+    "    string = dictionary.read()\n",
+    "string = re.sub(r'[\\n \\{\\}]', \"\", string[5:-3])\n",
+    "string = re.sub(r\"','\", \"\\n\", string)\n",
+    "string = re.sub(r\"':'\", \",\", string)\n",
+    "with open(\"Bekk'sRoom/dictionary.csv\", 'w') as dictionary:\n",
+    "    dictionary.write(string)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "from BekksRoom.messy import datasets\n",
+    "from BekksRoom.dictionary import key\n",
+    "import seaborn as sns\n",
+    "test = summary.rename(columns=key)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###Please test the following function which is able to clean, provide basic analyzation and provide basic graphing.  The goal of this function is to allow quick analyzation of large amounts of data. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "newdata = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11fff7518>"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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dns/DBjC5uRnTFffiPtN63KvqmgNtregA0NjQgP1Lx7j13G/6dOzWnF/P+0kj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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x120125160>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "newdata.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "tvlegal = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "thinkingtravelrelatedvolunteering = datasets(test)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "tlmccomputeruse = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "kids = test.Age < 18\n",
+    "youth = datasets(test, kids)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1106740f0>"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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AU8QHAAAwRXwAAABTxAcAADBFfAAAAFPEBwAAMEV8AAAAU8QHAAAwRXwAAABTxAcAADBF\nfAAAAFPEBwAAMEV8AAAAU8QHAAAwRXwAAABTxAcAADBFfAAAAFPEBwAAMEV8AAAAU8QHAAAwRXwA\nAABTxAcAADBFfAAAAFPEBwAAMEV8AAAAU8QHAAAwNWF8dHZ2qrq6Wj6fT62trecc09TUJJ/Pp5qa\nGvX09CRfHx4e1saNG3Xbbbfp9ttvV1dX19TNHAAAzErudDvj8bgaGxu1a9cuOY6jQCCgyspKeb3e\n5JhwOKxIJKKOjg699dZb2rJli/bt2ydJ2rp1q1atWqWnnnpKY2NjOnny5PTeDQAA+NhLu/LR3d2t\nkpISFRcXKysrS36/X6FQKGVMKBTS2rVrJUkVFRUaHh7WkSNHdOzYMR08eFCBQECS5Ha7tXDhwmm6\nDQAAMFukXfmIxWIqKipKbjuOo+7u7pQxAwMD8ng8yW2Px6NoNKrMzEzl5+fr29/+tt5++219+tOf\n1ubNm5WdnT3FtwAAAGaTtPHhcrkmdZJEInHWcWNjY+rp6VFDQ4PKy8u1detWtba26pvf/OZ5z5OX\nd4Xc7sxJXRNzQzwen+kpADCQn5+jzEx+vuOMtPHhOI76+/uT29FoVI7jpIwpLCxUNBo9a0wikZDj\nOCovL5ck3XrrrXr22WfTTubo0RMXfAOY7RITDwEw6w0NjUia3D9oMTcUFJz/UYu0z3yUlZUpEomo\nr69Po6Ojam9vV2VlZcqYyspKPf/885Kkrq4u5ebmavHixSooKFBRUZHee+89SdIbb7yhpUuXXuq9\nAACAWS7tyofb7VZDQ4Pq6uo0Pj6uQCAgr9ertrY2SVJtba1Wr16tcDisqqoqZWdnq7m5OXl8Q0OD\nHn30UZ0+fVolJSUp+wAAwPzkSnz0gY0ZNDh4bKanAHMJbWp9U9Ehfg0bmKs8+dnatmGleNtlfrno\nt10AAACmGvEBAABMER8AAMAU8QEAAEwRHwAAwBTxAQAATBEfAADAFPEBAABMER8AAMAU8QEAAEwR\nHwAAwBTxAQAATBEfAADAFPEBAABMER8AAMAU8QEAAEwRHwAAwBTxAQAATBEfAADAFPEBAABMER8A\nAMAU8QEAAEwRHwAAwBTxAQAATBEfAADAFPEBAABMER8AAMAU8QEAAEwRHwAAwBTxAQAATBEfAADA\nFPEBAABMER8AAMAU8QEAAEwRHwAAwBTxAQAATBEfAADAFPEBAABMER8AAMAU8QEAAEwRHwAAwBTx\nAQAATBEfAADAFPEBAABMER8AAMDUhPHR2dmp6upq+Xw+tba2nnNMU1OTfD6fampq1NPTk7IvHo9r\nzZo1euCBB6ZmxgAAYFZLGx/xeFyNjY3asWOHgsGggsGgent7U8aEw2FFIhF1dHSosbFRW7ZsSdm/\nZ88eeb3eKZ84AACYndLGR3d3t0pKSlRcXKysrCz5/X6FQqGUMaFQSGvXrpUkVVRUaHh4WEeOHJEk\nRaNRhcNhfeUrX5mm6QMAgNkmbXzEYjEVFRUltx3HUSwWSxkzMDAgj8eT3PZ4PMkx27Zt02OPPaaM\nDB4tAQAAZ6StApfLNamTJBKJs7ZfeeUVXXXVVVq+fPlZ+wEAwPzlTrfTcRz19/cnt6PRqBzHSRlT\nWFioaDR61piOjg69/PLLCofDGh0d1fHjx/XYY4/piSeeOO/18vKukNudebH3glkoHo/P9BQAGMjP\nz1FmJj/fcUba+CgrK1MkElFfX58KCwvV3t6ulpaWlDGVlZXau3ev/H6/urq6lJubq4KCAtXX16u+\nvl6SdODAAe3cuTNteEjS0aMnLvF2MPuwKgbMB0NDI5Imt5qOuaGgYOF596WND7fbrYaGBtXV1Wl8\nfFyBQEBer1dtbW2SpNraWq1evVrhcFhVVVXKzs5Wc3Pz1M4eAADMKa7Ex+iBjMHBYzM9BZhLaFPr\nm4oOnZzpiQCYJp78bG3bsFKsfMwv6VY++DUUAABgivgAAACmiA8AAGCK+AAAAKaIDwAAYIr4AAAA\npogPAABgivgAAACmiA8AAGCK+AAAAKaIDwAAYIr4AAAApogPAABgivgAAACmiA8AAGCK+AAAAKaI\nDwAAYIr4AAAApogPAABgivgAAACmiA8AAGCK+AAAAKaIDwAAYIr4AAAApogPAABgivgAAACmiA8A\nAGCK+AAAAKaIDwAAYIr4AAAApogPAABgivgAAACmiA8AAGCK+AAAAKaIDwAAYIr4AAAApogPAABg\nivgAAACmiA8AAGCK+AAAAKaIDwAAYIr4AAAApogPAABgivgAAACmiA8AAGCK+AAAAKYmFR+dnZ2q\nrq6Wz+dTa2vrOcc0NTXJ5/OppqZGPT09kqT+/n6tW7dOfr9fd9xxh/bs2TN1MwcAALOSe6IB8Xhc\njY2N2rVrlxzHUSAQUGVlpbxeb3JMOBxWJBJRR0eH3nrrLW3ZskX79u2T2+3Wpk2bVFpaqpGREd15\n55266aabUo4FAADzy4QrH93d3SopKVFxcbGysrLk9/sVCoVSxoRCIa1du1aSVFFRoeHhYR05ckQF\nBQUqLS2VJOXk5Mjr9WpgYGAabgMAAMwWE8ZHLBZTUVFRcttxHMVisZQxAwMD8ng8yW2Px6NoNJoy\npq+vT4cOHVJ5efmlzhkAAMxiE8aHy+Wa1IkSicR5jxsZGdHGjRu1efNm5eTkXOAUAQDAXDLhMx+O\n46i/vz+5HY1G5ThOypjCwsKUlY4/H3P69Glt3LhRNTU1uuWWW9JeKy/vCrndmRd0A5jd4vH4TE8B\ngIH8/BxlZvLzHWdMGB9lZWWKRCLq6+tTYWGh2tvb1dLSkjKmsrJSe/fuld/vV1dXl3Jzc7V48WIl\nEglt3rxZXq9X995774STOXr0xEXfCGarxMRDAMx6Q0Mjkia3ko65oaBg4Xn3TRgfbrdbDQ0Nqqur\n0/j4uAKBgLxer9ra2iRJtbW1Wr16tcLhsKqqqpSdna3m5mZJ0m9+8xvt379fy5Yt05o1ayRJ9fX1\nWrVq1VTcFwAAmIVciY8+rDGDBgePzfQUYC6hTa1vKjp0cqYnAmCaePKztW3DSrHyMb+kW/ngE04B\nAIAp4gMAAJgiPgAAgCniAwAAmCI+AACAKeIDAACYIj4AAIAp4gMAAJgiPgAAgCniAwAAmCI+AACA\nKeIDAACYIj4AAIAp4gMAAJgiPgAAgCniAwAAmCI+AACAKeIDAACYIj4AAIAp4gMAAJgiPgAAgCni\nAwAAmCI+AACAKeIDAACYIj4AAIAp4gMAAJgiPgAAgCniAwAAmCI+AACAKeIDAACYIj4AAIAp4gMA\nAJgiPgAAgCniAwAAmCI+AACAKeIDAACYIj4AAIAp4gMAAJgiPgAAgCniAwAAmCI+AACAKeIDAACY\nIj4AAIAp4gMAAJgiPgAAgCniAwAAmJowPjo7O1VdXS2fz6fW1tZzjmlqapLP51NNTY16enou6FgA\nADC/pI2PeDyuxsZG7dixQ8FgUMFgUL29vSljwuGwIpGIOjo61NjYqC1btkz6WAAAMP+kjY/u7m6V\nlJSouLhYWVlZ8vv9CoVCKWNCoZDWrl0rSaqoqNDw8LAGBwcndSwAAJh/0sZHLBZTUVFRcttxHMVi\nsZQxAwMD8ng8yW2Px6NYLKaBgYEJjwUAAPOPO91Ol8s1qZMkEokpmQzmp4JFC2Z6CgCmEf+P46PS\nxofjOOrv709uR6NROY6TMqawsFDRaDRljMfj0djY2ITHflRBwcILmjzmhm3fWDXTUwAAGEr7tktZ\nWZkikYj6+vo0Ojqq9vZ2VVZWpoyprKzU888/L0nq6upSbm6uFi9ePKljAQDA/JN25cPtdquhoUF1\ndXUaHx9XIBCQ1+tVW1ubJKm2tlarV69WOBxWVVWVsrOz1dzcnPZYAAAwv7kSPLABAAAM8QmnAADA\nFPEBAABMER8AAMBU2gdOAeBS9fb2KhQKJT9k0HEcVVZW8gA6MI+x8gFg2rS2tqq+vl6SVF5ervLy\nciUSCdXX12v79u0zPDsAM4XfdgEwbXw+n4LBoLKyslJeHx0dld/v14svvjhDMwMwk1j5ADBtMjIy\nzvmdTgMDA8rI4McPMF/xzAeAabNp0ybdd999KikpSX7RZH9/vyKRiBoaGmZ4dgBmCm+7AJhW8Xhc\n3d3disVicrlcchxHZWVlcrv5tw8wXxEfAADAFG+6AgAAU8QHAAAwRXwAAABTxAcAADBFfAAAAFP/\nHzWBFPbtVo4jAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11e007470>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "youth.plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "adult = test.Age > 18\n",
+    "adults = datasets(test, adult)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11dfd3ba8>"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11067c898>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "compare = pd.DataFrame.merge(adults, youth, left_index=True, right_index=True)\n",
+    "compare = compare.rename(columns = {\"computer_use_x\":\"Adult\", \"computer_use_y\":\"Kids\"})\n",
+    "compare\n",
+    "compare.plot(kind=\"bar\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n n\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n n\n",
+      "Want standard Deviation? y/n n\n",
+      "Want hypothesis testing? y/n n\n",
+      "Are you going to use groupby? y/n n\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?TV/movies(nonR)\n",
+      "['TV/movies(nonR)']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "Want to graph your data? y/ny\n",
+      "What type of plot? bar or line (more to come)line\n",
+      "['dark_background', 'grayscale', 'bmh', 'ggplot', 'fivethirtyeight']\n",
+      "What style plot? Type it correctly!ggplot\n",
+      "Your data sir         TV/movies(nonR)\n",
+      "0                  330\n",
+      "1                   95\n",
+      "2                   60\n",
+      "3                   65\n",
+      "4                   90\n",
+      "5                  270\n",
+      "6                  244\n",
+      "7                   90\n",
+      "8                  270\n",
+      "9                    0\n",
+      "10                 283\n",
+      "11                  60\n",
+      "12                 300\n",
+      "13                  15\n",
+      "14                 397\n",
+      "15                 130\n",
+      "16                  70\n",
+      "17                 660\n",
+      "18                  75\n",
+      "19                 120\n",
+      "20                   0\n",
+      "21                 105\n",
+      "22                   0\n",
+      "23                  60\n",
+      "24                   0\n",
+      "25                   0\n",
+      "26                 360\n",
+      "27                 120\n",
+      "28                 240\n",
+      "29                  90\n",
+      "...                ...\n",
+      "11355              120\n",
+      "11356              190\n",
+      "11357              240\n",
+      "11358                0\n",
+      "11359              175\n",
+      "11360               60\n",
+      "11361              175\n",
+      "11362                0\n",
+      "11363              400\n",
+      "11364              363\n",
+      "11365                0\n",
+      "11366              240\n",
+      "11367               90\n",
+      "11368              180\n",
+      "11369              410\n",
+      "11370               90\n",
+      "11371               60\n",
+      "11372                0\n",
+      "11373              406\n",
+      "11374              180\n",
+      "11375                0\n",
+      "11376              120\n",
+      "11377              118\n",
+      "11378              370\n",
+      "11379              205\n",
+      "11380              480\n",
+      "11381                0\n",
+      "11382                0\n",
+      "11383               60\n",
+      "11384              330\n",
+      "\n",
+      "[11385 rows x 1 columns]\n",
+      "Whats your figure size, just enter one number no floats8\n",
+      "Want a legend True/FalseTrue\n",
+      "x label?TV\n",
+      "y label?Minutes\n",
+      "Want a grid True/FalseTrue\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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2La9K2HVKQH71od8T+8gP5rjA7BpibFpWdEJcGXloUS/ei2vvdsii1RAvPKms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\ngg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1108cecf8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tv = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###Here I am experimenting with different types of graph seeing how they represent the data and what can be learned from their representation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1113cac88>"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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xrbIhbA+F3eHmDSD/eiIvH6jF4yKeonBhWfBZa6VFmdhxthViJni4xRu50FqZ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\nhBC69P8BQpINltf3qQUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11f72ba90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from pandas.tools.plotting import lag_plot\n",
+    "from pandas.tools.plotting import autocorrelation_plot\n",
+    "plt.figure()\n",
+    "a,b = tv\n",
+    "#a.plot()\n",
+    "lag_plot(a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11f6c3048>"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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EdVGxChwNGH9bf4Tfp4DDqca6Iwo4IxTT0voA2UZXdKj92ds3akTxbq047+rW87MsXfTx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\n/X/qEhVpvEO+8gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11f6ae6a0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "autocorrelation_plot(a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.text.Text at 0x10fc8be10>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11dec9358>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#agetv = datasets(test)\n",
+    "#grouped = agetv.groupby('Age')\n",
+    "group_list = []\n",
+    "for item, group in agetv:\n",
+    "    # print(item)\n",
+    "    group_list.append(average_minutes(group, \"TV/movies(nonR)\"))\n",
+    "count = 0\n",
+    "newdataframe = {}\n",
+    "group_list = sorted(group_list)\n",
+    "for item,group in agetv:\n",
+    "        newdataframe[item] = [int(group_list[count])]\n",
+    "        count += 1\n",
+    "data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)\n",
+    "ax = data.plot(kind=\"bar\", figsize=(5,5), legend=False)\n",
+    "ax.set_xlabel('Age')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n n\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
+      "Want standard Deviation? y/n n\n",
+      "Want hypothesis testing? y/n y\n",
+      "Automatically including weight because you want hypothesis test\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?Age\n",
+      "['weight', 'Age']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?religious_education_act\n",
+      "['weight', 'Age', 'religious_education_act']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "What is your group variable?Age\n",
+      "What is your test variable?religious_education_act\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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H7iuhT6icTNS6yMSti0zcusjErStnJgX7hkzIyTAAAACQAz3DAACgCMwtUIeeYQAAAGCO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\nWEyGAQAAMFhMhgEAADBYTIYBAAAwWP8HABDxxTy2IHcAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x108364be0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "youth = test.Age > 18\n",
+    "soren = datasets(test, youth)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n n\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
+      "Want standard Deviation? y/n n\n",
+      "Want hypothesis testing? y/n n\n",
+      "Are you going to use groupby? y/n y\n",
+      "Automatically including weight because you want to use groupby \n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?weight\n",
+      "['weight', 'weight']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?reading\n",
+      "['weight', 'weight', 'reading']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?Age\n",
+      "['weight', 'weight', 'reading', 'Age']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "What column would you like to group by? Age\n"
+     ]
+    }
+   ],
+   "source": [
+    "d = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<pandas.core.groupby.DataFrameGroupBy object at 0x114571f98>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(d)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n y\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
+      "Automatically including weight because you want the average\n",
+      "Want hypothesis testing? y/n n\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?TV/movies(nonR)\n",
+      "['weight', 'TV/movies(nonR)']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?tobacco/drug_use\n",
+      "['weight', 'TV/movies(nonR)', 'tobacco/drug_use']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n"
+     ]
+    }
+   ],
+   "source": [
+    "bar_chart_test = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['bmh', 'dark_background', 'fivethirtyeight', 'grayscale', 'ggplot']\n",
+      "   TV/movies(nonR)  tobacco/drug_use\n",
+      "0       165.971192          0.300192\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.text.Text at 0x11d267438>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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hSzExMR1u77LHrdVqMWPGDMyYMQNlZWXIy8vDqlWrEBUVhaeffhqRkZE9UiwREXXO452T\n/fr1w/DhwzFkyBCcPXsWdXV1PVkXERF14opHTn7//ffIy8vDsWPHEBMTgylTpuDpp5+GRqPxRn1E\nRNRGl8G9YsUK2Gw2TJo0Cb/5zW/cxrZdK+HwUHQiIu/qMrjPnTsHoGWVm85WuuEKOERE3tVlcG/c\nuNFbdRARkYe6DG7OGiEi6n04QE1EJDMMbiIimWFwExHJDIObiEhmOt05uWrVKrfLbc8S6Drx0yuv\nvNJDpRERUUc6De5p06ZJv1dUVCA3NxdTpkxBeHg4jEYj8vLykJSU5JUiiYjoPzoN7qlTp0q/p6am\n4te//jUGDBggbZs0aRK2bNmCuXPn9miBRETkzqMx7h9++AFRUVFu2yIjI1FWVtYjRRERUec8Cu74\n+HhkZmaivLwcNpsN5eXlyMzMRFwcz7FLRORtVzw7IACkpKQgKysLL7zwAkRRhEKhwPjx45GSktLT\n9RERURseBXdISAiee+45iKKImpoaaLVanhWQiMhHPE7fsrIyfPLJJ9i3bx8UCgV++OEHnD9/vidr\nIyKiDngU3F988QVefvllmM1mHD58GADQ2NiIXbt29WhxRETUnkdDJXv37sVLL72EgQMH4osvvgAA\nDBw4UDpfNxEReY9HPe6amhrcfPPN7ba7jp4kIiLv8Si4Bw0aJA2RuOTn5yM2NrZHiiIios55NFTy\n+OOP47XXXkNOTg6sVitee+01XLx4Eb/+9a97uj4iImrDo+Du168fMjIycPz4cYwaNQrh4eEYPXr0\ndVnpff/+/Thy5AgEQcDNN9+MlJQUWK1WZGRkwGg0IiIiAsuXL0dQUFC32yIi6gs8GirZtm0bNBoN\nJk6ciFmzZiExMREajQY7duzoVuOVlZX429/+hjVr1iAtLQ2iKOLYsWPIzs7GiBEjsH79egwfPhzZ\n2dndaoeIqC/xKLhzc3M73J6Xl9etxgMDA6FUKmG1WuFwOGC1WmEwGFBYWIgpU6YAaDnZVUFBQbfa\nISLqS7ocKjl06BAAwOFwSL+7XLp0CVqttluNBwcH4/7770dKSgrUajUSEhIwYsQIVFdXQ6/XAwB0\nOh2qq6u71Q4RUV/SZXAfPnwYgiDA4XDgyJEjbtfpdDosWbKkW41XVFTg4MGD2Lx5MwIDA5Gent5u\n9gqnHBIRuesyuFevXg0A2LNnDx5++OHr3vh3332HoUOHIiQkBAAwfvx4fPvtt9Dr9bBYLNDr9aiq\nqoJOp7vubRMRyZVHY9yu0K6ursalS5fcfrojJiYG//rXv2Cz2eB0OnHy5En0798fo0ePlsbV8/Ly\nMHbs2G61Q0TUl3g0HbC4uBhbtmyBxWJpd93evXuvufGBAwdi8uTJWLlyJQRBwKBBgzB9+nQ0NTUh\nIyMDOTk50nRAIiJqIThbrwDciaVLl+KnP/0ppkyZAn9/f2/U5ZHy8nJflyBLyrMlsL21wtdl0A1C\nvXINHIO56Mq1iImJ6XC7Rz3u+vp6/PjHP+aOQiKiXsCjMe5p06YhJyenp2shIiIPdNrjXrVqldvl\nzz77DNnZ2dL8aqBlqt4rr7zSc9UREVE7nQb3tGnTurxMRES+0WlwT5061YtlEBGRpzzaOdn2cHcX\nPz8/hIWFYciQIfDz87uuhRERUcc8Cu68vDzpiMawsDCYTCZYLBYMHjwYly9fBgC8+OKLXFiBiMgL\nPAruAQMGYPz48ZgxYwYAwOl04s9//jPKysrwm9/8Bvv378f27dvx+uuv92ixRETk4XTAo0eP4p57\n7pEuC4KAH//4xzh69CgUCgV++tOfoqysrMeKJCKi//AouHU6HQoLC922HT9+XDr5k81mg0rlUeed\niIi6yeM1J9PT03HgwAEYDAaYzWZcuHBBOodIaWmpW4+ciIh6jkfBnZCQgI0bN6KoqAhVVVUYNWoU\n7rjjDmkhhYSEBCQkJPRooURE1MLj8Q2tVistJ0ZERL7TaXC//vrr+PWvfw2g/eHvLjzknYjI+zoN\n7smTJ0u/83B3IqLeo9PgnjRpkvQ7D38nIuo9PBrjFkURhw4dwrFjx1BTU4O0tDScPn0aFosFEydO\n7OkaiYioFY/mcX/88cc4dOgQ7r77bhiNRgCAwWDAp59+2qPFERFRex4Fd25uLlauXIm77roLCkXL\nn0RGRnZ7sWAiIrp6HgW30+mERqNx22a1WhEQENAjRRERUec8Cu6RI0di586dsNlsAFrGvPfu3YvR\no0f3aHFERNSeR8G9YMECWCwWLFy4EA0NDXj00UdRWVmJefPm9XR9RETURpezSvLz8xEfHw+9Xo8X\nX3wRFosFRqMRYWFhCA0N9VaNRETUSpfB/dFHH+HSpUuIiopCfHw84uPjERcXx9AmIvKhLoN7w4YN\nqKqqQklJCUpKSnDgwAFkZmYiNDRUCvHp06d3q4D6+nq888470vm8U1JScNNNNyEjIwNGoxERERFY\nvnw5goKCutUOEVFfITidTufV/EFdXR3++te/4uDBg6ipqcHevXu7VcCmTZsQHx+PadOmweFwwGq1\n4pNPPkFISAhmzZqF7Oxs1NfX45FHHmn3t+Xl5d1q+0alPFsC21srfF0G3SDUK9fAMTjO12XIUkxM\nTIfbr3jkpCiKOHfunNTr/uabb2AwGDBhwgTExXXvxWhoaMCZM2ewdOlSAIBSqURgYCAKCwuxevVq\nAC2H269evbrD4CYiuhF1Gdxvvvkmzp07h5tuugnDhg3D9OnTkZKSgsDAwOvSeGVlJbRaLTIzM3H+\n/HkMGjQIjz32GKqrq6HX6wG0rL5TXV19XdojIuoLupwOePHiRahUKkRGRiIqKgrR0dHXLbQBwOFw\n4N///jd+8pOfYM2aNdBoNMjOzna7jSAI1609IqK+4Kp2Tn722WeoqanB0KFDER8fj2HDhmHgwIHX\n3HhYWBgMBgNiY2MBAHfeeSf2798PvV4Pi8UCvV6PqqoqaW1LIiLyYIw7NDQUEydOlM4CWFdXh7/9\n7W/4wx/+0O2dk3q9HuHh4SgvL0dMTAxOnjyJAQMGYMCAAcjNzUVycjLy8vIwduzYa26DiKivuWJw\nO51OnDt3DqdPn0ZJSQnOnDmDhoYGDB48GElJSd0uYOHChdi4cSPsdjuioqKQkpICURSRkZGBnJwc\naTogERG16HI64JtvvolvvvkGDocDsbGx0tztW2+9FWq12pt1dojTAa8NpwOSN3E64LW7pumAw4YN\nw4MPPojBgwdDpfJ4XWEiIupBXabxAw884K06iIjIQx6dHZCIiHoPBjcRkcwwuImIZIbBTUQkMwxu\nIiKZYXATEckMg5uISGYY3EREMsPgJiKSGQY3EZHMMLiJiGSGwU1EJDMMbiIimWFwExHJDIObiEhm\nGNxERDLD4CYikhkGNxGRzDC4iYhkhsFNRCQzDG4iIplhcBMRyQyDm4hIZlS+LgAARFHEypUrYTAY\nsHLlStTV1SEjIwNGoxERERFYvnw5goKCfF0mEVGv0Ct63J999hn69+8PQRAAANnZ2RgxYgTWr1+P\n4cOHIzs728cVEhH1Hj4PbpPJhKKiIkybNg1OpxMAUFhYiClTpgAApk6dioKCAl+WSETUq/g8uHfu\n3In58+dDofhPKdXV1dDr9QAAnU6H6upqX5VHRNTr+DS4v/zyS2i1WgwaNEjqbbflGj4hIqIWPt05\n+c033+DLL79EUVERmpub0djYiI0bN0Kn08FisUCv16Oqqgo6nc6XZRIR9So+De558+Zh3rx5AIDT\np0/jj3/8I5555hns3r0bubm5SE5ORl5eHsaOHevLMomIehWfj3G35hoWSU5OxldffYVnn30Wp06d\nQnJyso8rIyLqPXrFPG4AiI+PR3x8PAAgODgYL730ko8rIiLqnXpVj5uIiK6MwU1EJDMMbiIimWFw\nExHJDIObiEhmGNxERDLD4CYikhkGNxGRzDC4iYhkhsFNRCQzDG4iIplhcBMRyQyDm4hIZhjcREQy\n02tO63o9KZVKBAYG+rqM3mvobQh4ZYOvq+j9RCfsXxehft8OX1dC5KbPBbdSqURQUBBqamp8XUrv\nFjPQ1xXIQkB0P6i/PQXbyUJfl0Ik6XNDJYGBgQxtum4aVWoE3DfX12UQuelzwU103anVvq6AyA2D\nm+hK/m8tVKLegsFNRCQzDG66IqVSiejo6OtyX3q9HhqN5rrcV3dotVrOPCLZ6nOzSjqiqjbDabzU\nY/cvhEfBrjNc8Xatw08QBDidTulydXU1QkJCUFlZ2e7voqKiYLFYYLVaAQDBwcEQBAG1tbXXofor\nczgcqKio6Pb9qFQq+Pn5wWKxXIequhYZGQmFoqVf4nQ6YbVaUV1dLT3ndXV1CA8PR0NDQ4/XQnS9\n3RDB7TRegu2tFT12/+qVawAPgrt1+EVGRsJiscBms0nbdDod1Gq12zZ/f38AkELbtU2OM2eCgoLQ\n2NjotfbMZjNsNhsUCgXCwsIQEhIiPW+iKMJut0Oj0aCpqclrNRFdDzdEcMtFY2MjAgIC3II7MDDQ\nLewEQYBKpUJzczPUajVCQ0NRV1eH4OBgAJB6lTqdDgqFAnV1dairq5P+XqvVIiAgQGrPFWQRERGo\nqalx+4CIioqCyWSC0+lEZGQkLl68KNWg1WqlIY+Ghgap969UKqHX6+Hn5wen0wmbzYaqqioALR84\nrt8BICAgAIGBgWhubkZgYCBEUUR1dbVUg0KhgF6vh1qthiiKqKurk3rIISEhUKlUcDqd0Gg0cDgc\nsFgsaG5ubve8iqIIq9UKlcr9391mszG4SZZ8GtxGoxGbN29GdXU1BEHA3XffjRkzZqCurg4ZGRkw\nGo2IiIjA8uXLERQU5MtSvaKhoQFhYWGorq4G0BKQ/v7+MBqN0m38/f3dwlWhUEAQBFy6dAmBgYHQ\n6XSwWq24fPkylEolwsPD0djYCIfDgZCQEKjValy+fBkAYDAYEBISgtraWulDw3Xf/v7+Uq9UqVS6\n1anX6yGKIi5dugSFQgGDwQCHw4GGhgaEhITAarXCZDIBAPz8/KTHolQqYbfb3e5LrVajsbERFRUV\nCAwMhF6vx6VLLcNaoaGhsNvtqKiogEqlQlhYGOx2u/TBptFoYDabYbFYEBISAp1O5/ZctX6O/P39\n2/X2XT1uIrnx6c5JlUqFBQsWID09Ha+//jr+/Oc/o6ysDNnZ2RgxYgTWr1+P4cOHIzs725dlek1z\nczNEUZR6xAEBAXA4HG5hp9Fo3ILb6XRKPerGxkYoFArU19fD6XTCbrfDbrdLPc2AgADU1tZCFEWI\nooja2lq33nfrEAsICOhwWEOhUECj0UgfLqIoor6+XrofoKXX7RpfdvWAhf+bUtd6XB+AFPit63f9\nqNVq6RuB3W5HQ0OD2w5Fq9UqPReNjY3tetQGgwHR0dGIioqC3W53++bhqsVVJ5Gc+PS/Vq/XY+DA\ngQBaAqlfv34wm80oLCzElClTAABTp05FQUGBD6v0roaGBrfgbrvzzN/f3+2rfesgdP0uiqLbNlc4\nKRQKOBwO6TqHwyH1pl0fEBqNBoIgQKPRdBjcrttHR0dLP65hGQBuQy8RERHSY3HVJrSZE926nta3\nUSqVEEXR7fE5HA63oG37ONvet9lsRkVFBUwmE/z9/aXev4sgCG73QSQXvWaMu7KyEufOncOQIUNQ\nXV0NvV4PoGWHnat3dyNobGxESEgI/Pz8oFar3caE/fz84HA42vVaPSWKottwhVKpdAtO13CJIAiw\n2+1u17m42u9slolrnLq6uhpqtRphYWGw2WxwOBxwOBzS+PyVuEK69ewbV5hfLZvNhvr6emi1WmkI\nB4DHtRD1Nr3ie2JTUxPS0tLw2GOPuX3lBtr30Po6h8MBm82G0NBQWK1Wt6Dq7o4014eCaygiODjY\nrVfd2NgIf3//djtEW3Pt6NNqtdJro1Qqof6/w8I1Go3UK27bY25qapJmyVyJKIqw2WwICQkB0BKy\ngYGB1zx9r76+Hn5+fm69brVa7TbsRCQXPu9x2+12pKWlYfLkyRg3bhyAll62xWKBXq9HVVUVdDpd\nt9oQwqNapuz1ECE86rreX0NDA/R6fbspf/7+/u2+fVxN77u2thaCICAiIgJAS1C3ngsuiqI0W6V1\nT78ti8VqGon8AAAaWElEQVQCrVaLyMhIqXfuGj/28/ODTqeThiFqamqknntDQ4M0C8YTVVVV0Ov1\niI6OlsbkXTsmr/ZbhyiKaGxsRHBwMKqqqqBQKODn58cZJSRLgvNav3dfB06nE5s3b0ZwcDAee+wx\nafvu3bsRHByM5ORkZGdno76+Ho888ki7vy8vL2+3zTVLoq9RKBSIiIiQZlzIlV6vR1NTk88DU6vV\nSjs8ryS4/ByqX17mhar6JvXKNXAMjvN1GbIUExPT4Xaf9ri/+eYbHDlyBDfffDN++ctfAgDmzZuH\n5ORkZGRkICcnR5oOeKMTBKFPjPV746hJT8jxACYiF58G97Bhw7B3794Or3vppZe8XE3v5tq5R0TU\nK3ZOEhGR5xjcREQyw+AmIpIZBjcRkcwwuImIZIbB3YtFRkZKRyT2dmq1GlFR1/dAJCLqGIPby+QU\nxh0xGAyyrp+oL/D5Ie/eYLY6UVnXcycTigz2g8G/759TRRAE+Pn5uS30QETed0MEd2VdM1b8v+96\n7P7X3PMjGPyv3AvV6/VQKpUwGFqWOautrYXdbodWq4VSqURzczOqq6vdzr+tVquh0+mgVCrR1NQk\nHXkoCAJCQ0Ph5+cHQRBgs9lgsVikk1IJggCdTgd/f38IggCr1Sqdf0Sj0SAkJEQ6255r1ZmuVpxx\n1dI6tF0L/7Y+p7ZLZGSkdIpalUqFixcv4qabbkJlZaV0IJFer4fD4ZBOURAcHCwtmFFbWwudTud2\n+46EhYWhsbFRat+1qo7rLICuFX8EQYDD4UBVVZX0/LpW8REEAU1NTX3iyFS6MdwQwd1bWCwWqNVq\naa1JpVKJiIgIaW3EoKAgGAwGtwWDAwICpOXDWq9YA7SctKmpqQmCIECv10On00nhHBoaClEUUVlZ\nCafTKQ1v+Pn5Qa/Xu63H6DrLnycrzrjOpucK/kuXLkEQBISFhbU78ZNGo4HJZPLoVKz+/v4ICgqC\nyWSC3W6XTuvric5Ot+Pv7w+1Wi09B0qlUrqt68PStRpQaGhonz3PDfU9HOP2IddSYa5grK+vhyAI\nbmPI9fX10ulR6+rq3BYmcJ2oyel0ora2VjplqmuprtarmrvacJ0a1XVZFEXp3NdXWnGm9SIOAQEB\nqKurg9PplFbBaXsKXlftnj4XDQ0NUm/4egSoaxEJ18o4DodDqicwMBA1NTVwOp3S89f2lMJEvRV7\n3D7UdiEDwH1VGtfl1r+7znXtWrDX39/fbZvrftueC7t1mx2dma+zFWdc5692LczrCr62tXe26IKn\nFAqF2zDM9Tgvi2sBhdZDTTU1NRAEwe30tkRyw+D2odbB6NI2EFuHeOsVYIKCgqBSqWA0GiGKIlQq\nlRREHa0e07rNtmszdvY3rdtru4iD6wOm9Wo6V9J2ebHWS6m5Vufp6HFf6T5bL2fW9u/q6+tRX18P\nhUKB0NBQBAcHo7a2Fk6nE5WVlVy6jGSJQyVe5gpZ4D8rzriGRoKCguB0Ot16nkFBQVKgtl6xxhWw\noihCEARppRhXG1arVVrQAIDUhmv4w3VZoVBIAd3VijNtV5d3LUogCAIUCoW0U7Erzc3N0nBE68ft\nur/AwECoVKp2j+dK9+la5FipVLoN7bRe8cY1JOL6UGpoaHBbK9M1vEQkB+xxe5lrtoRWq0VtbS0s\nFov0Vb65uRlms9nt9o2NjQgLC5O+6rvGfuvr6xEaGoro6Gg4HA7U19e7rdLuWjnItUqNayy9ubnZ\nrU3XrBLXjIuOVpwRBAEqlcrtA6W2thZ6vR5RUVHSrJIrhXdNTQ30ej2CgoLaLaZgtVpRX1+PsLAw\n6f4DAgKuuNJNXV2d9Dw0NzejoaFBCmDXzBrXTklXG65aQkJCEB4eLvX8XdcR9XY+XQGnuzxdAYfz\nuLtHo9EgICCgy+XMrjfX0M/Fixe91mZnuAJO93AFnGvXK1fA8RaDv+DRPGvqmGtGS09zjaO7drz6\nenkzot7qhghu6h5vrYQeGBgozd+2Wq3SATEREREd7qysrq7udDV6or6MwU29RtvxfRfXQTJE1IKz\nSoiIZIbBTXQl8t1/T30Ug5voSng2ROpl+lxwNzQ0QKvV+roM6iMC7DY0HvjI12UQuelzOyddB1J4\neuTdDamxHs4LPXea2z5DdML+dRFsX33p60qI3PTa4C4uLsaOHTsgiiKmTZuG5ORkj/+29TmeqT3l\n2RLY3lrh6zKI6Br1yqESURSRlZWF1NRUpKen49ixYygrK/N1WUREvUKvDO7S0lJER0cjMjISKpUK\niYmJKCws9HVZRES9Qq8MbrPZLJ1sCGhZoLazgzOIiG40vTK4iYioc71y56TBYJAWewUAk8kkLbDb\nWmdnzqIriIkBJnHoiUiuemWPe/DgwaioqEBlZSXsdjvy8/MxZswYX5dFRNQr9NrzcRcVFblNB3zg\ngQd8XRIRUa/Qa4ObiIg61ivHuIl8raysDIWFhdJsJoPBgDFjxqB///4+royIPW6idrKzs3Hs2DEk\nJiZKO8VNJhPy8/MxceJEDtuRz7HHTdTGoUOHkJ6eDpXK/e1x//33Y/ny5Qxu8rleOauEyJcUCkWH\nB3yZzWYoFHzLkO9xqISojeLiYmRlZSE6Olo6gtdkMqGiogKPP/447rjjDh9XSDc6BjdRB0RRRGlp\nqdvOycGDB3e4aDGRtzG4iYhkhgN2REQyw+AmIpIZBjcRkcwwuL3oo48+wqJFi/CLX/zC16X4TElJ\nCZ577rnrcl8vvfQSzp07d13uqzvS0tJQXFzstfaWLFmCr7766rrd39y5c3Hp0qXrdn89KTc3F6tW\nrfJ1GT53wx2As3r1apw/fx7vv/9+uwMsepLRaMSf/vQnbNmypdsLGRuNRjz//PPSZavVCrVaDUEQ\nAACzZs3CyZMn8corr7j9XU1NDX7xi19g7dq10qHb7733Hn70ox9h+vTp3arJU3FxcVi3bl2376ew\nsBCBgYEYOHBg94u6grlz50rPb0BAAMaPH48FCxZIM0xmzZqFrVu3YuTIkT1ei4vrtW7tjTfewJkz\nZwAAzc3NEARB+h+fPHkynnjiCa/V113PPvssfvWrXyE6OtrXpfRKN1RwV1ZWorS0FOHh4SgsLMSd\nd97ptbaNRiNCQkKuKbQdDofbNLTw8HDs2rVLujx37lz89re/RVRUFICWA0X27duHyspKREZGSrfL\nz8/HwIED3c63UVxcjIceeuhaHpJP/e///i8mTZrktfZcz29FRQVWr16Nfv364b/+678AALGxsWhs\nbMR3332HH/3oR16rqa3U1FTp98zMTISFhWHu3Lk+q+daVVRUwOl0XnVot32f9GU3VHAfPnwYt99+\nO4YMGYLc3FzceeedaG5uxpNPPolXX30VAwYMANDSM01JSUFmZia0Wi0+/fRTfPbZZxAEAbNnz8Z7\n772HDRs2ICoqCsePH8fu3bthMpkQEBCAmTNn4v7773dr9+TJk3j77bfR3NyMRx99FHfeeSdSUlJQ\nWFiI3/3ud6iqqsLAgQPxxBNPoF+/fgBavg7/5Cc/wZEjR3Dx4kV88MEHHh+1ZzAYMHz4cBw+fNgt\nlPPy8jB58mTp8vnz5xEUFASDwYDc3Fz87W9/Q2xsLHJzcxEcHIylS5eivLwcH3/8Mex2O+bPn48p\nU6YAABoaGrBt2zYUFxfD398fd999Nx544AHY7fYun8/vv/8emzZtwpYtWwC0fMhs27YNZ86cgUaj\nwcyZM3HvvfcCaFl7dOvWrbh48SLUajUmTZqERx99FHa7HV9//bXbkNPHH3+MsrIyqNVqFBQUIDw8\nHEuWLJGCtKysDFu3bsX58+dhMBjw8MMPS+d437x5M/z9/WE0GlFSUoL+/ftj2bJl0gdha9HR0Rg6\ndGi7xavj4+Nx/PjxDoO7vr4eGzduRGlpKRwOB4YOHYqnnnpKOg/K6tWrERcXh1OnTuHChQu49dZb\nsWzZMulD/vDhw/joo49gtVoxc+ZMj/4HAKD1TN+//vWv+OMf/4i6ujoMGzYMTz75JEJDQ6Xrjx8/\njs8++wwNDQ1ISkrCI488AkEQUFFRgXfffRcXLlwAACQkJOCJJ55AYGAggJYOyY4dO3DmzBk4nU4k\nJibi8ccfl9o8ePCgtBThM888g0GDBnX5WrhqGTVqFACgtrYWmZmZOH36NPr164cRI0a4Pca5c+fi\n8ccfx8GDB+F0OrFq1SosXboUe/bskd4vq1evxuTJkzFt2jSIoojdu3cjLy8PAQEBuO+++7B9+3a3\n23dkyZIlePrpp3H77bcDaPl/u3TpEp555hnYbDa88847OHHiBERRRHR0NFauXAmdToeGhgbs3LkT\nxcXFEAQBU6dOxZw5c7p9BO4NNcadl5eHiRMnYsKECThx4gRqamrg5+eH8ePH49ixY9Lt8vPzcdtt\nt0Gr1aK4uBgHDx7ESy+9hA0bNuDrr792u8933nkHTz31FHbu3In09HQMHz68XbsjRoxAamoqDAYD\ndu3ahZSUFJSXl2P9+vVYuHAhsrKycMcdd2DNmjVwOBxudaSmpmLHjh1X/UJPmTIFR44ckS6Xl5fj\n/PnzuOuuu6RtRUVF0hsEaAnKW265Bdu2bUNiYiIyMjLw73//Gxs3bsQzzzyDbdu2wWq1AgC2bduG\nxsZGbNq0CatXr0ZeXh5ycnKu+Hy2Jooi1qxZg0GDBuHdd9/FqlWr8Nlnn+HEiRMAgO3bt2PmzJnY\nuXMnNm3ahAkTJgAALl68CEEQ2q2K9OWXX+Kuu+7Cjh07MHr0aGRlZQEA7HY71qxZg5EjR2Lr1q1Y\nuHAhNm7ciPLyculvv/jiC8yePRvbt29HVFQU9uzZ43bfrhD84YcfcObMGcTGxrpd369fv07H251O\nJ6ZNm4bMzExs2bIFarVaqs3l2LFjWLJkCd5//33Y7XYcOHAAwH8+cJYtW4Z3330XdXV1V73+6qlT\np7Bnzx48//zzeO+99xAeHt5uuKqgoABvvfUW1qxZg4KCAuTk5EjXPfjgg3j33XeRkZEBk8mEjz/+\nGMB/Xr/IyEhkZmbinXfewcSJE6Xnc9++fXjmmWewc+dO/PKXv0RISIhHr0Xr/8usrCz4+/vj/fff\nx+LFi5Gbm9tumKiwsBBvvvkm0tPT0dFhKa1v/9e//hXFxcVYu3at9Fg91fp+BEGQLufl5aGxsRFb\ntmzBtm3b8NRTT0GtVgNo6RSoVCps3LgRb7/9Nk6ePIlDhw553GZnbpjgPnPmDMxmM8aMGYObbroJ\n/fv3l4Ltrrvucgsa15nhgJbQSUpKQv/+/aFWqzFnzhy3+1WpVCgrK0NDQwMCAwMxaNCgDttv+w+V\nn5+P0aNH4/bbb4dCocD9998Pm82Gb775RrrNvffeC4PBAD8/v6t+vGPHjoXFYsG3334LoOWf6447\n7nAbqikqKnI7fDsyMhJTp06FIAiYOHEiqqqq8NBDD0GlUmHEiBFQqVSoqKiAKIrIz8/HvHnzoNFo\nEBERgfvvv9+j57O1s2fPora2Fv/93/8NpVKJyMhITJs2TfpblUqFixcvoqamBv7+/hgyZAiAlh5s\nQEBAu/uLi4vDyJEjIQgCJk+ejPPnzwMA/vWvf8FqtSI5ORlKpRLDhw/HqFGj3GocN24cBg8eDIVC\ngUmTJkl/67JixQr8/Oc/x/PPP4/x48dL3zxcNBoNGhoaOnwtgoODMW7cOKjVamg0Gjz44IM4ffq0\ndL2rJxYdHQ21Wo0JEyZIHwJ///vfMXr0aAwbNgwqlQpz587tcHy7I67bHTlyBNOmTcPAgQOhUqkw\nb948fPvttzAajdJtZ82ahaCgIISHh2PmzJnScxMdHY3bb78dKpUKWq0WM2fORElJCYCWD/qqqirM\nnz8farUafn5+GDZsGICWE3XNmjVL+gYSHR2N8PDwK74WVqsV3333HeLj4yGKIv7xj39gzpw5UKvV\nGDBgAKZMmdLuvZScnIygoCCP3idffPEFZsyYAYPBgKCgICQnJ3v0XLbldDqlOlQqFerq6lBRUQFB\nEDBo0CAEBATAYrGguLgYCxYsgFqthlarxYwZM9z+767VDTNUkpubi4SEBOkNP2HCBOTl5WHmzJm4\n7bbbYLPZUFpaCq1Wi3PnzmHcuHEAAIvF4ta7ar36PAC88MIL+MMf/oAPP/wQt9xyC+bNm4dbb731\nivVYLBaEh4dLlwVBQFhYmFtvqm1bV8Pf3196jLfeeiuOHj2KBQsWSNfX19fjhx9+wNChQ6VtOp1O\n+t3VY2jdS1ar1WhqakJNTQ0cDgciIiKk68LDw6Xau3o+W7t8+TKqqqqwcOFCaZsoioiLiwMALF68\nGHv37sXy5csRGRmJ2bNnY9SoUQgODkZjY2O7+2tbf3NzM0RRRFVVVbvnMiIiAlVVVQBanvu2f9vU\n1OR2+7fffhtRUVH44osv8O677+L+++93e/xNTU3S8EFbVqsVO3fuxIkTJ1BXVyfd3ul0SuGq1+s7\nbN81zODi7+9/1ftJLBYLBg8eLF3WaDQICQmB2WyW/gdbt9H6tbRYLNJQSGNjI5xOJ4KDgwG0DJNE\nRER0+G3QZDJ1ONTU2Wvhau+rr77C0KFDoVKpYLFYIIqi2/uk9e8uV/M+afu+u9b3WOsPz8mTJ8Nk\nMmHdunWor6/HpEmT8PDDD8NoNMJut7sN6bV9PNfqhghum82GL774Ak6nE0899RSAlr3uDQ0NOH/+\nPG655RZMmDABR48ehU6nw+jRo6HRaAC0vKHaLlzc2uDBg/HLX/4Soiji888/R0ZGhjR+25XQ0FBp\n3BBo+QRvuyiypz2rzkyZMgVr167FuHHj0NTUhNGjR0vXnThxAsOHD7+mNrRaLZRKJSorK6UdnUaj\nUapdoVB0+ny2Fh4ejsjISKxfv77DdqKjo/Hss88CaOl5pqWlYfv27dJOq6qqKmmctqvHERoaCpPJ\n5BaUly9flvYnXI0JEyagoKAAv//975GSkiJtLysr63SGy4EDB3Dx4kW88cYb0Ol0OHfuHFasWOFW\nT2cMBoPbeLrVakVtbe1V1RwaGorKykrpclNTE2pra93+14xGY4evpWvsNy0tDUFBQfjnP/+J7du3\nA2h5/YxGI0RRbBfeYWFhqKio6LCWrl6L1t8CtVotFAoFjEajtDB4628JLq2fQ9f/mc1mk363WCzS\n9Xq93u0+Orq/jmg0GrcPc9eHPgAolUo89NBDeOihh3D58mW8+eabiImJwahRo+Dn54esrKzrflbJ\nG2Ko5J///CeUSiUyMjKwdu1arF27FhkZGRg2bBjy8vIAtHy9z8/Px9GjR93GgSdOnIjc3Fz88MMP\nsFqt2Ldvn3Sd3W7HkSNH0NDQAIVCgYCAAI9foAkTJuD48eM4deqUNKbp5+fn1gPurri4OAQFBeG9\n995DYmKi2x731juArpYrmD/66CM0NTXh8uXLOHjwoNssj86ez9ZiY2Oh0Wjw6aefwmazQRRFXLhw\nAWfPngXQslOupqYGABAYGCiNK6pUKtx+++1u+xu6OuXOkCFD4O/vj08//VTasXn8+HFpPPZqT9eT\nnJyMY8eOuX2Il5SUdHrWwKamJqjVagQGBqKurg6///3vPW5r/PjxOH78OM6cOQO73Y69e/d6VG/r\nr/KJiYnIzc3FuXPn0NzcjD179uDWW2916/kdOHAA9fX1MBqN+Pzzz6XnpqmpCf7+/ggICIDZbJbG\n3oGW10+v1+PDDz+E1Wp1G+q7++67ceDAAXz33XdwOp2oqKiA0Wi84mtRXFws/V8qFAqMHz8eH3/8\nMWw2G8rKyqT3a2e0Wi0MBgMOHz4MURRx6NAhtw+QCRMm4PPPP4fZbEZ9fT0+/fRTT14G3HLLLcjP\nz4fD4cDZs2fxj3/8Q/rA+Prrr3HhwgWIooiAgAAolUooFAro9XqMGDECu3btQmNjI0RRREVFhdsw\n2bW6IXrchw8fRlJSUruvRffccw927NiB+fPnSyFisVjc3oAjR47Evffei1deeQUKhQIPPvggjhw5\nIo2nHTlyBNu2bYMoiujXrx+WLVvmUU0xMTHSDj+z2YxBgwZhxYoV13060+TJk7Fv3z632SROpxMn\nT57Eo48+6nbbq+l9P/7449i2bRuWLl0KPz8/TJ8+HUlJSdL1nT2frSkUCqxcuRK7du3C0qVL0dzc\njH79+uFnP/sZgJZvBR988AGsVisiIiLw3HPPSc/79OnT8ec//1n6UGi9s6gtlUqFFStWYOvWrcjO\nzkZYWBiWLl0q9eK6+tuO3HzzzRg+fDj+9Kc/YcGCBSgtLUVAQIDbcERrM2fOxIYNG7Bo0SIYDAbc\nd999KCws7LINVz0DBgzAokWLsGHDBmlWiSdf71s/pttvvx1z585FWloa6uvrMXToUOmbjMvYsWOx\ncuVKNDQ0YOrUqdJrOXv2bGzatAmPPfYYbrrpJkyaNAkHDx4E0PL6rVixAtu3b5e+fUyaNAlDhw7F\nnXfeidraWmzYsAFmsxmRkZFYunQpwsPDO30tLly4AI1G4/b4Hn/8cWRmZuLJJ59E//79kZSUdMXg\n+8UvfoGtW7diz549SEpKksbdgZb/m4sXL+LFF19EYGAg7rnnHpw+ffqKHa6f/exn0mSC+Ph4TJo0\nSRr2slgseP/992EymaDRaJCYmCi935YuXYrf/e53eP7559HY2IioqCjMmjXriq/fFTnpqnz//ffO\nuXPnOh0Oh69LuWb/+te/nKmpqb4uo9v+53/+x/nvf//b12U4f/vb3zqLiop8XYbsZWdnO3fv3u3V\nNo8fP+5MSUnxapvXww3R4+6uf/7zn7jjjjtgtVrx4YcfYsyYMbJfCWX27Nm+LqHbXn31VV+XAKBl\nBzV1X2RkJMaOHdujbdhsNpw6dQoJCQmorq7Gvn37Otxx3tvxfNweeOONN/Dtt99CoVAgPj4eTzzx\nhNssACKSB5vNhpdffhnl5eVQq9UYNWoUFi5cCI1Gg5///OcdDpmlpqa6Dbf0BgxuIiKZkff3fSKi\nGxCDm4hIZhjcREQyw+AmIpIZBjcRkcwwuImIZOb/A2ZhoIipjOgAAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11d5b3208>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print(plt.style.available)\n",
+    "plt.style.use('ggplot')\n",
+    "print(bar_chart_test)\n",
+    "ax = bar_chart_test.plot(kind=\"bar\", figsize=(5,5), legend=True, stacked=False)\n",
+    "ax.set_ylabel(\"Weighted Minutes\")\n",
+    "ax.grid(False, 'both')\n",
+    "ax.set_xlabel(\"Avgs for TV/movies(nonR) and Tobacco/drug_use\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n y\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
+      "Automatically including weight because you want the average\n",
+      "Want hypothesis testing? y/n n\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?reading\n",
+      "['weight', 'reading']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?writing\n",
+      "['weight', 'reading', 'writing']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "Want to graph your data? y/ny\n",
+      "What type of plot? bar or plot (more to come)bar\n",
+      "['ggplot', 'grayscale', 'bmh', 'fivethirtyeight', 'dark_background']\n",
+      "What style plot? Type it correctly!ggplot\n",
+      "Your data sir      reading   writing\n",
+      "0  0.056513  0.037453\n",
+      "Whats your figure size, just enter one number no floats8\n",
+      "Want a legend True/FalseTrue\n",
+      "Want to stack it? True/FalseFalse\n",
+      "x label?reading/writing\n",
+      "y label?weighted minutes\n",
+      "Want a grid True/FalseTrue\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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z2O/atUvbtm3TN998431sriQelwsAQC/nU9i//fbbeumll3TOOeeooqJCSUlJ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\nR9gDAGC4/w/o1sEhlFQJ+QAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10ad8a898>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bar_chart_test = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n n\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n n\n",
+      "Want standard Deviation? y/n n\n",
+      "Want hypothesis testing? y/n n\n",
+      "Are you going to use groupby? y/n n\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?hunting\n",
+      "['hunting']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?hiking\n",
+      "['hunting', 'hiking']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "Want to graph your data? y/ny\n",
+      "What type of plot? bar or line (more to come)line\n",
+      "['dark_background', 'grayscale', 'bmh', 'ggplot', 'fivethirtyeight']\n",
+      "What style plot? Type it correctly!ggplot\n",
+      "Your data sir         hunting  hiking\n",
+      "0            0       0\n",
+      "1            0       0\n",
+      "2            0       0\n",
+      "3            0       0\n",
+      "4            0       0\n",
+      "5            0       0\n",
+      "6            0       0\n",
+      "7            0       0\n",
+      "8            0       0\n",
+      "9            0       0\n",
+      "10           0       0\n",
+      "11           0       0\n",
+      "12           0       0\n",
+      "13           0       0\n",
+      "14           0       0\n",
+      "15           0       0\n",
+      "16           0       0\n",
+      "17           0       0\n",
+      "18           0       0\n",
+      "19           0       0\n",
+      "20           0       0\n",
+      "21           0       0\n",
+      "22           0       0\n",
+      "23           0       0\n",
+      "24           0       0\n",
+      "25           0       0\n",
+      "26           0       0\n",
+      "27           0       0\n",
+      "28           0       0\n",
+      "29           0       0\n",
+      "...        ...     ...\n",
+      "11355        0       0\n",
+      "11356        0       0\n",
+      "11357        0       0\n",
+      "11358        0       0\n",
+      "11359        0       0\n",
+      "11360        0       0\n",
+      "11361        0       0\n",
+      "11362        0       0\n",
+      "11363        0       0\n",
+      "11364        0       0\n",
+      "11365        0       0\n",
+      "11366        0       0\n",
+      "11367        0       0\n",
+      "11368        0       0\n",
+      "11369        0       0\n",
+      "11370        0       0\n",
+      "11371        0       0\n",
+      "11372        0       0\n",
+      "11373        0       0\n",
+      "11374        0       0\n",
+      "11375        0       0\n",
+      "11376        0       0\n",
+      "11377        0       0\n",
+      "11378        0       0\n",
+      "11379        0       0\n",
+      "11380        0       0\n",
+      "11381        0       0\n",
+      "11382        0       0\n",
+      "11383        0       0\n",
+      "11384        0       0\n",
+      "\n",
+      "[11385 rows x 2 columns]\n",
+      "Whats your figure size, just enter one number no floats6\n",
+      "Want a legend True/FalseTrue\n",
+      "x label?Minutes\n",
+      "y label?Hiking/Hunting\n",
+      "Want a grid True/FalseTrue\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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W3OFIStLERURE0ydaPkXw/juAwQFgpgGaf6+HYJotd1iS4d28REQqE3zhqVDSAoA+F8Q/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\nhYmLiIhUhYmLiIhUhYmLiIhU5f8DnFOzFrfQLRgAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10fa427f0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "line_chart_test = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11de24470>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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SGHHm0lzSNRwnTpzQq6++qqKiInV2dio3N1eSlJubq87OTklSR0eH8vPzQ9Pk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\npiNwAAAA0xE4AACA6f4/sBYM9PFyGT8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11de800b8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "a, b = line_chart_test\n",
+    "a.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n y\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
+      "Automatically including weight because you want the average\n",
+      "Want hypothesis testing? y/n n\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?Laundry\n",
+      "['weight', 'Laundry']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?housework\n",
+      "['weight', 'Laundry', 'housework']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "Want to graph your data? y/nn\n"
+     ]
+    }
+   ],
+   "source": [
+    "bokeh_testing = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script type=\"text/javascript\">\n",
+       "        Bokeh.$(function() {\n",
+       "            var modelid = \"e540a5c4-91ef-4bd4-b5d7-5e4e5e255c22\";\n",
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+       "            Bokeh.logger.info(\"Realizing plot:\")\n",
+       "            Bokeh.logger.info(\" - modeltype: Plot\");\n",
+       "            Bokeh.logger.info(\" - modelid: e540a5c4-91ef-4bd4-b5d7-5e4e5e255c22\");\n",
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+       "            Bokeh.load_models(all_models);\n",
+       "            var model = Bokeh.Collections(modeltype).get(modelid);\n",
+       "            var view = new model.default_view({model: model, el: '#74264482-e835-4e41-b3f7-18407f2a3f9c'});\n",
+       "            Bokeh.index[modelid] = view\n",
+       "        });\n",
+       "    </script>\n",
+       "<div class=\"plotdiv\" id=\"74264482-e835-4e41-b3f7-18407f2a3f9c\"></div>\n",
+       "\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Bar(bokeh_testing, notebook=True).show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "    \n",
+       "        <style>\n",
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+       "                 * jQuery UI CSS Framework 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/category/theming/\n",
+       "                 */.bk-ui-helper-hidden{display:none}.bk-ui-helper-hidden-accessible{border:0;clip:rect(0 0 0 0);height:1px;margin:-1px;overflow:hidden;padding:0;position:absolute;width:1px}.bk-ui-helper-reset{margin:0;padding:0;border:0;outline:0;line-height:1.3;text-decoration:none;font-size:100%;list-style:none}.bk-ui-helper-clearfix:after,.bk-ui-helper-clearfix:before{content:\"\";display:table;border-collapse:collapse}.bk-ui-helper-clearfix{min-height:0}.bk-ui-helper-zfix{width:100%;height:100%;top:0;left:0;position:absolute;opacity:0;filter:Alpha(Opacity=0)}.bk-ui-front{z-index:100}.bk-ui-state-disabled{cursor:default!important}.bk-ui-icon{display:block;text-indent:-99999px;overflow:hidden;background-repeat:no-repeat}.bk-ui-widget-overlay{position:fixed;top:0;left:0;width:100%;height:100%}/*!\n",
+       "                 * jQuery UI Accordion 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/accordion/#theming\n",
+       "                 */.bk-ui-accordion .bk-ui-accordion-header{display:block;cursor:pointer;position:relative;margin:2px 0 0;padding:.5em .5em .5em .7em;min-height:0;font-size:100%}.bk-ui-accordion .bk-ui-accordion-icons,.bk-ui-accordion .bk-ui-accordion-icons .bk-ui-accordion-icons{padding-left:2.2em}.bk-ui-accordion .bk-ui-accordion-header .bk-ui-accordion-header-icon{position:absolute;left:.5em;top:50%;margin-top:-8px}.bk-ui-accordion .bk-ui-accordion-content{padding:1em 2.2em;border-top:0;overflow:auto}/*!\n",
+       "                 * jQuery UI Autocomplete 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/autocomplete/#theming\n",
+       "                 */.bk-ui-autocomplete{position:absolute;top:0;left:0;cursor:default}/*!\n",
+       "                 * jQuery UI Button 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/button/#theming\n",
+       "                 */.bk-ui-button{display:inline-block;position:relative;padding:0;line-height:normal;margin-right:.1em;cursor:pointer;text-align:center;overflow:visible}.bk-ui-button,.bk-ui-button:active,.bk-ui-button:hover,.bk-ui-button:link,.bk-ui-button:visited{text-decoration:none}.bk-ui-button-icon-only{width:2.2em}button.bk-ui-button-icon-only{width:2.4em}.bk-ui-button-icons-only{width:3.4em}button.bk-ui-button-icons-only{width:3.7em}.bk-ui-button .bk-ui-button-text{display:block;line-height:normal}.bk-ui-button-text-only .bk-ui-button-text{padding:.4em 1em}.bk-ui-button-icon-only .bk-ui-button-text,.bk-ui-button-icons-only .bk-ui-button-text{padding:.4em;text-indent:-9999999px}.bk-ui-button-text-icon-primary .bk-ui-button-text,.bk-ui-button-text-icons .bk-ui-button-text{padding:.4em 1em .4em 2.1em}.bk-ui-button-text-icon-secondary .bk-ui-button-text,.bk-ui-button-text-icons .bk-ui-button-text{padding:.4em 2.1em .4em 1em}.bk-ui-button-text-icons .bk-ui-button-text{padding-left:2.1em;padding-right:2.1em}input.bk-ui-button{padding:.4em 1em}.bk-ui-button-icon-only .bk-ui-icon,.bk-ui-button-icons-only .bk-ui-icon,.bk-ui-button-text-icon-primary .bk-ui-icon,.bk-ui-button-text-icon-secondary .bk-ui-icon,.bk-ui-button-text-icons .bk-ui-icon{position:absolute;top:50%;margin-top:-8px}.bk-ui-button-icon-only .bk-ui-icon{left:50%;margin-left:-8px}.bk-ui-button-icons-only .bk-ui-button-icon-primary,.bk-ui-button-text-icon-primary .bk-ui-button-icon-primary,.bk-ui-button-text-icons .bk-ui-button-icon-primary{left:.5em}.bk-ui-button-icons-only .bk-ui-button-icon-secondary,.bk-ui-button-text-icon-secondary .bk-ui-button-icon-secondary,.bk-ui-button-text-icons .bk-ui-button-icon-secondary{right:.5em}.bk-ui-buttonset{margin-right:7px}.bk-ui-buttonset .bk-ui-button{margin-left:0;margin-right:-.3em}button.bk-ui-button::-moz-focus-inner,input.bk-ui-button::-moz-focus-inner{border:0;padding:0}/*!\n",
+       "                 * jQuery UI Datepicker 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/datepicker/#theming\n",
+       "                 */.bk-ui-datepicker{width:17em;padding:.2em .2em 0;display:none}.bk-ui-datepicker .bk-ui-datepicker-header{position:relative;padding:.2em 0}.bk-ui-datepicker .bk-ui-datepicker-next,.bk-ui-datepicker .bk-ui-datepicker-prev{position:absolute;top:2px;width:1.8em;height:1.8em}.bk-ui-datepicker .bk-ui-datepicker-next-hover,.bk-ui-datepicker .bk-ui-datepicker-prev-hover{top:1px}.bk-ui-datepicker .bk-ui-datepicker-prev{left:2px}.bk-ui-datepicker .bk-ui-datepicker-next{right:2px}.bk-ui-datepicker .bk-ui-datepicker-prev-hover{left:1px}.bk-ui-datepicker .bk-ui-datepicker-next-hover{right:1px}.bk-ui-datepicker .bk-ui-datepicker-next span,.bk-ui-datepicker .bk-ui-datepicker-prev span{display:block;position:absolute;left:50%;margin-left:-8px;top:50%;margin-top:-8px}.bk-ui-datepicker .bk-ui-datepicker-title{margin:0 2.3em;line-height:1.8em;text-align:center}.bk-ui-datepicker .bk-ui-datepicker-title select{font-size:1em;margin:1px 0}.bk-ui-datepicker select.bk-ui-datepicker-month,.bk-ui-datepicker select.bk-ui-datepicker-year{width:45%}.bk-ui-datepicker table{width:100%;font-size:.9em;border-collapse:collapse;margin:0 0 .4em}.bk-ui-datepicker th{padding:.7em .3em;text-align:center;font-weight:700;border:0}.bk-ui-datepicker td{border:0;padding:1px}.bk-ui-datepicker td a,.bk-ui-datepicker td span{display:block;padding:.2em;text-align:right;text-decoration:none}.bk-ui-datepicker .bk-ui-datepicker-buttonpane{background-image:none;margin:.7em 0 0;padding:0 .2em;border-left:0;border-right:0;border-bottom:0}.bk-ui-datepicker .bk-ui-datepicker-buttonpane button{float:right;margin:.5em .2em .4em;cursor:pointer;padding:.2em .6em .3em;width:auto;overflow:visible}.bk-ui-datepicker .bk-ui-datepicker-buttonpane button.bk-ui-datepicker-current,.bk-ui-datepicker-multi .bk-ui-datepicker-group,.bk-ui-datepicker-rtl .bk-ui-datepicker-buttonpane button{float:left}.bk-ui-datepicker.bk-ui-datepicker-multi{width:auto}.bk-ui-datepicker-multi .bk-ui-datepicker-group table{width:95%;margin:0 auto .4em}.bk-ui-datepicker-multi-2 .bk-ui-datepicker-group{width:50%}.bk-ui-datepicker-multi-3 .bk-ui-datepicker-group{width:33.3%}.bk-ui-datepicker-multi-4 .bk-ui-datepicker-group{width:25%}.bk-ui-datepicker-multi .bk-ui-datepicker-group-last .bk-ui-datepicker-header,.bk-ui-datepicker-multi .bk-ui-datepicker-group-middle .bk-ui-datepicker-header{border-left-width:0}.bk-ui-datepicker-multi .bk-ui-datepicker-buttonpane{clear:left}.bk-ui-datepicker-row-break{clear:both;width:100%;font-size:0}.bk-ui-datepicker-rtl{direction:rtl}.bk-ui-datepicker-rtl .bk-ui-datepicker-prev{right:2px;left:auto}.bk-ui-datepicker-rtl .bk-ui-datepicker-next{left:2px;right:auto}.bk-ui-datepicker-rtl .bk-ui-datepicker-prev:hover{right:1px;left:auto}.bk-ui-datepicker-rtl .bk-ui-datepicker-next:hover{left:1px;right:auto}.bk-ui-datepicker-rtl .bk-ui-datepicker-buttonpane{clear:right}.bk-ui-datepicker-rtl .bk-ui-datepicker-buttonpane button.bk-ui-datepicker-current,.bk-ui-datepicker-rtl .bk-ui-datepicker-group{float:right}.bk-ui-datepicker-rtl .bk-ui-datepicker-group-last .bk-ui-datepicker-header,.bk-ui-datepicker-rtl .bk-ui-datepicker-group-middle .bk-ui-datepicker-header{border-right-width:0;border-left-width:1px}/*!\n",
+       "                 * jQuery UI Dialog 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/dialog/#theming\n",
+       "                 */.bk-ui-dialog{overflow:hidden;position:absolute;top:0;left:0;padding:.2em;outline:0}.bk-ui-dialog .bk-ui-dialog-titlebar{padding:.4em 1em;position:relative}.bk-ui-dialog .bk-ui-dialog-title{float:left;margin:.1em 0;white-space:nowrap;width:90%;overflow:hidden;text-overflow:ellipsis}.bk-ui-dialog .bk-ui-dialog-titlebar-close{position:absolute;right:.3em;top:50%;width:20px;margin:-10px 0 0;padding:1px;height:20px}.bk-ui-dialog .bk-ui-dialog-content{position:relative;border:0;padding:.5em 1em;background:0 0;overflow:auto}.bk-ui-dialog .bk-ui-dialog-buttonpane{text-align:left;border-width:1px 0 0;background-image:none;margin-top:.5em;padding:.3em 1em .5em .4em}.bk-ui-dialog .bk-ui-dialog-buttonpane .bk-ui-dialog-buttonset{float:right}.bk-ui-dialog .bk-ui-dialog-buttonpane button{margin:.5em .4em .5em 0;cursor:pointer}.bk-ui-dialog .bk-ui-resizable-se{width:12px;height:12px;right:-5px;bottom:-5px;background-position:16px 16px}.bk-ui-draggable .bk-ui-dialog-titlebar{cursor:move}/*!\n",
+       "                 * jQuery UI Draggable 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *//*!\n",
+       "                 * jQuery UI Menu 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/menu/#theming\n",
+       "                 */.bk-ui-menu{list-style:none;padding:0;margin:0;display:block;outline:0}.bk-ui-menu .bk-ui-menu{position:absolute}.bk-ui-menu .bk-ui-menu-item{position:relative;margin:0;padding:3px 1em 3px .4em;cursor:pointer;min-height:0;list-style-image:url(data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)}.bk-ui-menu .bk-ui-menu-divider{margin:5px 0;height:0;font-size:0;line-height:0;border-width:1px 0 0}.bk-ui-menu .bk-ui-state-active,.bk-ui-menu .bk-ui-state-focus{margin:-1px}.bk-ui-menu-icons{position:relative}.bk-ui-menu-icons .bk-ui-menu-item{padding-left:2em}.bk-ui-menu .bk-ui-icon{position:absolute;top:0;bottom:0;left:.2em;margin:auto 0}.bk-ui-menu .bk-ui-menu-icon{left:auto;right:0}/*!\n",
+       "                 * jQuery UI Progressbar 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/progressbar/#theming\n",
+       "                 */.bk-ui-progressbar{height:2em;text-align:left;overflow:hidden}.bk-ui-progressbar .bk-ui-progressbar-value{margin:-1px;height:100%}.bk-ui-progressbar .bk-ui-progressbar-overlay{background:url(data:image/gif;base64,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);height:100%;filter:alpha(opacity=25);opacity:.25}.bk-ui-progressbar-indeterminate .bk-ui-progressbar-value{background-image:none}/*!\n",
+       "                 * jQuery UI Resizable 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 */.bk-ui-resizable{position:relative}.bk-ui-resizable-handle{position:absolute;font-size:.1px;display:block}.bk-ui-resizable-autohide .bk-ui-resizable-handle,.bk-ui-resizable-disabled .bk-ui-resizable-handle{display:none}.bk-ui-resizable-n{cursor:n-resize;height:7px;width:100%;top:-5px;left:0}.bk-ui-resizable-s{cursor:s-resize;height:7px;width:100%;bottom:-5px;left:0}.bk-ui-resizable-e{cursor:e-resize;width:7px;right:-5px;top:0;height:100%}.bk-ui-resizable-w{cursor:w-resize;width:7px;left:-5px;top:0;height:100%}.bk-ui-resizable-se{cursor:se-resize;width:12px;height:12px;right:1px;bottom:1px}.bk-ui-resizable-sw{cursor:sw-resize;width:9px;height:9px;left:-5px;bottom:-5px}.bk-ui-slider-vertical .bk-ui-slider-range-min,.bk-ui-spinner-down{bottom:0}.bk-ui-resizable-nw{cursor:nw-resize;width:9px;height:9px;left:-5px;top:-5px}.bk-ui-resizable-ne{cursor:ne-resize;width:9px;height:9px;right:-5px;top:-5px}/*!\n",
+       "                 * jQuery UI Selectable 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 */.bk-ui-selectable{-ms-touch-action:none;touch-action:none}.bk-ui-selectable-helper{position:absolute;z-index:100;border:1px dotted #000}/*!\n",
+       "                 * jQuery UI Selectmenu 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/selectmenu/#theming\n",
+       "                 */.bk-ui-selectmenu-menu{padding:0;margin:0;position:absolute;top:0;left:0;display:none}.bk-ui-selectmenu-menu .bk-ui-menu{overflow:auto;overflow-x:hidden;padding-bottom:1px}.bk-ui-selectmenu-menu .bk-ui-menu .bk-ui-selectmenu-optgroup{font-size:1em;font-weight:700;line-height:1.5;padding:2px .4em;margin:.5em 0 0;height:auto;border:0}.bk-ui-selectmenu-open{display:block}.bk-ui-selectmenu-button{display:inline-block;overflow:hidden;position:relative;text-decoration:none;cursor:pointer}.bk-ui-selectmenu-button span.bk-ui-icon{right:.5em;left:auto;margin-top:-8px;position:absolute;top:50%}.bk-ui-selectmenu-button span.bk-ui-selectmenu-text{text-align:left;padding:.4em 2.1em .4em 1em;display:block;line-height:1.4;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}/*!\n",
+       "                 * jQuery UI Sortable 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *//*!\n",
+       "                 * jQuery UI Slider 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/slider/#theming\n",
+       "                 */.bk-ui-slider{position:relative;text-align:left}.bk-ui-slider .bk-ui-slider-handle{position:absolute;z-index:2;width:1.2em;height:1.2em;cursor:default}.bk-ui-slider .bk-ui-slider-range{position:absolute;z-index:1;font-size:.7em;display:block;border:0;background-position:0 0}.bk-ui-slider.bk-ui-state-disabled .bk-ui-slider-handle,.bk-ui-slider.bk-ui-state-disabled .bk-ui-slider-range{filter:inherit}.bk-ui-slider-horizontal{height:.8em}.bk-ui-slider-horizontal .bk-ui-slider-handle{top:-.3em;margin-left:-.6em}.bk-ui-slider-horizontal .bk-ui-slider-range{top:0;height:100%}.bk-ui-slider-horizontal .bk-ui-slider-range-min{left:0}.bk-ui-slider-horizontal .bk-ui-slider-range-max{right:0}.bk-ui-slider-vertical{width:.8em;height:100px}.bk-ui-slider-vertical .bk-ui-slider-handle{left:-.3em;margin-left:0;margin-bottom:-.6em}.bk-ui-slider-vertical .bk-ui-slider-range{left:0;width:100%}.bk-ui-slider-vertical .bk-ui-slider-range-max{top:0}/*!\n",
+       "                 * jQuery UI Spinner 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/spinner/#theming\n",
+       "                 */.bk-ui-spinner{position:relative;display:inline-block;overflow:hidden;padding:0}.bk-ui-spinner-input{border:none;background:0 0;color:inherit;padding:0;margin:.2em 22px .2em .4em}.bk-ui-widget-content a,.bk-ui-widget-header,.bk-ui-widget-header a{color:#222}.bk-ui-spinner-button{width:16px;height:50%;font-size:.5em;padding:0;margin:0;text-align:center;position:absolute;cursor:default;display:block;overflow:hidden;right:0}.bk-ui-spinner a.bk-ui-spinner-button{border-top:none;border-bottom:none;border-right:none}.bk-ui-spinner .bk-ui-icon{position:absolute;margin-top:-8px;top:50%;left:0}.bk-ui-spinner-up{top:0}.bk-ui-spinner .bk-ui-icon-triangle-1-s{background-position:-65px -16px}/*!\n",
+       "                 * jQuery UI Tabs 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/tabs/#theming\n",
+       "                 */.bk-ui-tabs{position:relative;padding:.2em}.bk-ui-tabs .bk-ui-tabs-nav{margin:0;padding:.2em .2em 0}.bk-ui-tabs .bk-ui-tabs-nav li{list-style:none;float:left;position:relative;top:0;margin:1px .2em 0 0;border-bottom-width:0;padding:0;white-space:nowrap}.bk-ui-tabs .bk-ui-tabs-nav .bk-ui-tabs-anchor{float:left;padding:.5em 1em;text-decoration:none}.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-tabs-active{margin-bottom:-1px;padding-bottom:1px}.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-state-disabled .bk-ui-tabs-anchor,.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-tabs-active .bk-ui-tabs-anchor,.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-tabs-loading .bk-ui-tabs-anchor{cursor:text}.bk-ui-tabs-collapsible .bk-ui-tabs-nav li.bk-ui-tabs-active .bk-ui-tabs-anchor{cursor:pointer}.bk-ui-tabs .bk-ui-tabs-panel{display:block;border-width:0;padding:1em 1.4em;background:0 0}/*!\n",
+       "                 * jQuery UI Tooltip 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/tooltip/#theming\n",
+       "                 */.bk-ui-tooltip{padding:8px;position:absolute;z-index:9999;max-width:300px;-webkit-box-shadow:0 0 5px #aaa;box-shadow:0 0 5px #aaa}body .bk-ui-tooltip{border-width:2px}/*!\n",
+       "                 * jQuery UI CSS Framework 1.11.2\n",
+       "                 * http://jqueryui.com\n",
+       "                 *\n",
+       "                 * Copyright 2014 jQuery Foundation and other contributors\n",
+       "                 * Released under the MIT license.\n",
+       "                 * http://jquery.org/license\n",
+       "                 *\n",
+       "                 * http://api.jqueryui.com/category/theming/\n",
+       "                 *\n",
+       "                 * To view and modify this theme, visit http://jqueryui.com/themeroller/\n",
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o=this._listeningTo||(this._listeningTo={}),s=e._listenId||(e._listenId=i.uniqueId(\"l\"));return o[s]=e,r||\"object\"!=typeof n||(r=this),e[t](n,r,this),this}}),a.bind=a.on,a.unbind=a.off,i.extend(e,a);var p=e.Model=function(t,e){var n=t||{};e||(e={}),this.cid=i.uniqueId(\"c\"),this.attributes={},e.collection&&(this.collection=e.collection),e.parse&&(n=this.parse(n,e)||{}),n=i.defaults({},n,i.result(this,\"defaults\")),this.set(n,e),this.changed={},this.initialize.apply(this,arguments)};i.extend(p.prototype,a,{changed:null,validationError:null,idAttribute:\"id\",initialize:function(){},toJSON:function(t){return i.clone(this.attributes)},sync:function(){return e.sync.apply(this,arguments)},get:function(t){return this.attributes[t]},escape:function(t){return i.escape(this.get(t))},has:function(t){return null!=this.get(t)},set:function(t,e,n){var r,o,s,a,l,u,c,h;if(null==t)return this;if(\"object\"==typeof t?(o=t,n=e):(o={})[t]=e,n||(n={}),!this._validate(o,n))return!1;s=n.unset,l=n.silent,a=[],u=this._changing,this._changing=!0,u||(this._previousAttributes=i.clone(this.attributes),this.changed={}),h=this.attributes,c=this._previousAttributes,this.idAttribute in o&&(this.id=o[this.idAttribute]);for(r in o)e=o[r],i.isEqual(h[r],e)||a.push(r),i.isEqual(c[r],e)?delete this.changed[r]:this.changed[r]=e,s?delete h[r]:h[r]=e;if(!l){a.length&&(this._pending=n);for(var p=0,d=a.length;d>p;p++)this.trigger(\"change:\"+a[p],this,h[a[p]],n)}if(u)return this;if(!l)for(;this._pending;)n=this._pending,this._pending=!1,this.trigger(\"change\",this,n);return this._pending=!1,this._changing=!1,this},unset:function(t,e){return this.set(t,void 0,i.extend({},e,{unset:!0}))},clear:function(t){var e={};for(var n in this.attributes)e[n]=void 0;return this.set(e,i.extend({},t,{unset:!0}))},hasChanged:function(t){return null==t?!i.isEmpty(this.changed):i.has(this.changed,t)},changedAttributes:function(t){if(!t)return this.hasChanged()?i.clone(this.changed):!1;var e,n=!1,r=this._changing?this._previousAttributes:this.attributes;for(var o in t)i.isEqual(r[o],e=t[o])||((n||(n={}))[o]=e);return n},previous:function(t){return null!=t&&this._previousAttributes?this._previousAttributes[t]:null},previousAttributes:function(){return i.clone(this._previousAttributes)},fetch:function(t){t=t?i.clone(t):{},void 0===t.parse&&(t.parse=!0);var e=this,n=t.success;return t.success=function(i){return e.set(e.parse(i,t),t)?(n&&n(e,i,t),void e.trigger(\"sync\",e,i,t)):!1},j(this,t),this.sync(\"read\",this,t)},save:function(t,e,n){var r,o,s,a=this.attributes;if(null==t||\"object\"==typeof t?(r=t,n=e):(r={})[t]=e,n=i.extend({validate:!0},n),r&&!n.wait){if(!this.set(r,n))return!1}else if(!this._validate(r,n))return!1;r&&n.wait&&(this.attributes=i.extend({},a,r)),void 0===n.parse&&(n.parse=!0);var l=this,u=n.success;return n.success=function(t){l.attributes=a;var e=l.parse(t,n);return n.wait&&(e=i.extend(r||{},e)),i.isObject(e)&&!l.set(e,n)?!1:(u&&u(l,t,n),void l.trigger(\"sync\",l,t,n))},j(this,n),o=this.isNew()?\"create\":n.patch?\"patch\":\"update\",\"patch\"===o&&(n.attrs=r),s=this.sync(o,this,n),r&&n.wait&&(this.attributes=a),s},destroy:function(t){t=t?i.clone(t):{};var e=this,n=t.success,r=function(){e.trigger(\"destroy\",e,e.collection,t)};if(t.success=function(i){(t.wait||e.isNew())&&r(),n&&n(e,i,t),e.isNew()||e.trigger(\"sync\",e,i,t)},this.isNew())return t.success(),!1;j(this,t);var o=this.sync(\"delete\",this,t);return t.wait||r(),o},url:function(){var t=i.result(this,\"urlRoot\")||i.result(this.collection,\"url\")||O();return this.isNew()?t:t.replace(/([^\\/])$/,\"$1/\")+encodeURIComponent(this.id)},parse:function(t,e){return t},clone:function(){return new this.constructor(this.attributes)},isNew:function(){return!this.has(this.idAttribute)},isValid:function(t){return this._validate({},i.extend(t||{},{validate:!0}))},_validate:function(t,e){if(!e.validate||!this.validate)return!0;t=i.extend({},this.attributes,t);var n=this.validationError=this.validate(t,e)||null;return n?(this.trigger(\"invalid\",this,n,i.extend(e,{validationError:n})),!1):!0}});var d=[\"keys\",\"values\",\"pairs\",\"invert\",\"pick\",\"omit\"];i.each(d,function(t){p.prototype[t]=function(){var e=s.call(arguments);return e.unshift(this.attributes),i[t].apply(i,e)}});var f=e.Collection=function(t,e){e||(e={}),e.model&&(this.model=e.model),void 0!==e.comparator&&(this.comparator=e.comparator),this._reset(),this.initialize.apply(this,arguments),t&&this.reset(t,i.extend({silent:!0},e))},g={add:!0,remove:!0,merge:!0},m={add:!0,remove:!1};i.extend(f.prototype,a,{model:p,initialize:function(){},toJSON:function(t){return this.map(function(e){return e.toJSON(t)})},sync:function(){return e.sync.apply(this,arguments)},add:function(t,e){return this.set(t,i.extend({merge:!1},e,m))},remove:function(t,e){var n=!i.isArray(t);t=n?[t]:i.clone(t),e||(e={});var r,o,s,a;for(r=0,o=t.length;o>r;r++)a=t[r]=this.get(t[r]),a&&(delete this._byId[a.id],delete this._byId[a.cid],s=this.indexOf(a),this.models.splice(s,1),this.length--,e.silent||(e.index=s,a.trigger(\"remove\",a,this,e)),this._removeReference(a,e));return n?t[0]:t},set:function(t,e){e=i.defaults({},e,g),e.parse&&(t=this.parse(t,e));var n=!i.isArray(t);t=n?t?[t]:[]:i.clone(t);var r,o,s,a,l,u,c,h=e.at,d=this.model,f=this.comparator&&null==h&&e.sort!==!1,m=i.isString(this.comparator)?this.comparator:null,_=[],v=[],y={},b=e.add,w=e.merge,x=e.remove,k=!f&&b&&x?[]:!1;for(r=0,o=t.length;o>r;r++){if(l=t[r]||{},s=l instanceof p?a=l:l[d.prototype.idAttribute||\"id\"],u=this.get(s))x&&(y[u.cid]=!0),w&&(l=l===a?a.attributes:l,e.parse&&(l=u.parse(l,e)),u.set(l,e),f&&!c&&u.hasChanged(m)&&(c=!0)),t[r]=u;else if(b){if(a=t[r]=this._prepareModel(l,e),!a)continue;_.push(a),this._addReference(a,e)}a=u||a,!k||!a.isNew()&&y[a.id]||k.push(a),y[a.id]=!0}if(x){for(r=0,o=this.length;o>r;++r)y[(a=this.models[r]).cid]||v.push(a);v.length&&this.remove(v,e)}if(_.length||k&&k.length)if(f&&(c=!0),this.length+=_.length,null!=h)for(r=0,o=_.length;o>r;r++)this.models.splice(h+r,0,_[r]);else{k&&(this.models.length=0);var C=k||_;for(r=0,o=C.length;o>r;r++)this.models.push(C[r])}if(c&&this.sort({silent:!0}),!e.silent){for(r=0,o=_.length;o>r;r++)(a=_[r]).trigger(\"add\",a,this,e);(c||k&&k.length)&&this.trigger(\"sort\",this,e)}return n?t[0]:t},reset:function(t,e){e||(e={});for(var n=0,r=this.models.length;r>n;n++)this._removeReference(this.models[n],e);return e.previousModels=this.models,this._reset(),t=this.add(t,i.extend({silent:!0},e)),e.silent||this.trigger(\"reset\",this,e),t},push:function(t,e){return this.add(t,i.extend({at:this.length},e))},pop:function(t){var e=this.at(this.length-1);return this.remove(e,t),e},unshift:function(t,e){return this.add(t,i.extend({at:0},e))},shift:function(t){var e=this.at(0);return this.remove(e,t),e},slice:function(){return s.apply(this.models,arguments)},get:function(t){return null==t?void 0:this._byId[t]||this._byId[t.id]||this._byId[t.cid]},at:function(t){return this.models[t]},where:function(t,e){return i.isEmpty(t)?e?void 0:[]:this[e?\"find\":\"filter\"](function(e){for(var i in t)if(t[i]!==e.get(i))return!1;return!0})},findWhere:function(t){return this.where(t,!0)},sort:function(t){if(!this.comparator)throw new Error(\"Cannot sort a set without a comparator\");return t||(t={}),i.isString(this.comparator)||1===this.comparator.length?this.models=this.sortBy(this.comparator,this):this.models.sort(i.bind(this.comparator,this)),t.silent||this.trigger(\"sort\",this,t),this},pluck:function(t){return i.invoke(this.models,\"get\",t)},fetch:function(t){t=t?i.clone(t):{},void 0===t.parse&&(t.parse=!0);var e=t.success,n=this;return t.success=function(i){var r=t.reset?\"reset\":\"set\";n[r](i,t),e&&e(n,i,t),n.trigger(\"sync\",n,i,t)},j(this,t),this.sync(\"read\",this,t)},create:function(t,e){if(e=e?i.clone(e):{},!(t=this._prepareModel(t,e)))return!1;e.wait||this.add(t,e);var n=this,r=e.success;return e.success=function(t,i){e.wait&&n.add(t,e),r&&r(t,i,e)},t.save(null,e),t},parse:function(t,e){return t},clone:function(){return new this.constructor(this.models)},_reset:function(){this.length=0,this.models=[],this._byId={}},_prepareModel:function(t,e){if(t instanceof p)return t;e=e?i.clone(e):{},e.collection=this;var n=new this.model(t,e);return n.validationError?(this.trigger(\"invalid\",this,n.validationError,e),!1):n},_addReference:function(t,e){this._byId[t.cid]=t,null!=t.id&&(this._byId[t.id]=t),t.collection||(t.collection=this),t.on(\"all\",this._onModelEvent,this)},_removeReference:function(t,e){this===t.collection&&delete t.collection,t.off(\"all\",this._onModelEvent,this)},_onModelEvent:function(t,e,i,n){(\"add\"!==t&&\"remove\"!==t||i===this)&&(\"destroy\"===t&&this.remove(e,n),e&&t===\"change:\"+e.idAttribute&&(delete this._byId[e.previous(e.idAttribute)],null!=e.id&&(this._byId[e.id]=e)),this.trigger.apply(this,arguments))}});var _=[\"forEach\",\"each\",\"map\",\"collect\",\"reduce\",\"foldl\",\"inject\",\"reduceRight\",\"foldr\",\"find\",\"detect\",\"filter\",\"select\",\"reject\",\"every\",\"all\",\"some\",\"any\",\"include\",\"contains\",\"invoke\",\"max\",\"min\",\"toArray\",\"size\",\"first\",\"head\",\"take\",\"initial\",\"rest\",\"tail\",\"drop\",\"last\",\"without\",\"difference\",\"indexOf\",\"shuffle\",\"lastIndexOf\",\"isEmpty\",\"chain\",\"sample\"];i.each(_,function(t){f.prototype[t]=function(){var e=s.call(arguments);return e.unshift(this.models),i[t].apply(i,e)}});var v=[\"groupBy\",\"countBy\",\"sortBy\",\"indexBy\"];i.each(v,function(t){f.prototype[t]=function(e,n){var r=i.isFunction(e)?e:function(t){return t.get(e)};return i[t](this.models,r,n)}});var y=e.View=function(t){this.cid=i.uniqueId(\"view\"),t||(t={}),i.extend(this,i.pick(t,w)),this._ensureElement(),this.initialize.apply(this,arguments),this.delegateEvents()},b=/^(\\S+)\\s*(.*)$/,w=[\"model\",\"collection\",\"el\",\"id\",\"attributes\",\"className\",\"tagName\",\"events\"];i.extend(y.prototype,a,{tagName:\"div\",$:function(t){return this.$el.find(t)},initialize:function(){},render:function(){return this},remove:function(){return this.$el.remove(),this.stopListening(),this},setElement:function(t,i){return this.$el&&this.undelegateEvents(),this.$el=t instanceof e.$?t:e.$(t),this.el=this.$el[0],i!==!1&&this.delegateEvents(),this},delegateEvents:function(t){if(!t&&!(t=i.result(this,\"events\")))return this;this.undelegateEvents();for(var e in t){var n=t[e];if(i.isFunction(n)||(n=this[t[e]]),n){var r=e.match(b),o=r[1],s=r[2];n=i.bind(n,this),o+=\".delegateEvents\"+this.cid,\"\"===s?this.$el.on(o,n):this.$el.on(o,s,n)}}return this},undelegateEvents:function(){return this.$el.off(\".delegateEvents\"+this.cid),this},_ensureElement:function(){if(this.el)this.setElement(i.result(this,\"el\"),!1);else{var t=i.extend({},i.result(this,\"attributes\"));this.id&&(t.id=i.result(this,\"id\")),this.className&&(t[\"class\"]=i.result(this,\"className\"));var n=e.$(\"<\"+i.result(this,\"tagName\")+\">\").attr(t);this.setElement(n,!1)}}}),e.sync=function(t,n,r){var o=k[t];i.defaults(r||(r={}),{emulateHTTP:e.emulateHTTP,emulateJSON:e.emulateJSON});var s={type:o,dataType:\"json\"};if(r.url||(s.url=i.result(n,\"url\")||O()),null!=r.data||!n||\"create\"!==t&&\"update\"!==t&&\"patch\"!==t||(s.contentType=\"application/json\",s.data=JSON.stringify(r.attrs||n.toJSON(r))),r.emulateJSON&&(s.contentType=\"application/x-www-form-urlencoded\",s.data=s.data?{model:s.data}:{}),r.emulateHTTP&&(\"PUT\"===o||\"DELETE\"===o||\"PATCH\"===o)){s.type=\"POST\",r.emulateJSON&&(s.data._method=o);var a=r.beforeSend;r.beforeSend=function(t){return t.setRequestHeader(\"X-HTTP-Method-Override\",o),a?a.apply(this,arguments):void 0}}\"GET\"===s.type||r.emulateJSON||(s.processData=!1),\"PATCH\"===s.type&&x&&(s.xhr=function(){return new ActiveXObject(\"Microsoft.XMLHTTP\")});var l=r.xhr=e.ajax(i.extend(s,r));return n.trigger(\"request\",n,l,r),l};var x=!(\"undefined\"==typeof window||!window.ActiveXObject||window.XMLHttpRequest&&(new XMLHttpRequest).dispatchEvent),k={create:\"POST\",update:\"PUT\",patch:\"PATCH\",\"delete\":\"DELETE\",read:\"GET\"};e.ajax=function(){return e.$.ajax.apply(e.$,arguments)};var C=e.Router=function(t){t||(t={}),t.routes&&(this.routes=t.routes),this._bindRoutes(),this.initialize.apply(this,arguments)},M=/\\((.*?)\\)/g,D=/(\\(\\?)?:\\w+/g,T=/\\*\\w+/g,S=/[\\-{}\\[\\]+?.,\\\\\\^$|#\\s]/g;i.extend(C.prototype,a,{initialize:function(){},route:function(t,n,r){i.isRegExp(t)||(t=this._routeToRegExp(t)),i.isFunction(n)&&(r=n,n=\"\"),r||(r=this[n]);var o=this;return e.history.route(t,function(i){var s=o._extractParameters(t,i);o.execute(r,s),o.trigger.apply(o,[\"route:\"+n].concat(s)),o.trigger(\"route\",n,s),e.history.trigger(\"route\",o,n,s)}),this},execute:function(t,e){t&&t.apply(this,e)},navigate:function(t,i){return e.history.navigate(t,i),this},_bindRoutes:function(){if(this.routes){this.routes=i.result(this,\"routes\");for(var t,e=i.keys(this.routes);null!=(t=e.pop());)this.route(t,this.routes[t])}},_routeToRegExp:function(t){return t=t.replace(S,\"\\\\$&\").replace(M,\"(?:$1)?\").replace(D,function(t,e){return e?t:\"([^/?]+)\"}).replace(T,\"([^?]*?)\"),new RegExp(\"^\"+t+\"(?:\\\\?([\\\\s\\\\S]*))?$\")},_extractParameters:function(t,e){var n=t.exec(e).slice(1);return i.map(n,function(t,e){return e===n.length-1?t||null:t?decodeURIComponent(t):null})}});var A=e.History=function(){this.handlers=[],i.bindAll(this,\"checkUrl\"),\"undefined\"!=typeof window&&(this.location=window.location,this.history=window.history)},P=/^[#\\/]|\\s+$/g,I=/^\\/+|\\/+$/g,E=/msie [\\w.]+/,R=/\\/$/,N=/#.*$/;A.started=!1,i.extend(A.prototype,a,{interval:50,atRoot:function(){return this.location.pathname.replace(/[^\\/]$/,\"$&/\")===this.root},getHash:function(t){var e=(t||this).location.href.match(/#(.*)$/);return e?e[1]:\"\"},getFragment:function(t,e){if(null==t)if(this._hasPushState||!this._wantsHashChange||e){t=decodeURI(this.location.pathname+this.location.search);var i=this.root.replace(R,\"\");t.indexOf(i)||(t=t.slice(i.length))}else t=this.getHash();return t.replace(P,\"\")},start:function(t){if(A.started)throw new Error(\"Backbone.history has already been started\");A.started=!0,this.options=i.extend({root:\"/\"},this.options,t),this.root=this.options.root,this._wantsHashChange=this.options.hashChange!==!1,this._wantsPushState=!!this.options.pushState,this._hasPushState=!!(this.options.pushState&&this.history&&this.history.pushState);var n=this.getFragment(),r=document.documentMode,o=E.exec(navigator.userAgent.toLowerCase())&&(!r||7>=r);if(this.root=(\"/\"+this.root+\"/\").replace(I,\"/\"),o&&this._wantsHashChange){var s=e.$('<iframe src=\"javascript:0\" tabindex=\"-1\">');this.iframe=s.hide().appendTo(\"body\")[0].contentWindow,this.navigate(n)}this._hasPushState?e.$(window).on(\"popstate\",this.checkUrl):this._wantsHashChange&&\"onhashchange\"in window&&!o?e.$(window).on(\"hashchange\",this.checkUrl):this._wantsHashChange&&(this._checkUrlInterval=setInterval(this.checkUrl,this.interval)),this.fragment=n;var a=this.location;if(this._wantsHashChange&&this._wantsPushState){if(!this._hasPushState&&!this.atRoot())return this.fragment=this.getFragment(null,!0),this.location.replace(this.root+\"#\"+this.fragment),!0;this._hasPushState&&this.atRoot()&&a.hash&&(this.fragment=this.getHash().replace(P,\"\"),this.history.replaceState({},document.title,this.root+this.fragment))}return this.options.silent?void 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this.location.assign(i);this._updateHash(this.location,t,e.replace),this.iframe&&t!==this.getFragment(this.getHash(this.iframe))&&(e.replace||this.iframe.document.open().close(),this._updateHash(this.iframe.location,t,e.replace))}return e.trigger?this.loadUrl(t):void 0}},_updateHash:function(t,e,i){if(i){var n=t.href.replace(/(javascript:|#).*$/,\"\");t.replace(n+\"#\"+e)}else t.hash=\"#\"+e}}),e.history=new A;var z=function(t,e){var n,r=this;n=t&&i.has(t,\"constructor\")?t.constructor:function(){return r.apply(this,arguments)},i.extend(n,r,e);var o=function(){this.constructor=n};return o.prototype=r.prototype,n.prototype=new o,t&&i.extend(n.prototype,t),n.__super__=r.prototype,n};p.extend=f.extend=C.extend=y.extend=A.extend=z;var O=function(){throw new Error('A \"url\" property or function must be specified')},j=function(t,e){var i=e.error;e.error=function(n){i&&i(t,n,e),t.trigger(\"error\",t,n,e)}};return e})},{underscore:22}],2:[function(t,e,i){!function(t,i,n,r){\"use 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l(this.options,t),t.touchAction&&this.touchAction.update(),t.inputTarget&&(this.input.destroy(),this.input.target=t.inputTarget,this.input.init()),this},stop:function(t){this.session.stopped=t?de:pe},recognize:function(t){var e=this.session;if(!e.stopped){this.touchAction.preventDefaults(t);var i,n=this.recognizers,r=e.curRecognizer;(!r||r&&r.state&ue)&&(r=e.curRecognizer=null);for(var o=0;o<n.length;)i=n[o],e.stopped===de||r&&i!=r&&!i.canRecognizeWith(r)?i.reset():i.recognize(t),!r&&i.state&(se|ae|le)&&(r=e.curRecognizer=i),o++}},get:function(t){if(t instanceof G)return t;for(var e=this.recognizers,i=0;i<e.length;i++)if(e[i].options.event==t)return e[i];return null},add:function(t){if(s(t,\"add\",this))return this;var e=this.get(t.options.event);return e&&this.remove(e),this.recognizers.push(t),t.manager=this,this.touchAction.update(),t},remove:function(t){if(s(t,\"remove\",this))return this;var e=this.recognizers;return t=this.get(t),e.splice(y(e,t),1),this.touchAction.update(),this},on:function(t,e){var i=this.handlers;return a(v(t),function(t){i[t]=i[t]||[],i[t].push(e)}),this},off:function(t,e){var i=this.handlers;return a(v(t),function(t){e?i[t].splice(y(i[t],e),1):delete i[t]}),this},emit:function(t,e){this.options.domEvents&&lt(t,e);var i=this.handlers[t]&&this.handlers[t].slice();if(i&&i.length){e.type=t,e.preventDefault=function(){e.srcEvent.preventDefault()};for(var n=0;n<i.length;)i[n](e),n++}},destroy:function(){this.element&&at(this,!1),this.handlers={},this.session={},this.input.destroy(),this.element=null}},l(ot,{INPUT_START:Mt,INPUT_MOVE:Dt,INPUT_END:Tt,INPUT_CANCEL:St,STATE_POSSIBLE:oe,STATE_BEGAN:se,STATE_CHANGED:ae,STATE_ENDED:le,STATE_RECOGNIZED:ue,STATE_CANCELLED:ce,STATE_FAILED:he,DIRECTION_NONE:At,DIRECTION_LEFT:Pt,DIRECTION_RIGHT:It,DIRECTION_UP:Et,DIRECTION_DOWN:Rt,DIRECTION_HORIZONTAL:Nt,DIRECTION_VERTICAL:zt,DIRECTION_ALL:Ot,Manager:st,Input:M,TouchAction:U,TouchInput:Y,MouseInput:H,PointerEventInput:L,TouchMouseInput:V,SingleTouchInput:W,Recognizer:G,AttrRecognizer:K,Tap:rt,Pan:Q,Swipe:nt,Pinch:tt,Rotate:it,Press:et,on:f,off:g,each:a,merge:u,extend:l,inherit:c,bindFn:h,prefixed:x}),typeof define==ht&&define.amd?define(function(){return ot}):\"undefined\"!=typeof e&&e.exports?e.exports=ot:t[n]=ot}(window,document,\"Hammer\")},{}],3:[function(t,e,i){!function(t){\"function\"==typeof define&&define.amd?define([\"jquery\"],t):\"object\"==typeof i?e.exports=t:t(jQuery)}(function(t){function e(e){var s=e||window.event,a=l.call(arguments,1),u=0,h=0,p=0,d=0,f=0,g=0;if(e=t.event.fix(s),e.type=\"mousewheel\",\"detail\"in s&&(p=-1*s.detail),\"wheelDelta\"in s&&(p=s.wheelDelta),\"wheelDeltaY\"in s&&(p=s.wheelDeltaY),\"wheelDeltaX\"in s&&(h=-1*s.wheelDeltaX),\"axis\"in s&&s.axis===s.HORIZONTAL_AXIS&&(h=-1*p,p=0),u=0===p?h:p,\"deltaY\"in s&&(p=-1*s.deltaY,u=p),\"deltaX\"in s&&(h=s.deltaX,0===p&&(u=-1*h)),0!==p||0!==h){if(1===s.deltaMode){var m=t.data(this,\"mousewheel-line-height\");u*=m,p*=m,h*=m}else if(2===s.deltaMode){var _=t.data(this,\"mousewheel-page-height\");u*=_,p*=_,h*=_}if(d=Math.max(Math.abs(p),Math.abs(h)),(!o||o>d)&&(o=d,n(s,d)&&(o/=40)),n(s,d)&&(u/=40,h/=40,p/=40),u=Math[u>=1?\"floor\":\"ceil\"](u/o),h=Math[h>=1?\"floor\":\"ceil\"](h/o),p=Math[p>=1?\"floor\":\"ceil\"](p/o),c.settings.normalizeOffset&&this.getBoundingClientRect){var v=this.getBoundingClientRect();f=e.clientX-v.left,g=e.clientY-v.top}return e.deltaX=h,e.deltaY=p,e.deltaFactor=o,e.offsetX=f,e.offsetY=g,e.deltaMode=0,a.unshift(e,u,h,p),r&&clearTimeout(r),r=setTimeout(i,200),(t.event.dispatch||t.event.handle).apply(this,a)}}function i(){o=null}function n(t,e){return c.settings.adjustOldDeltas&&\"mousewheel\"===t.type&&e%120===0}var r,o,s=[\"wheel\",\"mousewheel\",\"DOMMouseScroll\",\"MozMousePixelScroll\"],a=\"onwheel\"in document||document.documentMode>=9?[\"wheel\"]:[\"mousewheel\",\"DomMouseScroll\",\"MozMousePixelScroll\"],l=Array.prototype.slice;if(t.event.fixHooks)for(var u=s.length;u;)t.event.fixHooks[s[--u]]=t.event.mouseHooks;var c=t.event.special.mousewheel={version:\"3.1.12\",setup:function(){if(this.addEventListener)for(var i=a.length;i;)this.addEventListener(a[--i],e,!1);else this.onmousewheel=e;t.data(this,\"mousewheel-line-height\",c.getLineHeight(this)),t.data(this,\"mousewheel-page-height\",c.getPageHeight(this))},teardown:function(){if(this.removeEventListener)for(var i=a.length;i;)this.removeEventListener(a[--i],e,!1);else this.onmousewheel=null;t.removeData(this,\"mousewheel-line-height\"),t.removeData(this,\"mousewheel-page-height\")},getLineHeight:function(e){var i=t(e),n=i[\"offsetParent\"in t.fn?\"offsetParent\":\"parent\"]();return n.length||(n=t(\"body\")),parseInt(n.css(\"fontSize\"),10)||parseInt(i.css(\"fontSize\"),10)||16},getPageHeight:function(e){return t(e).height()},settings:{adjustOldDeltas:!0,normalizeOffset:!0}};t.fn.extend({mousewheel:function(t){return t?this.bind(\"mousewheel\",t):this.trigger(\"mousewheel\")},unmousewheel:function(t){return this.unbind(\"mousewheel\",t)}})})},{}],4:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),t(\"./widget\"),t(\"./position\"),t(\"./menu\"),function(t,e){t.widget(\"ui.autocomplete\",{version:\"1.10.4\",defaultElement:\"<input>\",options:{appendTo:null,autoFocus:!1,delay:300,minLength:1,position:{my:\"left top\",at:\"left bottom\",collision:\"none\"},source:null,change:null,close:null,focus:null,open:null,response:null,search:null,select:null},requestIndex:0,pending:0,_create:function(){var e,i,n,r=this.element[0].nodeName.toLowerCase(),o=\"textarea\"===r,s=\"input\"===r;this.isMultiLine=o?!0:s?!1:this.element.prop(\"isContentEditable\"),this.valueMethod=this.element[o||s?\"val\":\"text\"],this.isNewMenu=!0,this.element.addClass(\"ui-autocomplete-input\").attr(\"autocomplete\",\"off\"),this._on(this.element,{keydown:function(r){if(this.element.prop(\"readOnly\"))return e=!0,n=!0,void(i=!0);e=!1,n=!1,i=!1;var o=t.ui.keyCode;switch(r.keyCode){case o.PAGE_UP:e=!0,this._move(\"previousPage\",r);break;case o.PAGE_DOWN:e=!0,this._move(\"nextPage\",r);break;case o.UP:e=!0,this._keyEvent(\"previous\",r);break;case o.DOWN:e=!0,this._keyEvent(\"next\",r);break;case o.ENTER:case o.NUMPAD_ENTER:this.menu.active&&(e=!0,r.preventDefault(),this.menu.select(r));break;case o.TAB:this.menu.active&&this.menu.select(r);break;case o.ESCAPE:this.menu.element.is(\":visible\")&&(this._value(this.term),this.close(r),r.preventDefault());break;default:i=!0,this._searchTimeout(r)}},keypress:function(n){if(e)return e=!1,void((!this.isMultiLine||this.menu.element.is(\":visible\"))&&n.preventDefault());if(!i){var r=t.ui.keyCode;switch(n.keyCode){case r.PAGE_UP:this._move(\"previousPage\",n);break;case r.PAGE_DOWN:this._move(\"nextPage\",n);break;case r.UP:this._keyEvent(\"previous\",n);break;case r.DOWN:this._keyEvent(\"next\",n)}}},input:function(t){return n?(n=!1,void t.preventDefault()):void this._searchTimeout(t)},focus:function(){this.selectedItem=null,this.previous=this._value()},blur:function(t){return this.cancelBlur?void delete this.cancelBlur:(clearTimeout(this.searching),this.close(t),void this._change(t))}}),this._initSource(),this.menu=t(\"<ul>\").addClass(\"ui-autocomplete ui-front\").appendTo(this._appendTo()).menu({role:null}).hide().data(\"ui-menu\"),this._on(this.menu.element,{mousedown:function(e){e.preventDefault(),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur});var i=this.menu.element[0];t(e.target).closest(\".ui-menu-item\").length||this._delay(function(){var e=this;this.document.one(\"mousedown\",function(n){n.target===e.element[0]||n.target===i||t.contains(i,n.target)||e.close()})})},menufocus:function(e,i){if(this.isNewMenu&&(this.isNewMenu=!1,e.originalEvent&&/^mouse/.test(e.originalEvent.type)))return this.menu.blur(),void this.document.one(\"mousemove\",function(){t(e.target).trigger(e.originalEvent)});var n=i.item.data(\"ui-autocomplete-item\");!1!==this._trigger(\"focus\",e,{item:n})?e.originalEvent&&/^key/.test(e.originalEvent.type)&&this._value(n.value):this.liveRegion.text(n.value)},menuselect:function(t,e){var i=e.item.data(\"ui-autocomplete-item\"),n=this.previous;this.element[0]!==this.document[0].activeElement&&(this.element.focus(),this.previous=n,this._delay(function(){this.previous=n,this.selectedItem=i})),!1!==this._trigger(\"select\",t,{item:i})&&this._value(i.value),this.term=this._value(),this.close(t),this.selectedItem=i}}),this.liveRegion=t(\"<span>\",{role:\"status\",\"aria-live\":\"polite\"}).addClass(\"ui-helper-hidden-accessible\").insertBefore(this.element),this._on(this.window,{beforeunload:function(){this.element.removeAttr(\"autocomplete\")}})},_destroy:function(){clearTimeout(this.searching),this.element.removeClass(\"ui-autocomplete-input\").removeAttr(\"autocomplete\"),this.menu.element.remove(),this.liveRegion.remove()},_setOption:function(t,e){this._super(t,e),\"source\"===t&&this._initSource(),\"appendTo\"===t&&this.menu.element.appendTo(this._appendTo()),\"disabled\"===t&&e&&this.xhr&&this.xhr.abort()},_appendTo:function(){var e=this.options.appendTo;return e&&(e=e.jquery||e.nodeType?t(e):this.document.find(e).eq(0)),e||(e=this.element.closest(\".ui-front\")),e.length||(e=this.document[0].body),e},_initSource:function(){var e,i,n=this;t.isArray(this.options.source)?(e=this.options.source,this.source=function(i,n){n(t.ui.autocomplete.filter(e,i.term))}):\"string\"==typeof this.options.source?(i=this.options.source,this.source=function(e,r){n.xhr&&n.xhr.abort(),n.xhr=t.ajax({url:i,data:e,dataType:\"json\",success:function(t){r(t)},error:function(){r([])}})}):this.source=this.options.source},_searchTimeout:function(t){clearTimeout(this.searching),this.searching=this._delay(function(){this.term!==this._value()&&(this.selectedItem=null,this.search(null,t))},this.options.delay)},search:function(t,e){return t=null!=t?t:this._value(),this.term=this._value(),t.length<this.options.minLength?this.close(e):this._trigger(\"search\",e)!==!1?this._search(t):void 0},_search:function(t){this.pending++,this.element.addClass(\"ui-autocomplete-loading\"),this.cancelSearch=!1,this.source({term:t},this._response())},_response:function(){var e=++this.requestIndex;return t.proxy(function(t){e===this.requestIndex&&this.__response(t),this.pending--,this.pending||this.element.removeClass(\"ui-autocomplete-loading\")},this)},__response:function(t){t&&(t=this._normalize(t)),this._trigger(\"response\",null,{content:t}),!this.options.disabled&&t&&t.length&&!this.cancelSearch?(this._suggest(t),this._trigger(\"open\")):this._close()},close:function(t){this.cancelSearch=!0,this._close(t)},_close:function(t){this.menu.element.is(\":visible\")&&(this.menu.element.hide(),this.menu.blur(),this.isNewMenu=!0,this._trigger(\"close\",t))},_change:function(t){this.previous!==this._value()&&this._trigger(\"change\",t,{item:this.selectedItem})},_normalize:function(e){return e.length&&e[0].label&&e[0].value?e:t.map(e,function(e){return\"string\"==typeof e?{label:e,value:e}:t.extend({label:e.label||e.value,value:e.value||e.label},e)})},_suggest:function(e){var i=this.menu.element.empty();this._renderMenu(i,e),this.isNewMenu=!0,this.menu.refresh(),i.show(),this._resizeMenu(),i.position(t.extend({of:this.element},this.options.position)),this.options.autoFocus&&this.menu.next()},_resizeMenu:function(){var t=this.menu.element;t.outerWidth(Math.max(t.width(\"\").outerWidth()+1,this.element.outerWidth()))},_renderMenu:function(e,i){var n=this;t.each(i,function(t,i){n._renderItemData(e,i)})},_renderItemData:function(t,e){return this._renderItem(t,e).data(\"ui-autocomplete-item\",e)},_renderItem:function(e,i){return t(\"<li>\").append(t(\"<a>\").text(i.label)).appendTo(e)},_move:function(t,e){return this.menu.element.is(\":visible\")?this.menu.isFirstItem()&&/^previous/.test(t)||this.menu.isLastItem()&&/^next/.test(t)?(this._value(this.term),void this.menu.blur()):void this.menu[t](e):void this.search(null,e)},widget:function(){return this.menu.element},_value:function(){return this.valueMethod.apply(this.element,arguments)},_keyEvent:function(t,e){(!this.isMultiLine||this.menu.element.is(\":visible\"))&&(this._move(t,e),e.preventDefault())}}),t.extend(t.ui.autocomplete,{escapeRegex:function(t){return t.replace(/[\\-\\[\\]{}()*+?.,\\\\\\^$|#\\s]/g,\"\\\\$&\")},filter:function(e,i){var n=new RegExp(t.ui.autocomplete.escapeRegex(i),\"i\");return t.grep(e,function(t){return n.test(t.label||t.value||t)})}}),t.widget(\"ui.autocomplete\",t.ui.autocomplete,{options:{messages:{noResults:\"No search results.\",results:function(t){return t+(t>1?\" results are\":\" result is\")+\" available, use up and down arrow keys to navigate.\"}}},__response:function(t){var e;this._superApply(arguments),this.options.disabled||this.cancelSearch||(e=t&&t.length?this.options.messages.results(t.length):this.options.messages.noResults,this.liveRegion.text(e))}})}(n)},{\"./core\":6,\"./menu\":11,\"./position\":13,\"./widget\":16,jquery:17}],5:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),t(\"./widget\"),function(t,e){var i,n=\"ui-button ui-widget ui-state-default ui-corner-all\",r=\"ui-button-icons-only ui-button-icon-only ui-button-text-icons ui-button-text-icon-primary ui-button-text-icon-secondary ui-button-text-only\",o=function(){var e=t(this);setTimeout(function(){e.find(\":ui-button\").button(\"refresh\")},1)},s=function(e){var i=e.name,n=e.form,r=t([]);return i&&(i=i.replace(/'/g,\"\\\\'\"),r=n?t(n).find(\"[name='\"+i+\"']\"):t(\"[name='\"+i+\"']\",e.ownerDocument).filter(function(){return!this.form})),r};t.widget(\"ui.button\",{version:\"1.10.4\",defaultElement:\"<button>\",options:{disabled:null,text:!0,label:null,icons:{primary:null,secondary:null}},_create:function(){this.element.closest(\"form\").unbind(\"reset\"+this.eventNamespace).bind(\"reset\"+this.eventNamespace,o),\"boolean\"!=typeof this.options.disabled?this.options.disabled=!!this.element.prop(\"disabled\"):this.element.prop(\"disabled\",this.options.disabled),this._determineButtonType(),this.hasTitle=!!this.buttonElement.attr(\"title\");var e=this,r=this.options,a=\"checkbox\"===this.type||\"radio\"===this.type,l=a?\"\":\"ui-state-active\";null===r.label&&(r.label=\"input\"===this.type?this.buttonElement.val():this.buttonElement.html()),this._hoverable(this.buttonElement),this.buttonElement.addClass(n).attr(\"role\",\"button\").bind(\"mouseenter\"+this.eventNamespace,function(){r.disabled||this===i&&t(this).addClass(\"ui-state-active\")}).bind(\"mouseleave\"+this.eventNamespace,function(){r.disabled||t(this).removeClass(l)}).bind(\"click\"+this.eventNamespace,function(t){r.disabled&&(t.preventDefault(),t.stopImmediatePropagation())}),this._on({focus:function(){this.buttonElement.addClass(\"ui-state-focus\")},blur:function(){this.buttonElement.removeClass(\"ui-state-focus\")}}),a&&this.element.bind(\"change\"+this.eventNamespace,function(){e.refresh()}),\"checkbox\"===this.type?this.buttonElement.bind(\"click\"+this.eventNamespace,function(){return r.disabled?!1:void 0}):\"radio\"===this.type?this.buttonElement.bind(\"click\"+this.eventNamespace,function(){if(r.disabled)return!1;t(this).addClass(\"ui-state-active\"),e.buttonElement.attr(\"aria-pressed\",\"true\");var i=e.element[0];s(i).not(i).map(function(){return t(this).button(\"widget\")[0]}).removeClass(\"ui-state-active\").attr(\"aria-pressed\",\"false\")}):(this.buttonElement.bind(\"mousedown\"+this.eventNamespace,function(){return r.disabled?!1:(t(this).addClass(\"ui-state-active\"),i=this,void e.document.one(\"mouseup\",function(){i=null}))}).bind(\"mouseup\"+this.eventNamespace,function(){return r.disabled?!1:void t(this).removeClass(\"ui-state-active\")}).bind(\"keydown\"+this.eventNamespace,function(e){return r.disabled?!1:void((e.keyCode===t.ui.keyCode.SPACE||e.keyCode===t.ui.keyCode.ENTER)&&t(this).addClass(\"ui-state-active\"))}).bind(\"keyup\"+this.eventNamespace+\" blur\"+this.eventNamespace,function(){t(this).removeClass(\"ui-state-active\")}),this.buttonElement.is(\"a\")&&this.buttonElement.keyup(function(e){e.keyCode===t.ui.keyCode.SPACE&&t(this).click()})),this._setOption(\"disabled\",r.disabled),this._resetButton()},_determineButtonType:function(){var t,e,i;this.element.is(\"[type=checkbox]\")?this.type=\"checkbox\":this.element.is(\"[type=radio]\")?this.type=\"radio\":this.element.is(\"input\")?this.type=\"input\":this.type=\"button\",\"checkbox\"===this.type||\"radio\"===this.type?(t=this.element.parents().last(),e=\"label[for='\"+this.element.attr(\"id\")+\"']\",this.buttonElement=t.find(e),this.buttonElement.length||(t=t.length?t.siblings():this.element.siblings(),this.buttonElement=t.filter(e),this.buttonElement.length||(this.buttonElement=t.find(e))),this.element.addClass(\"ui-helper-hidden-accessible\"),i=this.element.is(\":checked\"),i&&this.buttonElement.addClass(\"ui-state-active\"),this.buttonElement.prop(\"aria-pressed\",i)):this.buttonElement=this.element},widget:function(){return this.buttonElement},_destroy:function(){this.element.removeClass(\"ui-helper-hidden-accessible\"),this.buttonElement.removeClass(n+\" ui-state-active \"+r).removeAttr(\"role\").removeAttr(\"aria-pressed\").html(this.buttonElement.find(\".ui-button-text\").html()),this.hasTitle||this.buttonElement.removeAttr(\"title\")},_setOption:function(t,e){return this._super(t,e),\"disabled\"===t?(this.element.prop(\"disabled\",!!e),void(e&&this.buttonElement.removeClass(\"ui-state-focus\"))):void this._resetButton()},refresh:function(){var e=this.element.is(\"input, button\")?this.element.is(\":disabled\"):this.element.hasClass(\"ui-button-disabled\");e!==this.options.disabled&&this._setOption(\"disabled\",e),\"radio\"===this.type?s(this.element[0]).each(function(){t(this).is(\":checked\")?t(this).button(\"widget\").addClass(\"ui-state-active\").attr(\"aria-pressed\",\"true\"):t(this).button(\"widget\").removeClass(\"ui-state-active\").attr(\"aria-pressed\",\"false\")}):\"checkbox\"===this.type&&(this.element.is(\":checked\")?this.buttonElement.addClass(\"ui-state-active\").attr(\"aria-pressed\",\"true\"):this.buttonElement.removeClass(\"ui-state-active\").attr(\"aria-pressed\",\"false\"))},_resetButton:function(){if(\"input\"===this.type)return void(this.options.label&&this.element.val(this.options.label));var e=this.buttonElement.removeClass(r),i=t(\"<span></span>\",this.document[0]).addClass(\"ui-button-text\").html(this.options.label).appendTo(e.empty()).text(),n=this.options.icons,o=n.primary&&n.secondary,s=[];n.primary||n.secondary?(this.options.text&&s.push(\"ui-button-text-icon\"+(o?\"s\":n.primary?\"-primary\":\"-secondary\")),n.primary&&e.prepend(\"<span class='ui-button-icon-primary ui-icon \"+n.primary+\"'></span>\"),n.secondary&&e.append(\"<span class='ui-button-icon-secondary ui-icon \"+n.secondary+\"'></span>\"),this.options.text||(s.push(o?\"ui-button-icons-only\":\"ui-button-icon-only\"),this.hasTitle||e.attr(\"title\",t.trim(i)))):s.push(\"ui-button-text-only\"),e.addClass(s.join(\" \"))}}),t.widget(\"ui.buttonset\",{version:\"1.10.4\",options:{items:\"button, input[type=button], input[type=submit], input[type=reset], input[type=checkbox], input[type=radio], a, :data(ui-button)\"},_create:function(){this.element.addClass(\"ui-buttonset\")},_init:function(){this.refresh()},_setOption:function(t,e){\"disabled\"===t&&this.buttons.button(\"option\",t,e),this._super(t,e)},refresh:function(){var e=\"rtl\"===this.element.css(\"direction\");this.buttons=this.element.find(this.options.items).filter(\":ui-button\").button(\"refresh\").end().not(\":ui-button\").button().end().map(function(){return t(this).button(\"widget\")[0]}).removeClass(\"ui-corner-all ui-corner-left ui-corner-right\").filter(\":first\").addClass(e?\"ui-corner-right\":\"ui-corner-left\").end().filter(\":last\").addClass(e?\"ui-corner-left\":\"ui-corner-right\").end().end()},_destroy:function(){this.element.removeClass(\"ui-buttonset\"),this.buttons.map(function(){return t(this).button(\"widget\")[0]}).removeClass(\"ui-corner-left ui-corner-right\").end().button(\"destroy\")}})}(n)},{\"./core\":6,\"./widget\":16,jquery:17}],6:[function(t,e,i){var n=t(\"jquery\");!function(t,e){function i(e,i){var r,o,s,a=e.nodeName.toLowerCase();return\"area\"===a?(r=e.parentNode,o=r.name,e.href&&o&&\"map\"===r.nodeName.toLowerCase()?(s=t(\"img[usemap=#\"+o+\"]\")[0],!!s&&n(s)):!1):(/input|select|textarea|button|object/.test(a)?!e.disabled:\"a\"===a?e.href||i:i)&&n(e)}function n(e){return t.expr.filters.visible(e)&&!t(e).parents().addBack().filter(function(){return\"hidden\"===t.css(this,\"visibility\")}).length}var r=0,o=/^ui-id-\\d+$/;t.ui=t.ui||{},t.extend(t.ui,{version:\"1.10.4\",keyCode:{BACKSPACE:8,COMMA:188,DELETE:46,DOWN:40,END:35,ENTER:13,ESCAPE:27,HOME:36,LEFT:37,NUMPAD_ADD:107,NUMPAD_DECIMAL:110,NUMPAD_DIVIDE:111,NUMPAD_ENTER:108,NUMPAD_MULTIPLY:106,NUMPAD_SUBTRACT:109,PAGE_DOWN:34,PAGE_UP:33,PERIOD:190,RIGHT:39,SPACE:32,TAB:9,UP:38}}),t.fn.extend({focus:function(e){return function(i,n){return\"number\"==typeof i?this.each(function(){var e=this;setTimeout(function(){t(e).focus(),n&&n.call(e)},i)}):e.apply(this,arguments)}}(t.fn.focus),scrollParent:function(){var e;return e=t.ui.ie&&/(static|relative)/.test(this.css(\"position\"))||/absolute/.test(this.css(\"position\"))?this.parents().filter(function(){return/(relative|absolute|fixed)/.test(t.css(this,\"position\"))&&/(auto|scroll)/.test(t.css(this,\"overflow\")+t.css(this,\"overflow-y\")+t.css(this,\"overflow-x\"))}).eq(0):this.parents().filter(function(){return/(auto|scroll)/.test(t.css(this,\"overflow\")+t.css(this,\"overflow-y\")+t.css(this,\"overflow-x\"))}).eq(0),/fixed/.test(this.css(\"position\"))||!e.length?t(document):e},zIndex:function(i){if(i!==e)return this.css(\"zIndex\",i);if(this.length)for(var n,r,o=t(this[0]);o.length&&o[0]!==document;){if(n=o.css(\"position\"),(\"absolute\"===n||\"relative\"===n||\"fixed\"===n)&&(r=parseInt(o.css(\"zIndex\"),10),!isNaN(r)&&0!==r))return r;o=o.parent()}return 0},uniqueId:function(){return this.each(function(){this.id||(this.id=\"ui-id-\"+ ++r)})},removeUniqueId:function(){return this.each(function(){o.test(this.id)&&t(this).removeAttr(\"id\")})}}),t.extend(t.expr[\":\"],{data:t.expr.createPseudo?t.expr.createPseudo(function(e){return function(i){return!!t.data(i,e)}}):function(e,i,n){return!!t.data(e,n[3])},focusable:function(e){return i(e,!isNaN(t.attr(e,\"tabindex\")))},tabbable:function(e){var n=t.attr(e,\"tabindex\"),r=isNaN(n);return(r||n>=0)&&i(e,!r)}}),t(\"<a>\").outerWidth(1).jquery||t.each([\"Width\",\"Height\"],function(i,n){function r(e,i,n,r){return t.each(o,function(){i-=parseFloat(t.css(e,\"padding\"+this))||0,n&&(i-=parseFloat(t.css(e,\"border\"+this+\"Width\"))||0),r&&(i-=parseFloat(t.css(e,\"margin\"+this))||0)}),i}var o=\"Width\"===n?[\"Left\",\"Right\"]:[\"Top\",\"Bottom\"],s=n.toLowerCase(),a={innerWidth:t.fn.innerWidth,innerHeight:t.fn.innerHeight,outerWidth:t.fn.outerWidth,outerHeight:t.fn.outerHeight};t.fn[\"inner\"+n]=function(i){return i===e?a[\"inner\"+n].call(this):this.each(function(){t(this).css(s,r(this,i)+\"px\")})},t.fn[\"outer\"+n]=function(e,i){return\"number\"!=typeof e?a[\"outer\"+n].call(this,e):this.each(function(){t(this).css(s,r(this,e,!0,i)+\"px\")})}}),t.fn.addBack||(t.fn.addBack=function(t){return this.add(null==t?this.prevObject:this.prevObject.filter(t))}),t(\"<a>\").data(\"a-b\",\"a\").removeData(\"a-b\").data(\"a-b\")&&(t.fn.removeData=function(e){return function(i){return arguments.length?e.call(this,t.camelCase(i)):e.call(this)}}(t.fn.removeData)),t.ui.ie=!!/msie [\\w.]+/.exec(navigator.userAgent.toLowerCase()),t.support.selectstart=\"onselectstart\"in document.createElement(\"div\"),t.fn.extend({disableSelection:function(){return this.bind((t.support.selectstart?\"selectstart\":\"mousedown\")+\".ui-disableSelection\",function(t){t.preventDefault()})},enableSelection:function(){return this.unbind(\".ui-disableSelection\")}}),t.extend(t.ui,{plugin:{add:function(e,i,n){var r,o=t.ui[e].prototype;for(r in n)o.plugins[r]=o.plugins[r]||[],o.plugins[r].push([i,n[r]])},call:function(t,e,i){var n,r=t.plugins[e];if(r&&t.element[0].parentNode&&11!==t.element[0].parentNode.nodeType)for(n=0;n<r.length;n++)t.options[r[n][0]]&&r[n][1].apply(t.element,i)}},hasScroll:function(e,i){if(\"hidden\"===t(e).css(\"overflow\"))return!1;var n=i&&\"left\"===i?\"scrollLeft\":\"scrollTop\",r=!1;return e[n]>0?!0:(e[n]=1,r=e[n]>0,e[n]=0,r)}})}(n)},{jquery:17}],7:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),function(t,e){function i(){this._curInst=null,this._keyEvent=!1,this._disabledInputs=[],this._datepickerShowing=!1,this._inDialog=!1,this._mainDivId=\"ui-datepicker-div\",this._inlineClass=\"ui-datepicker-inline\",this._appendClass=\"ui-datepicker-append\",this._triggerClass=\"ui-datepicker-trigger\",this._dialogClass=\"ui-datepicker-dialog\",this._disableClass=\"ui-datepicker-disabled\",this._unselectableClass=\"ui-datepicker-unselectable\",this._currentClass=\"ui-datepicker-current-day\",this._dayOverClass=\"ui-datepicker-days-cell-over\",this.regional=[],this.regional[\"\"]={closeText:\"Done\",prevText:\"Prev\",nextText:\"Next\",currentText:\"Today\",monthNames:[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],monthNamesShort:[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"],dayNames:[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],dayNamesShort:[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],dayNamesMin:[\"Su\",\"Mo\",\"Tu\",\"We\",\"Th\",\"Fr\",\"Sa\"],weekHeader:\"Wk\",dateFormat:\"mm/dd/yy\",firstDay:0,isRTL:!1,showMonthAfterYear:!1,yearSuffix:\"\"},this._defaults={showOn:\"focus\",showAnim:\"fadeIn\",showOptions:{},defaultDate:null,appendText:\"\",buttonText:\"...\",buttonImage:\"\",buttonImageOnly:!1,hideIfNoPrevNext:!1,navigationAsDateFormat:!1,gotoCurrent:!1,changeMonth:!1,changeYear:!1,yearRange:\"c-10:c+10\",showOtherMonths:!1,selectOtherMonths:!1,showWeek:!1,calculateWeek:this.iso8601Week,shortYearCutoff:\"+10\",minDate:null,maxDate:null,duration:\"fast\",beforeShowDay:null,beforeShow:null,onSelect:null,onChangeMonthYear:null,onClose:null,numberOfMonths:1,showCurrentAtPos:0,stepMonths:1,stepBigMonths:12,altField:\"\",altFormat:\"\",constrainInput:!0,showButtonPanel:!1,autoSize:!1,disabled:!1},t.extend(this._defaults,this.regional[\"\"]),this.dpDiv=n(t(\"<div id='\"+this._mainDivId+\"' class='ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all'></div>\"))}function n(e){var i=\"button, .ui-datepicker-prev, .ui-datepicker-next, .ui-datepicker-calendar td a\";return e.delegate(i,\"mouseout\",function(){t(this).removeClass(\"ui-state-hover\"),-1!==this.className.indexOf(\"ui-datepicker-prev\")&&t(this).removeClass(\"ui-datepicker-prev-hover\"),-1!==this.className.indexOf(\"ui-datepicker-next\")&&t(this).removeClass(\"ui-datepicker-next-hover\")}).delegate(i,\"mouseover\",function(){t.datepicker._isDisabledDatepicker(o.inline?e.parent()[0]:o.input[0])||(t(this).parents(\".ui-datepicker-calendar\").find(\"a\").removeClass(\"ui-state-hover\"),t(this).addClass(\"ui-state-hover\"),-1!==this.className.indexOf(\"ui-datepicker-prev\")&&t(this).addClass(\"ui-datepicker-prev-hover\"),-1!==this.className.indexOf(\"ui-datepicker-next\")&&t(this).addClass(\"ui-datepicker-next-hover\"))})}function r(e,i){t.extend(e,i);for(var n in i)null==i[n]&&(e[n]=i[n]);return e}t.extend(t.ui,{datepicker:{version:\"1.10.4\"}});var o,s=\"datepicker\";t.extend(i.prototype,{markerClassName:\"hasDatepicker\",maxRows:4,_widgetDatepicker:function(){return this.dpDiv},setDefaults:function(t){return r(this._defaults,t||{}),this},_attachDatepicker:function(e,i){var n,r,o;n=e.nodeName.toLowerCase(),r=\"div\"===n||\"span\"===n,e.id||(this.uuid+=1,e.id=\"dp\"+this.uuid),o=this._newInst(t(e),r),o.settings=t.extend({},i||{}),\"input\"===n?this._connectDatepicker(e,o):r&&this._inlineDatepicker(e,o)},_newInst:function(e,i){var r=e[0].id.replace(/([^A-Za-z0-9_\\-])/g,\"\\\\\\\\$1\");return{id:r,input:e,selectedDay:0,selectedMonth:0,selectedYear:0,drawMonth:0,drawYear:0,inline:i,dpDiv:i?n(t(\"<div class='\"+this._inlineClass+\" ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all'></div>\")):this.dpDiv}},_connectDatepicker:function(e,i){var n=t(e);i.append=t([]),i.trigger=t([]),n.hasClass(this.markerClassName)||(this._attachments(n,i),n.addClass(this.markerClassName).keydown(this._doKeyDown).keypress(this._doKeyPress).keyup(this._doKeyUp),this._autoSize(i),t.data(e,s,i),i.settings.disabled&&this._disableDatepicker(e))},_attachments:function(e,i){var n,r,o,s=this._get(i,\"appendText\"),a=this._get(i,\"isRTL\");i.append&&i.append.remove(),s&&(i.append=t(\"<span class='\"+this._appendClass+\"'>\"+s+\"</span>\"),e[a?\"before\":\"after\"](i.append)),e.unbind(\"focus\",this._showDatepicker),i.trigger&&i.trigger.remove(),n=this._get(i,\"showOn\"),(\"focus\"===n||\"both\"===n)&&e.focus(this._showDatepicker),(\"button\"===n||\"both\"===n)&&(r=this._get(i,\"buttonText\"),o=this._get(i,\"buttonImage\"),i.trigger=t(this._get(i,\"buttonImageOnly\")?t(\"<img/>\").addClass(this._triggerClass).attr({src:o,alt:r,title:r}):t(\"<button type='button'></button>\").addClass(this._triggerClass).html(o?t(\"<img/>\").attr({\n",
+       "                src:o,alt:r,title:r}):r)),e[a?\"before\":\"after\"](i.trigger),i.trigger.click(function(){return t.datepicker._datepickerShowing&&t.datepicker._lastInput===e[0]?t.datepicker._hideDatepicker():t.datepicker._datepickerShowing&&t.datepicker._lastInput!==e[0]?(t.datepicker._hideDatepicker(),t.datepicker._showDatepicker(e[0])):t.datepicker._showDatepicker(e[0]),!1}))},_autoSize:function(t){if(this._get(t,\"autoSize\")&&!t.inline){var e,i,n,r,o=new Date(2009,11,20),s=this._get(t,\"dateFormat\");s.match(/[DM]/)&&(e=function(t){for(i=0,n=0,r=0;r<t.length;r++)t[r].length>i&&(i=t[r].length,n=r);return n},o.setMonth(e(this._get(t,s.match(/MM/)?\"monthNames\":\"monthNamesShort\"))),o.setDate(e(this._get(t,s.match(/DD/)?\"dayNames\":\"dayNamesShort\"))+20-o.getDay())),t.input.attr(\"size\",this._formatDate(t,o).length)}},_inlineDatepicker:function(e,i){var n=t(e);n.hasClass(this.markerClassName)||(n.addClass(this.markerClassName).append(i.dpDiv),t.data(e,s,i),this._setDate(i,this._getDefaultDate(i),!0),this._updateDatepicker(i),this._updateAlternate(i),i.settings.disabled&&this._disableDatepicker(e),i.dpDiv.css(\"display\",\"block\"))},_dialogDatepicker:function(e,i,n,o,a){var l,u,c,h,p,d=this._dialogInst;return d||(this.uuid+=1,l=\"dp\"+this.uuid,this._dialogInput=t(\"<input type='text' id='\"+l+\"' style='position: absolute; top: -100px; width: 0px;'/>\"),this._dialogInput.keydown(this._doKeyDown),t(\"body\").append(this._dialogInput),d=this._dialogInst=this._newInst(this._dialogInput,!1),d.settings={},t.data(this._dialogInput[0],s,d)),r(d.settings,o||{}),i=i&&i.constructor===Date?this._formatDate(d,i):i,this._dialogInput.val(i),this._pos=a?a.length?a:[a.pageX,a.pageY]:null,this._pos||(u=document.documentElement.clientWidth,c=document.documentElement.clientHeight,h=document.documentElement.scrollLeft||document.body.scrollLeft,p=document.documentElement.scrollTop||document.body.scrollTop,this._pos=[u/2-100+h,c/2-150+p]),this._dialogInput.css(\"left\",this._pos[0]+20+\"px\").css(\"top\",this._pos[1]+\"px\"),d.settings.onSelect=n,this._inDialog=!0,this.dpDiv.addClass(this._dialogClass),this._showDatepicker(this._dialogInput[0]),t.blockUI&&t.blockUI(this.dpDiv),t.data(this._dialogInput[0],s,d),this},_destroyDatepicker:function(e){var i,n=t(e),r=t.data(e,s);n.hasClass(this.markerClassName)&&(i=e.nodeName.toLowerCase(),t.removeData(e,s),\"input\"===i?(r.append.remove(),r.trigger.remove(),n.removeClass(this.markerClassName).unbind(\"focus\",this._showDatepicker).unbind(\"keydown\",this._doKeyDown).unbind(\"keypress\",this._doKeyPress).unbind(\"keyup\",this._doKeyUp)):(\"div\"===i||\"span\"===i)&&n.removeClass(this.markerClassName).empty())},_enableDatepicker:function(e){var i,n,r=t(e),o=t.data(e,s);r.hasClass(this.markerClassName)&&(i=e.nodeName.toLowerCase(),\"input\"===i?(e.disabled=!1,o.trigger.filter(\"button\").each(function(){this.disabled=!1}).end().filter(\"img\").css({opacity:\"1.0\",cursor:\"\"})):(\"div\"===i||\"span\"===i)&&(n=r.children(\".\"+this._inlineClass),n.children().removeClass(\"ui-state-disabled\"),n.find(\"select.ui-datepicker-month, select.ui-datepicker-year\").prop(\"disabled\",!1)),this._disabledInputs=t.map(this._disabledInputs,function(t){return t===e?null:t}))},_disableDatepicker:function(e){var i,n,r=t(e),o=t.data(e,s);r.hasClass(this.markerClassName)&&(i=e.nodeName.toLowerCase(),\"input\"===i?(e.disabled=!0,o.trigger.filter(\"button\").each(function(){this.disabled=!0}).end().filter(\"img\").css({opacity:\"0.5\",cursor:\"default\"})):(\"div\"===i||\"span\"===i)&&(n=r.children(\".\"+this._inlineClass),n.children().addClass(\"ui-state-disabled\"),n.find(\"select.ui-datepicker-month, select.ui-datepicker-year\").prop(\"disabled\",!0)),this._disabledInputs=t.map(this._disabledInputs,function(t){return t===e?null:t}),this._disabledInputs[this._disabledInputs.length]=e)},_isDisabledDatepicker:function(t){if(!t)return!1;for(var e=0;e<this._disabledInputs.length;e++)if(this._disabledInputs[e]===t)return!0;return!1},_getInst:function(e){try{return t.data(e,s)}catch(i){throw\"Missing instance data for this datepicker\"}},_optionDatepicker:function(i,n,o){var s,a,l,u,c=this._getInst(i);return 2===arguments.length&&\"string\"==typeof n?\"defaults\"===n?t.extend({},t.datepicker._defaults):c?\"all\"===n?t.extend({},c.settings):this._get(c,n):null:(s=n||{},\"string\"==typeof n&&(s={},s[n]=o),void(c&&(this._curInst===c&&this._hideDatepicker(),a=this._getDateDatepicker(i,!0),l=this._getMinMaxDate(c,\"min\"),u=this._getMinMaxDate(c,\"max\"),r(c.settings,s),null!==l&&s.dateFormat!==e&&s.minDate===e&&(c.settings.minDate=this._formatDate(c,l)),null!==u&&s.dateFormat!==e&&s.maxDate===e&&(c.settings.maxDate=this._formatDate(c,u)),\"disabled\"in s&&(s.disabled?this._disableDatepicker(i):this._enableDatepicker(i)),this._attachments(t(i),c),this._autoSize(c),this._setDate(c,a),this._updateAlternate(c),this._updateDatepicker(c))))},_changeDatepicker:function(t,e,i){this._optionDatepicker(t,e,i)},_refreshDatepicker:function(t){var e=this._getInst(t);e&&this._updateDatepicker(e)},_setDateDatepicker:function(t,e){var i=this._getInst(t);i&&(this._setDate(i,e),this._updateDatepicker(i),this._updateAlternate(i))},_getDateDatepicker:function(t,e){var i=this._getInst(t);return i&&!i.inline&&this._setDateFromField(i,e),i?this._getDate(i):null},_doKeyDown:function(e){var i,n,r,o=t.datepicker._getInst(e.target),s=!0,a=o.dpDiv.is(\".ui-datepicker-rtl\");if(o._keyEvent=!0,t.datepicker._datepickerShowing)switch(e.keyCode){case 9:t.datepicker._hideDatepicker(),s=!1;break;case 13:return r=t(\"td.\"+t.datepicker._dayOverClass+\":not(.\"+t.datepicker._currentClass+\")\",o.dpDiv),r[0]&&t.datepicker._selectDay(e.target,o.selectedMonth,o.selectedYear,r[0]),i=t.datepicker._get(o,\"onSelect\"),i?(n=t.datepicker._formatDate(o),i.apply(o.input?o.input[0]:null,[n,o])):t.datepicker._hideDatepicker(),!1;case 27:t.datepicker._hideDatepicker();break;case 33:t.datepicker._adjustDate(e.target,e.ctrlKey?-t.datepicker._get(o,\"stepBigMonths\"):-t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 34:t.datepicker._adjustDate(e.target,e.ctrlKey?+t.datepicker._get(o,\"stepBigMonths\"):+t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 35:(e.ctrlKey||e.metaKey)&&t.datepicker._clearDate(e.target),s=e.ctrlKey||e.metaKey;break;case 36:(e.ctrlKey||e.metaKey)&&t.datepicker._gotoToday(e.target),s=e.ctrlKey||e.metaKey;break;case 37:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,a?1:-1,\"D\"),s=e.ctrlKey||e.metaKey,e.originalEvent.altKey&&t.datepicker._adjustDate(e.target,e.ctrlKey?-t.datepicker._get(o,\"stepBigMonths\"):-t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 38:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,-7,\"D\"),s=e.ctrlKey||e.metaKey;break;case 39:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,a?-1:1,\"D\"),s=e.ctrlKey||e.metaKey,e.originalEvent.altKey&&t.datepicker._adjustDate(e.target,e.ctrlKey?+t.datepicker._get(o,\"stepBigMonths\"):+t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 40:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,7,\"D\"),s=e.ctrlKey||e.metaKey;break;default:s=!1}else 36===e.keyCode&&e.ctrlKey?t.datepicker._showDatepicker(this):s=!1;s&&(e.preventDefault(),e.stopPropagation())},_doKeyPress:function(e){var i,n,r=t.datepicker._getInst(e.target);return t.datepicker._get(r,\"constrainInput\")?(i=t.datepicker._possibleChars(t.datepicker._get(r,\"dateFormat\")),n=String.fromCharCode(null==e.charCode?e.keyCode:e.charCode),e.ctrlKey||e.metaKey||\" \">n||!i||i.indexOf(n)>-1):void 0},_doKeyUp:function(e){var i,n=t.datepicker._getInst(e.target);if(n.input.val()!==n.lastVal)try{i=t.datepicker.parseDate(t.datepicker._get(n,\"dateFormat\"),n.input?n.input.val():null,t.datepicker._getFormatConfig(n)),i&&(t.datepicker._setDateFromField(n),t.datepicker._updateAlternate(n),t.datepicker._updateDatepicker(n))}catch(r){}return!0},_showDatepicker:function(e){if(e=e.target||e,\"input\"!==e.nodeName.toLowerCase()&&(e=t(\"input\",e.parentNode)[0]),!t.datepicker._isDisabledDatepicker(e)&&t.datepicker._lastInput!==e){var i,n,o,s,a,l,u;i=t.datepicker._getInst(e),t.datepicker._curInst&&t.datepicker._curInst!==i&&(t.datepicker._curInst.dpDiv.stop(!0,!0),i&&t.datepicker._datepickerShowing&&t.datepicker._hideDatepicker(t.datepicker._curInst.input[0])),n=t.datepicker._get(i,\"beforeShow\"),o=n?n.apply(e,[e,i]):{},o!==!1&&(r(i.settings,o),i.lastVal=null,t.datepicker._lastInput=e,t.datepicker._setDateFromField(i),t.datepicker._inDialog&&(e.value=\"\"),t.datepicker._pos||(t.datepicker._pos=t.datepicker._findPos(e),t.datepicker._pos[1]+=e.offsetHeight),s=!1,t(e).parents().each(function(){return s|=\"fixed\"===t(this).css(\"position\"),!s}),a={left:t.datepicker._pos[0],top:t.datepicker._pos[1]},t.datepicker._pos=null,i.dpDiv.empty(),i.dpDiv.css({position:\"absolute\",display:\"block\",top:\"-1000px\"}),t.datepicker._updateDatepicker(i),a=t.datepicker._checkOffset(i,a,s),i.dpDiv.css({position:t.datepicker._inDialog&&t.blockUI?\"static\":s?\"fixed\":\"absolute\",display:\"none\",left:a.left+\"px\",top:a.top+\"px\"}),i.inline||(l=t.datepicker._get(i,\"showAnim\"),u=t.datepicker._get(i,\"duration\"),i.dpDiv.zIndex(t(e).zIndex()+1),t.datepicker._datepickerShowing=!0,t.effects&&t.effects.effect[l]?i.dpDiv.show(l,t.datepicker._get(i,\"showOptions\"),u):i.dpDiv[l||\"show\"](l?u:null),t.datepicker._shouldFocusInput(i)&&i.input.focus(),t.datepicker._curInst=i))}},_updateDatepicker:function(e){this.maxRows=4,o=e,e.dpDiv.empty().append(this._generateHTML(e)),this._attachHandlers(e),e.dpDiv.find(\".\"+this._dayOverClass+\" a\").mouseover();var i,n=this._getNumberOfMonths(e),r=n[1],s=17;e.dpDiv.removeClass(\"ui-datepicker-multi-2 ui-datepicker-multi-3 ui-datepicker-multi-4\").width(\"\"),r>1&&e.dpDiv.addClass(\"ui-datepicker-multi-\"+r).css(\"width\",s*r+\"em\"),e.dpDiv[(1!==n[0]||1!==n[1]?\"add\":\"remove\")+\"Class\"](\"ui-datepicker-multi\"),e.dpDiv[(this._get(e,\"isRTL\")?\"add\":\"remove\")+\"Class\"](\"ui-datepicker-rtl\"),e===t.datepicker._curInst&&t.datepicker._datepickerShowing&&t.datepicker._shouldFocusInput(e)&&e.input.focus(),e.yearshtml&&(i=e.yearshtml,setTimeout(function(){i===e.yearshtml&&e.yearshtml&&e.dpDiv.find(\"select.ui-datepicker-year:first\").replaceWith(e.yearshtml),i=e.yearshtml=null},0))},_shouldFocusInput:function(t){return t.input&&t.input.is(\":visible\")&&!t.input.is(\":disabled\")&&!t.input.is(\":focus\")},_checkOffset:function(e,i,n){var r=e.dpDiv.outerWidth(),o=e.dpDiv.outerHeight(),s=e.input?e.input.outerWidth():0,a=e.input?e.input.outerHeight():0,l=document.documentElement.clientWidth+(n?0:t(document).scrollLeft()),u=document.documentElement.clientHeight+(n?0:t(document).scrollTop());return i.left-=this._get(e,\"isRTL\")?r-s:0,i.left-=n&&i.left===e.input.offset().left?t(document).scrollLeft():0,i.top-=n&&i.top===e.input.offset().top+a?t(document).scrollTop():0,i.left-=Math.min(i.left,i.left+r>l&&l>r?Math.abs(i.left+r-l):0),i.top-=Math.min(i.top,i.top+o>u&&u>o?Math.abs(o+a):0),i},_findPos:function(e){for(var i,n=this._getInst(e),r=this._get(n,\"isRTL\");e&&(\"hidden\"===e.type||1!==e.nodeType||t.expr.filters.hidden(e));)e=e[r?\"previousSibling\":\"nextSibling\"];return i=t(e).offset(),[i.left,i.top]},_hideDatepicker:function(e){var i,n,r,o,a=this._curInst;!a||e&&a!==t.data(e,s)||this._datepickerShowing&&(i=this._get(a,\"showAnim\"),n=this._get(a,\"duration\"),r=function(){t.datepicker._tidyDialog(a)},t.effects&&(t.effects.effect[i]||t.effects[i])?a.dpDiv.hide(i,t.datepicker._get(a,\"showOptions\"),n,r):a.dpDiv[\"slideDown\"===i?\"slideUp\":\"fadeIn\"===i?\"fadeOut\":\"hide\"](i?n:null,r),i||r(),this._datepickerShowing=!1,o=this._get(a,\"onClose\"),o&&o.apply(a.input?a.input[0]:null,[a.input?a.input.val():\"\",a]),this._lastInput=null,this._inDialog&&(this._dialogInput.css({position:\"absolute\",left:\"0\",top:\"-100px\"}),t.blockUI&&(t.unblockUI(),t(\"body\").append(this.dpDiv))),this._inDialog=!1)},_tidyDialog:function(t){t.dpDiv.removeClass(this._dialogClass).unbind(\".ui-datepicker-calendar\")},_checkExternalClick:function(e){if(t.datepicker._curInst){var i=t(e.target),n=t.datepicker._getInst(i[0]);(i[0].id!==t.datepicker._mainDivId&&0===i.parents(\"#\"+t.datepicker._mainDivId).length&&!i.hasClass(t.datepicker.markerClassName)&&!i.closest(\".\"+t.datepicker._triggerClass).length&&t.datepicker._datepickerShowing&&(!t.datepicker._inDialog||!t.blockUI)||i.hasClass(t.datepicker.markerClassName)&&t.datepicker._curInst!==n)&&t.datepicker._hideDatepicker()}},_adjustDate:function(e,i,n){var r=t(e),o=this._getInst(r[0]);this._isDisabledDatepicker(r[0])||(this._adjustInstDate(o,i+(\"M\"===n?this._get(o,\"showCurrentAtPos\"):0),n),this._updateDatepicker(o))},_gotoToday:function(e){var i,n=t(e),r=this._getInst(n[0]);this._get(r,\"gotoCurrent\")&&r.currentDay?(r.selectedDay=r.currentDay,r.drawMonth=r.selectedMonth=r.currentMonth,r.drawYear=r.selectedYear=r.currentYear):(i=new Date,r.selectedDay=i.getDate(),r.drawMonth=r.selectedMonth=i.getMonth(),r.drawYear=r.selectedYear=i.getFullYear()),this._notifyChange(r),this._adjustDate(n)},_selectMonthYear:function(e,i,n){var r=t(e),o=this._getInst(r[0]);o[\"selected\"+(\"M\"===n?\"Month\":\"Year\")]=o[\"draw\"+(\"M\"===n?\"Month\":\"Year\")]=parseInt(i.options[i.selectedIndex].value,10),this._notifyChange(o),this._adjustDate(r)},_selectDay:function(e,i,n,r){var o,s=t(e);t(r).hasClass(this._unselectableClass)||this._isDisabledDatepicker(s[0])||(o=this._getInst(s[0]),o.selectedDay=o.currentDay=t(\"a\",r).html(),o.selectedMonth=o.currentMonth=i,o.selectedYear=o.currentYear=n,this._selectDate(e,this._formatDate(o,o.currentDay,o.currentMonth,o.currentYear)))},_clearDate:function(e){var i=t(e);this._selectDate(i,\"\")},_selectDate:function(e,i){var n,r=t(e),o=this._getInst(r[0]);i=null!=i?i:this._formatDate(o),o.input&&o.input.val(i),this._updateAlternate(o),n=this._get(o,\"onSelect\"),n?n.apply(o.input?o.input[0]:null,[i,o]):o.input&&o.input.trigger(\"change\"),o.inline?this._updateDatepicker(o):(this._hideDatepicker(),this._lastInput=o.input[0],\"object\"!=typeof o.input[0]&&o.input.focus(),this._lastInput=null)},_updateAlternate:function(e){var i,n,r,o=this._get(e,\"altField\");o&&(i=this._get(e,\"altFormat\")||this._get(e,\"dateFormat\"),n=this._getDate(e),r=this.formatDate(i,n,this._getFormatConfig(e)),t(o).each(function(){t(this).val(r)}))},noWeekends:function(t){var e=t.getDay();return[e>0&&6>e,\"\"]},iso8601Week:function(t){var e,i=new Date(t.getTime());return i.setDate(i.getDate()+4-(i.getDay()||7)),e=i.getTime(),i.setMonth(0),i.setDate(1),Math.floor(Math.round((e-i)/864e5)/7)+1},parseDate:function(e,i,n){if(null==e||null==i)throw\"Invalid arguments\";if(i=\"object\"==typeof i?i.toString():i+\"\",\"\"===i)return null;var r,o,s,a,l=0,u=(n?n.shortYearCutoff:null)||this._defaults.shortYearCutoff,c=\"string\"!=typeof u?u:(new Date).getFullYear()%100+parseInt(u,10),h=(n?n.dayNamesShort:null)||this._defaults.dayNamesShort,p=(n?n.dayNames:null)||this._defaults.dayNames,d=(n?n.monthNamesShort:null)||this._defaults.monthNamesShort,f=(n?n.monthNames:null)||this._defaults.monthNames,g=-1,m=-1,_=-1,v=-1,y=!1,b=function(t){var i=r+1<e.length&&e.charAt(r+1)===t;return i&&r++,i},w=function(t){var e=b(t),n=\"@\"===t?14:\"!\"===t?20:\"y\"===t&&e?4:\"o\"===t?3:2,r=new RegExp(\"^\\\\d{1,\"+n+\"}\"),o=i.substring(l).match(r);if(!o)throw\"Missing number at position \"+l;return l+=o[0].length,parseInt(o[0],10)},x=function(e,n,r){var o=-1,s=t.map(b(e)?r:n,function(t,e){return[[e,t]]}).sort(function(t,e){return-(t[1].length-e[1].length)});if(t.each(s,function(t,e){var n=e[1];return i.substr(l,n.length).toLowerCase()===n.toLowerCase()?(o=e[0],l+=n.length,!1):void 0}),-1!==o)return o+1;throw\"Unknown name at position \"+l},k=function(){if(i.charAt(l)!==e.charAt(r))throw\"Unexpected literal at position \"+l;l++};for(r=0;r<e.length;r++)if(y)\"'\"!==e.charAt(r)||b(\"'\")?k():y=!1;else switch(e.charAt(r)){case\"d\":_=w(\"d\");break;case\"D\":x(\"D\",h,p);break;case\"o\":v=w(\"o\");break;case\"m\":m=w(\"m\");break;case\"M\":m=x(\"M\",d,f);break;case\"y\":g=w(\"y\");break;case\"@\":a=new Date(w(\"@\")),g=a.getFullYear(),m=a.getMonth()+1,_=a.getDate();break;case\"!\":a=new Date((w(\"!\")-this._ticksTo1970)/1e4),g=a.getFullYear(),m=a.getMonth()+1,_=a.getDate();break;case\"'\":b(\"'\")?k():y=!0;break;default:k()}if(l<i.length&&(s=i.substr(l),!/^\\s+/.test(s)))throw\"Extra/unparsed characters found in date: \"+s;if(-1===g?g=(new Date).getFullYear():100>g&&(g+=(new Date).getFullYear()-(new Date).getFullYear()%100+(c>=g?0:-100)),v>-1)for(m=1,_=v;;){if(o=this._getDaysInMonth(g,m-1),o>=_)break;m++,_-=o}if(a=this._daylightSavingAdjust(new Date(g,m-1,_)),a.getFullYear()!==g||a.getMonth()+1!==m||a.getDate()!==_)throw\"Invalid date\";return a},ATOM:\"yy-mm-dd\",COOKIE:\"D, dd M yy\",ISO_8601:\"yy-mm-dd\",RFC_822:\"D, d M y\",RFC_850:\"DD, dd-M-y\",RFC_1036:\"D, d M y\",RFC_1123:\"D, d M yy\",RFC_2822:\"D, d M yy\",RSS:\"D, d M y\",TICKS:\"!\",TIMESTAMP:\"@\",W3C:\"yy-mm-dd\",_ticksTo1970:24*(718685+Math.floor(492.5)-Math.floor(19.7)+Math.floor(4.925))*60*60*1e7,formatDate:function(t,e,i){if(!e)return\"\";var n,r=(i?i.dayNamesShort:null)||this._defaults.dayNamesShort,o=(i?i.dayNames:null)||this._defaults.dayNames,s=(i?i.monthNamesShort:null)||this._defaults.monthNamesShort,a=(i?i.monthNames:null)||this._defaults.monthNames,l=function(e){var i=n+1<t.length&&t.charAt(n+1)===e;return i&&n++,i},u=function(t,e,i){var n=\"\"+e;if(l(t))for(;n.length<i;)n=\"0\"+n;return n},c=function(t,e,i,n){return l(t)?n[e]:i[e]},h=\"\",p=!1;if(e)for(n=0;n<t.length;n++)if(p)\"'\"!==t.charAt(n)||l(\"'\")?h+=t.charAt(n):p=!1;else switch(t.charAt(n)){case\"d\":h+=u(\"d\",e.getDate(),2);break;case\"D\":h+=c(\"D\",e.getDay(),r,o);break;case\"o\":h+=u(\"o\",Math.round((new Date(e.getFullYear(),e.getMonth(),e.getDate()).getTime()-new Date(e.getFullYear(),0,0).getTime())/864e5),3);break;case\"m\":h+=u(\"m\",e.getMonth()+1,2);break;case\"M\":h+=c(\"M\",e.getMonth(),s,a);break;case\"y\":h+=l(\"y\")?e.getFullYear():(e.getYear()%100<10?\"0\":\"\")+e.getYear()%100;break;case\"@\":h+=e.getTime();break;case\"!\":h+=1e4*e.getTime()+this._ticksTo1970;break;case\"'\":l(\"'\")?h+=\"'\":p=!0;break;default:h+=t.charAt(n)}return h},_possibleChars:function(t){var e,i=\"\",n=!1,r=function(i){var n=e+1<t.length&&t.charAt(e+1)===i;return n&&e++,n};for(e=0;e<t.length;e++)if(n)\"'\"!==t.charAt(e)||r(\"'\")?i+=t.charAt(e):n=!1;else switch(t.charAt(e)){case\"d\":case\"m\":case\"y\":case\"@\":i+=\"0123456789\";break;case\"D\":case\"M\":return null;case\"'\":r(\"'\")?i+=\"'\":n=!0;break;default:i+=t.charAt(e)}return i},_get:function(t,i){return t.settings[i]!==e?t.settings[i]:this._defaults[i]},_setDateFromField:function(t,e){if(t.input.val()!==t.lastVal){var i=this._get(t,\"dateFormat\"),n=t.lastVal=t.input?t.input.val():null,r=this._getDefaultDate(t),o=r,s=this._getFormatConfig(t);try{o=this.parseDate(i,n,s)||r}catch(a){n=e?\"\":n}t.selectedDay=o.getDate(),t.drawMonth=t.selectedMonth=o.getMonth(),t.drawYear=t.selectedYear=o.getFullYear(),t.currentDay=n?o.getDate():0,t.currentMonth=n?o.getMonth():0,t.currentYear=n?o.getFullYear():0,this._adjustInstDate(t)}},_getDefaultDate:function(t){return this._restrictMinMax(t,this._determineDate(t,this._get(t,\"defaultDate\"),new Date))},_determineDate:function(e,i,n){var r=function(t){var e=new Date;return e.setDate(e.getDate()+t),e},o=function(i){try{return t.datepicker.parseDate(t.datepicker._get(e,\"dateFormat\"),i,t.datepicker._getFormatConfig(e))}catch(n){}for(var r=(i.toLowerCase().match(/^c/)?t.datepicker._getDate(e):null)||new Date,o=r.getFullYear(),s=r.getMonth(),a=r.getDate(),l=/([+\\-]?[0-9]+)\\s*(d|D|w|W|m|M|y|Y)?/g,u=l.exec(i);u;){switch(u[2]||\"d\"){case\"d\":case\"D\":a+=parseInt(u[1],10);break;case\"w\":case\"W\":a+=7*parseInt(u[1],10);break;case\"m\":case\"M\":s+=parseInt(u[1],10),a=Math.min(a,t.datepicker._getDaysInMonth(o,s));break;case\"y\":case\"Y\":o+=parseInt(u[1],10),a=Math.min(a,t.datepicker._getDaysInMonth(o,s))}u=l.exec(i)}return new Date(o,s,a)},s=null==i||\"\"===i?n:\"string\"==typeof i?o(i):\"number\"==typeof i?isNaN(i)?n:r(i):new Date(i.getTime());return s=s&&\"Invalid Date\"===s.toString()?n:s,s&&(s.setHours(0),s.setMinutes(0),s.setSeconds(0),s.setMilliseconds(0)),this._daylightSavingAdjust(s)},_daylightSavingAdjust:function(t){return t?(t.setHours(t.getHours()>12?t.getHours()+2:0),t):null},_setDate:function(t,e,i){var n=!e,r=t.selectedMonth,o=t.selectedYear,s=this._restrictMinMax(t,this._determineDate(t,e,new Date));t.selectedDay=t.currentDay=s.getDate(),t.drawMonth=t.selectedMonth=t.currentMonth=s.getMonth(),t.drawYear=t.selectedYear=t.currentYear=s.getFullYear(),r===t.selectedMonth&&o===t.selectedYear||i||this._notifyChange(t),this._adjustInstDate(t),t.input&&t.input.val(n?\"\":this._formatDate(t))},_getDate:function(t){var e=!t.currentYear||t.input&&\"\"===t.input.val()?null:this._daylightSavingAdjust(new Date(t.currentYear,t.currentMonth,t.currentDay));return e},_attachHandlers:function(e){var i=this._get(e,\"stepMonths\"),n=\"#\"+e.id.replace(/\\\\\\\\/g,\"\\\\\");e.dpDiv.find(\"[data-handler]\").map(function(){var e={prev:function(){t.datepicker._adjustDate(n,-i,\"M\")},next:function(){t.datepicker._adjustDate(n,+i,\"M\")},hide:function(){t.datepicker._hideDatepicker()},today:function(){t.datepicker._gotoToday(n)},selectDay:function(){return t.datepicker._selectDay(n,+this.getAttribute(\"data-month\"),+this.getAttribute(\"data-year\"),this),!1},selectMonth:function(){return t.datepicker._selectMonthYear(n,this,\"M\"),!1},selectYear:function(){return t.datepicker._selectMonthYear(n,this,\"Y\"),!1}};t(this).bind(this.getAttribute(\"data-event\"),e[this.getAttribute(\"data-handler\")])})},_generateHTML:function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E,R,N,z,O,j,F,H,L=new Date,W=this._daylightSavingAdjust(new Date(L.getFullYear(),L.getMonth(),L.getDate())),B=this._get(t,\"isRTL\"),Y=this._get(t,\"showButtonPanel\"),$=this._get(t,\"hideIfNoPrevNext\"),V=this._get(t,\"navigationAsDateFormat\"),U=this._getNumberOfMonths(t),q=this._get(t,\"showCurrentAtPos\"),G=this._get(t,\"stepMonths\"),X=1!==U[0]||1!==U[1],Z=this._daylightSavingAdjust(t.currentDay?new Date(t.currentYear,t.currentMonth,t.currentDay):new Date(9999,9,9)),J=this._getMinMaxDate(t,\"min\"),K=this._getMinMaxDate(t,\"max\"),Q=t.drawMonth-q,tt=t.drawYear;if(0>Q&&(Q+=12,tt--),K)for(e=this._daylightSavingAdjust(new Date(K.getFullYear(),K.getMonth()-U[0]*U[1]+1,K.getDate())),e=J&&J>e?J:e;this._daylightSavingAdjust(new Date(tt,Q,1))>e;)Q--,0>Q&&(Q=11,tt--);for(t.drawMonth=Q,t.drawYear=tt,i=this._get(t,\"prevText\"),i=V?this.formatDate(i,this._daylightSavingAdjust(new Date(tt,Q-G,1)),this._getFormatConfig(t)):i,n=this._canAdjustMonth(t,-1,tt,Q)?\"<a class='ui-datepicker-prev ui-corner-all' data-handler='prev' data-event='click' title='\"+i+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"e\":\"w\")+\"'>\"+i+\"</span></a>\":$?\"\":\"<a class='ui-datepicker-prev ui-corner-all ui-state-disabled' title='\"+i+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"e\":\"w\")+\"'>\"+i+\"</span></a>\",r=this._get(t,\"nextText\"),r=V?this.formatDate(r,this._daylightSavingAdjust(new Date(tt,Q+G,1)),this._getFormatConfig(t)):r,o=this._canAdjustMonth(t,1,tt,Q)?\"<a class='ui-datepicker-next ui-corner-all' data-handler='next' data-event='click' title='\"+r+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"w\":\"e\")+\"'>\"+r+\"</span></a>\":$?\"\":\"<a class='ui-datepicker-next ui-corner-all ui-state-disabled' title='\"+r+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"w\":\"e\")+\"'>\"+r+\"</span></a>\",s=this._get(t,\"currentText\"),a=this._get(t,\"gotoCurrent\")&&t.currentDay?Z:W,s=V?this.formatDate(s,a,this._getFormatConfig(t)):s,l=t.inline?\"\":\"<button type='button' class='ui-datepicker-close ui-state-default ui-priority-primary ui-corner-all' data-handler='hide' data-event='click'>\"+this._get(t,\"closeText\")+\"</button>\",u=Y?\"<div class='ui-datepicker-buttonpane ui-widget-content'>\"+(B?l:\"\")+(this._isInRange(t,a)?\"<button type='button' class='ui-datepicker-current ui-state-default ui-priority-secondary ui-corner-all' data-handler='today' data-event='click'>\"+s+\"</button>\":\"\")+(B?\"\":l)+\"</div>\":\"\",c=parseInt(this._get(t,\"firstDay\"),10),c=isNaN(c)?0:c,h=this._get(t,\"showWeek\"),p=this._get(t,\"dayNames\"),d=this._get(t,\"dayNamesMin\"),f=this._get(t,\"monthNames\"),g=this._get(t,\"monthNamesShort\"),m=this._get(t,\"beforeShowDay\"),_=this._get(t,\"showOtherMonths\"),v=this._get(t,\"selectOtherMonths\"),y=this._getDefaultDate(t),b=\"\",x=0;x<U[0];x++){for(k=\"\",this.maxRows=4,C=0;C<U[1];C++){if(M=this._daylightSavingAdjust(new Date(tt,Q,t.selectedDay)),D=\" ui-corner-all\",T=\"\",X){if(T+=\"<div class='ui-datepicker-group\",U[1]>1)switch(C){case 0:T+=\" ui-datepicker-group-first\",D=\" ui-corner-\"+(B?\"right\":\"left\");break;case U[1]-1:T+=\" ui-datepicker-group-last\",D=\" ui-corner-\"+(B?\"left\":\"right\");break;default:T+=\" ui-datepicker-group-middle\",D=\"\"}T+=\"'>\"}for(T+=\"<div class='ui-datepicker-header ui-widget-header ui-helper-clearfix\"+D+\"'>\"+(/all|left/.test(D)&&0===x?B?o:n:\"\")+(/all|right/.test(D)&&0===x?B?n:o:\"\")+this._generateMonthYearHeader(t,Q,tt,J,K,x>0||C>0,f,g)+\"</div><table class='ui-datepicker-calendar'><thead><tr>\",S=h?\"<th class='ui-datepicker-week-col'>\"+this._get(t,\"weekHeader\")+\"</th>\":\"\",w=0;7>w;w++)A=(w+c)%7,S+=\"<th\"+((w+c+6)%7>=5?\" class='ui-datepicker-week-end'\":\"\")+\"><span title='\"+p[A]+\"'>\"+d[A]+\"</span></th>\";for(T+=S+\"</tr></thead><tbody>\",P=this._getDaysInMonth(tt,Q),tt===t.selectedYear&&Q===t.selectedMonth&&(t.selectedDay=Math.min(t.selectedDay,P)),I=(this._getFirstDayOfMonth(tt,Q)-c+7)%7,E=Math.ceil((I+P)/7),R=X&&this.maxRows>E?this.maxRows:E,this.maxRows=R,N=this._daylightSavingAdjust(new Date(tt,Q,1-I)),z=0;R>z;z++){for(T+=\"<tr>\",O=h?\"<td class='ui-datepicker-week-col'>\"+this._get(t,\"calculateWeek\")(N)+\"</td>\":\"\",w=0;7>w;w++)j=m?m.apply(t.input?t.input[0]:null,[N]):[!0,\"\"],F=N.getMonth()!==Q,H=F&&!v||!j[0]||J&&J>N||K&&N>K,O+=\"<td class='\"+((w+c+6)%7>=5?\" ui-datepicker-week-end\":\"\")+(F?\" ui-datepicker-other-month\":\"\")+(N.getTime()===M.getTime()&&Q===t.selectedMonth&&t._keyEvent||y.getTime()===N.getTime()&&y.getTime()===M.getTime()?\" \"+this._dayOverClass:\"\")+(H?\" \"+this._unselectableClass+\" ui-state-disabled\":\"\")+(F&&!_?\"\":\" \"+j[1]+(N.getTime()===Z.getTime()?\" \"+this._currentClass:\"\")+(N.getTime()===W.getTime()?\" ui-datepicker-today\":\"\"))+\"'\"+(F&&!_||!j[2]?\"\":\" title='\"+j[2].replace(/'/g,\"&#39;\")+\"'\")+(H?\"\":\" data-handler='selectDay' data-event='click' data-month='\"+N.getMonth()+\"' data-year='\"+N.getFullYear()+\"'\")+\">\"+(F&&!_?\"&#xa0;\":H?\"<span class='ui-state-default'>\"+N.getDate()+\"</span>\":\"<a class='ui-state-default\"+(N.getTime()===W.getTime()?\" ui-state-highlight\":\"\")+(N.getTime()===Z.getTime()?\" ui-state-active\":\"\")+(F?\" ui-priority-secondary\":\"\")+\"' href='#'>\"+N.getDate()+\"</a>\")+\"</td>\",N.setDate(N.getDate()+1),N=this._daylightSavingAdjust(N);T+=O+\"</tr>\"}Q++,Q>11&&(Q=0,tt++),T+=\"</tbody></table>\"+(X?\"</div>\"+(U[0]>0&&C===U[1]-1?\"<div class='ui-datepicker-row-break'></div>\":\"\"):\"\"),k+=T}b+=k}return b+=u,t._keyEvent=!1,b},_generateMonthYearHeader:function(t,e,i,n,r,o,s,a){var l,u,c,h,p,d,f,g,m=this._get(t,\"changeMonth\"),_=this._get(t,\"changeYear\"),v=this._get(t,\"showMonthAfterYear\"),y=\"<div class='ui-datepicker-title'>\",b=\"\";if(o||!m)b+=\"<span class='ui-datepicker-month'>\"+s[e]+\"</span>\";else{for(l=n&&n.getFullYear()===i,u=r&&r.getFullYear()===i,b+=\"<select class='ui-datepicker-month' data-handler='selectMonth' data-event='change'>\",c=0;12>c;c++)(!l||c>=n.getMonth())&&(!u||c<=r.getMonth())&&(b+=\"<option value='\"+c+\"'\"+(c===e?\" selected='selected'\":\"\")+\">\"+a[c]+\"</option>\");b+=\"</select>\"}if(v||(y+=b+(!o&&m&&_?\"\":\"&#xa0;\")),!t.yearshtml)if(t.yearshtml=\"\",o||!_)y+=\"<span class='ui-datepicker-year'>\"+i+\"</span>\";else{for(h=this._get(t,\"yearRange\").split(\":\"),p=(new Date).getFullYear(),d=function(t){var e=t.match(/c[+\\-].*/)?i+parseInt(t.substring(1),10):t.match(/[+\\-].*/)?p+parseInt(t,10):parseInt(t,10);return isNaN(e)?p:e},f=d(h[0]),g=Math.max(f,d(h[1]||\"\")),f=n?Math.max(f,n.getFullYear()):f,g=r?Math.min(g,r.getFullYear()):g,t.yearshtml+=\"<select class='ui-datepicker-year' data-handler='selectYear' data-event='change'>\";g>=f;f++)t.yearshtml+=\"<option value='\"+f+\"'\"+(f===i?\" selected='selected'\":\"\")+\">\"+f+\"</option>\";t.yearshtml+=\"</select>\",y+=t.yearshtml,t.yearshtml=null}return y+=this._get(t,\"yearSuffix\"),v&&(y+=(!o&&m&&_?\"\":\"&#xa0;\")+b),y+=\"</div>\"},_adjustInstDate:function(t,e,i){var n=t.drawYear+(\"Y\"===i?e:0),r=t.drawMonth+(\"M\"===i?e:0),o=Math.min(t.selectedDay,this._getDaysInMonth(n,r))+(\"D\"===i?e:0),s=this._restrictMinMax(t,this._daylightSavingAdjust(new Date(n,r,o)));t.selectedDay=s.getDate(),t.drawMonth=t.selectedMonth=s.getMonth(),t.drawYear=t.selectedYear=s.getFullYear(),(\"M\"===i||\"Y\"===i)&&this._notifyChange(t)},_restrictMinMax:function(t,e){var i=this._getMinMaxDate(t,\"min\"),n=this._getMinMaxDate(t,\"max\"),r=i&&i>e?i:e;return n&&r>n?n:r},_notifyChange:function(t){var e=this._get(t,\"onChangeMonthYear\");e&&e.apply(t.input?t.input[0]:null,[t.selectedYear,t.selectedMonth+1,t])},_getNumberOfMonths:function(t){var e=this._get(t,\"numberOfMonths\");return null==e?[1,1]:\"number\"==typeof e?[1,e]:e},_getMinMaxDate:function(t,e){return this._determineDate(t,this._get(t,e+\"Date\"),null)},_getDaysInMonth:function(t,e){return 32-this._daylightSavingAdjust(new Date(t,e,32)).getDate()},_getFirstDayOfMonth:function(t,e){return new Date(t,e,1).getDay()},_canAdjustMonth:function(t,e,i,n){var r=this._getNumberOfMonths(t),o=this._daylightSavingAdjust(new Date(i,n+(0>e?e:r[0]*r[1]),1));return 0>e&&o.setDate(this._getDaysInMonth(o.getFullYear(),o.getMonth())),this._isInRange(t,o)},_isInRange:function(t,e){var i,n,r=this._getMinMaxDate(t,\"min\"),o=this._getMinMaxDate(t,\"max\"),s=null,a=null,l=this._get(t,\"yearRange\");return l&&(i=l.split(\":\"),n=(new Date).getFullYear(),s=parseInt(i[0],10),a=parseInt(i[1],10),i[0].match(/[+\\-].*/)&&(s+=n),i[1].match(/[+\\-].*/)&&(a+=n)),(!r||e.getTime()>=r.getTime())&&(!o||e.getTime()<=o.getTime())&&(!s||e.getFullYear()>=s)&&(!a||e.getFullYear()<=a)},_getFormatConfig:function(t){var e=this._get(t,\"shortYearCutoff\");return e=\"string\"!=typeof e?e:(new Date).getFullYear()%100+parseInt(e,10),{shortYearCutoff:e,dayNamesShort:this._get(t,\"dayNamesShort\"),dayNames:this._get(t,\"dayNames\"),monthNamesShort:this._get(t,\"monthNamesShort\"),monthNames:this._get(t,\"monthNames\")}},_formatDate:function(t,e,i,n){e||(t.currentDay=t.selectedDay,t.currentMonth=t.selectedMonth,t.currentYear=t.selectedYear);var r=e?\"object\"==typeof e?e:this._daylightSavingAdjust(new Date(n,i,e)):this._daylightSavingAdjust(new Date(t.currentYear,t.currentMonth,t.currentDay));return this.formatDate(this._get(t,\"dateFormat\"),r,this._getFormatConfig(t))}}),t.fn.datepicker=function(e){if(!this.length)return this;t.datepicker.initialized||(t(document).mousedown(t.datepicker._checkExternalClick),t.datepicker.initialized=!0),0===t(\"#\"+t.datepicker._mainDivId).length&&t(\"body\").append(t.datepicker.dpDiv);var i=Array.prototype.slice.call(arguments,1);return\"string\"!=typeof e||\"isDisabled\"!==e&&\"getDate\"!==e&&\"widget\"!==e?\"option\"===e&&2===arguments.length&&\"string\"==typeof arguments[1]?t.datepicker[\"_\"+e+\"Datepicker\"].apply(t.datepicker,[this[0]].concat(i)):this.each(function(){\"string\"==typeof e?t.datepicker[\"_\"+e+\"Datepicker\"].apply(t.datepicker,[this].concat(i)):t.datepicker._attachDatepicker(this,e)}):t.datepicker[\"_\"+e+\"Datepicker\"].apply(t.datepicker,[this[0]].concat(i))},t.datepicker=new i,t.datepicker.initialized=!1,t.datepicker.uuid=(new Date).getTime(),t.datepicker.version=\"1.10.4\"}(n)},{\"./core\":6,jquery:17}],8:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),t(\"./mouse\"),t(\"./widget\"),function(t,e){t.widget(\"ui.draggable\",t.ui.mouse,{version:\"1.10.4\",widgetEventPrefix:\"drag\",options:{addClasses:!0,appendTo:\"parent\",axis:!1,connectToSortable:!1,containment:!1,cursor:\"auto\",cursorAt:!1,grid:!1,handle:!1,helper:\"original\",iframeFix:!1,opacity:!1,refreshPositions:!1,revert:!1,revertDuration:500,scope:\"default\",scroll:!0,scrollSensitivity:20,scrollSpeed:20,snap:!1,snapMode:\"both\",snapTolerance:20,stack:!1,zIndex:!1,drag:null,start:null,stop:null},_create:function(){\"original\"!==this.options.helper||/^(?:r|a|f)/.test(this.element.css(\"position\"))||(this.element[0].style.position=\"relative\"),this.options.addClasses&&this.element.addClass(\"ui-draggable\"),this.options.disabled&&this.element.addClass(\"ui-draggable-disabled\"),this._mouseInit()},_destroy:function(){this.element.removeClass(\"ui-draggable ui-draggable-dragging ui-draggable-disabled\"),\n",
+       "                this._mouseDestroy()},_mouseCapture:function(e){var i=this.options;return this.helper||i.disabled||t(e.target).closest(\".ui-resizable-handle\").length>0?!1:(this.handle=this._getHandle(e),this.handle?(t(i.iframeFix===!0?\"iframe\":i.iframeFix).each(function(){t(\"<div class='ui-draggable-iframeFix' style='background: #fff;'></div>\").css({width:this.offsetWidth+\"px\",height:this.offsetHeight+\"px\",position:\"absolute\",opacity:\"0.001\",zIndex:1e3}).css(t(this).offset()).appendTo(\"body\")}),!0):!1)},_mouseStart:function(e){var i=this.options;return this.helper=this._createHelper(e),this.helper.addClass(\"ui-draggable-dragging\"),this._cacheHelperProportions(),t.ui.ddmanager&&(t.ui.ddmanager.current=this),this._cacheMargins(),this.cssPosition=this.helper.css(\"position\"),this.scrollParent=this.helper.scrollParent(),this.offsetParent=this.helper.offsetParent(),this.offsetParentCssPosition=this.offsetParent.css(\"position\"),this.offset=this.positionAbs=this.element.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},this.offset.scroll=!1,t.extend(this.offset,{click:{left:e.pageX-this.offset.left,top:e.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.originalPosition=this.position=this._generatePosition(e),this.originalPageX=e.pageX,this.originalPageY=e.pageY,i.cursorAt&&this._adjustOffsetFromHelper(i.cursorAt),this._setContainment(),this._trigger(\"start\",e)===!1?(this._clear(),!1):(this._cacheHelperProportions(),t.ui.ddmanager&&!i.dropBehaviour&&t.ui.ddmanager.prepareOffsets(this,e),this._mouseDrag(e,!0),t.ui.ddmanager&&t.ui.ddmanager.dragStart(this,e),!0)},_mouseDrag:function(e,i){if(\"fixed\"===this.offsetParentCssPosition&&(this.offset.parent=this._getParentOffset()),this.position=this._generatePosition(e),this.positionAbs=this._convertPositionTo(\"absolute\"),!i){var n=this._uiHash();if(this._trigger(\"drag\",e,n)===!1)return this._mouseUp({}),!1;this.position=n.position}return this.options.axis&&\"y\"===this.options.axis||(this.helper[0].style.left=this.position.left+\"px\"),this.options.axis&&\"x\"===this.options.axis||(this.helper[0].style.top=this.position.top+\"px\"),t.ui.ddmanager&&t.ui.ddmanager.drag(this,e),!1},_mouseStop:function(e){var i=this,n=!1;return t.ui.ddmanager&&!this.options.dropBehaviour&&(n=t.ui.ddmanager.drop(this,e)),this.dropped&&(n=this.dropped,this.dropped=!1),\"original\"!==this.options.helper||t.contains(this.element[0].ownerDocument,this.element[0])?(\"invalid\"===this.options.revert&&!n||\"valid\"===this.options.revert&&n||this.options.revert===!0||t.isFunction(this.options.revert)&&this.options.revert.call(this.element,n)?t(this.helper).animate(this.originalPosition,parseInt(this.options.revertDuration,10),function(){i._trigger(\"stop\",e)!==!1&&i._clear()}):this._trigger(\"stop\",e)!==!1&&this._clear(),!1):!1},_mouseUp:function(e){return t(\"div.ui-draggable-iframeFix\").each(function(){this.parentNode.removeChild(this)}),t.ui.ddmanager&&t.ui.ddmanager.dragStop(this,e),t.ui.mouse.prototype._mouseUp.call(this,e)},cancel:function(){return this.helper.is(\".ui-draggable-dragging\")?this._mouseUp({}):this._clear(),this},_getHandle:function(e){return this.options.handle?!!t(e.target).closest(this.element.find(this.options.handle)).length:!0},_createHelper:function(e){var i=this.options,n=t.isFunction(i.helper)?t(i.helper.apply(this.element[0],[e])):\"clone\"===i.helper?this.element.clone().removeAttr(\"id\"):this.element;return n.parents(\"body\").length||n.appendTo(\"parent\"===i.appendTo?this.element[0].parentNode:i.appendTo),n[0]===this.element[0]||/(fixed|absolute)/.test(n.css(\"position\"))||n.css(\"position\",\"absolute\"),n},_adjustOffsetFromHelper:function(e){\"string\"==typeof e&&(e=e.split(\" \")),t.isArray(e)&&(e={left:+e[0],top:+e[1]||0}),\"left\"in e&&(this.offset.click.left=e.left+this.margins.left),\"right\"in e&&(this.offset.click.left=this.helperProportions.width-e.right+this.margins.left),\"top\"in e&&(this.offset.click.top=e.top+this.margins.top),\"bottom\"in e&&(this.offset.click.top=this.helperProportions.height-e.bottom+this.margins.top)},_getParentOffset:function(){var e=this.offsetParent.offset();return\"absolute\"===this.cssPosition&&this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])&&(e.left+=this.scrollParent.scrollLeft(),e.top+=this.scrollParent.scrollTop()),(this.offsetParent[0]===document.body||this.offsetParent[0].tagName&&\"html\"===this.offsetParent[0].tagName.toLowerCase()&&t.ui.ie)&&(e={top:0,left:0}),{top:e.top+(parseInt(this.offsetParent.css(\"borderTopWidth\"),10)||0),left:e.left+(parseInt(this.offsetParent.css(\"borderLeftWidth\"),10)||0)}},_getRelativeOffset:function(){if(\"relative\"===this.cssPosition){var t=this.element.position();return{top:t.top-(parseInt(this.helper.css(\"top\"),10)||0)+this.scrollParent.scrollTop(),left:t.left-(parseInt(this.helper.css(\"left\"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.element.css(\"marginLeft\"),10)||0,top:parseInt(this.element.css(\"marginTop\"),10)||0,right:parseInt(this.element.css(\"marginRight\"),10)||0,bottom:parseInt(this.element.css(\"marginBottom\"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var e,i,n,r=this.options;return r.containment?\"window\"===r.containment?void(this.containment=[t(window).scrollLeft()-this.offset.relative.left-this.offset.parent.left,t(window).scrollTop()-this.offset.relative.top-this.offset.parent.top,t(window).scrollLeft()+t(window).width()-this.helperProportions.width-this.margins.left,t(window).scrollTop()+(t(window).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]):\"document\"===r.containment?void(this.containment=[0,0,t(document).width()-this.helperProportions.width-this.margins.left,(t(document).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]):r.containment.constructor===Array?void(this.containment=r.containment):(\"parent\"===r.containment&&(r.containment=this.helper[0].parentNode),i=t(r.containment),n=i[0],void(n&&(e=\"hidden\"!==i.css(\"overflow\"),this.containment=[(parseInt(i.css(\"borderLeftWidth\"),10)||0)+(parseInt(i.css(\"paddingLeft\"),10)||0),(parseInt(i.css(\"borderTopWidth\"),10)||0)+(parseInt(i.css(\"paddingTop\"),10)||0),(e?Math.max(n.scrollWidth,n.offsetWidth):n.offsetWidth)-(parseInt(i.css(\"borderRightWidth\"),10)||0)-(parseInt(i.css(\"paddingRight\"),10)||0)-this.helperProportions.width-this.margins.left-this.margins.right,(e?Math.max(n.scrollHeight,n.offsetHeight):n.offsetHeight)-(parseInt(i.css(\"borderBottomWidth\"),10)||0)-(parseInt(i.css(\"paddingBottom\"),10)||0)-this.helperProportions.height-this.margins.top-this.margins.bottom],this.relative_container=i))):void(this.containment=null)},_convertPositionTo:function(e,i){i||(i=this.position);var n=\"absolute\"===e?1:-1,r=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent;return this.offset.scroll||(this.offset.scroll={top:r.scrollTop(),left:r.scrollLeft()}),{top:i.top+this.offset.relative.top*n+this.offset.parent.top*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():this.offset.scroll.top)*n,left:i.left+this.offset.relative.left*n+this.offset.parent.left*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():this.offset.scroll.left)*n}},_generatePosition:function(e){var i,n,r,o,s=this.options,a=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,l=e.pageX,u=e.pageY;return this.offset.scroll||(this.offset.scroll={top:a.scrollTop(),left:a.scrollLeft()}),this.originalPosition&&(this.containment&&(this.relative_container?(n=this.relative_container.offset(),i=[this.containment[0]+n.left,this.containment[1]+n.top,this.containment[2]+n.left,this.containment[3]+n.top]):i=this.containment,e.pageX-this.offset.click.left<i[0]&&(l=i[0]+this.offset.click.left),e.pageY-this.offset.click.top<i[1]&&(u=i[1]+this.offset.click.top),e.pageX-this.offset.click.left>i[2]&&(l=i[2]+this.offset.click.left),e.pageY-this.offset.click.top>i[3]&&(u=i[3]+this.offset.click.top)),s.grid&&(r=s.grid[1]?this.originalPageY+Math.round((u-this.originalPageY)/s.grid[1])*s.grid[1]:this.originalPageY,u=i?r-this.offset.click.top>=i[1]||r-this.offset.click.top>i[3]?r:r-this.offset.click.top>=i[1]?r-s.grid[1]:r+s.grid[1]:r,o=s.grid[0]?this.originalPageX+Math.round((l-this.originalPageX)/s.grid[0])*s.grid[0]:this.originalPageX,l=i?o-this.offset.click.left>=i[0]||o-this.offset.click.left>i[2]?o:o-this.offset.click.left>=i[0]?o-s.grid[0]:o+s.grid[0]:o)),{top:u-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():this.offset.scroll.top),left:l-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():this.offset.scroll.left)}},_clear:function(){this.helper.removeClass(\"ui-draggable-dragging\"),this.helper[0]===this.element[0]||this.cancelHelperRemoval||this.helper.remove(),this.helper=null,this.cancelHelperRemoval=!1},_trigger:function(e,i,n){return n=n||this._uiHash(),t.ui.plugin.call(this,e,[i,n]),\"drag\"===e&&(this.positionAbs=this._convertPositionTo(\"absolute\")),t.Widget.prototype._trigger.call(this,e,i,n)},plugins:{},_uiHash:function(){return{helper:this.helper,position:this.position,originalPosition:this.originalPosition,offset:this.positionAbs}}}),t.ui.plugin.add(\"draggable\",\"connectToSortable\",{start:function(e,i){var n=t(this).data(\"ui-draggable\"),r=n.options,o=t.extend({},i,{item:n.element});n.sortables=[],t(r.connectToSortable).each(function(){var i=t.data(this,\"ui-sortable\");i&&!i.options.disabled&&(n.sortables.push({instance:i,shouldRevert:i.options.revert}),i.refreshPositions(),i._trigger(\"activate\",e,o))})},stop:function(e,i){var n=t(this).data(\"ui-draggable\"),r=t.extend({},i,{item:n.element});t.each(n.sortables,function(){this.instance.isOver?(this.instance.isOver=0,n.cancelHelperRemoval=!0,this.instance.cancelHelperRemoval=!1,this.shouldRevert&&(this.instance.options.revert=this.shouldRevert),this.instance._mouseStop(e),this.instance.options.helper=this.instance.options._helper,\"original\"===n.options.helper&&this.instance.currentItem.css({top:\"auto\",left:\"auto\"})):(this.instance.cancelHelperRemoval=!1,this.instance._trigger(\"deactivate\",e,r))})},drag:function(e,i){var n=t(this).data(\"ui-draggable\"),r=this;t.each(n.sortables,function(){var o=!1,s=this;this.instance.positionAbs=n.positionAbs,this.instance.helperProportions=n.helperProportions,this.instance.offset.click=n.offset.click,this.instance._intersectsWith(this.instance.containerCache)&&(o=!0,t.each(n.sortables,function(){return this.instance.positionAbs=n.positionAbs,this.instance.helperProportions=n.helperProportions,this.instance.offset.click=n.offset.click,this!==s&&this.instance._intersectsWith(this.instance.containerCache)&&t.contains(s.instance.element[0],this.instance.element[0])&&(o=!1),o})),o?(this.instance.isOver||(this.instance.isOver=1,this.instance.currentItem=t(r).clone().removeAttr(\"id\").appendTo(this.instance.element).data(\"ui-sortable-item\",!0),this.instance.options._helper=this.instance.options.helper,this.instance.options.helper=function(){return i.helper[0]},e.target=this.instance.currentItem[0],this.instance._mouseCapture(e,!0),this.instance._mouseStart(e,!0,!0),this.instance.offset.click.top=n.offset.click.top,this.instance.offset.click.left=n.offset.click.left,this.instance.offset.parent.left-=n.offset.parent.left-this.instance.offset.parent.left,this.instance.offset.parent.top-=n.offset.parent.top-this.instance.offset.parent.top,n._trigger(\"toSortable\",e),n.dropped=this.instance.element,n.currentItem=n.element,this.instance.fromOutside=n),this.instance.currentItem&&this.instance._mouseDrag(e)):this.instance.isOver&&(this.instance.isOver=0,this.instance.cancelHelperRemoval=!0,this.instance.options.revert=!1,this.instance._trigger(\"out\",e,this.instance._uiHash(this.instance)),this.instance._mouseStop(e,!0),this.instance.options.helper=this.instance.options._helper,this.instance.currentItem.remove(),this.instance.placeholder&&this.instance.placeholder.remove(),n._trigger(\"fromSortable\",e),n.dropped=!1)})}}),t.ui.plugin.add(\"draggable\",\"cursor\",{start:function(){var e=t(\"body\"),i=t(this).data(\"ui-draggable\").options;e.css(\"cursor\")&&(i._cursor=e.css(\"cursor\")),e.css(\"cursor\",i.cursor)},stop:function(){var e=t(this).data(\"ui-draggable\").options;e._cursor&&t(\"body\").css(\"cursor\",e._cursor)}}),t.ui.plugin.add(\"draggable\",\"opacity\",{start:function(e,i){var n=t(i.helper),r=t(this).data(\"ui-draggable\").options;n.css(\"opacity\")&&(r._opacity=n.css(\"opacity\")),n.css(\"opacity\",r.opacity)},stop:function(e,i){var n=t(this).data(\"ui-draggable\").options;n._opacity&&t(i.helper).css(\"opacity\",n._opacity)}}),t.ui.plugin.add(\"draggable\",\"scroll\",{start:function(){var e=t(this).data(\"ui-draggable\");e.scrollParent[0]!==document&&\"HTML\"!==e.scrollParent[0].tagName&&(e.overflowOffset=e.scrollParent.offset())},drag:function(e){var i=t(this).data(\"ui-draggable\"),n=i.options,r=!1;i.scrollParent[0]!==document&&\"HTML\"!==i.scrollParent[0].tagName?(n.axis&&\"x\"===n.axis||(i.overflowOffset.top+i.scrollParent[0].offsetHeight-e.pageY<n.scrollSensitivity?i.scrollParent[0].scrollTop=r=i.scrollParent[0].scrollTop+n.scrollSpeed:e.pageY-i.overflowOffset.top<n.scrollSensitivity&&(i.scrollParent[0].scrollTop=r=i.scrollParent[0].scrollTop-n.scrollSpeed)),n.axis&&\"y\"===n.axis||(i.overflowOffset.left+i.scrollParent[0].offsetWidth-e.pageX<n.scrollSensitivity?i.scrollParent[0].scrollLeft=r=i.scrollParent[0].scrollLeft+n.scrollSpeed:e.pageX-i.overflowOffset.left<n.scrollSensitivity&&(i.scrollParent[0].scrollLeft=r=i.scrollParent[0].scrollLeft-n.scrollSpeed))):(n.axis&&\"x\"===n.axis||(e.pageY-t(document).scrollTop()<n.scrollSensitivity?r=t(document).scrollTop(t(document).scrollTop()-n.scrollSpeed):t(window).height()-(e.pageY-t(document).scrollTop())<n.scrollSensitivity&&(r=t(document).scrollTop(t(document).scrollTop()+n.scrollSpeed))),n.axis&&\"y\"===n.axis||(e.pageX-t(document).scrollLeft()<n.scrollSensitivity?r=t(document).scrollLeft(t(document).scrollLeft()-n.scrollSpeed):t(window).width()-(e.pageX-t(document).scrollLeft())<n.scrollSensitivity&&(r=t(document).scrollLeft(t(document).scrollLeft()+n.scrollSpeed)))),r!==!1&&t.ui.ddmanager&&!n.dropBehaviour&&t.ui.ddmanager.prepareOffsets(i,e)}}),t.ui.plugin.add(\"draggable\",\"snap\",{start:function(){var e=t(this).data(\"ui-draggable\"),i=e.options;e.snapElements=[],t(i.snap.constructor!==String?i.snap.items||\":data(ui-draggable)\":i.snap).each(function(){var i=t(this),n=i.offset();this!==e.element[0]&&e.snapElements.push({item:this,width:i.outerWidth(),height:i.outerHeight(),top:n.top,left:n.left})})},drag:function(e,i){var n,r,o,s,a,l,u,c,h,p,d=t(this).data(\"ui-draggable\"),f=d.options,g=f.snapTolerance,m=i.offset.left,_=m+d.helperProportions.width,v=i.offset.top,y=v+d.helperProportions.height;for(h=d.snapElements.length-1;h>=0;h--)a=d.snapElements[h].left,l=a+d.snapElements[h].width,u=d.snapElements[h].top,c=u+d.snapElements[h].height,a-g>_||m>l+g||u-g>y||v>c+g||!t.contains(d.snapElements[h].item.ownerDocument,d.snapElements[h].item)?(d.snapElements[h].snapping&&d.options.snap.release&&d.options.snap.release.call(d.element,e,t.extend(d._uiHash(),{snapItem:d.snapElements[h].item})),d.snapElements[h].snapping=!1):(\"inner\"!==f.snapMode&&(n=Math.abs(u-y)<=g,r=Math.abs(c-v)<=g,o=Math.abs(a-_)<=g,s=Math.abs(l-m)<=g,n&&(i.position.top=d._convertPositionTo(\"relative\",{top:u-d.helperProportions.height,left:0}).top-d.margins.top),r&&(i.position.top=d._convertPositionTo(\"relative\",{top:c,left:0}).top-d.margins.top),o&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:a-d.helperProportions.width}).left-d.margins.left),s&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:l}).left-d.margins.left)),p=n||r||o||s,\"outer\"!==f.snapMode&&(n=Math.abs(u-v)<=g,r=Math.abs(c-y)<=g,o=Math.abs(a-m)<=g,s=Math.abs(l-_)<=g,n&&(i.position.top=d._convertPositionTo(\"relative\",{top:u,left:0}).top-d.margins.top),r&&(i.position.top=d._convertPositionTo(\"relative\",{top:c-d.helperProportions.height,left:0}).top-d.margins.top),o&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:a}).left-d.margins.left),s&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:l-d.helperProportions.width}).left-d.margins.left)),!d.snapElements[h].snapping&&(n||r||o||s||p)&&d.options.snap.snap&&d.options.snap.snap.call(d.element,e,t.extend(d._uiHash(),{snapItem:d.snapElements[h].item})),d.snapElements[h].snapping=n||r||o||s||p)}}),t.ui.plugin.add(\"draggable\",\"stack\",{start:function(){var e,i=this.data(\"ui-draggable\").options,n=t.makeArray(t(i.stack)).sort(function(e,i){return(parseInt(t(e).css(\"zIndex\"),10)||0)-(parseInt(t(i).css(\"zIndex\"),10)||0)});n.length&&(e=parseInt(t(n[0]).css(\"zIndex\"),10)||0,t(n).each(function(i){t(this).css(\"zIndex\",e+i)}),this.css(\"zIndex\",e+n.length))}}),t.ui.plugin.add(\"draggable\",\"zIndex\",{start:function(e,i){var n=t(i.helper),r=t(this).data(\"ui-draggable\").options;n.css(\"zIndex\")&&(r._zIndex=n.css(\"zIndex\")),n.css(\"zIndex\",r.zIndex)},stop:function(e,i){var n=t(this).data(\"ui-draggable\").options;n._zIndex&&t(i.helper).css(\"zIndex\",n._zIndex)}})}(n)},{\"./core\":6,\"./mouse\":12,\"./widget\":16,jquery:17}],9:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),t(\"./widget\"),t(\"./mouse\"),t(\"./draggable\"),function(t,e){function i(t,e,i){return t>e&&e+i>t}t.widget(\"ui.droppable\",{version:\"1.10.4\",widgetEventPrefix:\"drop\",options:{accept:\"*\",activeClass:!1,addClasses:!0,greedy:!1,hoverClass:!1,scope:\"default\",tolerance:\"intersect\",activate:null,deactivate:null,drop:null,out:null,over:null},_create:function(){var e,i=this.options,n=i.accept;this.isover=!1,this.isout=!0,this.accept=t.isFunction(n)?n:function(t){return t.is(n)},this.proportions=function(){return arguments.length?void(e=arguments[0]):e?e:e={width:this.element[0].offsetWidth,height:this.element[0].offsetHeight}},t.ui.ddmanager.droppables[i.scope]=t.ui.ddmanager.droppables[i.scope]||[],t.ui.ddmanager.droppables[i.scope].push(this),i.addClasses&&this.element.addClass(\"ui-droppable\")},_destroy:function(){for(var e=0,i=t.ui.ddmanager.droppables[this.options.scope];e<i.length;e++)i[e]===this&&i.splice(e,1);this.element.removeClass(\"ui-droppable ui-droppable-disabled\")},_setOption:function(e,i){\"accept\"===e&&(this.accept=t.isFunction(i)?i:function(t){return t.is(i)}),t.Widget.prototype._setOption.apply(this,arguments)},_activate:function(e){var i=t.ui.ddmanager.current;this.options.activeClass&&this.element.addClass(this.options.activeClass),i&&this._trigger(\"activate\",e,this.ui(i))},_deactivate:function(e){var i=t.ui.ddmanager.current;this.options.activeClass&&this.element.removeClass(this.options.activeClass),i&&this._trigger(\"deactivate\",e,this.ui(i))},_over:function(e){var i=t.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.addClass(this.options.hoverClass),this._trigger(\"over\",e,this.ui(i)))},_out:function(e){var i=t.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger(\"out\",e,this.ui(i)))},_drop:function(e,i){var n=i||t.ui.ddmanager.current,r=!1;return n&&(n.currentItem||n.element)[0]!==this.element[0]?(this.element.find(\":data(ui-droppable)\").not(\".ui-draggable-dragging\").each(function(){var e=t.data(this,\"ui-droppable\");return e.options.greedy&&!e.options.disabled&&e.options.scope===n.options.scope&&e.accept.call(e.element[0],n.currentItem||n.element)&&t.ui.intersect(n,t.extend(e,{offset:e.element.offset()}),e.options.tolerance)?(r=!0,!1):void 0}),r?!1:this.accept.call(this.element[0],n.currentItem||n.element)?(this.options.activeClass&&this.element.removeClass(this.options.activeClass),this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger(\"drop\",e,this.ui(n)),this.element):!1):!1},ui:function(t){return{draggable:t.currentItem||t.element,helper:t.helper,position:t.position,offset:t.positionAbs}}}),t.ui.intersect=function(t,e,n){if(!e.offset)return!1;var r,o,s=(t.positionAbs||t.position.absolute).left,a=(t.positionAbs||t.position.absolute).top,l=s+t.helperProportions.width,u=a+t.helperProportions.height,c=e.offset.left,h=e.offset.top,p=c+e.proportions().width,d=h+e.proportions().height;switch(n){case\"fit\":return s>=c&&p>=l&&a>=h&&d>=u;case\"intersect\":return c<s+t.helperProportions.width/2&&l-t.helperProportions.width/2<p&&h<a+t.helperProportions.height/2&&u-t.helperProportions.height/2<d;case\"pointer\":return r=(t.positionAbs||t.position.absolute).left+(t.clickOffset||t.offset.click).left,o=(t.positionAbs||t.position.absolute).top+(t.clickOffset||t.offset.click).top,i(o,h,e.proportions().height)&&i(r,c,e.proportions().width);case\"touch\":return(a>=h&&d>=a||u>=h&&d>=u||h>a&&u>d)&&(s>=c&&p>=s||l>=c&&p>=l||c>s&&l>p);default:return!1}},t.ui.ddmanager={current:null,droppables:{\"default\":[]},prepareOffsets:function(e,i){var n,r,o=t.ui.ddmanager.droppables[e.options.scope]||[],s=i?i.type:null,a=(e.currentItem||e.element).find(\":data(ui-droppable)\").addBack();t:for(n=0;n<o.length;n++)if(!(o[n].options.disabled||e&&!o[n].accept.call(o[n].element[0],e.currentItem||e.element))){for(r=0;r<a.length;r++)if(a[r]===o[n].element[0]){o[n].proportions().height=0;continue t}o[n].visible=\"none\"!==o[n].element.css(\"display\"),o[n].visible&&(\"mousedown\"===s&&o[n]._activate.call(o[n],i),o[n].offset=o[n].element.offset(),o[n].proportions({width:o[n].element[0].offsetWidth,height:o[n].element[0].offsetHeight}))}},drop:function(e,i){var n=!1;return t.each((t.ui.ddmanager.droppables[e.options.scope]||[]).slice(),function(){this.options&&(!this.options.disabled&&this.visible&&t.ui.intersect(e,this,this.options.tolerance)&&(n=this._drop.call(this,i)||n),!this.options.disabled&&this.visible&&this.accept.call(this.element[0],e.currentItem||e.element)&&(this.isout=!0,this.isover=!1,this._deactivate.call(this,i)))}),n},dragStart:function(e,i){e.element.parentsUntil(\"body\").bind(\"scroll.droppable\",function(){e.options.refreshPositions||t.ui.ddmanager.prepareOffsets(e,i)})},drag:function(e,i){e.options.refreshPositions&&t.ui.ddmanager.prepareOffsets(e,i),t.each(t.ui.ddmanager.droppables[e.options.scope]||[],function(){if(!this.options.disabled&&!this.greedyChild&&this.visible){var n,r,o,s=t.ui.intersect(e,this,this.options.tolerance),a=!s&&this.isover?\"isout\":s&&!this.isover?\"isover\":null;a&&(this.options.greedy&&(r=this.options.scope,o=this.element.parents(\":data(ui-droppable)\").filter(function(){return t.data(this,\"ui-droppable\").options.scope===r}),o.length&&(n=t.data(o[0],\"ui-droppable\"),n.greedyChild=\"isover\"===a)),n&&\"isover\"===a&&(n.isover=!1,n.isout=!0,n._out.call(n,i)),this[a]=!0,this[\"isout\"===a?\"isover\":\"isout\"]=!1,this[\"isover\"===a?\"_over\":\"_out\"].call(this,i),n&&\"isout\"===a&&(n.isout=!1,n.isover=!0,n._over.call(n,i)))}})},dragStop:function(e,i){e.element.parentsUntil(\"body\").unbind(\"scroll.droppable\"),e.options.refreshPositions||t.ui.ddmanager.prepareOffsets(e,i)}}}(n)},{\"./core\":6,\"./draggable\":8,\"./mouse\":12,\"./widget\":16,jquery:17}],10:[function(t,e,i){var n=t(\"jquery\");!function(t,e){function i(e,i){var r,o,s,a=e.nodeName.toLowerCase();return\"area\"===a?(r=e.parentNode,o=r.name,e.href&&o&&\"map\"===r.nodeName.toLowerCase()?(s=t(\"img[usemap=#\"+o+\"]\")[0],!!s&&n(s)):!1):(/input|select|textarea|button|object/.test(a)?!e.disabled:\"a\"===a?e.href||i:i)&&n(e)}function n(e){return t.expr.filters.visible(e)&&!t(e).parents().addBack().filter(function(){return\"hidden\"===t.css(this,\"visibility\")}).length}var r=0,o=/^ui-id-\\d+$/;t.ui=t.ui||{},t.extend(t.ui,{version:\"1.10.3\",keyCode:{BACKSPACE:8,COMMA:188,DELETE:46,DOWN:40,END:35,ENTER:13,ESCAPE:27,HOME:36,LEFT:37,NUMPAD_ADD:107,NUMPAD_DECIMAL:110,NUMPAD_DIVIDE:111,NUMPAD_ENTER:108,NUMPAD_MULTIPLY:106,NUMPAD_SUBTRACT:109,PAGE_DOWN:34,PAGE_UP:33,PERIOD:190,RIGHT:39,SPACE:32,TAB:9,UP:38}}),t.fn.extend({focus:function(e){return function(i,n){return\"number\"==typeof i?this.each(function(){var e=this;setTimeout(function(){t(e).focus(),n&&n.call(e)},i)}):e.apply(this,arguments)}}(t.fn.focus),scrollParent:function(){var e;return e=t.ui.ie&&/(static|relative)/.test(this.css(\"position\"))||/absolute/.test(this.css(\"position\"))?this.parents().filter(function(){return/(relative|absolute|fixed)/.test(t.css(this,\"position\"))&&/(auto|scroll)/.test(t.css(this,\"overflow\")+t.css(this,\"overflow-y\")+t.css(this,\"overflow-x\"))}).eq(0):this.parents().filter(function(){return/(auto|scroll)/.test(t.css(this,\"overflow\")+t.css(this,\"overflow-y\")+t.css(this,\"overflow-x\"))}).eq(0),/fixed/.test(this.css(\"position\"))||!e.length?t(document):e},zIndex:function(i){if(i!==e)return this.css(\"zIndex\",i);if(this.length)for(var n,r,o=t(this[0]);o.length&&o[0]!==document;){if(n=o.css(\"position\"),(\"absolute\"===n||\"relative\"===n||\"fixed\"===n)&&(r=parseInt(o.css(\"zIndex\"),10),!isNaN(r)&&0!==r))return r;o=o.parent()}return 0},uniqueId:function(){return this.each(function(){this.id||(this.id=\"ui-id-\"+ ++r)})},removeUniqueId:function(){return this.each(function(){o.test(this.id)&&t(this).removeAttr(\"id\")})}}),t.extend(t.expr[\":\"],{data:t.expr.createPseudo?t.expr.createPseudo(function(e){return function(i){return!!t.data(i,e)}}):function(e,i,n){return!!t.data(e,n[3])},focusable:function(e){return i(e,!isNaN(t.attr(e,\"tabindex\")))},tabbable:function(e){var n=t.attr(e,\"tabindex\"),r=isNaN(n);return(r||n>=0)&&i(e,!r)}}),t(\"<a>\").outerWidth(1).jquery||t.each([\"Width\",\"Height\"],function(i,n){function r(e,i,n,r){return t.each(o,function(){i-=parseFloat(t.css(e,\"padding\"+this))||0,n&&(i-=parseFloat(t.css(e,\"border\"+this+\"Width\"))||0),r&&(i-=parseFloat(t.css(e,\"margin\"+this))||0)}),i}var o=\"Width\"===n?[\"Left\",\"Right\"]:[\"Top\",\"Bottom\"],s=n.toLowerCase(),a={innerWidth:t.fn.innerWidth,innerHeight:t.fn.innerHeight,outerWidth:t.fn.outerWidth,outerHeight:t.fn.outerHeight};t.fn[\"inner\"+n]=function(i){return i===e?a[\"inner\"+n].call(this):this.each(function(){t(this).css(s,r(this,i)+\"px\")})},t.fn[\"outer\"+n]=function(e,i){return\"number\"!=typeof e?a[\"outer\"+n].call(this,e):this.each(function(){t(this).css(s,r(this,e,!0,i)+\"px\")})}}),t.fn.addBack||(t.fn.addBack=function(t){return this.add(null==t?this.prevObject:this.prevObject.filter(t))}),t(\"<a>\").data(\"a-b\",\"a\").removeData(\"a-b\").data(\"a-b\")&&(t.fn.removeData=function(e){return function(i){return arguments.length?e.call(this,t.camelCase(i)):e.call(this)}}(t.fn.removeData)),t.ui.ie=!!/msie [\\w.]+/.exec(navigator.userAgent.toLowerCase()),t.support.selectstart=\"onselectstart\"in document.createElement(\"div\"),t.fn.extend({disableSelection:function(){return this.bind((t.support.selectstart?\"selectstart\":\"mousedown\")+\".ui-disableSelection\",function(t){t.preventDefault()})},enableSelection:function(){return this.unbind(\".ui-disableSelection\")}}),t.extend(t.ui,{plugin:{add:function(e,i,n){var r,o=t.ui[e].prototype;for(r in n)o.plugins[r]=o.plugins[r]||[],o.plugins[r].push([i,n[r]])},call:function(t,e,i){var n,r=t.plugins[e];if(r&&t.element[0].parentNode&&11!==t.element[0].parentNode.nodeType)for(n=0;n<r.length;n++)t.options[r[n][0]]&&r[n][1].apply(t.element,i)}},hasScroll:function(e,i){if(\"hidden\"===t(e).css(\"overflow\"))return!1;var n=i&&\"left\"===i?\"scrollLeft\":\"scrollTop\",r=!1;return e[n]>0?!0:(e[n]=1,r=e[n]>0,e[n]=0,r)}})}(n),function(t,e){var i=0,n=Array.prototype.slice,r=t.cleanData;t.cleanData=function(e){for(var i,n=0;null!=(i=e[n]);n++)try{t(i).triggerHandler(\"remove\")}catch(o){}r(e)},t.widget=function(e,i,n){var r,o,s,a,l={},u=e.split(\".\")[0];e=e.split(\".\")[1],r=u+\"-\"+e,n||(n=i,i=t.Widget),t.expr[\":\"][r.toLowerCase()]=function(e){return!!t.data(e,r)},t[u]=t[u]||{},o=t[u][e],s=t[u][e]=function(t,e){return this._createWidget?void(arguments.length&&this._createWidget(t,e)):new s(t,e)},t.extend(s,o,{version:n.version,_proto:t.extend({},n),_childConstructors:[]}),a=new i,a.options=t.widget.extend({},a.options),t.each(n,function(e,n){return t.isFunction(n)?void(l[e]=function(){var t=function(){return i.prototype[e].apply(this,arguments)},r=function(t){return i.prototype[e].apply(this,t)};return function(){var e,i=this._super,o=this._superApply;return this._super=t,this._superApply=r,e=n.apply(this,arguments),this._super=i,this._superApply=o,e}}()):void(l[e]=n)}),s.prototype=t.widget.extend(a,{widgetEventPrefix:o?a.widgetEventPrefix:e},l,{constructor:s,namespace:u,widgetName:e,widgetFullName:r}),o?(t.each(o._childConstructors,function(e,i){var n=i.prototype;t.widget(n.namespace+\".\"+n.widgetName,s,i._proto)}),delete o._childConstructors):i._childConstructors.push(s),t.widget.bridge(e,s)},t.widget.extend=function(i){for(var r,o,s=n.call(arguments,1),a=0,l=s.length;l>a;a++)for(r in s[a])o=s[a][r],s[a].hasOwnProperty(r)&&o!==e&&(t.isPlainObject(o)?i[r]=t.isPlainObject(i[r])?t.widget.extend({},i[r],o):t.widget.extend({},o):i[r]=o);return i},t.widget.bridge=function(i,r){var o=r.prototype.widgetFullName||i;t.fn[i]=function(s){var a=\"string\"==typeof s,l=n.call(arguments,1),u=this;return s=!a&&l.length?t.widget.extend.apply(null,[s].concat(l)):s,this.each(a?function(){var n,r=t.data(this,o);return r?t.isFunction(r[s])&&\"_\"!==s.charAt(0)?(n=r[s].apply(r,l),n!==r&&n!==e?(u=n&&n.jquery?u.pushStack(n.get()):n,!1):void 0):t.error(\"no such method '\"+s+\"' for \"+i+\" widget instance\"):t.error(\"cannot call methods on \"+i+\" prior to initialization; attempted to call method '\"+s+\"'\")}:function(){var e=t.data(this,o);e?e.option(s||{})._init():t.data(this,o,new r(s,this))}),u}},t.Widget=function(){},t.Widget._childConstructors=[],t.Widget.prototype={widgetName:\"widget\",widgetEventPrefix:\"\",defaultElement:\"<div>\",options:{disabled:!1,create:null},_createWidget:function(e,n){n=t(n||this.defaultElement||this)[0],this.element=t(n),this.uuid=i++,this.eventNamespace=\".\"+this.widgetName+this.uuid,this.options=t.widget.extend({},this.options,this._getCreateOptions(),e),this.bindings=t(),this.hoverable=t(),this.focusable=t(),n!==this&&(t.data(n,this.widgetFullName,this),this._on(!0,this.element,{remove:function(t){t.target===n&&this.destroy()}}),this.document=t(n.style?n.ownerDocument:n.document||n),this.window=t(this.document[0].defaultView||this.document[0].parentWindow)),this._create(),this._trigger(\"create\",null,this._getCreateEventData()),this._init()},_getCreateOptions:t.noop,_getCreateEventData:t.noop,_create:t.noop,_init:t.noop,destroy:function(){this._destroy(),this.element.unbind(this.eventNamespace).removeData(this.widgetName).removeData(this.widgetFullName).removeData(t.camelCase(this.widgetFullName)),this.widget().unbind(this.eventNamespace).removeAttr(\"aria-disabled\").removeClass(this.widgetFullName+\"-disabled ui-state-disabled\"),this.bindings.unbind(this.eventNamespace),this.hoverable.removeClass(\"ui-state-hover\"),this.focusable.removeClass(\"ui-state-focus\")},_destroy:t.noop,widget:function(){return this.element},option:function(i,n){var r,o,s,a=i;if(0===arguments.length)return t.widget.extend({},this.options);if(\"string\"==typeof i)if(a={},r=i.split(\".\"),i=r.shift(),r.length){for(o=a[i]=t.widget.extend({},this.options[i]),s=0;s<r.length-1;s++)o[r[s]]=o[r[s]]||{},o=o[r[s]];if(i=r.pop(),n===e)return o[i]===e?null:o[i];o[i]=n}else{if(n===e)return this.options[i]===e?null:this.options[i];a[i]=n}return this._setOptions(a),this},_setOptions:function(t){var e;for(e in t)this._setOption(e,t[e]);return this},_setOption:function(t,e){return this.options[t]=e,\"disabled\"===t&&(this.widget().toggleClass(this.widgetFullName+\"-disabled ui-state-disabled\",!!e).attr(\"aria-disabled\",e),this.hoverable.removeClass(\"ui-state-hover\"),\n",
+       "                this.focusable.removeClass(\"ui-state-focus\")),this},enable:function(){return this._setOption(\"disabled\",!1)},disable:function(){return this._setOption(\"disabled\",!0)},_on:function(e,i,n){var r,o=this;\"boolean\"!=typeof e&&(n=i,i=e,e=!1),n?(i=r=t(i),this.bindings=this.bindings.add(i)):(n=i,i=this.element,r=this.widget()),t.each(n,function(n,s){function a(){return e||o.options.disabled!==!0&&!t(this).hasClass(\"ui-state-disabled\")?(\"string\"==typeof s?o[s]:s).apply(o,arguments):void 0}\"string\"!=typeof s&&(a.guid=s.guid=s.guid||a.guid||t.guid++);var l=n.match(/^(\\w+)\\s*(.*)$/),u=l[1]+o.eventNamespace,c=l[2];c?r.delegate(c,u,a):i.bind(u,a)})},_off:function(t,e){e=(e||\"\").split(\" \").join(this.eventNamespace+\" \")+this.eventNamespace,t.unbind(e).undelegate(e)},_delay:function(t,e){function i(){return(\"string\"==typeof t?n[t]:t).apply(n,arguments)}var n=this;return setTimeout(i,e||0)},_hoverable:function(e){this.hoverable=this.hoverable.add(e),this._on(e,{mouseenter:function(e){t(e.currentTarget).addClass(\"ui-state-hover\")},mouseleave:function(e){t(e.currentTarget).removeClass(\"ui-state-hover\")}})},_focusable:function(e){this.focusable=this.focusable.add(e),this._on(e,{focusin:function(e){t(e.currentTarget).addClass(\"ui-state-focus\")},focusout:function(e){t(e.currentTarget).removeClass(\"ui-state-focus\")}})},_trigger:function(e,i,n){var r,o,s=this.options[e];if(n=n||{},i=t.Event(i),i.type=(e===this.widgetEventPrefix?e:this.widgetEventPrefix+e).toLowerCase(),i.target=this.element[0],o=i.originalEvent)for(r in o)r in i||(i[r]=o[r]);return this.element.trigger(i,n),!(t.isFunction(s)&&s.apply(this.element[0],[i].concat(n))===!1||i.isDefaultPrevented())}},t.each({show:\"fadeIn\",hide:\"fadeOut\"},function(e,i){t.Widget.prototype[\"_\"+e]=function(n,r,o){\"string\"==typeof r&&(r={effect:r});var s,a=r?r===!0||\"number\"==typeof r?i:r.effect||i:e;r=r||{},\"number\"==typeof r&&(r={duration:r}),s=!t.isEmptyObject(r),r.complete=o,r.delay&&n.delay(r.delay),s&&t.effects&&t.effects.effect[a]?n[e](r):a!==e&&n[a]?n[a](r.duration,r.easing,o):n.queue(function(i){t(this)[e](),o&&o.call(n[0]),i()})}})}(n),function(t,e){var i=!1;t(document).mouseup(function(){i=!1}),t.widget(\"ui.mouse\",{version:\"1.10.3\",options:{cancel:\"input,textarea,button,select,option\",distance:1,delay:0},_mouseInit:function(){var e=this;this.element.bind(\"mousedown.\"+this.widgetName,function(t){return e._mouseDown(t)}).bind(\"click.\"+this.widgetName,function(i){return!0===t.data(i.target,e.widgetName+\".preventClickEvent\")?(t.removeData(i.target,e.widgetName+\".preventClickEvent\"),i.stopImmediatePropagation(),!1):void 0}),this.started=!1},_mouseDestroy:function(){this.element.unbind(\".\"+this.widgetName),this._mouseMoveDelegate&&t(document).unbind(\"mousemove.\"+this.widgetName,this._mouseMoveDelegate).unbind(\"mouseup.\"+this.widgetName,this._mouseUpDelegate)},_mouseDown:function(e){if(!i){this._mouseStarted&&this._mouseUp(e),this._mouseDownEvent=e;var n=this,r=1===e.which,o=\"string\"==typeof this.options.cancel&&e.target.nodeName?t(e.target).closest(this.options.cancel).length:!1;return r&&!o&&this._mouseCapture(e)?(this.mouseDelayMet=!this.options.delay,this.mouseDelayMet||(this._mouseDelayTimer=setTimeout(function(){n.mouseDelayMet=!0},this.options.delay)),this._mouseDistanceMet(e)&&this._mouseDelayMet(e)&&(this._mouseStarted=this._mouseStart(e)!==!1,!this._mouseStarted)?(e.preventDefault(),!0):(!0===t.data(e.target,this.widgetName+\".preventClickEvent\")&&t.removeData(e.target,this.widgetName+\".preventClickEvent\"),this._mouseMoveDelegate=function(t){return n._mouseMove(t)},this._mouseUpDelegate=function(t){return n._mouseUp(t)},t(document).bind(\"mousemove.\"+this.widgetName,this._mouseMoveDelegate).bind(\"mouseup.\"+this.widgetName,this._mouseUpDelegate),e.preventDefault(),i=!0,!0)):!0}},_mouseMove:function(e){return t.ui.ie&&(!document.documentMode||document.documentMode<9)&&!e.button?this._mouseUp(e):this._mouseStarted?(this._mouseDrag(e),e.preventDefault()):(this._mouseDistanceMet(e)&&this._mouseDelayMet(e)&&(this._mouseStarted=this._mouseStart(this._mouseDownEvent,e)!==!1,this._mouseStarted?this._mouseDrag(e):this._mouseUp(e)),!this._mouseStarted)},_mouseUp:function(e){return t(document).unbind(\"mousemove.\"+this.widgetName,this._mouseMoveDelegate).unbind(\"mouseup.\"+this.widgetName,this._mouseUpDelegate),this._mouseStarted&&(this._mouseStarted=!1,e.target===this._mouseDownEvent.target&&t.data(e.target,this.widgetName+\".preventClickEvent\",!0),this._mouseStop(e)),!1},_mouseDistanceMet:function(t){return Math.max(Math.abs(this._mouseDownEvent.pageX-t.pageX),Math.abs(this._mouseDownEvent.pageY-t.pageY))>=this.options.distance},_mouseDelayMet:function(){return this.mouseDelayMet},_mouseStart:function(){},_mouseDrag:function(){},_mouseStop:function(){},_mouseCapture:function(){return!0}})}(n),function(t,e){t.widget(\"ui.draggable\",t.ui.mouse,{version:\"1.10.3\",widgetEventPrefix:\"drag\",options:{addClasses:!0,appendTo:\"parent\",axis:!1,connectToSortable:!1,containment:!1,cursor:\"auto\",cursorAt:!1,grid:!1,handle:!1,helper:\"original\",iframeFix:!1,opacity:!1,refreshPositions:!1,revert:!1,revertDuration:500,scope:\"default\",scroll:!0,scrollSensitivity:20,scrollSpeed:20,snap:!1,snapMode:\"both\",snapTolerance:20,stack:!1,zIndex:!1,drag:null,start:null,stop:null},_create:function(){\"original\"!==this.options.helper||/^(?:r|a|f)/.test(this.element.css(\"position\"))||(this.element[0].style.position=\"relative\"),this.options.addClasses&&this.element.addClass(\"ui-draggable\"),this.options.disabled&&this.element.addClass(\"ui-draggable-disabled\"),this._mouseInit()},_destroy:function(){this.element.removeClass(\"ui-draggable ui-draggable-dragging ui-draggable-disabled\"),this._mouseDestroy()},_mouseCapture:function(e){var i=this.options;return this.helper||i.disabled||t(e.target).closest(\".ui-resizable-handle\").length>0?!1:(this.handle=this._getHandle(e),this.handle?(t(i.iframeFix===!0?\"iframe\":i.iframeFix).each(function(){t(\"<div class='ui-draggable-iframeFix' style='background: #fff;'></div>\").css({width:this.offsetWidth+\"px\",height:this.offsetHeight+\"px\",position:\"absolute\",opacity:\"0.001\",zIndex:1e3}).css(t(this).offset()).appendTo(\"body\")}),!0):!1)},_mouseStart:function(e){var i=this.options;return this.helper=this._createHelper(e),this.helper.addClass(\"ui-draggable-dragging\"),this._cacheHelperProportions(),t.ui.ddmanager&&(t.ui.ddmanager.current=this),this._cacheMargins(),this.cssPosition=this.helper.css(\"position\"),this.scrollParent=this.helper.scrollParent(),this.offsetParent=this.helper.offsetParent(),this.offsetParentCssPosition=this.offsetParent.css(\"position\"),this.offset=this.positionAbs=this.element.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},this.offset.scroll=!1,t.extend(this.offset,{click:{left:e.pageX-this.offset.left,top:e.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.originalPosition=this.position=this._generatePosition(e),this.originalPageX=e.pageX,this.originalPageY=e.pageY,i.cursorAt&&this._adjustOffsetFromHelper(i.cursorAt),this._setContainment(),this._trigger(\"start\",e)===!1?(this._clear(),!1):(this._cacheHelperProportions(),t.ui.ddmanager&&!i.dropBehaviour&&t.ui.ddmanager.prepareOffsets(this,e),this._mouseDrag(e,!0),t.ui.ddmanager&&t.ui.ddmanager.dragStart(this,e),!0)},_mouseDrag:function(e,i){if(\"fixed\"===this.offsetParentCssPosition&&(this.offset.parent=this._getParentOffset()),this.position=this._generatePosition(e),this.positionAbs=this._convertPositionTo(\"absolute\"),!i){var n=this._uiHash();if(this._trigger(\"drag\",e,n)===!1)return this._mouseUp({}),!1;this.position=n.position}return this.options.axis&&\"y\"===this.options.axis||(this.helper[0].style.left=this.position.left+\"px\"),this.options.axis&&\"x\"===this.options.axis||(this.helper[0].style.top=this.position.top+\"px\"),t.ui.ddmanager&&t.ui.ddmanager.drag(this,e),!1},_mouseStop:function(e){var i=this,n=!1;return t.ui.ddmanager&&!this.options.dropBehaviour&&(n=t.ui.ddmanager.drop(this,e)),this.dropped&&(n=this.dropped,this.dropped=!1),\"original\"!==this.options.helper||t.contains(this.element[0].ownerDocument,this.element[0])?(\"invalid\"===this.options.revert&&!n||\"valid\"===this.options.revert&&n||this.options.revert===!0||t.isFunction(this.options.revert)&&this.options.revert.call(this.element,n)?t(this.helper).animate(this.originalPosition,parseInt(this.options.revertDuration,10),function(){i._trigger(\"stop\",e)!==!1&&i._clear()}):this._trigger(\"stop\",e)!==!1&&this._clear(),!1):!1},_mouseUp:function(e){return t(\"div.ui-draggable-iframeFix\").each(function(){this.parentNode.removeChild(this)}),t.ui.ddmanager&&t.ui.ddmanager.dragStop(this,e),t.ui.mouse.prototype._mouseUp.call(this,e)},cancel:function(){return this.helper.is(\".ui-draggable-dragging\")?this._mouseUp({}):this._clear(),this},_getHandle:function(e){return this.options.handle?!!t(e.target).closest(this.element.find(this.options.handle)).length:!0},_createHelper:function(e){var i=this.options,n=t.isFunction(i.helper)?t(i.helper.apply(this.element[0],[e])):\"clone\"===i.helper?this.element.clone().removeAttr(\"id\"):this.element;return n.parents(\"body\").length||n.appendTo(\"parent\"===i.appendTo?this.element[0].parentNode:i.appendTo),n[0]===this.element[0]||/(fixed|absolute)/.test(n.css(\"position\"))||n.css(\"position\",\"absolute\"),n},_adjustOffsetFromHelper:function(e){\"string\"==typeof e&&(e=e.split(\" \")),t.isArray(e)&&(e={left:+e[0],top:+e[1]||0}),\"left\"in e&&(this.offset.click.left=e.left+this.margins.left),\"right\"in e&&(this.offset.click.left=this.helperProportions.width-e.right+this.margins.left),\"top\"in e&&(this.offset.click.top=e.top+this.margins.top),\"bottom\"in e&&(this.offset.click.top=this.helperProportions.height-e.bottom+this.margins.top)},_getParentOffset:function(){var e=this.offsetParent.offset();return\"absolute\"===this.cssPosition&&this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])&&(e.left+=this.scrollParent.scrollLeft(),e.top+=this.scrollParent.scrollTop()),(this.offsetParent[0]===document.body||this.offsetParent[0].tagName&&\"html\"===this.offsetParent[0].tagName.toLowerCase()&&t.ui.ie)&&(e={top:0,left:0}),{top:e.top+(parseInt(this.offsetParent.css(\"borderTopWidth\"),10)||0),left:e.left+(parseInt(this.offsetParent.css(\"borderLeftWidth\"),10)||0)}},_getRelativeOffset:function(){if(\"relative\"===this.cssPosition){var t=this.element.position();return{top:t.top-(parseInt(this.helper.css(\"top\"),10)||0)+this.scrollParent.scrollTop(),left:t.left-(parseInt(this.helper.css(\"left\"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.element.css(\"marginLeft\"),10)||0,top:parseInt(this.element.css(\"marginTop\"),10)||0,right:parseInt(this.element.css(\"marginRight\"),10)||0,bottom:parseInt(this.element.css(\"marginBottom\"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var e,i,n,r=this.options;return r.containment?\"window\"===r.containment?void(this.containment=[t(window).scrollLeft()-this.offset.relative.left-this.offset.parent.left,t(window).scrollTop()-this.offset.relative.top-this.offset.parent.top,t(window).scrollLeft()+t(window).width()-this.helperProportions.width-this.margins.left,t(window).scrollTop()+(t(window).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]):\"document\"===r.containment?void(this.containment=[0,0,t(document).width()-this.helperProportions.width-this.margins.left,(t(document).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]):r.containment.constructor===Array?void(this.containment=r.containment):(\"parent\"===r.containment&&(r.containment=this.helper[0].parentNode),i=t(r.containment),n=i[0],void(n&&(e=\"hidden\"!==i.css(\"overflow\"),this.containment=[(parseInt(i.css(\"borderLeftWidth\"),10)||0)+(parseInt(i.css(\"paddingLeft\"),10)||0),(parseInt(i.css(\"borderTopWidth\"),10)||0)+(parseInt(i.css(\"paddingTop\"),10)||0),(e?Math.max(n.scrollWidth,n.offsetWidth):n.offsetWidth)-(parseInt(i.css(\"borderRightWidth\"),10)||0)-(parseInt(i.css(\"paddingRight\"),10)||0)-this.helperProportions.width-this.margins.left-this.margins.right,(e?Math.max(n.scrollHeight,n.offsetHeight):n.offsetHeight)-(parseInt(i.css(\"borderBottomWidth\"),10)||0)-(parseInt(i.css(\"paddingBottom\"),10)||0)-this.helperProportions.height-this.margins.top-this.margins.bottom],this.relative_container=i))):void(this.containment=null)},_convertPositionTo:function(e,i){i||(i=this.position);var n=\"absolute\"===e?1:-1,r=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent;return this.offset.scroll||(this.offset.scroll={top:r.scrollTop(),left:r.scrollLeft()}),{top:i.top+this.offset.relative.top*n+this.offset.parent.top*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():this.offset.scroll.top)*n,left:i.left+this.offset.relative.left*n+this.offset.parent.left*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():this.offset.scroll.left)*n}},_generatePosition:function(e){var i,n,r,o,s=this.options,a=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,l=e.pageX,u=e.pageY;return this.offset.scroll||(this.offset.scroll={top:a.scrollTop(),left:a.scrollLeft()}),this.originalPosition&&(this.containment&&(this.relative_container?(n=this.relative_container.offset(),i=[this.containment[0]+n.left,this.containment[1]+n.top,this.containment[2]+n.left,this.containment[3]+n.top]):i=this.containment,e.pageX-this.offset.click.left<i[0]&&(l=i[0]+this.offset.click.left),e.pageY-this.offset.click.top<i[1]&&(u=i[1]+this.offset.click.top),e.pageX-this.offset.click.left>i[2]&&(l=i[2]+this.offset.click.left),e.pageY-this.offset.click.top>i[3]&&(u=i[3]+this.offset.click.top)),s.grid&&(r=s.grid[1]?this.originalPageY+Math.round((u-this.originalPageY)/s.grid[1])*s.grid[1]:this.originalPageY,u=i?r-this.offset.click.top>=i[1]||r-this.offset.click.top>i[3]?r:r-this.offset.click.top>=i[1]?r-s.grid[1]:r+s.grid[1]:r,o=s.grid[0]?this.originalPageX+Math.round((l-this.originalPageX)/s.grid[0])*s.grid[0]:this.originalPageX,l=i?o-this.offset.click.left>=i[0]||o-this.offset.click.left>i[2]?o:o-this.offset.click.left>=i[0]?o-s.grid[0]:o+s.grid[0]:o)),{top:u-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():this.offset.scroll.top),left:l-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():this.offset.scroll.left)}},_clear:function(){this.helper.removeClass(\"ui-draggable-dragging\"),this.helper[0]===this.element[0]||this.cancelHelperRemoval||this.helper.remove(),this.helper=null,this.cancelHelperRemoval=!1},_trigger:function(e,i,n){return n=n||this._uiHash(),t.ui.plugin.call(this,e,[i,n]),\"drag\"===e&&(this.positionAbs=this._convertPositionTo(\"absolute\")),t.Widget.prototype._trigger.call(this,e,i,n)},plugins:{},_uiHash:function(){return{helper:this.helper,position:this.position,originalPosition:this.originalPosition,offset:this.positionAbs}}}),t.ui.plugin.add(\"draggable\",\"connectToSortable\",{start:function(e,i){var n=t(this).data(\"ui-draggable\"),r=n.options,o=t.extend({},i,{item:n.element});n.sortables=[],t(r.connectToSortable).each(function(){var i=t.data(this,\"ui-sortable\");i&&!i.options.disabled&&(n.sortables.push({instance:i,shouldRevert:i.options.revert}),i.refreshPositions(),i._trigger(\"activate\",e,o))})},stop:function(e,i){var n=t(this).data(\"ui-draggable\"),r=t.extend({},i,{item:n.element});t.each(n.sortables,function(){this.instance.isOver?(this.instance.isOver=0,n.cancelHelperRemoval=!0,this.instance.cancelHelperRemoval=!1,this.shouldRevert&&(this.instance.options.revert=this.shouldRevert),this.instance._mouseStop(e),this.instance.options.helper=this.instance.options._helper,\"original\"===n.options.helper&&this.instance.currentItem.css({top:\"auto\",left:\"auto\"})):(this.instance.cancelHelperRemoval=!1,this.instance._trigger(\"deactivate\",e,r))})},drag:function(e,i){var n=t(this).data(\"ui-draggable\"),r=this;t.each(n.sortables,function(){var o=!1,s=this;this.instance.positionAbs=n.positionAbs,this.instance.helperProportions=n.helperProportions,this.instance.offset.click=n.offset.click,this.instance._intersectsWith(this.instance.containerCache)&&(o=!0,t.each(n.sortables,function(){return this.instance.positionAbs=n.positionAbs,this.instance.helperProportions=n.helperProportions,this.instance.offset.click=n.offset.click,this!==s&&this.instance._intersectsWith(this.instance.containerCache)&&t.contains(s.instance.element[0],this.instance.element[0])&&(o=!1),o})),o?(this.instance.isOver||(this.instance.isOver=1,this.instance.currentItem=t(r).clone().removeAttr(\"id\").appendTo(this.instance.element).data(\"ui-sortable-item\",!0),this.instance.options._helper=this.instance.options.helper,this.instance.options.helper=function(){return i.helper[0]},e.target=this.instance.currentItem[0],this.instance._mouseCapture(e,!0),this.instance._mouseStart(e,!0,!0),this.instance.offset.click.top=n.offset.click.top,this.instance.offset.click.left=n.offset.click.left,this.instance.offset.parent.left-=n.offset.parent.left-this.instance.offset.parent.left,this.instance.offset.parent.top-=n.offset.parent.top-this.instance.offset.parent.top,n._trigger(\"toSortable\",e),n.dropped=this.instance.element,n.currentItem=n.element,this.instance.fromOutside=n),this.instance.currentItem&&this.instance._mouseDrag(e)):this.instance.isOver&&(this.instance.isOver=0,this.instance.cancelHelperRemoval=!0,this.instance.options.revert=!1,this.instance._trigger(\"out\",e,this.instance._uiHash(this.instance)),this.instance._mouseStop(e,!0),this.instance.options.helper=this.instance.options._helper,this.instance.currentItem.remove(),this.instance.placeholder&&this.instance.placeholder.remove(),n._trigger(\"fromSortable\",e),n.dropped=!1)})}}),t.ui.plugin.add(\"draggable\",\"cursor\",{start:function(){var e=t(\"body\"),i=t(this).data(\"ui-draggable\").options;e.css(\"cursor\")&&(i._cursor=e.css(\"cursor\")),e.css(\"cursor\",i.cursor)},stop:function(){var e=t(this).data(\"ui-draggable\").options;e._cursor&&t(\"body\").css(\"cursor\",e._cursor)}}),t.ui.plugin.add(\"draggable\",\"opacity\",{start:function(e,i){var n=t(i.helper),r=t(this).data(\"ui-draggable\").options;n.css(\"opacity\")&&(r._opacity=n.css(\"opacity\")),n.css(\"opacity\",r.opacity)},stop:function(e,i){var n=t(this).data(\"ui-draggable\").options;n._opacity&&t(i.helper).css(\"opacity\",n._opacity)}}),t.ui.plugin.add(\"draggable\",\"scroll\",{start:function(){var e=t(this).data(\"ui-draggable\");e.scrollParent[0]!==document&&\"HTML\"!==e.scrollParent[0].tagName&&(e.overflowOffset=e.scrollParent.offset())},drag:function(e){var i=t(this).data(\"ui-draggable\"),n=i.options,r=!1;i.scrollParent[0]!==document&&\"HTML\"!==i.scrollParent[0].tagName?(n.axis&&\"x\"===n.axis||(i.overflowOffset.top+i.scrollParent[0].offsetHeight-e.pageY<n.scrollSensitivity?i.scrollParent[0].scrollTop=r=i.scrollParent[0].scrollTop+n.scrollSpeed:e.pageY-i.overflowOffset.top<n.scrollSensitivity&&(i.scrollParent[0].scrollTop=r=i.scrollParent[0].scrollTop-n.scrollSpeed)),n.axis&&\"y\"===n.axis||(i.overflowOffset.left+i.scrollParent[0].offsetWidth-e.pageX<n.scrollSensitivity?i.scrollParent[0].scrollLeft=r=i.scrollParent[0].scrollLeft+n.scrollSpeed:e.pageX-i.overflowOffset.left<n.scrollSensitivity&&(i.scrollParent[0].scrollLeft=r=i.scrollParent[0].scrollLeft-n.scrollSpeed))):(n.axis&&\"x\"===n.axis||(e.pageY-t(document).scrollTop()<n.scrollSensitivity?r=t(document).scrollTop(t(document).scrollTop()-n.scrollSpeed):t(window).height()-(e.pageY-t(document).scrollTop())<n.scrollSensitivity&&(r=t(document).scrollTop(t(document).scrollTop()+n.scrollSpeed))),n.axis&&\"y\"===n.axis||(e.pageX-t(document).scrollLeft()<n.scrollSensitivity?r=t(document).scrollLeft(t(document).scrollLeft()-n.scrollSpeed):t(window).width()-(e.pageX-t(document).scrollLeft())<n.scrollSensitivity&&(r=t(document).scrollLeft(t(document).scrollLeft()+n.scrollSpeed)))),r!==!1&&t.ui.ddmanager&&!n.dropBehaviour&&t.ui.ddmanager.prepareOffsets(i,e)}}),t.ui.plugin.add(\"draggable\",\"snap\",{start:function(){var e=t(this).data(\"ui-draggable\"),i=e.options;e.snapElements=[],t(i.snap.constructor!==String?i.snap.items||\":data(ui-draggable)\":i.snap).each(function(){var i=t(this),n=i.offset();this!==e.element[0]&&e.snapElements.push({item:this,width:i.outerWidth(),height:i.outerHeight(),top:n.top,left:n.left})})},drag:function(e,i){var n,r,o,s,a,l,u,c,h,p,d=t(this).data(\"ui-draggable\"),f=d.options,g=f.snapTolerance,m=i.offset.left,_=m+d.helperProportions.width,v=i.offset.top,y=v+d.helperProportions.height;for(h=d.snapElements.length-1;h>=0;h--)a=d.snapElements[h].left,l=a+d.snapElements[h].width,u=d.snapElements[h].top,c=u+d.snapElements[h].height,a-g>_||m>l+g||u-g>y||v>c+g||!t.contains(d.snapElements[h].item.ownerDocument,d.snapElements[h].item)?(d.snapElements[h].snapping&&d.options.snap.release&&d.options.snap.release.call(d.element,e,t.extend(d._uiHash(),{snapItem:d.snapElements[h].item})),d.snapElements[h].snapping=!1):(\"inner\"!==f.snapMode&&(n=Math.abs(u-y)<=g,r=Math.abs(c-v)<=g,o=Math.abs(a-_)<=g,s=Math.abs(l-m)<=g,n&&(i.position.top=d._convertPositionTo(\"relative\",{top:u-d.helperProportions.height,left:0}).top-d.margins.top),r&&(i.position.top=d._convertPositionTo(\"relative\",{top:c,left:0}).top-d.margins.top),o&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:a-d.helperProportions.width}).left-d.margins.left),s&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:l}).left-d.margins.left)),p=n||r||o||s,\"outer\"!==f.snapMode&&(n=Math.abs(u-v)<=g,r=Math.abs(c-y)<=g,o=Math.abs(a-m)<=g,s=Math.abs(l-_)<=g,n&&(i.position.top=d._convertPositionTo(\"relative\",{top:u,left:0}).top-d.margins.top),r&&(i.position.top=d._convertPositionTo(\"relative\",{top:c-d.helperProportions.height,left:0}).top-d.margins.top),o&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:a}).left-d.margins.left),s&&(i.position.left=d._convertPositionTo(\"relative\",{top:0,left:l-d.helperProportions.width}).left-d.margins.left)),!d.snapElements[h].snapping&&(n||r||o||s||p)&&d.options.snap.snap&&d.options.snap.snap.call(d.element,e,t.extend(d._uiHash(),{snapItem:d.snapElements[h].item})),d.snapElements[h].snapping=n||r||o||s||p)}}),t.ui.plugin.add(\"draggable\",\"stack\",{start:function(){var e,i=this.data(\"ui-draggable\").options,n=t.makeArray(t(i.stack)).sort(function(e,i){return(parseInt(t(e).css(\"zIndex\"),10)||0)-(parseInt(t(i).css(\"zIndex\"),10)||0)});n.length&&(e=parseInt(t(n[0]).css(\"zIndex\"),10)||0,t(n).each(function(i){t(this).css(\"zIndex\",e+i)}),this.css(\"zIndex\",e+n.length))}}),t.ui.plugin.add(\"draggable\",\"zIndex\",{start:function(e,i){var n=t(i.helper),r=t(this).data(\"ui-draggable\").options;n.css(\"zIndex\")&&(r._zIndex=n.css(\"zIndex\")),n.css(\"zIndex\",r.zIndex)},stop:function(e,i){var n=t(this).data(\"ui-draggable\").options;n._zIndex&&t(i.helper).css(\"zIndex\",n._zIndex)}})}(n),function(t,e){function i(t,e,i){return t>e&&e+i>t}t.widget(\"ui.droppable\",{version:\"1.10.3\",widgetEventPrefix:\"drop\",options:{accept:\"*\",activeClass:!1,addClasses:!0,greedy:!1,hoverClass:!1,scope:\"default\",tolerance:\"intersect\",activate:null,deactivate:null,drop:null,out:null,over:null},_create:function(){var e=this.options,i=e.accept;this.isover=!1,this.isout=!0,this.accept=t.isFunction(i)?i:function(t){return t.is(i)},this.proportions={width:this.element[0].offsetWidth,height:this.element[0].offsetHeight},t.ui.ddmanager.droppables[e.scope]=t.ui.ddmanager.droppables[e.scope]||[],t.ui.ddmanager.droppables[e.scope].push(this),e.addClasses&&this.element.addClass(\"ui-droppable\")},_destroy:function(){for(var e=0,i=t.ui.ddmanager.droppables[this.options.scope];e<i.length;e++)i[e]===this&&i.splice(e,1);this.element.removeClass(\"ui-droppable ui-droppable-disabled\")},_setOption:function(e,i){\"accept\"===e&&(this.accept=t.isFunction(i)?i:function(t){return t.is(i)}),t.Widget.prototype._setOption.apply(this,arguments)},_activate:function(e){var i=t.ui.ddmanager.current;this.options.activeClass&&this.element.addClass(this.options.activeClass),i&&this._trigger(\"activate\",e,this.ui(i))},_deactivate:function(e){var i=t.ui.ddmanager.current;this.options.activeClass&&this.element.removeClass(this.options.activeClass),i&&this._trigger(\"deactivate\",e,this.ui(i))},_over:function(e){var i=t.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.addClass(this.options.hoverClass),this._trigger(\"over\",e,this.ui(i)))},_out:function(e){var i=t.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger(\"out\",e,this.ui(i)))},_drop:function(e,i){var n=i||t.ui.ddmanager.current,r=!1;return n&&(n.currentItem||n.element)[0]!==this.element[0]?(this.element.find(\":data(ui-droppable)\").not(\".ui-draggable-dragging\").each(function(){var e=t.data(this,\"ui-droppable\");return e.options.greedy&&!e.options.disabled&&e.options.scope===n.options.scope&&e.accept.call(e.element[0],n.currentItem||n.element)&&t.ui.intersect(n,t.extend(e,{offset:e.element.offset()}),e.options.tolerance)?(r=!0,!1):void 0}),r?!1:this.accept.call(this.element[0],n.currentItem||n.element)?(this.options.activeClass&&this.element.removeClass(this.options.activeClass),this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger(\"drop\",e,this.ui(n)),this.element):!1):!1},ui:function(t){return{draggable:t.currentItem||t.element,helper:t.helper,position:t.position,offset:t.positionAbs}}}),t.ui.intersect=function(t,e,n){if(!e.offset)return!1;var r,o,s=(t.positionAbs||t.position.absolute).left,a=s+t.helperProportions.width,l=(t.positionAbs||t.position.absolute).top,u=l+t.helperProportions.height,c=e.offset.left,h=c+e.proportions.width,p=e.offset.top,d=p+e.proportions.height;switch(n){case\"fit\":return s>=c&&h>=a&&l>=p&&d>=u;case\"intersect\":return c<s+t.helperProportions.width/2&&a-t.helperProportions.width/2<h&&p<l+t.helperProportions.height/2&&u-t.helperProportions.height/2<d;case\"pointer\":return r=(t.positionAbs||t.position.absolute).left+(t.clickOffset||t.offset.click).left,o=(t.positionAbs||t.position.absolute).top+(t.clickOffset||t.offset.click).top,i(o,p,e.proportions.height)&&i(r,c,e.proportions.width);case\"touch\":return(l>=p&&d>=l||u>=p&&d>=u||p>l&&u>d)&&(s>=c&&h>=s||a>=c&&h>=a||c>s&&a>h);default:return!1}},t.ui.ddmanager={current:null,droppables:{\"default\":[]},prepareOffsets:function(e,i){var n,r,o=t.ui.ddmanager.droppables[e.options.scope]||[],s=i?i.type:null,a=(e.currentItem||e.element).find(\":data(ui-droppable)\").addBack();t:for(n=0;n<o.length;n++)if(!(o[n].options.disabled||e&&!o[n].accept.call(o[n].element[0],e.currentItem||e.element))){for(r=0;r<a.length;r++)if(a[r]===o[n].element[0]){o[n].proportions.height=0;continue t}o[n].visible=\"none\"!==o[n].element.css(\"display\"),o[n].visible&&(\"mousedown\"===s&&o[n]._activate.call(o[n],i),o[n].offset=o[n].element.offset(),o[n].proportions={width:o[n].element[0].offsetWidth,height:o[n].element[0].offsetHeight})}},drop:function(e,i){var n=!1;return t.each((t.ui.ddmanager.droppables[e.options.scope]||[]).slice(),function(){this.options&&(!this.options.disabled&&this.visible&&t.ui.intersect(e,this,this.options.tolerance)&&(n=this._drop.call(this,i)||n),!this.options.disabled&&this.visible&&this.accept.call(this.element[0],e.currentItem||e.element)&&(this.isout=!0,this.isover=!1,this._deactivate.call(this,i)))}),n},dragStart:function(e,i){e.element.parentsUntil(\"body\").bind(\"scroll.droppable\",function(){e.options.refreshPositions||t.ui.ddmanager.prepareOffsets(e,i)})},drag:function(e,i){e.options.refreshPositions&&t.ui.ddmanager.prepareOffsets(e,i),t.each(t.ui.ddmanager.droppables[e.options.scope]||[],function(){if(!this.options.disabled&&!this.greedyChild&&this.visible){var n,r,o,s=t.ui.intersect(e,this,this.options.tolerance),a=!s&&this.isover?\"isout\":s&&!this.isover?\"isover\":null;a&&(this.options.greedy&&(r=this.options.scope,o=this.element.parents(\":data(ui-droppable)\").filter(function(){return t.data(this,\"ui-droppable\").options.scope===r}),o.length&&(n=t.data(o[0],\"ui-droppable\"),n.greedyChild=\"isover\"===a)),n&&\"isover\"===a&&(n.isover=!1,n.isout=!0,n._out.call(n,i)),this[a]=!0,this[\"isout\"===a?\"isover\":\"isout\"]=!1,this[\"isover\"===a?\"_over\":\"_out\"].call(this,i),n&&\"isout\"===a&&(n.isout=!1,n.isover=!0,n._over.call(n,i)))}})},dragStop:function(e,i){e.element.parentsUntil(\"body\").unbind(\"scroll.droppable\"),e.options.refreshPositions||t.ui.ddmanager.prepareOffsets(e,i)}}}(n),function(t,e){function i(t){return parseInt(t,10)||0}function n(t){return!isNaN(parseInt(t,10))}t.widget(\"ui.resizable\",t.ui.mouse,{version:\"1.10.3\",widgetEventPrefix:\"resize\",options:{alsoResize:!1,animate:!1,animateDuration:\"slow\",animateEasing:\"swing\",aspectRatio:!1,autoHide:!1,containment:!1,ghost:!1,grid:!1,handles:\"e,s,se\",helper:!1,maxHeight:null,maxWidth:null,minHeight:10,minWidth:10,zIndex:90,resize:null,start:null,stop:null},_create:function(){var e,i,n,r,o,s=this,a=this.options;if(this.element.addClass(\"ui-resizable\"),t.extend(this,{_aspectRatio:!!a.aspectRatio,aspectRatio:a.aspectRatio,originalElement:this.element,_proportionallyResizeElements:[],_helper:a.helper||a.ghost||a.animate?a.helper||\"ui-resizable-helper\":null}),this.element[0].nodeName.match(/canvas|textarea|input|select|button|img/i)&&(this.element.wrap(t(\"<div class='ui-wrapper' style='overflow: hidden;'></div>\").css({position:this.element.css(\"position\"),width:this.element.outerWidth(),height:this.element.outerHeight(),top:this.element.css(\"top\"),left:this.element.css(\"left\")})),this.element=this.element.parent().data(\"ui-resizable\",this.element.data(\"ui-resizable\")),this.elementIsWrapper=!0,this.element.css({marginLeft:this.originalElement.css(\"marginLeft\"),marginTop:this.originalElement.css(\"marginTop\"),marginRight:this.originalElement.css(\"marginRight\"),marginBottom:this.originalElement.css(\"marginBottom\")}),this.originalElement.css({marginLeft:0,marginTop:0,marginRight:0,marginBottom:0}),this.originalResizeStyle=this.originalElement.css(\"resize\"),this.originalElement.css(\"resize\",\"none\"),this._proportionallyResizeElements.push(this.originalElement.css({position:\"static\",zoom:1,display:\"block\"})),this.originalElement.css({margin:this.originalElement.css(\"margin\")}),this._proportionallyResize()),this.handles=a.handles||(t(\".ui-resizable-handle\",this.element).length?{n:\".ui-resizable-n\",e:\".ui-resizable-e\",s:\".ui-resizable-s\",w:\".ui-resizable-w\",se:\".ui-resizable-se\",sw:\".ui-resizable-sw\",ne:\".ui-resizable-ne\",nw:\".ui-resizable-nw\"}:\"e,s,se\"),this.handles.constructor===String)for(\"all\"===this.handles&&(this.handles=\"n,e,s,w,se,sw,ne,nw\"),e=this.handles.split(\",\"),this.handles={},i=0;i<e.length;i++)n=t.trim(e[i]),o=\"ui-resizable-\"+n,r=t(\"<div class='ui-resizable-handle \"+o+\"'></div>\"),r.css({zIndex:a.zIndex}),\"se\"===n&&r.addClass(\"ui-icon ui-icon-gripsmall-diagonal-se\"),this.handles[n]=\".ui-resizable-\"+n,this.element.append(r);this._renderAxis=function(e){var i,n,r,o;e=e||this.element;for(i in this.handles)this.handles[i].constructor===String&&(this.handles[i]=t(this.handles[i],this.element).show()),this.elementIsWrapper&&this.originalElement[0].nodeName.match(/textarea|input|select|button/i)&&(n=t(this.handles[i],this.element),o=/sw|ne|nw|se|n|s/.test(i)?n.outerHeight():n.outerWidth(),r=[\"padding\",/ne|nw|n/.test(i)?\"Top\":/se|sw|s/.test(i)?\"Bottom\":/^e$/.test(i)?\"Right\":\"Left\"].join(\"\"),e.css(r,o),this._proportionallyResize()),t(this.handles[i]).length},this._renderAxis(this.element),this._handles=t(\".ui-resizable-handle\",this.element).disableSelection(),\n",
+       "                this._handles.mouseover(function(){s.resizing||(this.className&&(r=this.className.match(/ui-resizable-(se|sw|ne|nw|n|e|s|w)/i)),s.axis=r&&r[1]?r[1]:\"se\")}),a.autoHide&&(this._handles.hide(),t(this.element).addClass(\"ui-resizable-autohide\").mouseenter(function(){a.disabled||(t(this).removeClass(\"ui-resizable-autohide\"),s._handles.show())}).mouseleave(function(){a.disabled||s.resizing||(t(this).addClass(\"ui-resizable-autohide\"),s._handles.hide())})),this._mouseInit()},_destroy:function(){this._mouseDestroy();var e,i=function(e){t(e).removeClass(\"ui-resizable ui-resizable-disabled ui-resizable-resizing\").removeData(\"resizable\").removeData(\"ui-resizable\").unbind(\".resizable\").find(\".ui-resizable-handle\").remove()};return this.elementIsWrapper&&(i(this.element),e=this.element,this.originalElement.css({position:e.css(\"position\"),width:e.outerWidth(),height:e.outerHeight(),top:e.css(\"top\"),left:e.css(\"left\")}).insertAfter(e),e.remove()),this.originalElement.css(\"resize\",this.originalResizeStyle),i(this.originalElement),this},_mouseCapture:function(e){var i,n,r=!1;for(i in this.handles)n=t(this.handles[i])[0],(n===e.target||t.contains(n,e.target))&&(r=!0);return!this.options.disabled&&r},_mouseStart:function(e){var n,r,o,s=this.options,a=this.element.position(),l=this.element;return this.resizing=!0,/absolute/.test(l.css(\"position\"))?l.css({position:\"absolute\",top:l.css(\"top\"),left:l.css(\"left\")}):l.is(\".ui-draggable\")&&l.css({position:\"absolute\",top:a.top,left:a.left}),this._renderProxy(),n=i(this.helper.css(\"left\")),r=i(this.helper.css(\"top\")),s.containment&&(n+=t(s.containment).scrollLeft()||0,r+=t(s.containment).scrollTop()||0),this.offset=this.helper.offset(),this.position={left:n,top:r},this.size=this._helper?{width:l.outerWidth(),height:l.outerHeight()}:{width:l.width(),height:l.height()},this.originalSize=this._helper?{width:l.outerWidth(),height:l.outerHeight()}:{width:l.width(),height:l.height()},this.originalPosition={left:n,top:r},this.sizeDiff={width:l.outerWidth()-l.width(),height:l.outerHeight()-l.height()},this.originalMousePosition={left:e.pageX,top:e.pageY},this.aspectRatio=\"number\"==typeof s.aspectRatio?s.aspectRatio:this.originalSize.width/this.originalSize.height||1,o=t(\".ui-resizable-\"+this.axis).css(\"cursor\"),t(\"body\").css(\"cursor\",\"auto\"===o?this.axis+\"-resize\":o),l.addClass(\"ui-resizable-resizing\"),this._propagate(\"start\",e),!0},_mouseDrag:function(e){var i,n=this.helper,r={},o=this.originalMousePosition,s=this.axis,a=this.position.top,l=this.position.left,u=this.size.width,c=this.size.height,h=e.pageX-o.left||0,p=e.pageY-o.top||0,d=this._change[s];return d?(i=d.apply(this,[e,h,p]),this._updateVirtualBoundaries(e.shiftKey),(this._aspectRatio||e.shiftKey)&&(i=this._updateRatio(i,e)),i=this._respectSize(i,e),this._updateCache(i),this._propagate(\"resize\",e),this.position.top!==a&&(r.top=this.position.top+\"px\"),this.position.left!==l&&(r.left=this.position.left+\"px\"),this.size.width!==u&&(r.width=this.size.width+\"px\"),this.size.height!==c&&(r.height=this.size.height+\"px\"),n.css(r),!this._helper&&this._proportionallyResizeElements.length&&this._proportionallyResize(),t.isEmptyObject(r)||this._trigger(\"resize\",e,this.ui()),!1):!1},_mouseStop:function(e){this.resizing=!1;var i,n,r,o,s,a,l,u=this.options,c=this;return this._helper&&(i=this._proportionallyResizeElements,n=i.length&&/textarea/i.test(i[0].nodeName),r=n&&t.ui.hasScroll(i[0],\"left\")?0:c.sizeDiff.height,o=n?0:c.sizeDiff.width,s={width:c.helper.width()-o,height:c.helper.height()-r},a=parseInt(c.element.css(\"left\"),10)+(c.position.left-c.originalPosition.left)||null,l=parseInt(c.element.css(\"top\"),10)+(c.position.top-c.originalPosition.top)||null,u.animate||this.element.css(t.extend(s,{top:l,left:a})),c.helper.height(c.size.height),c.helper.width(c.size.width),this._helper&&!u.animate&&this._proportionallyResize()),t(\"body\").css(\"cursor\",\"auto\"),this.element.removeClass(\"ui-resizable-resizing\"),this._propagate(\"stop\",e),this._helper&&this.helper.remove(),!1},_updateVirtualBoundaries:function(t){var e,i,r,o,s,a=this.options;s={minWidth:n(a.minWidth)?a.minWidth:0,maxWidth:n(a.maxWidth)?a.maxWidth:1/0,minHeight:n(a.minHeight)?a.minHeight:0,maxHeight:n(a.maxHeight)?a.maxHeight:1/0},(this._aspectRatio||t)&&(e=s.minHeight*this.aspectRatio,r=s.minWidth/this.aspectRatio,i=s.maxHeight*this.aspectRatio,o=s.maxWidth/this.aspectRatio,e>s.minWidth&&(s.minWidth=e),r>s.minHeight&&(s.minHeight=r),i<s.maxWidth&&(s.maxWidth=i),o<s.maxHeight&&(s.maxHeight=o)),this._vBoundaries=s},_updateCache:function(t){this.offset=this.helper.offset(),n(t.left)&&(this.position.left=t.left),n(t.top)&&(this.position.top=t.top),n(t.height)&&(this.size.height=t.height),n(t.width)&&(this.size.width=t.width)},_updateRatio:function(t){var e=this.position,i=this.size,r=this.axis;return n(t.height)?t.width=t.height*this.aspectRatio:n(t.width)&&(t.height=t.width/this.aspectRatio),\"sw\"===r&&(t.left=e.left+(i.width-t.width),t.top=null),\"nw\"===r&&(t.top=e.top+(i.height-t.height),t.left=e.left+(i.width-t.width)),t},_respectSize:function(t){var e=this._vBoundaries,i=this.axis,r=n(t.width)&&e.maxWidth&&e.maxWidth<t.width,o=n(t.height)&&e.maxHeight&&e.maxHeight<t.height,s=n(t.width)&&e.minWidth&&e.minWidth>t.width,a=n(t.height)&&e.minHeight&&e.minHeight>t.height,l=this.originalPosition.left+this.originalSize.width,u=this.position.top+this.size.height,c=/sw|nw|w/.test(i),h=/nw|ne|n/.test(i);return s&&(t.width=e.minWidth),a&&(t.height=e.minHeight),r&&(t.width=e.maxWidth),o&&(t.height=e.maxHeight),s&&c&&(t.left=l-e.minWidth),r&&c&&(t.left=l-e.maxWidth),a&&h&&(t.top=u-e.minHeight),o&&h&&(t.top=u-e.maxHeight),t.width||t.height||t.left||!t.top?t.width||t.height||t.top||!t.left||(t.left=null):t.top=null,t},_proportionallyResize:function(){if(this._proportionallyResizeElements.length){var t,e,i,n,r,o=this.helper||this.element;for(t=0;t<this._proportionallyResizeElements.length;t++){if(r=this._proportionallyResizeElements[t],!this.borderDif)for(this.borderDif=[],i=[r.css(\"borderTopWidth\"),r.css(\"borderRightWidth\"),r.css(\"borderBottomWidth\"),r.css(\"borderLeftWidth\")],n=[r.css(\"paddingTop\"),r.css(\"paddingRight\"),r.css(\"paddingBottom\"),r.css(\"paddingLeft\")],e=0;e<i.length;e++)this.borderDif[e]=(parseInt(i[e],10)||0)+(parseInt(n[e],10)||0);r.css({height:o.height()-this.borderDif[0]-this.borderDif[2]||0,width:o.width()-this.borderDif[1]-this.borderDif[3]||0})}}},_renderProxy:function(){var e=this.element,i=this.options;this.elementOffset=e.offset(),this._helper?(this.helper=this.helper||t(\"<div style='overflow:hidden;'></div>\"),this.helper.addClass(this._helper).css({width:this.element.outerWidth()-1,height:this.element.outerHeight()-1,position:\"absolute\",left:this.elementOffset.left+\"px\",top:this.elementOffset.top+\"px\",zIndex:++i.zIndex}),this.helper.appendTo(\"body\").disableSelection()):this.helper=this.element},_change:{e:function(t,e){return{width:this.originalSize.width+e}},w:function(t,e){var i=this.originalSize,n=this.originalPosition;return{left:n.left+e,width:i.width-e}},n:function(t,e,i){var n=this.originalSize,r=this.originalPosition;return{top:r.top+i,height:n.height-i}},s:function(t,e,i){return{height:this.originalSize.height+i}},se:function(e,i,n){return t.extend(this._change.s.apply(this,arguments),this._change.e.apply(this,[e,i,n]))},sw:function(e,i,n){return t.extend(this._change.s.apply(this,arguments),this._change.w.apply(this,[e,i,n]))},ne:function(e,i,n){return t.extend(this._change.n.apply(this,arguments),this._change.e.apply(this,[e,i,n]))},nw:function(e,i,n){return t.extend(this._change.n.apply(this,arguments),this._change.w.apply(this,[e,i,n]))}},_propagate:function(e,i){t.ui.plugin.call(this,e,[i,this.ui()]),\"resize\"!==e&&this._trigger(e,i,this.ui())},plugins:{},ui:function(){return{originalElement:this.originalElement,element:this.element,helper:this.helper,position:this.position,size:this.size,originalSize:this.originalSize,originalPosition:this.originalPosition}}}),t.ui.plugin.add(\"resizable\",\"animate\",{stop:function(e){var i=t(this).data(\"ui-resizable\"),n=i.options,r=i._proportionallyResizeElements,o=r.length&&/textarea/i.test(r[0].nodeName),s=o&&t.ui.hasScroll(r[0],\"left\")?0:i.sizeDiff.height,a=o?0:i.sizeDiff.width,l={width:i.size.width-a,height:i.size.height-s},u=parseInt(i.element.css(\"left\"),10)+(i.position.left-i.originalPosition.left)||null,c=parseInt(i.element.css(\"top\"),10)+(i.position.top-i.originalPosition.top)||null;i.element.animate(t.extend(l,c&&u?{top:c,left:u}:{}),{duration:n.animateDuration,easing:n.animateEasing,step:function(){var n={width:parseInt(i.element.css(\"width\"),10),height:parseInt(i.element.css(\"height\"),10),top:parseInt(i.element.css(\"top\"),10),left:parseInt(i.element.css(\"left\"),10)};r&&r.length&&t(r[0]).css({width:n.width,height:n.height}),i._updateCache(n),i._propagate(\"resize\",e)}})}}),t.ui.plugin.add(\"resizable\",\"containment\",{start:function(){var e,n,r,o,s,a,l,u=t(this).data(\"ui-resizable\"),c=u.options,h=u.element,p=c.containment,d=p instanceof t?p.get(0):/parent/.test(p)?h.parent().get(0):p;d&&(u.containerElement=t(d),/document/.test(p)||p===document?(u.containerOffset={left:0,top:0},u.containerPosition={left:0,top:0},u.parentData={element:t(document),left:0,top:0,width:t(document).width(),height:t(document).height()||document.body.parentNode.scrollHeight}):(e=t(d),n=[],t([\"Top\",\"Right\",\"Left\",\"Bottom\"]).each(function(t,r){n[t]=i(e.css(\"padding\"+r))}),u.containerOffset=e.offset(),u.containerPosition=e.position(),u.containerSize={height:e.innerHeight()-n[3],width:e.innerWidth()-n[1]},r=u.containerOffset,o=u.containerSize.height,s=u.containerSize.width,a=t.ui.hasScroll(d,\"left\")?d.scrollWidth:s,l=t.ui.hasScroll(d)?d.scrollHeight:o,u.parentData={element:d,left:r.left,top:r.top,width:a,height:l}))},resize:function(e){var i,n,r,o,s=t(this).data(\"ui-resizable\"),a=s.options,l=s.containerOffset,u=s.position,c=s._aspectRatio||e.shiftKey,h={top:0,left:0},p=s.containerElement;p[0]!==document&&/static/.test(p.css(\"position\"))&&(h=l),u.left<(s._helper?l.left:0)&&(s.size.width=s.size.width+(s._helper?s.position.left-l.left:s.position.left-h.left),c&&(s.size.height=s.size.width/s.aspectRatio),s.position.left=a.helper?l.left:0),u.top<(s._helper?l.top:0)&&(s.size.height=s.size.height+(s._helper?s.position.top-l.top:s.position.top),c&&(s.size.width=s.size.height*s.aspectRatio),s.position.top=s._helper?l.top:0),s.offset.left=s.parentData.left+s.position.left,s.offset.top=s.parentData.top+s.position.top,i=Math.abs((s._helper?s.offset.left-h.left:s.offset.left-h.left)+s.sizeDiff.width),n=Math.abs((s._helper?s.offset.top-h.top:s.offset.top-l.top)+s.sizeDiff.height),r=s.containerElement.get(0)===s.element.parent().get(0),o=/relative|absolute/.test(s.containerElement.css(\"position\")),r&&o&&(i-=s.parentData.left),i+s.size.width>=s.parentData.width&&(s.size.width=s.parentData.width-i,c&&(s.size.height=s.size.width/s.aspectRatio)),n+s.size.height>=s.parentData.height&&(s.size.height=s.parentData.height-n,c&&(s.size.width=s.size.height*s.aspectRatio))},stop:function(){var e=t(this).data(\"ui-resizable\"),i=e.options,n=e.containerOffset,r=e.containerPosition,o=e.containerElement,s=t(e.helper),a=s.offset(),l=s.outerWidth()-e.sizeDiff.width,u=s.outerHeight()-e.sizeDiff.height;e._helper&&!i.animate&&/relative/.test(o.css(\"position\"))&&t(this).css({left:a.left-r.left-n.left,width:l,height:u}),e._helper&&!i.animate&&/static/.test(o.css(\"position\"))&&t(this).css({left:a.left-r.left-n.left,width:l,height:u})}}),t.ui.plugin.add(\"resizable\",\"alsoResize\",{start:function(){var e=t(this).data(\"ui-resizable\"),i=e.options,n=function(e){t(e).each(function(){var e=t(this);e.data(\"ui-resizable-alsoresize\",{width:parseInt(e.width(),10),height:parseInt(e.height(),10),left:parseInt(e.css(\"left\"),10),top:parseInt(e.css(\"top\"),10)})})};\"object\"!=typeof i.alsoResize||i.alsoResize.parentNode?n(i.alsoResize):i.alsoResize.length?(i.alsoResize=i.alsoResize[0],n(i.alsoResize)):t.each(i.alsoResize,function(t){n(t)})},resize:function(e,i){var n=t(this).data(\"ui-resizable\"),r=n.options,o=n.originalSize,s=n.originalPosition,a={height:n.size.height-o.height||0,width:n.size.width-o.width||0,top:n.position.top-s.top||0,left:n.position.left-s.left||0},l=function(e,n){t(e).each(function(){var e=t(this),r=t(this).data(\"ui-resizable-alsoresize\"),o={},s=n&&n.length?n:e.parents(i.originalElement[0]).length?[\"width\",\"height\"]:[\"width\",\"height\",\"top\",\"left\"];t.each(s,function(t,e){var i=(r[e]||0)+(a[e]||0);i&&i>=0&&(o[e]=i||null)}),e.css(o)})};\"object\"!=typeof r.alsoResize||r.alsoResize.nodeType?l(r.alsoResize):t.each(r.alsoResize,function(t,e){l(t,e)})},stop:function(){t(this).removeData(\"resizable-alsoresize\")}}),t.ui.plugin.add(\"resizable\",\"ghost\",{start:function(){var e=t(this).data(\"ui-resizable\"),i=e.options,n=e.size;e.ghost=e.originalElement.clone(),e.ghost.css({opacity:.25,display:\"block\",position:\"relative\",height:n.height,width:n.width,margin:0,left:0,top:0}).addClass(\"ui-resizable-ghost\").addClass(\"string\"==typeof i.ghost?i.ghost:\"\"),e.ghost.appendTo(e.helper)},resize:function(){var e=t(this).data(\"ui-resizable\");e.ghost&&e.ghost.css({position:\"relative\",height:e.size.height,width:e.size.width})},stop:function(){var e=t(this).data(\"ui-resizable\");e.ghost&&e.helper&&e.helper.get(0).removeChild(e.ghost.get(0))}}),t.ui.plugin.add(\"resizable\",\"grid\",{resize:function(){var e=t(this).data(\"ui-resizable\"),i=e.options,n=e.size,r=e.originalSize,o=e.originalPosition,s=e.axis,a=\"number\"==typeof i.grid?[i.grid,i.grid]:i.grid,l=a[0]||1,u=a[1]||1,c=Math.round((n.width-r.width)/l)*l,h=Math.round((n.height-r.height)/u)*u,p=r.width+c,d=r.height+h,f=i.maxWidth&&i.maxWidth<p,g=i.maxHeight&&i.maxHeight<d,m=i.minWidth&&i.minWidth>p,_=i.minHeight&&i.minHeight>d;i.grid=a,m&&(p+=l),_&&(d+=u),f&&(p-=l),g&&(d-=u),/^(se|s|e)$/.test(s)?(e.size.width=p,e.size.height=d):/^(ne)$/.test(s)?(e.size.width=p,e.size.height=d,e.position.top=o.top-h):/^(sw)$/.test(s)?(e.size.width=p,e.size.height=d,e.position.left=o.left-c):(e.size.width=p,e.size.height=d,e.position.top=o.top-h,e.position.left=o.left-c)}})}(n),function(t,e){t.widget(\"ui.selectable\",t.ui.mouse,{version:\"1.10.3\",options:{appendTo:\"body\",autoRefresh:!0,distance:0,filter:\"*\",tolerance:\"touch\",selected:null,selecting:null,start:null,stop:null,unselected:null,unselecting:null},_create:function(){var e,i=this;this.element.addClass(\"ui-selectable\"),this.dragged=!1,this.refresh=function(){e=t(i.options.filter,i.element[0]),e.addClass(\"ui-selectee\"),e.each(function(){var e=t(this),i=e.offset();t.data(this,\"selectable-item\",{element:this,$element:e,left:i.left,top:i.top,right:i.left+e.outerWidth(),bottom:i.top+e.outerHeight(),startselected:!1,selected:e.hasClass(\"ui-selected\"),selecting:e.hasClass(\"ui-selecting\"),unselecting:e.hasClass(\"ui-unselecting\")})})},this.refresh(),this.selectees=e.addClass(\"ui-selectee\"),this._mouseInit(),this.helper=t(\"<div class='ui-selectable-helper'></div>\")},_destroy:function(){this.selectees.removeClass(\"ui-selectee\").removeData(\"selectable-item\"),this.element.removeClass(\"ui-selectable ui-selectable-disabled\"),this._mouseDestroy()},_mouseStart:function(e){var i=this,n=this.options;this.opos=[e.pageX,e.pageY],this.options.disabled||(this.selectees=t(n.filter,this.element[0]),this._trigger(\"start\",e),t(n.appendTo).append(this.helper),this.helper.css({left:e.pageX,top:e.pageY,width:0,height:0}),n.autoRefresh&&this.refresh(),this.selectees.filter(\".ui-selected\").each(function(){var n=t.data(this,\"selectable-item\");n.startselected=!0,e.metaKey||e.ctrlKey||(n.$element.removeClass(\"ui-selected\"),n.selected=!1,n.$element.addClass(\"ui-unselecting\"),n.unselecting=!0,i._trigger(\"unselecting\",e,{unselecting:n.element}))}),t(e.target).parents().addBack().each(function(){var n,r=t.data(this,\"selectable-item\");return r?(n=!e.metaKey&&!e.ctrlKey||!r.$element.hasClass(\"ui-selected\"),r.$element.removeClass(n?\"ui-unselecting\":\"ui-selected\").addClass(n?\"ui-selecting\":\"ui-unselecting\"),r.unselecting=!n,r.selecting=n,r.selected=n,n?i._trigger(\"selecting\",e,{selecting:r.element}):i._trigger(\"unselecting\",e,{unselecting:r.element}),!1):void 0}))},_mouseDrag:function(e){if(this.dragged=!0,!this.options.disabled){var i,n=this,r=this.options,o=this.opos[0],s=this.opos[1],a=e.pageX,l=e.pageY;return o>a&&(i=a,a=o,o=i),s>l&&(i=l,l=s,s=i),this.helper.css({left:o,top:s,width:a-o,height:l-s}),this.selectees.each(function(){var i=t.data(this,\"selectable-item\"),u=!1;i&&i.element!==n.element[0]&&(\"touch\"===r.tolerance?u=!(i.left>a||i.right<o||i.top>l||i.bottom<s):\"fit\"===r.tolerance&&(u=i.left>o&&i.right<a&&i.top>s&&i.bottom<l),u?(i.selected&&(i.$element.removeClass(\"ui-selected\"),i.selected=!1),i.unselecting&&(i.$element.removeClass(\"ui-unselecting\"),i.unselecting=!1),i.selecting||(i.$element.addClass(\"ui-selecting\"),i.selecting=!0,n._trigger(\"selecting\",e,{selecting:i.element}))):(i.selecting&&((e.metaKey||e.ctrlKey)&&i.startselected?(i.$element.removeClass(\"ui-selecting\"),i.selecting=!1,i.$element.addClass(\"ui-selected\"),i.selected=!0):(i.$element.removeClass(\"ui-selecting\"),i.selecting=!1,i.startselected&&(i.$element.addClass(\"ui-unselecting\"),i.unselecting=!0),n._trigger(\"unselecting\",e,{unselecting:i.element}))),i.selected&&(e.metaKey||e.ctrlKey||i.startselected||(i.$element.removeClass(\"ui-selected\"),i.selected=!1,i.$element.addClass(\"ui-unselecting\"),i.unselecting=!0,n._trigger(\"unselecting\",e,{unselecting:i.element})))))}),!1}},_mouseStop:function(e){var i=this;return this.dragged=!1,t(\".ui-unselecting\",this.element[0]).each(function(){var n=t.data(this,\"selectable-item\");n.$element.removeClass(\"ui-unselecting\"),n.unselecting=!1,n.startselected=!1,i._trigger(\"unselected\",e,{unselected:n.element})}),t(\".ui-selecting\",this.element[0]).each(function(){var n=t.data(this,\"selectable-item\");n.$element.removeClass(\"ui-selecting\").addClass(\"ui-selected\"),n.selecting=!1,n.selected=!0,n.startselected=!0,i._trigger(\"selected\",e,{selected:n.element})}),this._trigger(\"stop\",e),this.helper.remove(),!1}})}(n),function(t,e){function i(t,e,i){return t>e&&e+i>t}function n(t){return/left|right/.test(t.css(\"float\"))||/inline|table-cell/.test(t.css(\"display\"))}t.widget(\"ui.sortable\",t.ui.mouse,{version:\"1.10.3\",widgetEventPrefix:\"sort\",ready:!1,options:{appendTo:\"parent\",axis:!1,connectWith:!1,containment:!1,cursor:\"auto\",cursorAt:!1,dropOnEmpty:!0,forcePlaceholderSize:!1,forceHelperSize:!1,grid:!1,handle:!1,helper:\"original\",items:\"> *\",opacity:!1,placeholder:!1,revert:!1,scroll:!0,scrollSensitivity:20,scrollSpeed:20,scope:\"default\",tolerance:\"intersect\",zIndex:1e3,activate:null,beforeStop:null,change:null,deactivate:null,out:null,over:null,receive:null,remove:null,sort:null,start:null,stop:null,update:null},_create:function(){var t=this.options;this.containerCache={},this.element.addClass(\"ui-sortable\"),this.refresh(),this.floating=this.items.length?\"x\"===t.axis||n(this.items[0].item):!1,this.offset=this.element.offset(),this._mouseInit(),this.ready=!0},_destroy:function(){this.element.removeClass(\"ui-sortable ui-sortable-disabled\"),this._mouseDestroy();for(var t=this.items.length-1;t>=0;t--)this.items[t].item.removeData(this.widgetName+\"-item\");return this},_setOption:function(e,i){\"disabled\"===e?(this.options[e]=i,this.widget().toggleClass(\"ui-sortable-disabled\",!!i)):t.Widget.prototype._setOption.apply(this,arguments)},_mouseCapture:function(e,i){var n=null,r=!1,o=this;return this.reverting?!1:this.options.disabled||\"static\"===this.options.type?!1:(this._refreshItems(e),t(e.target).parents().each(function(){return t.data(this,o.widgetName+\"-item\")===o?(n=t(this),!1):void 0}),t.data(e.target,o.widgetName+\"-item\")===o&&(n=t(e.target)),n&&(!this.options.handle||i||(t(this.options.handle,n).find(\"*\").addBack().each(function(){this===e.target&&(r=!0)}),r))?(this.currentItem=n,this._removeCurrentsFromItems(),!0):!1)},_mouseStart:function(e,i,n){var r,o,s=this.options;if(this.currentContainer=this,this.refreshPositions(),this.helper=this._createHelper(e),this._cacheHelperProportions(),this._cacheMargins(),this.scrollParent=this.helper.scrollParent(),this.offset=this.currentItem.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},t.extend(this.offset,{click:{left:e.pageX-this.offset.left,top:e.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.helper.css(\"position\",\"absolute\"),this.cssPosition=this.helper.css(\"position\"),this.originalPosition=this._generatePosition(e),this.originalPageX=e.pageX,this.originalPageY=e.pageY,s.cursorAt&&this._adjustOffsetFromHelper(s.cursorAt),this.domPosition={prev:this.currentItem.prev()[0],parent:this.currentItem.parent()[0]},this.helper[0]!==this.currentItem[0]&&this.currentItem.hide(),this._createPlaceholder(),s.containment&&this._setContainment(),s.cursor&&\"auto\"!==s.cursor&&(o=this.document.find(\"body\"),this.storedCursor=o.css(\"cursor\"),o.css(\"cursor\",s.cursor),this.storedStylesheet=t(\"<style>*{ cursor: \"+s.cursor+\" !important; }</style>\").appendTo(o)),s.opacity&&(this.helper.css(\"opacity\")&&(this._storedOpacity=this.helper.css(\"opacity\")),this.helper.css(\"opacity\",s.opacity)),s.zIndex&&(this.helper.css(\"zIndex\")&&(this._storedZIndex=this.helper.css(\"zIndex\")),this.helper.css(\"zIndex\",s.zIndex)),this.scrollParent[0]!==document&&\"HTML\"!==this.scrollParent[0].tagName&&(this.overflowOffset=this.scrollParent.offset()),this._trigger(\"start\",e,this._uiHash()),this._preserveHelperProportions||this._cacheHelperProportions(),!n)for(r=this.containers.length-1;r>=0;r--)this.containers[r]._trigger(\"activate\",e,this._uiHash(this));return t.ui.ddmanager&&(t.ui.ddmanager.current=this),t.ui.ddmanager&&!s.dropBehaviour&&t.ui.ddmanager.prepareOffsets(this,e),this.dragging=!0,this.helper.addClass(\"ui-sortable-helper\"),this._mouseDrag(e),!0},_mouseDrag:function(e){var i,n,r,o,s=this.options,a=!1;for(this.position=this._generatePosition(e),this.positionAbs=this._convertPositionTo(\"absolute\"),this.lastPositionAbs||(this.lastPositionAbs=this.positionAbs),this.options.scroll&&(this.scrollParent[0]!==document&&\"HTML\"!==this.scrollParent[0].tagName?(this.overflowOffset.top+this.scrollParent[0].offsetHeight-e.pageY<s.scrollSensitivity?this.scrollParent[0].scrollTop=a=this.scrollParent[0].scrollTop+s.scrollSpeed:e.pageY-this.overflowOffset.top<s.scrollSensitivity&&(this.scrollParent[0].scrollTop=a=this.scrollParent[0].scrollTop-s.scrollSpeed),this.overflowOffset.left+this.scrollParent[0].offsetWidth-e.pageX<s.scrollSensitivity?this.scrollParent[0].scrollLeft=a=this.scrollParent[0].scrollLeft+s.scrollSpeed:e.pageX-this.overflowOffset.left<s.scrollSensitivity&&(this.scrollParent[0].scrollLeft=a=this.scrollParent[0].scrollLeft-s.scrollSpeed)):(e.pageY-t(document).scrollTop()<s.scrollSensitivity?a=t(document).scrollTop(t(document).scrollTop()-s.scrollSpeed):t(window).height()-(e.pageY-t(document).scrollTop())<s.scrollSensitivity&&(a=t(document).scrollTop(t(document).scrollTop()+s.scrollSpeed)),e.pageX-t(document).scrollLeft()<s.scrollSensitivity?a=t(document).scrollLeft(t(document).scrollLeft()-s.scrollSpeed):t(window).width()-(e.pageX-t(document).scrollLeft())<s.scrollSensitivity&&(a=t(document).scrollLeft(t(document).scrollLeft()+s.scrollSpeed))),a!==!1&&t.ui.ddmanager&&!s.dropBehaviour&&t.ui.ddmanager.prepareOffsets(this,e)),this.positionAbs=this._convertPositionTo(\"absolute\"),this.options.axis&&\"y\"===this.options.axis||(this.helper[0].style.left=this.position.left+\"px\"),this.options.axis&&\"x\"===this.options.axis||(this.helper[0].style.top=this.position.top+\"px\"),i=this.items.length-1;i>=0;i--)if(n=this.items[i],r=n.item[0],o=this._intersectsWithPointer(n),o&&n.instance===this.currentContainer&&r!==this.currentItem[0]&&this.placeholder[1===o?\"next\":\"prev\"]()[0]!==r&&!t.contains(this.placeholder[0],r)&&(\"semi-dynamic\"===this.options.type?!t.contains(this.element[0],r):!0)){if(this.direction=1===o?\"down\":\"up\",\"pointer\"!==this.options.tolerance&&!this._intersectsWithSides(n))break;this._rearrange(e,n),this._trigger(\"change\",e,this._uiHash());break}return this._contactContainers(e),t.ui.ddmanager&&t.ui.ddmanager.drag(this,e),this._trigger(\"sort\",e,this._uiHash()),this.lastPositionAbs=this.positionAbs,!1},_mouseStop:function(e,i){if(e){if(t.ui.ddmanager&&!this.options.dropBehaviour&&t.ui.ddmanager.drop(this,e),this.options.revert){var n=this,r=this.placeholder.offset(),o=this.options.axis,s={};o&&\"x\"!==o||(s.left=r.left-this.offset.parent.left-this.margins.left+(this.offsetParent[0]===document.body?0:this.offsetParent[0].scrollLeft)),o&&\"y\"!==o||(s.top=r.top-this.offset.parent.top-this.margins.top+(this.offsetParent[0]===document.body?0:this.offsetParent[0].scrollTop)),this.reverting=!0,t(this.helper).animate(s,parseInt(this.options.revert,10)||500,function(){n._clear(e)})}else this._clear(e,i);return!1}},cancel:function(){if(this.dragging){this._mouseUp({target:null}),\"original\"===this.options.helper?this.currentItem.css(this._storedCSS).removeClass(\"ui-sortable-helper\"):this.currentItem.show();for(var e=this.containers.length-1;e>=0;e--)this.containers[e]._trigger(\"deactivate\",null,this._uiHash(this)),this.containers[e].containerCache.over&&(this.containers[e]._trigger(\"out\",null,this._uiHash(this)),this.containers[e].containerCache.over=0)}return this.placeholder&&(this.placeholder[0].parentNode&&this.placeholder[0].parentNode.removeChild(this.placeholder[0]),\"original\"!==this.options.helper&&this.helper&&this.helper[0].parentNode&&this.helper.remove(),t.extend(this,{helper:null,dragging:!1,reverting:!1,_noFinalSort:null}),this.domPosition.prev?t(this.domPosition.prev).after(this.currentItem):t(this.domPosition.parent).prepend(this.currentItem)),this},serialize:function(e){var i=this._getItemsAsjQuery(e&&e.connected),n=[];return e=e||{},t(i).each(function(){var i=(t(e.item||this).attr(e.attribute||\"id\")||\"\").match(e.expression||/(.+)[\\-=_](.+)/);i&&n.push((e.key||i[1]+\"[]\")+\"=\"+(e.key&&e.expression?i[1]:i[2]))}),!n.length&&e.key&&n.push(e.key+\"=\"),n.join(\"&\")},toArray:function(e){var i=this._getItemsAsjQuery(e&&e.connected),n=[];return e=e||{},i.each(function(){n.push(t(e.item||this).attr(e.attribute||\"id\")||\"\")}),n},_intersectsWith:function(t){var e=this.positionAbs.left,i=e+this.helperProportions.width,n=this.positionAbs.top,r=n+this.helperProportions.height,o=t.left,s=o+t.width,a=t.top,l=a+t.height,u=this.offset.click.top,c=this.offset.click.left,h=\"x\"===this.options.axis||n+u>a&&l>n+u,p=\"y\"===this.options.axis||e+c>o&&s>e+c,d=h&&p;return\"pointer\"===this.options.tolerance||this.options.forcePointerForContainers||\"pointer\"!==this.options.tolerance&&this.helperProportions[this.floating?\"width\":\"height\"]>t[this.floating?\"width\":\"height\"]?d:o<e+this.helperProportions.width/2&&i-this.helperProportions.width/2<s&&a<n+this.helperProportions.height/2&&r-this.helperProportions.height/2<l},_intersectsWithPointer:function(t){var e=\"x\"===this.options.axis||i(this.positionAbs.top+this.offset.click.top,t.top,t.height),n=\"y\"===this.options.axis||i(this.positionAbs.left+this.offset.click.left,t.left,t.width),r=e&&n,o=this._getDragVerticalDirection(),s=this._getDragHorizontalDirection();return r?this.floating?s&&\"right\"===s||\"down\"===o?2:1:o&&(\"down\"===o?2:1):!1},_intersectsWithSides:function(t){var e=i(this.positionAbs.top+this.offset.click.top,t.top+t.height/2,t.height),n=i(this.positionAbs.left+this.offset.click.left,t.left+t.width/2,t.width),r=this._getDragVerticalDirection(),o=this._getDragHorizontalDirection();return this.floating&&o?\"right\"===o&&n||\"left\"===o&&!n:r&&(\"down\"===r&&e||\"up\"===r&&!e)},_getDragVerticalDirection:function(){var t=this.positionAbs.top-this.lastPositionAbs.top;return 0!==t&&(t>0?\"down\":\"up\")},_getDragHorizontalDirection:function(){var t=this.positionAbs.left-this.lastPositionAbs.left;return 0!==t&&(t>0?\"right\":\"left\")},refresh:function(t){return this._refreshItems(t),this.refreshPositions(),this},_connectWith:function(){var t=this.options;return t.connectWith.constructor===String?[t.connectWith]:t.connectWith},_getItemsAsjQuery:function(e){var i,n,r,o,s=[],a=[],l=this._connectWith();if(l&&e)for(i=l.length-1;i>=0;i--)for(r=t(l[i]),n=r.length-1;n>=0;n--)o=t.data(r[n],this.widgetFullName),o&&o!==this&&!o.options.disabled&&a.push([t.isFunction(o.options.items)?o.options.items.call(o.element):t(o.options.items,o.element).not(\".ui-sortable-helper\").not(\".ui-sortable-placeholder\"),o]);for(a.push([t.isFunction(this.options.items)?this.options.items.call(this.element,null,{options:this.options,item:this.currentItem}):t(this.options.items,this.element).not(\".ui-sortable-helper\").not(\".ui-sortable-placeholder\"),this]),i=a.length-1;i>=0;i--)a[i][0].each(function(){s.push(this)});return t(s)},_removeCurrentsFromItems:function(){var e=this.currentItem.find(\":data(\"+this.widgetName+\"-item)\");this.items=t.grep(this.items,function(t){for(var i=0;i<e.length;i++)if(e[i]===t.item[0])return!1;return!0})},_refreshItems:function(e){this.items=[],this.containers=[this];var i,n,r,o,s,a,l,u,c=this.items,h=[[t.isFunction(this.options.items)?this.options.items.call(this.element[0],e,{item:this.currentItem}):t(this.options.items,this.element),this]],p=this._connectWith();if(p&&this.ready)for(i=p.length-1;i>=0;i--)for(r=t(p[i]),n=r.length-1;n>=0;n--)o=t.data(r[n],this.widgetFullName),o&&o!==this&&!o.options.disabled&&(h.push([t.isFunction(o.options.items)?o.options.items.call(o.element[0],e,{item:this.currentItem}):t(o.options.items,o.element),o]),this.containers.push(o));for(i=h.length-1;i>=0;i--)for(s=h[i][1],a=h[i][0],n=0,u=a.length;u>n;n++)l=t(a[n]),l.data(this.widgetName+\"-item\",s),c.push({item:l,instance:s,width:0,height:0,left:0,top:0})},refreshPositions:function(e){this.offsetParent&&this.helper&&(this.offset.parent=this._getParentOffset());var i,n,r,o;for(i=this.items.length-1;i>=0;i--)n=this.items[i],n.instance!==this.currentContainer&&this.currentContainer&&n.item[0]!==this.currentItem[0]||(r=this.options.toleranceElement?t(this.options.toleranceElement,n.item):n.item,e||(n.width=r.outerWidth(),n.height=r.outerHeight()),o=r.offset(),n.left=o.left,n.top=o.top);if(this.options.custom&&this.options.custom.refreshContainers)this.options.custom.refreshContainers.call(this);else for(i=this.containers.length-1;i>=0;i--)o=this.containers[i].element.offset(),this.containers[i].containerCache.left=o.left,this.containers[i].containerCache.top=o.top,this.containers[i].containerCache.width=this.containers[i].element.outerWidth(),this.containers[i].containerCache.height=this.containers[i].element.outerHeight();return this},_createPlaceholder:function(e){e=e||this;var i,n=e.options;n.placeholder&&n.placeholder.constructor!==String||(i=n.placeholder,n.placeholder={element:function(){var n=e.currentItem[0].nodeName.toLowerCase(),r=t(\"<\"+n+\">\",e.document[0]).addClass(i||e.currentItem[0].className+\" ui-sortable-placeholder\").removeClass(\"ui-sortable-helper\");return\"tr\"===n?e.currentItem.children().each(function(){t(\"<td>&#160;</td>\",e.document[0]).attr(\"colspan\",t(this).attr(\"colspan\")||1).appendTo(r)}):\"img\"===n&&r.attr(\"src\",e.currentItem.attr(\"src\")),i||r.css(\"visibility\",\"hidden\"),r},update:function(t,r){(!i||n.forcePlaceholderSize)&&(r.height()||r.height(e.currentItem.innerHeight()-parseInt(e.currentItem.css(\"paddingTop\")||0,10)-parseInt(e.currentItem.css(\"paddingBottom\")||0,10)),r.width()||r.width(e.currentItem.innerWidth()-parseInt(e.currentItem.css(\"paddingLeft\")||0,10)-parseInt(e.currentItem.css(\"paddingRight\")||0,10)))}}),e.placeholder=t(n.placeholder.element.call(e.element,e.currentItem)),e.currentItem.after(e.placeholder),n.placeholder.update(e,e.placeholder)},_contactContainers:function(e){var r,o,s,a,l,u,c,h,p,d,f=null,g=null;for(r=this.containers.length-1;r>=0;r--)if(!t.contains(this.currentItem[0],this.containers[r].element[0]))if(this._intersectsWith(this.containers[r].containerCache)){if(f&&t.contains(this.containers[r].element[0],f.element[0]))continue;f=this.containers[r],g=r}else this.containers[r].containerCache.over&&(this.containers[r]._trigger(\"out\",e,this._uiHash(this)),\n",
+       "                this.containers[r].containerCache.over=0);if(f)if(1===this.containers.length)this.containers[g].containerCache.over||(this.containers[g]._trigger(\"over\",e,this._uiHash(this)),this.containers[g].containerCache.over=1);else{for(s=1e4,a=null,d=f.floating||n(this.currentItem),l=d?\"left\":\"top\",u=d?\"width\":\"height\",c=this.positionAbs[l]+this.offset.click[l],o=this.items.length-1;o>=0;o--)t.contains(this.containers[g].element[0],this.items[o].item[0])&&this.items[o].item[0]!==this.currentItem[0]&&(!d||i(this.positionAbs.top+this.offset.click.top,this.items[o].top,this.items[o].height))&&(h=this.items[o].item.offset()[l],p=!1,Math.abs(h-c)>Math.abs(h+this.items[o][u]-c)&&(p=!0,h+=this.items[o][u]),Math.abs(h-c)<s&&(s=Math.abs(h-c),a=this.items[o],this.direction=p?\"up\":\"down\"));if(!a&&!this.options.dropOnEmpty)return;if(this.currentContainer===this.containers[g])return;a?this._rearrange(e,a,null,!0):this._rearrange(e,null,this.containers[g].element,!0),this._trigger(\"change\",e,this._uiHash()),this.containers[g]._trigger(\"change\",e,this._uiHash(this)),this.currentContainer=this.containers[g],this.options.placeholder.update(this.currentContainer,this.placeholder),this.containers[g]._trigger(\"over\",e,this._uiHash(this)),this.containers[g].containerCache.over=1}},_createHelper:function(e){var i=this.options,n=t.isFunction(i.helper)?t(i.helper.apply(this.element[0],[e,this.currentItem])):\"clone\"===i.helper?this.currentItem.clone():this.currentItem;return n.parents(\"body\").length||t(\"parent\"!==i.appendTo?i.appendTo:this.currentItem[0].parentNode)[0].appendChild(n[0]),n[0]===this.currentItem[0]&&(this._storedCSS={width:this.currentItem[0].style.width,height:this.currentItem[0].style.height,position:this.currentItem.css(\"position\"),top:this.currentItem.css(\"top\"),left:this.currentItem.css(\"left\")}),(!n[0].style.width||i.forceHelperSize)&&n.width(this.currentItem.width()),(!n[0].style.height||i.forceHelperSize)&&n.height(this.currentItem.height()),n},_adjustOffsetFromHelper:function(e){\"string\"==typeof e&&(e=e.split(\" \")),t.isArray(e)&&(e={left:+e[0],top:+e[1]||0}),\"left\"in e&&(this.offset.click.left=e.left+this.margins.left),\"right\"in e&&(this.offset.click.left=this.helperProportions.width-e.right+this.margins.left),\"top\"in e&&(this.offset.click.top=e.top+this.margins.top),\"bottom\"in e&&(this.offset.click.top=this.helperProportions.height-e.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var e=this.offsetParent.offset();return\"absolute\"===this.cssPosition&&this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])&&(e.left+=this.scrollParent.scrollLeft(),e.top+=this.scrollParent.scrollTop()),(this.offsetParent[0]===document.body||this.offsetParent[0].tagName&&\"html\"===this.offsetParent[0].tagName.toLowerCase()&&t.ui.ie)&&(e={top:0,left:0}),{top:e.top+(parseInt(this.offsetParent.css(\"borderTopWidth\"),10)||0),left:e.left+(parseInt(this.offsetParent.css(\"borderLeftWidth\"),10)||0)}},_getRelativeOffset:function(){if(\"relative\"===this.cssPosition){var t=this.currentItem.position();return{top:t.top-(parseInt(this.helper.css(\"top\"),10)||0)+this.scrollParent.scrollTop(),left:t.left-(parseInt(this.helper.css(\"left\"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.currentItem.css(\"marginLeft\"),10)||0,top:parseInt(this.currentItem.css(\"marginTop\"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var e,i,n,r=this.options;\"parent\"===r.containment&&(r.containment=this.helper[0].parentNode),(\"document\"===r.containment||\"window\"===r.containment)&&(this.containment=[0-this.offset.relative.left-this.offset.parent.left,0-this.offset.relative.top-this.offset.parent.top,t(\"document\"===r.containment?document:window).width()-this.helperProportions.width-this.margins.left,(t(\"document\"===r.containment?document:window).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]),/^(document|window|parent)$/.test(r.containment)||(e=t(r.containment)[0],i=t(r.containment).offset(),n=\"hidden\"!==t(e).css(\"overflow\"),this.containment=[i.left+(parseInt(t(e).css(\"borderLeftWidth\"),10)||0)+(parseInt(t(e).css(\"paddingLeft\"),10)||0)-this.margins.left,i.top+(parseInt(t(e).css(\"borderTopWidth\"),10)||0)+(parseInt(t(e).css(\"paddingTop\"),10)||0)-this.margins.top,i.left+(n?Math.max(e.scrollWidth,e.offsetWidth):e.offsetWidth)-(parseInt(t(e).css(\"borderLeftWidth\"),10)||0)-(parseInt(t(e).css(\"paddingRight\"),10)||0)-this.helperProportions.width-this.margins.left,i.top+(n?Math.max(e.scrollHeight,e.offsetHeight):e.offsetHeight)-(parseInt(t(e).css(\"borderTopWidth\"),10)||0)-(parseInt(t(e).css(\"paddingBottom\"),10)||0)-this.helperProportions.height-this.margins.top])},_convertPositionTo:function(e,i){i||(i=this.position);var n=\"absolute\"===e?1:-1,r=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,o=/(html|body)/i.test(r[0].tagName);return{top:i.top+this.offset.relative.top*n+this.offset.parent.top*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():o?0:r.scrollTop())*n,left:i.left+this.offset.relative.left*n+this.offset.parent.left*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():o?0:r.scrollLeft())*n}},_generatePosition:function(e){var i,n,r=this.options,o=e.pageX,s=e.pageY,a=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,l=/(html|body)/i.test(a[0].tagName);return\"relative\"!==this.cssPosition||this.scrollParent[0]!==document&&this.scrollParent[0]!==this.offsetParent[0]||(this.offset.relative=this._getRelativeOffset()),this.originalPosition&&(this.containment&&(e.pageX-this.offset.click.left<this.containment[0]&&(o=this.containment[0]+this.offset.click.left),e.pageY-this.offset.click.top<this.containment[1]&&(s=this.containment[1]+this.offset.click.top),e.pageX-this.offset.click.left>this.containment[2]&&(o=this.containment[2]+this.offset.click.left),e.pageY-this.offset.click.top>this.containment[3]&&(s=this.containment[3]+this.offset.click.top)),r.grid&&(i=this.originalPageY+Math.round((s-this.originalPageY)/r.grid[1])*r.grid[1],s=this.containment?i-this.offset.click.top>=this.containment[1]&&i-this.offset.click.top<=this.containment[3]?i:i-this.offset.click.top>=this.containment[1]?i-r.grid[1]:i+r.grid[1]:i,n=this.originalPageX+Math.round((o-this.originalPageX)/r.grid[0])*r.grid[0],o=this.containment?n-this.offset.click.left>=this.containment[0]&&n-this.offset.click.left<=this.containment[2]?n:n-this.offset.click.left>=this.containment[0]?n-r.grid[0]:n+r.grid[0]:n)),{top:s-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():l?0:a.scrollTop()),left:o-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():l?0:a.scrollLeft())}},_rearrange:function(t,e,i,n){i?i[0].appendChild(this.placeholder[0]):e.item[0].parentNode.insertBefore(this.placeholder[0],\"down\"===this.direction?e.item[0]:e.item[0].nextSibling),this.counter=this.counter?++this.counter:1;var r=this.counter;this._delay(function(){r===this.counter&&this.refreshPositions(!n)})},_clear:function(t,e){this.reverting=!1;var i,n=[];if(!this._noFinalSort&&this.currentItem.parent().length&&this.placeholder.before(this.currentItem),this._noFinalSort=null,this.helper[0]===this.currentItem[0]){for(i in this._storedCSS)(\"auto\"===this._storedCSS[i]||\"static\"===this._storedCSS[i])&&(this._storedCSS[i]=\"\");this.currentItem.css(this._storedCSS).removeClass(\"ui-sortable-helper\")}else this.currentItem.show();for(this.fromOutside&&!e&&n.push(function(t){this._trigger(\"receive\",t,this._uiHash(this.fromOutside))}),!this.fromOutside&&this.domPosition.prev===this.currentItem.prev().not(\".ui-sortable-helper\")[0]&&this.domPosition.parent===this.currentItem.parent()[0]||e||n.push(function(t){this._trigger(\"update\",t,this._uiHash())}),this!==this.currentContainer&&(e||(n.push(function(t){this._trigger(\"remove\",t,this._uiHash())}),n.push(function(t){return function(e){t._trigger(\"receive\",e,this._uiHash(this))}}.call(this,this.currentContainer)),n.push(function(t){return function(e){t._trigger(\"update\",e,this._uiHash(this))}}.call(this,this.currentContainer)))),i=this.containers.length-1;i>=0;i--)e||n.push(function(t){return function(e){t._trigger(\"deactivate\",e,this._uiHash(this))}}.call(this,this.containers[i])),this.containers[i].containerCache.over&&(n.push(function(t){return function(e){t._trigger(\"out\",e,this._uiHash(this))}}.call(this,this.containers[i])),this.containers[i].containerCache.over=0);if(this.storedCursor&&(this.document.find(\"body\").css(\"cursor\",this.storedCursor),this.storedStylesheet.remove()),this._storedOpacity&&this.helper.css(\"opacity\",this._storedOpacity),this._storedZIndex&&this.helper.css(\"zIndex\",\"auto\"===this._storedZIndex?\"\":this._storedZIndex),this.dragging=!1,this.cancelHelperRemoval){if(!e){for(this._trigger(\"beforeStop\",t,this._uiHash()),i=0;i<n.length;i++)n[i].call(this,t);this._trigger(\"stop\",t,this._uiHash())}return this.fromOutside=!1,!1}if(e||this._trigger(\"beforeStop\",t,this._uiHash()),this.placeholder[0].parentNode.removeChild(this.placeholder[0]),this.helper[0]!==this.currentItem[0]&&this.helper.remove(),this.helper=null,!e){for(i=0;i<n.length;i++)n[i].call(this,t);this._trigger(\"stop\",t,this._uiHash())}return this.fromOutside=!1,!0},_trigger:function(){t.Widget.prototype._trigger.apply(this,arguments)===!1&&this.cancel()},_uiHash:function(e){var i=e||this;return{helper:i.helper,placeholder:i.placeholder||t([]),position:i.position,originalPosition:i.originalPosition,offset:i.positionAbs,item:i.currentItem,sender:e?e.element:null}}})}(n),function(t,e){var i=\"ui-effects-\";t.effects={effect:{}},function(t,e){function i(t,e,i){var n=h[e.type]||{};return null==t?i||!e.def?null:e.def:(t=n.floor?~~t:parseFloat(t),isNaN(t)?e.def:n.mod?(t+n.mod)%n.mod:0>t?0:n.max<t?n.max:t)}function n(e){var i=u(),n=i._rgba=[];return e=e.toLowerCase(),f(l,function(t,r){var o,s=r.re.exec(e),a=s&&r.parse(s),l=r.space||\"rgba\";return a?(o=i[l](a),i[c[l].cache]=o[c[l].cache],n=i._rgba=o._rgba,!1):void 0}),n.length?(\"0,0,0,0\"===n.join()&&t.extend(n,o.transparent),i):o[e]}function r(t,e,i){return i=(i+1)%1,1>6*i?t+(e-t)*i*6:1>2*i?e:2>3*i?t+(e-t)*(2/3-i)*6:t}var o,s=\"backgroundColor borderBottomColor borderLeftColor 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t.Color.fn.parse(e,i,n,r)},c={rgba:{props:{red:{idx:0,type:\"byte\"},green:{idx:1,type:\"byte\"},blue:{idx:2,type:\"byte\"}}},hsla:{props:{hue:{idx:0,type:\"degrees\"},saturation:{idx:1,type:\"percent\"},lightness:{idx:2,type:\"percent\"}}}},h={\"byte\":{floor:!0,max:255},percent:{max:1},degrees:{mod:360,floor:!0}},p=u.support={},d=t(\"<p>\")[0],f=t.each;d.style.cssText=\"background-color:rgba(1,1,1,.5)\",p.rgba=d.style.backgroundColor.indexOf(\"rgba\")>-1,f(c,function(t,e){e.cache=\"_\"+t,e.props.alpha={idx:3,type:\"percent\",def:1}}),u.fn=t.extend(u.prototype,{parse:function(r,s,a,l){if(r===e)return this._rgba=[null,null,null,null],this;(r.jquery||r.nodeType)&&(r=t(r).css(s),s=e);var h=this,p=t.type(r),d=this._rgba=[];return s!==e&&(r=[r,s,a,l],p=\"array\"),\"string\"===p?this.parse(n(r)||o._default):\"array\"===p?(f(c.rgba.props,function(t,e){d[e.idx]=i(r[e.idx],e)}),this):\"object\"===p?(r instanceof 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o=r.idx,s=a[o],u=n[o],c=h[r.type]||{};null!==u&&(null===s?l[o]=u:(c.mod&&(u-s>c.mod/2?s+=c.mod:s-u>c.mod/2&&(s-=c.mod)),l[o]=i((u-s)*e+s,r)))}),this[r](l)},blend:function(e){if(1===this._rgba[3])return this;var i=this._rgba.slice(),n=i.pop(),r=u(e)._rgba;return u(t.map(i,function(t,e){return(1-n)*r[e]+n*t}))},toRgbaString:function(){var e=\"rgba(\",i=t.map(this._rgba,function(t,e){return null==t?e>2?1:0:t});return 1===i[3]&&(i.pop(),e=\"rgb(\"),e+i.join()+\")\"},toHslaString:function(){var e=\"hsla(\",i=t.map(this.hsla(),function(t,e){return null==t&&(t=e>2?1:0),e&&3>e&&(t=Math.round(100*t)+\"%\"),t});return 1===i[3]&&(i.pop(),e=\"hsl(\"),e+i.join()+\")\"},toHexString:function(e){var i=this._rgba.slice(),n=i.pop();return e&&i.push(~~(255*n)),\"#\"+t.map(i,function(t){return t=(t||0).toString(16),1===t.length?\"0\"+t:t}).join(\"\")},toString:function(){return 0===this._rgba[3]?\"transparent\":this.toRgbaString()}}),u.fn.parse.prototype=u.fn,c.hsla.to=function(t){if(null==t[0]||null==t[1]||null==t[2])return[null,null,null,t[3]];var e,i,n=t[0]/255,r=t[1]/255,o=t[2]/255,s=t[3],a=Math.max(n,r,o),l=Math.min(n,r,o),u=a-l,c=a+l,h=.5*c;return e=l===a?0:n===a?60*(r-o)/u+360:r===a?60*(o-n)/u+120:60*(n-r)/u+240,i=0===u?0:.5>=h?u/c:u/(2-c),[Math.round(e)%360,i,h,null==s?1:s]},c.hsla.from=function(t){if(null==t[0]||null==t[1]||null==t[2])return[null,null,null,t[3]];var e=t[0]/360,i=t[1],n=t[2],o=t[3],s=.5>=n?n*(1+i):n+i-n*i,a=2*n-s;return[Math.round(255*r(a,s,e+1/3)),Math.round(255*r(a,s,e)),Math.round(255*r(a,s,e-1/3)),o]},f(c,function(n,r){var o=r.props,s=r.cache,l=r.to,c=r.from;u.fn[n]=function(n){if(l&&!this[s]&&(this[s]=l(this._rgba)),n===e)return this[s].slice();var r,a=t.type(n),h=\"array\"===a||\"object\"===a?n:arguments,p=this[s].slice();return f(o,function(t,e){var n=h[\"object\"===a?t:e.idx];null==n&&(n=p[e.idx]),p[e.idx]=i(n,e)}),c?(r=u(c(p)),r[s]=p,r):u(p)},f(o,function(e,i){u.fn[e]||(u.fn[e]=function(r){var o,s=t.type(r),l=\"alpha\"===e?this._hsla?\"hsla\":\"rgba\":n,u=this[l](),c=u[i.idx];return\"undefined\"===s?c:(\"function\"===s&&(r=r.call(this,c),s=t.type(r)),null==r&&i.empty?this:(\"string\"===s&&(o=a.exec(r),o&&(r=c+parseFloat(o[2])*(\"+\"===o[1]?1:-1))),u[i.idx]=r,this[l](u)))})})}),u.hook=function(e){var i=e.split(\" \");f(i,function(e,i){t.cssHooks[i]={set:function(e,r){var o,s,a=\"\";if(\"transparent\"!==r&&(\"string\"!==t.type(r)||(o=n(r)))){if(r=u(o||r),!p.rgba&&1!==r._rgba[3]){for(s=\"backgroundColor\"===i?e.parentNode:e;(\"\"===a||\"transparent\"===a)&&s&&s.style;)try{a=t.css(s,\"backgroundColor\"),s=s.parentNode}catch(l){}r=r.blend(a&&\"transparent\"!==a?a:\"_default\")}r=r.toRgbaString()}try{e.style[i]=r}catch(l){}}},t.fx.step[i]=function(e){e.colorInit||(e.start=u(e.elem,i),e.end=u(e.end),e.colorInit=!0),t.cssHooks[i].set(e.elem,e.start.transition(e.end,e.pos))}})},u.hook(s),t.cssHooks.borderColor={expand:function(t){var e={};return f([\"Top\",\"Right\",\"Bottom\",\"Left\"],function(i,n){e[\"border\"+n+\"Color\"]=t}),e}},o=t.Color.names={aqua:\"#00ffff\",black:\"#000000\",blue:\"#0000ff\",fuchsia:\"#ff00ff\",gray:\"#808080\",green:\"#008000\",lime:\"#00ff00\",maroon:\"#800000\",navy:\"#000080\",olive:\"#808000\",purple:\"#800080\",red:\"#ff0000\",silver:\"#c0c0c0\",teal:\"#008080\",white:\"#ffffff\",yellow:\"#ffff00\",transparent:[null,null,null,0],_default:\"#ffffff\"}}(n),function(){function i(e){var i,n,r=e.ownerDocument.defaultView?e.ownerDocument.defaultView.getComputedStyle(e,null):e.currentStyle,o={};if(r&&r.length&&r[0]&&r[r[0]])for(n=r.length;n--;)i=r[n],\"string\"==typeof r[i]&&(o[t.camelCase(i)]=r[i]);else for(i in r)\"string\"==typeof r[i]&&(o[i]=r[i]);return o}function r(e,i){var n,r,o={};for(n in i)r=i[n],e[n]!==r&&(s[n]||(t.fx.step[n]||!isNaN(parseFloat(r)))&&(o[n]=r));return o}var 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n(e,i,n,r){return t.isPlainObject(e)&&(i=e,e=e.effect),e={effect:e},null==i&&(i={}),t.isFunction(i)&&(r=i,n=null,i={}),(\"number\"==typeof i||t.fx.speeds[i])&&(r=n,n=i,i={}),t.isFunction(n)&&(r=n,n=null),i&&t.extend(e,i),n=n||i.duration,e.duration=t.fx.off?0:\"number\"==typeof n?n:n in t.fx.speeds?t.fx.speeds[n]:t.fx.speeds._default,e.complete=r||i.complete,e}function r(e){return!e||\"number\"==typeof e||t.fx.speeds[e]?!0:\"string\"!=typeof e||t.effects.effect[e]?t.isFunction(e)?!0:\"object\"!=typeof e||e.effect?!1:!0:!0}t.extend(t.effects,{version:\"1.10.3\",save:function(t,e){for(var n=0;n<e.length;n++)null!==e[n]&&t.data(i+e[n],t[0].style[e[n]])},restore:function(t,n){var r,o;for(o=0;o<n.length;o++)null!==n[o]&&(r=t.data(i+n[o]),r===e&&(r=\"\"),t.css(n[o],r))},setMode:function(t,e){return\"toggle\"===e&&(e=t.is(\":hidden\")?\"show\":\"hide\"),e},getBaseline:function(t,e){var i,n;switch(t[0]){case\"top\":i=0;break;case\"middle\":i=.5;break;case\"bottom\":i=1;break;default:i=t[0]/e.height}switch(t[1]){case\"left\":n=0;break;case\"center\":n=.5;break;case\"right\":n=1;break;default:n=t[1]/e.width}return{x:n,y:i}},createWrapper:function(e){if(e.parent().is(\".ui-effects-wrapper\"))return e.parent();var i={width:e.outerWidth(!0),height:e.outerHeight(!0),\"float\":e.css(\"float\")},n=t(\"<div></div>\").addClass(\"ui-effects-wrapper\").css({fontSize:\"100%\",background:\"transparent\",border:\"none\",margin:0,padding:0}),r={width:e.width(),height:e.height()},o=document.activeElement;try{o.id}catch(s){o=document.body}return e.wrap(n),(e[0]===o||t.contains(e[0],o))&&t(o).focus(),n=e.parent(),\"static\"===e.css(\"position\")?(n.css({position:\"relative\"}),e.css({position:\"relative\"})):(t.extend(i,{position:e.css(\"position\"),zIndex:e.css(\"z-index\")}),t.each([\"top\",\"left\",\"bottom\",\"right\"],function(t,n){i[n]=e.css(n),isNaN(parseInt(i[n],10))&&(i[n]=\"auto\")}),e.css({position:\"relative\",top:0,left:0,right:\"auto\",bottom:\"auto\"})),e.css(r),n.css(i).show()},removeWrapper:function(e){var i=document.activeElement;return e.parent().is(\".ui-effects-wrapper\")&&(e.parent().replaceWith(e),(e[0]===i||t.contains(e[0],i))&&t(i).focus()),e},setTransition:function(e,i,n,r){return r=r||{},t.each(i,function(t,i){var o=e.cssUnit(i);o[0]>0&&(r[i]=o[0]*n+o[1])}),r}}),t.fn.extend({effect:function(){function e(e){function n(){t.isFunction(o)&&o.call(r[0]),t.isFunction(e)&&e()}var r=t(this),o=i.complete,a=i.mode;(r.is(\":hidden\")?\"hide\"===a:\"show\"===a)?(r[a](),n()):s.call(r[0],i,n)}var i=n.apply(this,arguments),r=i.mode,o=i.queue,s=t.effects.effect[i.effect];return t.fx.off||!s?r?this[r](i.duration,i.complete):this.each(function(){i.complete&&i.complete.call(this)}):o===!1?this.each(e):this.queue(o||\"fx\",e)},show:function(t){return function(e){if(r(e))return t.apply(this,arguments);var i=n.apply(this,arguments);return i.mode=\"show\",this.effect.call(this,i)}}(t.fn.show),hide:function(t){return function(e){if(r(e))return t.apply(this,arguments);var i=n.apply(this,arguments);return i.mode=\"hide\",this.effect.call(this,i)}}(t.fn.hide),toggle:function(t){return function(e){if(r(e)||\"boolean\"==typeof e)return t.apply(this,arguments);var i=n.apply(this,arguments);return i.mode=\"toggle\",this.effect.call(this,i)}}(t.fn.toggle),cssUnit:function(e){var i=this.css(e),n=[];return t.each([\"em\",\"px\",\"%\",\"pt\"],function(t,e){i.indexOf(e)>0&&(n=[parseFloat(i),e])}),n}})}(),function(){var e={};t.each([\"Quad\",\"Cubic\",\"Quart\",\"Quint\",\"Expo\"],function(t,i){e[i]=function(e){return Math.pow(e,t+2)}}),t.extend(e,{Sine:function(t){return 1-Math.cos(t*Math.PI/2)},Circ:function(t){return 1-Math.sqrt(1-t*t)},Elastic:function(t){return 0===t||1===t?t:-Math.pow(2,8*(t-1))*Math.sin((80*(t-1)-7.5)*Math.PI/15)},Back:function(t){return t*t*(3*t-2)},Bounce:function(t){for(var e,i=4;t<((e=Math.pow(2,--i))-1)/11;);return 1/Math.pow(4,3-i)-7.5625*Math.pow((3*e-2)/22-t,2)}}),t.each(e,function(e,i){t.easing[\"easeIn\"+e]=i,t.easing[\"easeOut\"+e]=function(t){return 1-i(1-t)},t.easing[\"easeInOut\"+e]=function(t){return.5>t?i(2*t)/2:1-i(-2*t+2)/2}})}()}(n),function(t,e){var i=0,n={},r={};n.height=n.paddingTop=n.paddingBottom=n.borderTopWidth=n.borderBottomWidth=\"hide\",r.height=r.paddingTop=r.paddingBottom=r.borderTopWidth=r.borderBottomWidth=\"show\",t.widget(\"ui.accordion\",{version:\"1.10.3\",options:{active:0,animate:{},collapsible:!1,event:\"click\",header:\"> li > :first-child,> :not(li):even\",heightStyle:\"auto\",icons:{activeHeader:\"ui-icon-triangle-1-s\",header:\"ui-icon-triangle-1-e\"},activate:null,beforeActivate:null},_create:function(){var e=this.options;this.prevShow=this.prevHide=t(),this.element.addClass(\"ui-accordion ui-widget ui-helper-reset\").attr(\"role\",\"tablist\"),e.collapsible||e.active!==!1&&null!=e.active||(e.active=0),this._processPanels(),e.active<0&&(e.active+=this.headers.length),this._refresh()},_getCreateEventData:function(){return{header:this.active,panel:this.active.length?this.active.next():t(),content:this.active.length?this.active.next():t()}},_createIcons:function(){var e=this.options.icons;e&&(t(\"<span>\").addClass(\"ui-accordion-header-icon ui-icon \"+e.header).prependTo(this.headers),this.active.children(\".ui-accordion-header-icon\").removeClass(e.header).addClass(e.activeHeader),this.headers.addClass(\"ui-accordion-icons\"))},_destroyIcons:function(){this.headers.removeClass(\"ui-accordion-icons\").children(\".ui-accordion-header-icon\").remove()},_destroy:function(){var t;this.element.removeClass(\"ui-accordion ui-widget ui-helper-reset\").removeAttr(\"role\"),this.headers.removeClass(\"ui-accordion-header ui-accordion-header-active ui-helper-reset ui-state-default ui-corner-all ui-state-active ui-state-disabled ui-corner-top\").removeAttr(\"role\").removeAttr(\"aria-selected\").removeAttr(\"aria-controls\").removeAttr(\"tabIndex\").each(function(){/^ui-accordion/.test(this.id)&&this.removeAttribute(\"id\")}),this._destroyIcons(),t=this.headers.next().css(\"display\",\"\").removeAttr(\"role\").removeAttr(\"aria-expanded\").removeAttr(\"aria-hidden\").removeAttr(\"aria-labelledby\").removeClass(\"ui-helper-reset ui-widget-content ui-corner-bottom ui-accordion-content ui-accordion-content-active ui-state-disabled\").each(function(){/^ui-accordion/.test(this.id)&&this.removeAttribute(\"id\")}),\"content\"!==this.options.heightStyle&&t.css(\"height\",\"\")},_setOption:function(t,e){return\"active\"===t?void this._activate(e):(\"event\"===t&&(this.options.event&&this._off(this.headers,this.options.event),this._setupEvents(e)),this._super(t,e),\"collapsible\"!==t||e||this.options.active!==!1||this._activate(0),\"icons\"===t&&(this._destroyIcons(),e&&this._createIcons()),void(\"disabled\"===t&&this.headers.add(this.headers.next()).toggleClass(\"ui-state-disabled\",!!e)))},_keydown:function(e){if(!e.altKey&&!e.ctrlKey){var i=t.ui.keyCode,n=this.headers.length,r=this.headers.index(e.target),o=!1;switch(e.keyCode){case i.RIGHT:case i.DOWN:o=this.headers[(r+1)%n];break;case i.LEFT:case i.UP:o=this.headers[(r-1+n)%n];break;case i.SPACE:case i.ENTER:this._eventHandler(e);break;case i.HOME:o=this.headers[0];break;case i.END:o=this.headers[n-1]}o&&(t(e.target).attr(\"tabIndex\",-1),t(o).attr(\"tabIndex\",0),o.focus(),e.preventDefault())}},_panelKeyDown:function(e){e.keyCode===t.ui.keyCode.UP&&e.ctrlKey&&t(e.currentTarget).prev().focus()},refresh:function(){var e=this.options;this._processPanels(),e.active===!1&&e.collapsible===!0||!this.headers.length?(e.active=!1,this.active=t()):e.active===!1?this._activate(0):this.active.length&&!t.contains(this.element[0],this.active[0])?this.headers.length===this.headers.find(\".ui-state-disabled\").length?(e.active=!1,this.active=t()):this._activate(Math.max(0,e.active-1)):e.active=this.headers.index(this.active),this._destroyIcons(),this._refresh()},_processPanels:function(){this.headers=this.element.find(this.options.header).addClass(\"ui-accordion-header ui-helper-reset ui-state-default ui-corner-all\"),this.headers.next().addClass(\"ui-accordion-content ui-helper-reset ui-widget-content ui-corner-bottom\").filter(\":not(.ui-accordion-content-active)\").hide()},_refresh:function(){var e,n=this.options,r=n.heightStyle,o=this.element.parent(),s=this.accordionId=\"ui-accordion-\"+(this.element.attr(\"id\")||++i);this.active=this._findActive(n.active).addClass(\"ui-accordion-header-active ui-state-active ui-corner-top\").removeClass(\"ui-corner-all\"),this.active.next().addClass(\"ui-accordion-content-active\").show(),this.headers.attr(\"role\",\"tab\").each(function(e){var i=t(this),n=i.attr(\"id\"),r=i.next(),o=r.attr(\"id\");n||(n=s+\"-header-\"+e,i.attr(\"id\",n)),o||(o=s+\"-panel-\"+e,r.attr(\"id\",o)),i.attr(\"aria-controls\",o),r.attr(\"aria-labelledby\",n)}).next().attr(\"role\",\"tabpanel\"),this.headers.not(this.active).attr({\"aria-selected\":\"false\",tabIndex:-1}).next().attr({\"aria-expanded\":\"false\",\"aria-hidden\":\"true\"}).hide(),this.active.length?this.active.attr({\"aria-selected\":\"true\",tabIndex:0}).next().attr({\"aria-expanded\":\"true\",\"aria-hidden\":\"false\"}):this.headers.eq(0).attr(\"tabIndex\",0),this._createIcons(),this._setupEvents(n.event),\"fill\"===r?(e=o.height(),this.element.siblings(\":visible\").each(function(){var i=t(this),n=i.css(\"position\");\"absolute\"!==n&&\"fixed\"!==n&&(e-=i.outerHeight(!0))}),this.headers.each(function(){e-=t(this).outerHeight(!0)}),this.headers.next().each(function(){t(this).height(Math.max(0,e-t(this).innerHeight()+t(this).height()))}).css(\"overflow\",\"auto\")):\"auto\"===r&&(e=0,this.headers.next().each(function(){e=Math.max(e,t(this).css(\"height\",\"\").height())}).height(e))},_activate:function(e){var i=this._findActive(e)[0];i!==this.active[0]&&(i=i||this.active[0],this._eventHandler({target:i,currentTarget:i,preventDefault:t.noop}))},_findActive:function(e){return\"number\"==typeof e?this.headers.eq(e):t()},_setupEvents:function(e){var i={keydown:\"_keydown\"};e&&t.each(e.split(\" \"),function(t,e){i[e]=\"_eventHandler\"}),this._off(this.headers.add(this.headers.next())),this._on(this.headers,i),this._on(this.headers.next(),{keydown:\"_panelKeyDown\"}),this._hoverable(this.headers),this._focusable(this.headers)},_eventHandler:function(e){var i=this.options,n=this.active,r=t(e.currentTarget),o=r[0]===n[0],s=o&&i.collapsible,a=s?t():r.next(),l=n.next(),u={oldHeader:n,oldPanel:l,newHeader:s?t():r,newPanel:a};e.preventDefault(),o&&!i.collapsible||this._trigger(\"beforeActivate\",e,u)===!1||(i.active=s?!1:this.headers.index(r),this.active=o?t():r,this._toggle(u),n.removeClass(\"ui-accordion-header-active ui-state-active\"),i.icons&&n.children(\".ui-accordion-header-icon\").removeClass(i.icons.activeHeader).addClass(i.icons.header),o||(r.removeClass(\"ui-corner-all\").addClass(\"ui-accordion-header-active ui-state-active ui-corner-top\"),i.icons&&r.children(\".ui-accordion-header-icon\").removeClass(i.icons.header).addClass(i.icons.activeHeader),r.next().addClass(\"ui-accordion-content-active\")))},_toggle:function(e){var i=e.newPanel,n=this.prevShow.length?this.prevShow:e.oldPanel;this.prevShow.add(this.prevHide).stop(!0,!0),this.prevShow=i,this.prevHide=n,this.options.animate?this._animate(i,n,e):(n.hide(),i.show(),this._toggleComplete(e)),n.attr({\"aria-expanded\":\"false\",\"aria-hidden\":\"true\"}),n.prev().attr(\"aria-selected\",\"false\"),i.length&&n.length?n.prev().attr(\"tabIndex\",-1):i.length&&this.headers.filter(function(){return 0===t(this).attr(\"tabIndex\")}).attr(\"tabIndex\",-1),i.attr({\"aria-expanded\":\"true\",\"aria-hidden\":\"false\"}).prev().attr({\"aria-selected\":\"true\",tabIndex:0})},_animate:function(t,e,i){var o,s,a,l=this,u=0,c=t.length&&(!e.length||t.index()<e.index()),h=this.options.animate||{},p=c&&h.down||h,d=function(){l._toggleComplete(i)};return\"number\"==typeof p&&(a=p),\"string\"==typeof p&&(s=p),s=s||p.easing||h.easing,a=a||p.duration||h.duration,e.length?t.length?(o=t.show().outerHeight(),e.animate(n,{duration:a,easing:s,step:function(t,e){e.now=Math.round(t)}}),void t.hide().animate(r,{duration:a,easing:s,complete:d,step:function(t,i){i.now=Math.round(t),\"height\"!==i.prop?u+=i.now:\"content\"!==l.options.heightStyle&&(i.now=Math.round(o-e.outerHeight()-u),u=0)}})):e.animate(n,a,s,d):t.animate(r,a,s,d)},_toggleComplete:function(t){var e=t.oldPanel;e.removeClass(\"ui-accordion-content-active\").prev().removeClass(\"ui-corner-top\").addClass(\"ui-corner-all\"),e.length&&(e.parent()[0].className=e.parent()[0].className),this._trigger(\"activate\",null,t)}})}(n),function(t,e){var i=0;t.widget(\"ui.autocomplete\",{version:\"1.10.3\",defaultElement:\"<input>\",options:{appendTo:null,autoFocus:!1,delay:300,minLength:1,position:{my:\"left top\",at:\"left bottom\",collision:\"none\"},source:null,change:null,close:null,focus:null,open:null,response:null,search:null,select:null},pending:0,_create:function(){var e,i,n,r=this.element[0].nodeName.toLowerCase(),o=\"textarea\"===r,s=\"input\"===r;this.isMultiLine=o?!0:s?!1:this.element.prop(\"isContentEditable\"),this.valueMethod=this.element[o||s?\"val\":\"text\"],this.isNewMenu=!0,this.element.addClass(\"ui-autocomplete-input\").attr(\"autocomplete\",\"off\"),this._on(this.element,{keydown:function(r){if(this.element.prop(\"readOnly\"))return e=!0,n=!0,void(i=!0);e=!1,n=!1,i=!1;var o=t.ui.keyCode;switch(r.keyCode){case o.PAGE_UP:e=!0,this._move(\"previousPage\",r);break;case o.PAGE_DOWN:e=!0,this._move(\"nextPage\",r);break;case o.UP:e=!0,this._keyEvent(\"previous\",r);break;case o.DOWN:\n",
+       "                e=!0,this._keyEvent(\"next\",r);break;case o.ENTER:case o.NUMPAD_ENTER:this.menu.active&&(e=!0,r.preventDefault(),this.menu.select(r));break;case o.TAB:this.menu.active&&this.menu.select(r);break;case o.ESCAPE:this.menu.element.is(\":visible\")&&(this._value(this.term),this.close(r),r.preventDefault());break;default:i=!0,this._searchTimeout(r)}},keypress:function(n){if(e)return e=!1,void((!this.isMultiLine||this.menu.element.is(\":visible\"))&&n.preventDefault());if(!i){var r=t.ui.keyCode;switch(n.keyCode){case r.PAGE_UP:this._move(\"previousPage\",n);break;case r.PAGE_DOWN:this._move(\"nextPage\",n);break;case r.UP:this._keyEvent(\"previous\",n);break;case r.DOWN:this._keyEvent(\"next\",n)}}},input:function(t){return n?(n=!1,void t.preventDefault()):void this._searchTimeout(t)},focus:function(){this.selectedItem=null,this.previous=this._value()},blur:function(t){return this.cancelBlur?void delete this.cancelBlur:(clearTimeout(this.searching),this.close(t),void this._change(t))}}),this._initSource(),this.menu=t(\"<ul>\").addClass(\"ui-autocomplete ui-front\").appendTo(this._appendTo()).menu({role:null}).hide().data(\"ui-menu\"),this._on(this.menu.element,{mousedown:function(e){e.preventDefault(),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur});var i=this.menu.element[0];t(e.target).closest(\".ui-menu-item\").length||this._delay(function(){var e=this;this.document.one(\"mousedown\",function(n){n.target===e.element[0]||n.target===i||t.contains(i,n.target)||e.close()})})},menufocus:function(e,i){if(this.isNewMenu&&(this.isNewMenu=!1,e.originalEvent&&/^mouse/.test(e.originalEvent.type)))return this.menu.blur(),void this.document.one(\"mousemove\",function(){t(e.target).trigger(e.originalEvent)});var n=i.item.data(\"ui-autocomplete-item\");!1!==this._trigger(\"focus\",e,{item:n})?e.originalEvent&&/^key/.test(e.originalEvent.type)&&this._value(n.value):this.liveRegion.text(n.value)},menuselect:function(t,e){var i=e.item.data(\"ui-autocomplete-item\"),n=this.previous;this.element[0]!==this.document[0].activeElement&&(this.element.focus(),this.previous=n,this._delay(function(){this.previous=n,this.selectedItem=i})),!1!==this._trigger(\"select\",t,{item:i})&&this._value(i.value),this.term=this._value(),this.close(t),this.selectedItem=i}}),this.liveRegion=t(\"<span>\",{role:\"status\",\"aria-live\":\"polite\"}).addClass(\"ui-helper-hidden-accessible\").insertBefore(this.element),this._on(this.window,{beforeunload:function(){this.element.removeAttr(\"autocomplete\")}})},_destroy:function(){clearTimeout(this.searching),this.element.removeClass(\"ui-autocomplete-input\").removeAttr(\"autocomplete\"),this.menu.element.remove(),this.liveRegion.remove()},_setOption:function(t,e){this._super(t,e),\"source\"===t&&this._initSource(),\"appendTo\"===t&&this.menu.element.appendTo(this._appendTo()),\"disabled\"===t&&e&&this.xhr&&this.xhr.abort()},_appendTo:function(){var e=this.options.appendTo;return e&&(e=e.jquery||e.nodeType?t(e):this.document.find(e).eq(0)),e||(e=this.element.closest(\".ui-front\")),e.length||(e=this.document[0].body),e},_initSource:function(){var e,i,n=this;t.isArray(this.options.source)?(e=this.options.source,this.source=function(i,n){n(t.ui.autocomplete.filter(e,i.term))}):\"string\"==typeof this.options.source?(i=this.options.source,this.source=function(e,r){n.xhr&&n.xhr.abort(),n.xhr=t.ajax({url:i,data:e,dataType:\"json\",success:function(t){r(t)},error:function(){r([])}})}):this.source=this.options.source},_searchTimeout:function(t){clearTimeout(this.searching),this.searching=this._delay(function(){this.term!==this._value()&&(this.selectedItem=null,this.search(null,t))},this.options.delay)},search:function(t,e){return t=null!=t?t:this._value(),this.term=this._value(),t.length<this.options.minLength?this.close(e):this._trigger(\"search\",e)!==!1?this._search(t):void 0},_search:function(t){this.pending++,this.element.addClass(\"ui-autocomplete-loading\"),this.cancelSearch=!1,this.source({term:t},this._response())},_response:function(){var t=this,e=++i;return function(n){e===i&&t.__response(n),t.pending--,t.pending||t.element.removeClass(\"ui-autocomplete-loading\")}},__response:function(t){t&&(t=this._normalize(t)),this._trigger(\"response\",null,{content:t}),!this.options.disabled&&t&&t.length&&!this.cancelSearch?(this._suggest(t),this._trigger(\"open\")):this._close()},close:function(t){this.cancelSearch=!0,this._close(t)},_close:function(t){this.menu.element.is(\":visible\")&&(this.menu.element.hide(),this.menu.blur(),this.isNewMenu=!0,this._trigger(\"close\",t))},_change:function(t){this.previous!==this._value()&&this._trigger(\"change\",t,{item:this.selectedItem})},_normalize:function(e){return e.length&&e[0].label&&e[0].value?e:t.map(e,function(e){return\"string\"==typeof e?{label:e,value:e}:t.extend({label:e.label||e.value,value:e.value||e.label},e)})},_suggest:function(e){var i=this.menu.element.empty();this._renderMenu(i,e),this.isNewMenu=!0,this.menu.refresh(),i.show(),this._resizeMenu(),i.position(t.extend({of:this.element},this.options.position)),this.options.autoFocus&&this.menu.next()},_resizeMenu:function(){var t=this.menu.element;t.outerWidth(Math.max(t.width(\"\").outerWidth()+1,this.element.outerWidth()))},_renderMenu:function(e,i){var n=this;t.each(i,function(t,i){n._renderItemData(e,i)})},_renderItemData:function(t,e){return this._renderItem(t,e).data(\"ui-autocomplete-item\",e)},_renderItem:function(e,i){return t(\"<li>\").append(t(\"<a>\").text(i.label)).appendTo(e)},_move:function(t,e){return this.menu.element.is(\":visible\")?this.menu.isFirstItem()&&/^previous/.test(t)||this.menu.isLastItem()&&/^next/.test(t)?(this._value(this.term),void this.menu.blur()):void this.menu[t](e):void this.search(null,e)},widget:function(){return this.menu.element},_value:function(){return this.valueMethod.apply(this.element,arguments)},_keyEvent:function(t,e){(!this.isMultiLine||this.menu.element.is(\":visible\"))&&(this._move(t,e),e.preventDefault())}}),t.extend(t.ui.autocomplete,{escapeRegex:function(t){return t.replace(/[\\-\\[\\]{}()*+?.,\\\\\\^$|#\\s]/g,\"\\\\$&\")},filter:function(e,i){var n=new RegExp(t.ui.autocomplete.escapeRegex(i),\"i\");return t.grep(e,function(t){return n.test(t.label||t.value||t)})}}),t.widget(\"ui.autocomplete\",t.ui.autocomplete,{options:{messages:{noResults:\"No search results.\",results:function(t){return t+(t>1?\" results are\":\" result is\")+\" available, use up and down arrow keys to navigate.\"}}},__response:function(t){var e;this._superApply(arguments),this.options.disabled||this.cancelSearch||(e=t&&t.length?this.options.messages.results(t.length):this.options.messages.noResults,this.liveRegion.text(e))}})}(n),function(t,e){var i,n,r,o,s=\"ui-button ui-widget ui-state-default ui-corner-all\",a=\"ui-state-hover ui-state-active \",l=\"ui-button-icons-only ui-button-icon-only ui-button-text-icons ui-button-text-icon-primary ui-button-text-icon-secondary ui-button-text-only\",u=function(){var e=t(this);setTimeout(function(){e.find(\":ui-button\").button(\"refresh\")},1)},c=function(e){var i=e.name,n=e.form,r=t([]);return i&&(i=i.replace(/'/g,\"\\\\'\"),r=n?t(n).find(\"[name='\"+i+\"']\"):t(\"[name='\"+i+\"']\",e.ownerDocument).filter(function(){return!this.form})),r};t.widget(\"ui.button\",{version:\"1.10.3\",defaultElement:\"<button>\",options:{disabled:null,text:!0,label:null,icons:{primary:null,secondary:null}},_create:function(){this.element.closest(\"form\").unbind(\"reset\"+this.eventNamespace).bind(\"reset\"+this.eventNamespace,u),\"boolean\"!=typeof this.options.disabled?this.options.disabled=!!this.element.prop(\"disabled\"):this.element.prop(\"disabled\",this.options.disabled),this._determineButtonType(),this.hasTitle=!!this.buttonElement.attr(\"title\");var e=this,a=this.options,l=\"checkbox\"===this.type||\"radio\"===this.type,h=l?\"\":\"ui-state-active\",p=\"ui-state-focus\";null===a.label&&(a.label=\"input\"===this.type?this.buttonElement.val():this.buttonElement.html()),this._hoverable(this.buttonElement),this.buttonElement.addClass(s).attr(\"role\",\"button\").bind(\"mouseenter\"+this.eventNamespace,function(){a.disabled||this===i&&t(this).addClass(\"ui-state-active\")}).bind(\"mouseleave\"+this.eventNamespace,function(){a.disabled||t(this).removeClass(h)}).bind(\"click\"+this.eventNamespace,function(t){a.disabled&&(t.preventDefault(),t.stopImmediatePropagation())}),this.element.bind(\"focus\"+this.eventNamespace,function(){e.buttonElement.addClass(p)}).bind(\"blur\"+this.eventNamespace,function(){e.buttonElement.removeClass(p)}),l&&(this.element.bind(\"change\"+this.eventNamespace,function(){o||e.refresh()}),this.buttonElement.bind(\"mousedown\"+this.eventNamespace,function(t){a.disabled||(o=!1,n=t.pageX,r=t.pageY)}).bind(\"mouseup\"+this.eventNamespace,function(t){a.disabled||(n!==t.pageX||r!==t.pageY)&&(o=!0)})),\"checkbox\"===this.type?this.buttonElement.bind(\"click\"+this.eventNamespace,function(){return a.disabled||o?!1:void 0}):\"radio\"===this.type?this.buttonElement.bind(\"click\"+this.eventNamespace,function(){if(a.disabled||o)return!1;t(this).addClass(\"ui-state-active\"),e.buttonElement.attr(\"aria-pressed\",\"true\");var i=e.element[0];c(i).not(i).map(function(){return t(this).button(\"widget\")[0]}).removeClass(\"ui-state-active\").attr(\"aria-pressed\",\"false\")}):(this.buttonElement.bind(\"mousedown\"+this.eventNamespace,function(){return a.disabled?!1:(t(this).addClass(\"ui-state-active\"),i=this,void e.document.one(\"mouseup\",function(){i=null}))}).bind(\"mouseup\"+this.eventNamespace,function(){return a.disabled?!1:void t(this).removeClass(\"ui-state-active\")}).bind(\"keydown\"+this.eventNamespace,function(e){return a.disabled?!1:void((e.keyCode===t.ui.keyCode.SPACE||e.keyCode===t.ui.keyCode.ENTER)&&t(this).addClass(\"ui-state-active\"))}).bind(\"keyup\"+this.eventNamespace+\" blur\"+this.eventNamespace,function(){t(this).removeClass(\"ui-state-active\")}),this.buttonElement.is(\"a\")&&this.buttonElement.keyup(function(e){e.keyCode===t.ui.keyCode.SPACE&&t(this).click()})),this._setOption(\"disabled\",a.disabled),this._resetButton()},_determineButtonType:function(){var t,e,i;this.element.is(\"[type=checkbox]\")?this.type=\"checkbox\":this.element.is(\"[type=radio]\")?this.type=\"radio\":this.element.is(\"input\")?this.type=\"input\":this.type=\"button\",\"checkbox\"===this.type||\"radio\"===this.type?(t=this.element.parents().last(),e=\"label[for='\"+this.element.attr(\"id\")+\"']\",this.buttonElement=t.find(e),this.buttonElement.length||(t=t.length?t.siblings():this.element.siblings(),this.buttonElement=t.filter(e),this.buttonElement.length||(this.buttonElement=t.find(e))),this.element.addClass(\"ui-helper-hidden-accessible\"),i=this.element.is(\":checked\"),i&&this.buttonElement.addClass(\"ui-state-active\"),this.buttonElement.prop(\"aria-pressed\",i)):this.buttonElement=this.element},widget:function(){return this.buttonElement},_destroy:function(){this.element.removeClass(\"ui-helper-hidden-accessible\"),this.buttonElement.removeClass(s+\" \"+a+\" \"+l).removeAttr(\"role\").removeAttr(\"aria-pressed\").html(this.buttonElement.find(\".ui-button-text\").html()),this.hasTitle||this.buttonElement.removeAttr(\"title\")},_setOption:function(t,e){return this._super(t,e),\"disabled\"===t?void(e?this.element.prop(\"disabled\",!0):this.element.prop(\"disabled\",!1)):void this._resetButton()},refresh:function(){var e=this.element.is(\"input, button\")?this.element.is(\":disabled\"):this.element.hasClass(\"ui-button-disabled\");e!==this.options.disabled&&this._setOption(\"disabled\",e),\"radio\"===this.type?c(this.element[0]).each(function(){t(this).is(\":checked\")?t(this).button(\"widget\").addClass(\"ui-state-active\").attr(\"aria-pressed\",\"true\"):t(this).button(\"widget\").removeClass(\"ui-state-active\").attr(\"aria-pressed\",\"false\")}):\"checkbox\"===this.type&&(this.element.is(\":checked\")?this.buttonElement.addClass(\"ui-state-active\").attr(\"aria-pressed\",\"true\"):this.buttonElement.removeClass(\"ui-state-active\").attr(\"aria-pressed\",\"false\"))},_resetButton:function(){if(\"input\"===this.type)return void(this.options.label&&this.element.val(this.options.label));var e=this.buttonElement.removeClass(l),i=t(\"<span></span>\",this.document[0]).addClass(\"ui-button-text\").html(this.options.label).appendTo(e.empty()).text(),n=this.options.icons,r=n.primary&&n.secondary,o=[];n.primary||n.secondary?(this.options.text&&o.push(\"ui-button-text-icon\"+(r?\"s\":n.primary?\"-primary\":\"-secondary\")),n.primary&&e.prepend(\"<span class='ui-button-icon-primary ui-icon \"+n.primary+\"'></span>\"),n.secondary&&e.append(\"<span class='ui-button-icon-secondary ui-icon \"+n.secondary+\"'></span>\"),this.options.text||(o.push(r?\"ui-button-icons-only\":\"ui-button-icon-only\"),this.hasTitle||e.attr(\"title\",t.trim(i)))):o.push(\"ui-button-text-only\"),e.addClass(o.join(\" \"))}}),t.widget(\"ui.buttonset\",{version:\"1.10.3\",options:{items:\"button, input[type=button], input[type=submit], input[type=reset], input[type=checkbox], input[type=radio], a, :data(ui-button)\"},_create:function(){this.element.addClass(\"ui-buttonset\")},_init:function(){this.refresh()},_setOption:function(t,e){\"disabled\"===t&&this.buttons.button(\"option\",t,e),this._super(t,e)},refresh:function(){var e=\"rtl\"===this.element.css(\"direction\");this.buttons=this.element.find(this.options.items).filter(\":ui-button\").button(\"refresh\").end().not(\":ui-button\").button().end().map(function(){return t(this).button(\"widget\")[0]}).removeClass(\"ui-corner-all ui-corner-left ui-corner-right\").filter(\":first\").addClass(e?\"ui-corner-right\":\"ui-corner-left\").end().filter(\":last\").addClass(e?\"ui-corner-left\":\"ui-corner-right\").end().end()},_destroy:function(){this.element.removeClass(\"ui-buttonset\"),this.buttons.map(function(){return t(this).button(\"widget\")[0]}).removeClass(\"ui-corner-left ui-corner-right\").end().button(\"destroy\")}})}(n),function(t,e){function i(){this._curInst=null,this._keyEvent=!1,this._disabledInputs=[],this._datepickerShowing=!1,this._inDialog=!1,this._mainDivId=\"ui-datepicker-div\",this._inlineClass=\"ui-datepicker-inline\",this._appendClass=\"ui-datepicker-append\",this._triggerClass=\"ui-datepicker-trigger\",this._dialogClass=\"ui-datepicker-dialog\",this._disableClass=\"ui-datepicker-disabled\",this._unselectableClass=\"ui-datepicker-unselectable\",this._currentClass=\"ui-datepicker-current-day\",this._dayOverClass=\"ui-datepicker-days-cell-over\",this.regional=[],this.regional[\"\"]={closeText:\"Done\",prevText:\"Prev\",nextText:\"Next\",currentText:\"Today\",monthNames:[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],monthNamesShort:[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"],dayNames:[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],dayNamesShort:[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],dayNamesMin:[\"Su\",\"Mo\",\"Tu\",\"We\",\"Th\",\"Fr\",\"Sa\"],weekHeader:\"Wk\",dateFormat:\"mm/dd/yy\",firstDay:0,isRTL:!1,showMonthAfterYear:!1,yearSuffix:\"\"},this._defaults={showOn:\"focus\",showAnim:\"fadeIn\",showOptions:{},defaultDate:null,appendText:\"\",buttonText:\"...\",buttonImage:\"\",buttonImageOnly:!1,hideIfNoPrevNext:!1,navigationAsDateFormat:!1,gotoCurrent:!1,changeMonth:!1,changeYear:!1,yearRange:\"c-10:c+10\",showOtherMonths:!1,selectOtherMonths:!1,showWeek:!1,calculateWeek:this.iso8601Week,shortYearCutoff:\"+10\",minDate:null,maxDate:null,duration:\"fast\",beforeShowDay:null,beforeShow:null,onSelect:null,onChangeMonthYear:null,onClose:null,numberOfMonths:1,showCurrentAtPos:0,stepMonths:1,stepBigMonths:12,altField:\"\",altFormat:\"\",constrainInput:!0,showButtonPanel:!1,autoSize:!1,disabled:!1},t.extend(this._defaults,this.regional[\"\"]),this.dpDiv=n(t(\"<div id='\"+this._mainDivId+\"' class='ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all'></div>\"))}function n(e){var i=\"button, .ui-datepicker-prev, .ui-datepicker-next, .ui-datepicker-calendar td a\";return e.delegate(i,\"mouseout\",function(){t(this).removeClass(\"ui-state-hover\"),-1!==this.className.indexOf(\"ui-datepicker-prev\")&&t(this).removeClass(\"ui-datepicker-prev-hover\"),-1!==this.className.indexOf(\"ui-datepicker-next\")&&t(this).removeClass(\"ui-datepicker-next-hover\")}).delegate(i,\"mouseover\",function(){t.datepicker._isDisabledDatepicker(o.inline?e.parent()[0]:o.input[0])||(t(this).parents(\".ui-datepicker-calendar\").find(\"a\").removeClass(\"ui-state-hover\"),t(this).addClass(\"ui-state-hover\"),-1!==this.className.indexOf(\"ui-datepicker-prev\")&&t(this).addClass(\"ui-datepicker-prev-hover\"),-1!==this.className.indexOf(\"ui-datepicker-next\")&&t(this).addClass(\"ui-datepicker-next-hover\"))})}function r(e,i){t.extend(e,i);for(var n in i)null==i[n]&&(e[n]=i[n]);return e}t.extend(t.ui,{datepicker:{version:\"1.10.3\"}});var o,s=\"datepicker\";t.extend(i.prototype,{markerClassName:\"hasDatepicker\",maxRows:4,_widgetDatepicker:function(){return this.dpDiv},setDefaults:function(t){return r(this._defaults,t||{}),this},_attachDatepicker:function(e,i){var n,r,o;n=e.nodeName.toLowerCase(),r=\"div\"===n||\"span\"===n,e.id||(this.uuid+=1,e.id=\"dp\"+this.uuid),o=this._newInst(t(e),r),o.settings=t.extend({},i||{}),\"input\"===n?this._connectDatepicker(e,o):r&&this._inlineDatepicker(e,o)},_newInst:function(e,i){var r=e[0].id.replace(/([^A-Za-z0-9_\\-])/g,\"\\\\\\\\$1\");return{id:r,input:e,selectedDay:0,selectedMonth:0,selectedYear:0,drawMonth:0,drawYear:0,inline:i,dpDiv:i?n(t(\"<div class='\"+this._inlineClass+\" ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all'></div>\")):this.dpDiv}},_connectDatepicker:function(e,i){var n=t(e);i.append=t([]),i.trigger=t([]),n.hasClass(this.markerClassName)||(this._attachments(n,i),n.addClass(this.markerClassName).keydown(this._doKeyDown).keypress(this._doKeyPress).keyup(this._doKeyUp),this._autoSize(i),t.data(e,s,i),i.settings.disabled&&this._disableDatepicker(e))},_attachments:function(e,i){var n,r,o,s=this._get(i,\"appendText\"),a=this._get(i,\"isRTL\");i.append&&i.append.remove(),s&&(i.append=t(\"<span class='\"+this._appendClass+\"'>\"+s+\"</span>\"),e[a?\"before\":\"after\"](i.append)),e.unbind(\"focus\",this._showDatepicker),i.trigger&&i.trigger.remove(),n=this._get(i,\"showOn\"),(\"focus\"===n||\"both\"===n)&&e.focus(this._showDatepicker),(\"button\"===n||\"both\"===n)&&(r=this._get(i,\"buttonText\"),o=this._get(i,\"buttonImage\"),i.trigger=t(this._get(i,\"buttonImageOnly\")?t(\"<img/>\").addClass(this._triggerClass).attr({src:o,alt:r,title:r}):t(\"<button type='button'></button>\").addClass(this._triggerClass).html(o?t(\"<img/>\").attr({src:o,alt:r,title:r}):r)),e[a?\"before\":\"after\"](i.trigger),i.trigger.click(function(){return t.datepicker._datepickerShowing&&t.datepicker._lastInput===e[0]?t.datepicker._hideDatepicker():t.datepicker._datepickerShowing&&t.datepicker._lastInput!==e[0]?(t.datepicker._hideDatepicker(),t.datepicker._showDatepicker(e[0])):t.datepicker._showDatepicker(e[0]),!1}))},_autoSize:function(t){if(this._get(t,\"autoSize\")&&!t.inline){var e,i,n,r,o=new Date(2009,11,20),s=this._get(t,\"dateFormat\");s.match(/[DM]/)&&(e=function(t){for(i=0,n=0,r=0;r<t.length;r++)t[r].length>i&&(i=t[r].length,n=r);return n},o.setMonth(e(this._get(t,s.match(/MM/)?\"monthNames\":\"monthNamesShort\"))),o.setDate(e(this._get(t,s.match(/DD/)?\"dayNames\":\"dayNamesShort\"))+20-o.getDay())),t.input.attr(\"size\",this._formatDate(t,o).length)}},_inlineDatepicker:function(e,i){var n=t(e);n.hasClass(this.markerClassName)||(n.addClass(this.markerClassName).append(i.dpDiv),t.data(e,s,i),this._setDate(i,this._getDefaultDate(i),!0),this._updateDatepicker(i),this._updateAlternate(i),i.settings.disabled&&this._disableDatepicker(e),i.dpDiv.css(\"display\",\"block\"))},_dialogDatepicker:function(e,i,n,o,a){var l,u,c,h,p,d=this._dialogInst;return d||(this.uuid+=1,l=\"dp\"+this.uuid,this._dialogInput=t(\"<input type='text' id='\"+l+\"' style='position: absolute; top: -100px; width: 0px;'/>\"),this._dialogInput.keydown(this._doKeyDown),t(\"body\").append(this._dialogInput),d=this._dialogInst=this._newInst(this._dialogInput,!1),d.settings={},t.data(this._dialogInput[0],s,d)),r(d.settings,o||{}),i=i&&i.constructor===Date?this._formatDate(d,i):i,this._dialogInput.val(i),this._pos=a?a.length?a:[a.pageX,a.pageY]:null,this._pos||(u=document.documentElement.clientWidth,c=document.documentElement.clientHeight,h=document.documentElement.scrollLeft||document.body.scrollLeft,p=document.documentElement.scrollTop||document.body.scrollTop,this._pos=[u/2-100+h,c/2-150+p]),this._dialogInput.css(\"left\",this._pos[0]+20+\"px\").css(\"top\",this._pos[1]+\"px\"),d.settings.onSelect=n,this._inDialog=!0,this.dpDiv.addClass(this._dialogClass),this._showDatepicker(this._dialogInput[0]),t.blockUI&&t.blockUI(this.dpDiv),t.data(this._dialogInput[0],s,d),this},_destroyDatepicker:function(e){var i,n=t(e),r=t.data(e,s);n.hasClass(this.markerClassName)&&(i=e.nodeName.toLowerCase(),t.removeData(e,s),\"input\"===i?(r.append.remove(),r.trigger.remove(),n.removeClass(this.markerClassName).unbind(\"focus\",this._showDatepicker).unbind(\"keydown\",this._doKeyDown).unbind(\"keypress\",this._doKeyPress).unbind(\"keyup\",this._doKeyUp)):(\"div\"===i||\"span\"===i)&&n.removeClass(this.markerClassName).empty())},_enableDatepicker:function(e){var i,n,r=t(e),o=t.data(e,s);r.hasClass(this.markerClassName)&&(i=e.nodeName.toLowerCase(),\"input\"===i?(e.disabled=!1,o.trigger.filter(\"button\").each(function(){this.disabled=!1}).end().filter(\"img\").css({opacity:\"1.0\",cursor:\"\"})):(\"div\"===i||\"span\"===i)&&(n=r.children(\".\"+this._inlineClass),n.children().removeClass(\"ui-state-disabled\"),n.find(\"select.ui-datepicker-month, select.ui-datepicker-year\").prop(\"disabled\",!1)),this._disabledInputs=t.map(this._disabledInputs,function(t){return t===e?null:t}))},_disableDatepicker:function(e){var i,n,r=t(e),o=t.data(e,s);r.hasClass(this.markerClassName)&&(i=e.nodeName.toLowerCase(),\"input\"===i?(e.disabled=!0,o.trigger.filter(\"button\").each(function(){this.disabled=!0}).end().filter(\"img\").css({opacity:\"0.5\",cursor:\"default\"})):(\"div\"===i||\"span\"===i)&&(n=r.children(\".\"+this._inlineClass),n.children().addClass(\"ui-state-disabled\"),n.find(\"select.ui-datepicker-month, select.ui-datepicker-year\").prop(\"disabled\",!0)),this._disabledInputs=t.map(this._disabledInputs,function(t){return t===e?null:t}),this._disabledInputs[this._disabledInputs.length]=e)},_isDisabledDatepicker:function(t){if(!t)return!1;for(var e=0;e<this._disabledInputs.length;e++)if(this._disabledInputs[e]===t)return!0;return!1},_getInst:function(e){try{return t.data(e,s)}catch(i){throw\"Missing instance data for this datepicker\"}},_optionDatepicker:function(i,n,o){var s,a,l,u,c=this._getInst(i);return 2===arguments.length&&\"string\"==typeof n?\"defaults\"===n?t.extend({},t.datepicker._defaults):c?\"all\"===n?t.extend({},c.settings):this._get(c,n):null:(s=n||{},\"string\"==typeof n&&(s={},s[n]=o),void(c&&(this._curInst===c&&this._hideDatepicker(),a=this._getDateDatepicker(i,!0),l=this._getMinMaxDate(c,\"min\"),u=this._getMinMaxDate(c,\"max\"),r(c.settings,s),null!==l&&s.dateFormat!==e&&s.minDate===e&&(c.settings.minDate=this._formatDate(c,l)),null!==u&&s.dateFormat!==e&&s.maxDate===e&&(c.settings.maxDate=this._formatDate(c,u)),\"disabled\"in s&&(s.disabled?this._disableDatepicker(i):this._enableDatepicker(i)),this._attachments(t(i),c),this._autoSize(c),this._setDate(c,a),this._updateAlternate(c),this._updateDatepicker(c))))},_changeDatepicker:function(t,e,i){this._optionDatepicker(t,e,i)},_refreshDatepicker:function(t){var e=this._getInst(t);e&&this._updateDatepicker(e)},_setDateDatepicker:function(t,e){var i=this._getInst(t);i&&(this._setDate(i,e),this._updateDatepicker(i),this._updateAlternate(i))},_getDateDatepicker:function(t,e){var i=this._getInst(t);return i&&!i.inline&&this._setDateFromField(i,e),i?this._getDate(i):null},_doKeyDown:function(e){var i,n,r,o=t.datepicker._getInst(e.target),s=!0,a=o.dpDiv.is(\".ui-datepicker-rtl\");if(o._keyEvent=!0,t.datepicker._datepickerShowing)switch(e.keyCode){case 9:t.datepicker._hideDatepicker(),s=!1;break;case 13:return r=t(\"td.\"+t.datepicker._dayOverClass+\":not(.\"+t.datepicker._currentClass+\")\",o.dpDiv),r[0]&&t.datepicker._selectDay(e.target,o.selectedMonth,o.selectedYear,r[0]),i=t.datepicker._get(o,\"onSelect\"),i?(n=t.datepicker._formatDate(o),i.apply(o.input?o.input[0]:null,[n,o])):t.datepicker._hideDatepicker(),!1;case 27:t.datepicker._hideDatepicker();break;case 33:t.datepicker._adjustDate(e.target,e.ctrlKey?-t.datepicker._get(o,\"stepBigMonths\"):-t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 34:t.datepicker._adjustDate(e.target,e.ctrlKey?+t.datepicker._get(o,\"stepBigMonths\"):+t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 35:(e.ctrlKey||e.metaKey)&&t.datepicker._clearDate(e.target),s=e.ctrlKey||e.metaKey;break;case 36:(e.ctrlKey||e.metaKey)&&t.datepicker._gotoToday(e.target),s=e.ctrlKey||e.metaKey;break;case 37:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,a?1:-1,\"D\"),s=e.ctrlKey||e.metaKey,e.originalEvent.altKey&&t.datepicker._adjustDate(e.target,e.ctrlKey?-t.datepicker._get(o,\"stepBigMonths\"):-t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 38:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,-7,\"D\"),s=e.ctrlKey||e.metaKey;break;case 39:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,a?-1:1,\"D\"),s=e.ctrlKey||e.metaKey,e.originalEvent.altKey&&t.datepicker._adjustDate(e.target,e.ctrlKey?+t.datepicker._get(o,\"stepBigMonths\"):+t.datepicker._get(o,\"stepMonths\"),\"M\");break;case 40:(e.ctrlKey||e.metaKey)&&t.datepicker._adjustDate(e.target,7,\"D\"),s=e.ctrlKey||e.metaKey;break;default:s=!1}else 36===e.keyCode&&e.ctrlKey?t.datepicker._showDatepicker(this):s=!1;s&&(e.preventDefault(),e.stopPropagation())},_doKeyPress:function(e){var i,n,r=t.datepicker._getInst(e.target);return t.datepicker._get(r,\"constrainInput\")?(i=t.datepicker._possibleChars(t.datepicker._get(r,\"dateFormat\")),n=String.fromCharCode(null==e.charCode?e.keyCode:e.charCode),e.ctrlKey||e.metaKey||\" \">n||!i||i.indexOf(n)>-1):void 0},_doKeyUp:function(e){var i,n=t.datepicker._getInst(e.target);if(n.input.val()!==n.lastVal)try{i=t.datepicker.parseDate(t.datepicker._get(n,\"dateFormat\"),n.input?n.input.val():null,t.datepicker._getFormatConfig(n)),i&&(t.datepicker._setDateFromField(n),t.datepicker._updateAlternate(n),t.datepicker._updateDatepicker(n))}catch(r){}return!0},_showDatepicker:function(e){if(e=e.target||e,\"input\"!==e.nodeName.toLowerCase()&&(e=t(\"input\",e.parentNode)[0]),!t.datepicker._isDisabledDatepicker(e)&&t.datepicker._lastInput!==e){var i,n,o,s,a,l,u;i=t.datepicker._getInst(e),t.datepicker._curInst&&t.datepicker._curInst!==i&&(t.datepicker._curInst.dpDiv.stop(!0,!0),i&&t.datepicker._datepickerShowing&&t.datepicker._hideDatepicker(t.datepicker._curInst.input[0])),n=t.datepicker._get(i,\"beforeShow\"),o=n?n.apply(e,[e,i]):{},o!==!1&&(r(i.settings,o),i.lastVal=null,t.datepicker._lastInput=e,t.datepicker._setDateFromField(i),t.datepicker._inDialog&&(e.value=\"\"),t.datepicker._pos||(t.datepicker._pos=t.datepicker._findPos(e),t.datepicker._pos[1]+=e.offsetHeight),s=!1,t(e).parents().each(function(){return s|=\"fixed\"===t(this).css(\"position\"),!s}),a={left:t.datepicker._pos[0],top:t.datepicker._pos[1]},t.datepicker._pos=null,i.dpDiv.empty(),i.dpDiv.css({position:\"absolute\",display:\"block\",top:\"-1000px\"}),t.datepicker._updateDatepicker(i),a=t.datepicker._checkOffset(i,a,s),i.dpDiv.css({position:t.datepicker._inDialog&&t.blockUI?\"static\":s?\"fixed\":\"absolute\",display:\"none\",left:a.left+\"px\",top:a.top+\"px\"}),i.inline||(l=t.datepicker._get(i,\"showAnim\"),u=t.datepicker._get(i,\"duration\"),i.dpDiv.zIndex(t(e).zIndex()+1),t.datepicker._datepickerShowing=!0,t.effects&&t.effects.effect[l]?i.dpDiv.show(l,t.datepicker._get(i,\"showOptions\"),u):i.dpDiv[l||\"show\"](l?u:null),t.datepicker._shouldFocusInput(i)&&i.input.focus(),t.datepicker._curInst=i))}},_updateDatepicker:function(e){this.maxRows=4,o=e,e.dpDiv.empty().append(this._generateHTML(e)),this._attachHandlers(e),e.dpDiv.find(\".\"+this._dayOverClass+\" a\").mouseover();var i,n=this._getNumberOfMonths(e),r=n[1],s=17;e.dpDiv.removeClass(\"ui-datepicker-multi-2 ui-datepicker-multi-3 ui-datepicker-multi-4\").width(\"\"),r>1&&e.dpDiv.addClass(\"ui-datepicker-multi-\"+r).css(\"width\",s*r+\"em\"),e.dpDiv[(1!==n[0]||1!==n[1]?\"add\":\"remove\")+\"Class\"](\"ui-datepicker-multi\"),e.dpDiv[(this._get(e,\"isRTL\")?\"add\":\"remove\")+\"Class\"](\"ui-datepicker-rtl\"),e===t.datepicker._curInst&&t.datepicker._datepickerShowing&&t.datepicker._shouldFocusInput(e)&&e.input.focus(),e.yearshtml&&(i=e.yearshtml,setTimeout(function(){i===e.yearshtml&&e.yearshtml&&e.dpDiv.find(\"select.ui-datepicker-year:first\").replaceWith(e.yearshtml),i=e.yearshtml=null},0))},_shouldFocusInput:function(t){return t.input&&t.input.is(\":visible\")&&!t.input.is(\":disabled\")&&!t.input.is(\":focus\")},_checkOffset:function(e,i,n){var r=e.dpDiv.outerWidth(),o=e.dpDiv.outerHeight(),s=e.input?e.input.outerWidth():0,a=e.input?e.input.outerHeight():0,l=document.documentElement.clientWidth+(n?0:t(document).scrollLeft()),u=document.documentElement.clientHeight+(n?0:t(document).scrollTop());return i.left-=this._get(e,\"isRTL\")?r-s:0,i.left-=n&&i.left===e.input.offset().left?t(document).scrollLeft():0,i.top-=n&&i.top===e.input.offset().top+a?t(document).scrollTop():0,i.left-=Math.min(i.left,i.left+r>l&&l>r?Math.abs(i.left+r-l):0),i.top-=Math.min(i.top,i.top+o>u&&u>o?Math.abs(o+a):0),i},_findPos:function(e){for(var i,n=this._getInst(e),r=this._get(n,\"isRTL\");e&&(\"hidden\"===e.type||1!==e.nodeType||t.expr.filters.hidden(e));)e=e[r?\"previousSibling\":\"nextSibling\"];return i=t(e).offset(),[i.left,i.top]},_hideDatepicker:function(e){var i,n,r,o,a=this._curInst;!a||e&&a!==t.data(e,s)||this._datepickerShowing&&(i=this._get(a,\"showAnim\"),n=this._get(a,\"duration\"),r=function(){t.datepicker._tidyDialog(a)},t.effects&&(t.effects.effect[i]||t.effects[i])?a.dpDiv.hide(i,t.datepicker._get(a,\"showOptions\"),n,r):a.dpDiv[\"slideDown\"===i?\"slideUp\":\"fadeIn\"===i?\"fadeOut\":\"hide\"](i?n:null,r),i||r(),this._datepickerShowing=!1,o=this._get(a,\"onClose\"),o&&o.apply(a.input?a.input[0]:null,[a.input?a.input.val():\"\",a]),this._lastInput=null,this._inDialog&&(this._dialogInput.css({position:\"absolute\",left:\"0\",top:\"-100px\"}),t.blockUI&&(t.unblockUI(),t(\"body\").append(this.dpDiv))),this._inDialog=!1)},_tidyDialog:function(t){t.dpDiv.removeClass(this._dialogClass).unbind(\".ui-datepicker-calendar\")},_checkExternalClick:function(e){if(t.datepicker._curInst){var i=t(e.target),n=t.datepicker._getInst(i[0]);(i[0].id!==t.datepicker._mainDivId&&0===i.parents(\"#\"+t.datepicker._mainDivId).length&&!i.hasClass(t.datepicker.markerClassName)&&!i.closest(\".\"+t.datepicker._triggerClass).length&&t.datepicker._datepickerShowing&&(!t.datepicker._inDialog||!t.blockUI)||i.hasClass(t.datepicker.markerClassName)&&t.datepicker._curInst!==n)&&t.datepicker._hideDatepicker()}},_adjustDate:function(e,i,n){var r=t(e),o=this._getInst(r[0]);this._isDisabledDatepicker(r[0])||(this._adjustInstDate(o,i+(\"M\"===n?this._get(o,\"showCurrentAtPos\"):0),n),this._updateDatepicker(o))},_gotoToday:function(e){var i,n=t(e),r=this._getInst(n[0]);this._get(r,\"gotoCurrent\")&&r.currentDay?(r.selectedDay=r.currentDay,r.drawMonth=r.selectedMonth=r.currentMonth,r.drawYear=r.selectedYear=r.currentYear):(i=new Date,r.selectedDay=i.getDate(),r.drawMonth=r.selectedMonth=i.getMonth(),r.drawYear=r.selectedYear=i.getFullYear()),this._notifyChange(r),this._adjustDate(n)},_selectMonthYear:function(e,i,n){var r=t(e),o=this._getInst(r[0]);o[\"selected\"+(\"M\"===n?\"Month\":\"Year\")]=o[\"draw\"+(\"M\"===n?\"Month\":\"Year\")]=parseInt(i.options[i.selectedIndex].value,10),this._notifyChange(o),this._adjustDate(r)},_selectDay:function(e,i,n,r){var o,s=t(e);t(r).hasClass(this._unselectableClass)||this._isDisabledDatepicker(s[0])||(o=this._getInst(s[0]),o.selectedDay=o.currentDay=t(\"a\",r).html(),o.selectedMonth=o.currentMonth=i,o.selectedYear=o.currentYear=n,this._selectDate(e,this._formatDate(o,o.currentDay,o.currentMonth,o.currentYear)))},_clearDate:function(e){var i=t(e);this._selectDate(i,\"\")},_selectDate:function(e,i){var n,r=t(e),o=this._getInst(r[0]);i=null!=i?i:this._formatDate(o),o.input&&o.input.val(i),this._updateAlternate(o),n=this._get(o,\"onSelect\"),n?n.apply(o.input?o.input[0]:null,[i,o]):o.input&&o.input.trigger(\"change\"),o.inline?this._updateDatepicker(o):(this._hideDatepicker(),this._lastInput=o.input[0],\"object\"!=typeof o.input[0]&&o.input.focus(),\n",
+       "                this._lastInput=null)},_updateAlternate:function(e){var i,n,r,o=this._get(e,\"altField\");o&&(i=this._get(e,\"altFormat\")||this._get(e,\"dateFormat\"),n=this._getDate(e),r=this.formatDate(i,n,this._getFormatConfig(e)),t(o).each(function(){t(this).val(r)}))},noWeekends:function(t){var e=t.getDay();return[e>0&&6>e,\"\"]},iso8601Week:function(t){var e,i=new Date(t.getTime());return i.setDate(i.getDate()+4-(i.getDay()||7)),e=i.getTime(),i.setMonth(0),i.setDate(1),Math.floor(Math.round((e-i)/864e5)/7)+1},parseDate:function(e,i,n){if(null==e||null==i)throw\"Invalid arguments\";if(i=\"object\"==typeof i?i.toString():i+\"\",\"\"===i)return null;var r,o,s,a,l=0,u=(n?n.shortYearCutoff:null)||this._defaults.shortYearCutoff,c=\"string\"!=typeof u?u:(new Date).getFullYear()%100+parseInt(u,10),h=(n?n.dayNamesShort:null)||this._defaults.dayNamesShort,p=(n?n.dayNames:null)||this._defaults.dayNames,d=(n?n.monthNamesShort:null)||this._defaults.monthNamesShort,f=(n?n.monthNames:null)||this._defaults.monthNames,g=-1,m=-1,_=-1,v=-1,y=!1,b=function(t){var i=r+1<e.length&&e.charAt(r+1)===t;return i&&r++,i},w=function(t){var e=b(t),n=\"@\"===t?14:\"!\"===t?20:\"y\"===t&&e?4:\"o\"===t?3:2,r=new RegExp(\"^\\\\d{1,\"+n+\"}\"),o=i.substring(l).match(r);if(!o)throw\"Missing number at position \"+l;return l+=o[0].length,parseInt(o[0],10)},x=function(e,n,r){var o=-1,s=t.map(b(e)?r:n,function(t,e){return[[e,t]]}).sort(function(t,e){return-(t[1].length-e[1].length)});if(t.each(s,function(t,e){var n=e[1];return i.substr(l,n.length).toLowerCase()===n.toLowerCase()?(o=e[0],l+=n.length,!1):void 0}),-1!==o)return o+1;throw\"Unknown name at position \"+l},k=function(){if(i.charAt(l)!==e.charAt(r))throw\"Unexpected literal at position \"+l;l++};for(r=0;r<e.length;r++)if(y)\"'\"!==e.charAt(r)||b(\"'\")?k():y=!1;else switch(e.charAt(r)){case\"d\":_=w(\"d\");break;case\"D\":x(\"D\",h,p);break;case\"o\":v=w(\"o\");break;case\"m\":m=w(\"m\");break;case\"M\":m=x(\"M\",d,f);break;case\"y\":g=w(\"y\");break;case\"@\":a=new Date(w(\"@\")),g=a.getFullYear(),m=a.getMonth()+1,_=a.getDate();break;case\"!\":a=new Date((w(\"!\")-this._ticksTo1970)/1e4),g=a.getFullYear(),m=a.getMonth()+1,_=a.getDate();break;case\"'\":b(\"'\")?k():y=!0;break;default:k()}if(l<i.length&&(s=i.substr(l),!/^\\s+/.test(s)))throw\"Extra/unparsed characters found in date: \"+s;if(-1===g?g=(new Date).getFullYear():100>g&&(g+=(new Date).getFullYear()-(new Date).getFullYear()%100+(c>=g?0:-100)),v>-1)for(m=1,_=v;;){if(o=this._getDaysInMonth(g,m-1),o>=_)break;m++,_-=o}if(a=this._daylightSavingAdjust(new Date(g,m-1,_)),a.getFullYear()!==g||a.getMonth()+1!==m||a.getDate()!==_)throw\"Invalid date\";return a},ATOM:\"yy-mm-dd\",COOKIE:\"D, dd M yy\",ISO_8601:\"yy-mm-dd\",RFC_822:\"D, d M y\",RFC_850:\"DD, dd-M-y\",RFC_1036:\"D, d M y\",RFC_1123:\"D, d M yy\",RFC_2822:\"D, d M yy\",RSS:\"D, d M y\",TICKS:\"!\",TIMESTAMP:\"@\",W3C:\"yy-mm-dd\",_ticksTo1970:24*(718685+Math.floor(492.5)-Math.floor(19.7)+Math.floor(4.925))*60*60*1e7,formatDate:function(t,e,i){if(!e)return\"\";var n,r=(i?i.dayNamesShort:null)||this._defaults.dayNamesShort,o=(i?i.dayNames:null)||this._defaults.dayNames,s=(i?i.monthNamesShort:null)||this._defaults.monthNamesShort,a=(i?i.monthNames:null)||this._defaults.monthNames,l=function(e){var i=n+1<t.length&&t.charAt(n+1)===e;return i&&n++,i},u=function(t,e,i){var n=\"\"+e;if(l(t))for(;n.length<i;)n=\"0\"+n;return n},c=function(t,e,i,n){return l(t)?n[e]:i[e]},h=\"\",p=!1;if(e)for(n=0;n<t.length;n++)if(p)\"'\"!==t.charAt(n)||l(\"'\")?h+=t.charAt(n):p=!1;else switch(t.charAt(n)){case\"d\":h+=u(\"d\",e.getDate(),2);break;case\"D\":h+=c(\"D\",e.getDay(),r,o);break;case\"o\":h+=u(\"o\",Math.round((new Date(e.getFullYear(),e.getMonth(),e.getDate()).getTime()-new Date(e.getFullYear(),0,0).getTime())/864e5),3);break;case\"m\":h+=u(\"m\",e.getMonth()+1,2);break;case\"M\":h+=c(\"M\",e.getMonth(),s,a);break;case\"y\":h+=l(\"y\")?e.getFullYear():(e.getYear()%100<10?\"0\":\"\")+e.getYear()%100;break;case\"@\":h+=e.getTime();break;case\"!\":h+=1e4*e.getTime()+this._ticksTo1970;break;case\"'\":l(\"'\")?h+=\"'\":p=!0;break;default:h+=t.charAt(n)}return h},_possibleChars:function(t){var e,i=\"\",n=!1,r=function(i){var n=e+1<t.length&&t.charAt(e+1)===i;return n&&e++,n};for(e=0;e<t.length;e++)if(n)\"'\"!==t.charAt(e)||r(\"'\")?i+=t.charAt(e):n=!1;else switch(t.charAt(e)){case\"d\":case\"m\":case\"y\":case\"@\":i+=\"0123456789\";break;case\"D\":case\"M\":return null;case\"'\":r(\"'\")?i+=\"'\":n=!0;break;default:i+=t.charAt(e)}return i},_get:function(t,i){return t.settings[i]!==e?t.settings[i]:this._defaults[i]},_setDateFromField:function(t,e){if(t.input.val()!==t.lastVal){var i=this._get(t,\"dateFormat\"),n=t.lastVal=t.input?t.input.val():null,r=this._getDefaultDate(t),o=r,s=this._getFormatConfig(t);try{o=this.parseDate(i,n,s)||r}catch(a){n=e?\"\":n}t.selectedDay=o.getDate(),t.drawMonth=t.selectedMonth=o.getMonth(),t.drawYear=t.selectedYear=o.getFullYear(),t.currentDay=n?o.getDate():0,t.currentMonth=n?o.getMonth():0,t.currentYear=n?o.getFullYear():0,this._adjustInstDate(t)}},_getDefaultDate:function(t){return this._restrictMinMax(t,this._determineDate(t,this._get(t,\"defaultDate\"),new Date))},_determineDate:function(e,i,n){var r=function(t){var e=new Date;return e.setDate(e.getDate()+t),e},o=function(i){try{return t.datepicker.parseDate(t.datepicker._get(e,\"dateFormat\"),i,t.datepicker._getFormatConfig(e))}catch(n){}for(var r=(i.toLowerCase().match(/^c/)?t.datepicker._getDate(e):null)||new Date,o=r.getFullYear(),s=r.getMonth(),a=r.getDate(),l=/([+\\-]?[0-9]+)\\s*(d|D|w|W|m|M|y|Y)?/g,u=l.exec(i);u;){switch(u[2]||\"d\"){case\"d\":case\"D\":a+=parseInt(u[1],10);break;case\"w\":case\"W\":a+=7*parseInt(u[1],10);break;case\"m\":case\"M\":s+=parseInt(u[1],10),a=Math.min(a,t.datepicker._getDaysInMonth(o,s));break;case\"y\":case\"Y\":o+=parseInt(u[1],10),a=Math.min(a,t.datepicker._getDaysInMonth(o,s))}u=l.exec(i)}return new Date(o,s,a)},s=null==i||\"\"===i?n:\"string\"==typeof i?o(i):\"number\"==typeof i?isNaN(i)?n:r(i):new Date(i.getTime());return s=s&&\"Invalid Date\"===s.toString()?n:s,s&&(s.setHours(0),s.setMinutes(0),s.setSeconds(0),s.setMilliseconds(0)),this._daylightSavingAdjust(s)},_daylightSavingAdjust:function(t){return t?(t.setHours(t.getHours()>12?t.getHours()+2:0),t):null},_setDate:function(t,e,i){var n=!e,r=t.selectedMonth,o=t.selectedYear,s=this._restrictMinMax(t,this._determineDate(t,e,new Date));t.selectedDay=t.currentDay=s.getDate(),t.drawMonth=t.selectedMonth=t.currentMonth=s.getMonth(),t.drawYear=t.selectedYear=t.currentYear=s.getFullYear(),r===t.selectedMonth&&o===t.selectedYear||i||this._notifyChange(t),this._adjustInstDate(t),t.input&&t.input.val(n?\"\":this._formatDate(t))},_getDate:function(t){var e=!t.currentYear||t.input&&\"\"===t.input.val()?null:this._daylightSavingAdjust(new Date(t.currentYear,t.currentMonth,t.currentDay));return e},_attachHandlers:function(e){var i=this._get(e,\"stepMonths\"),n=\"#\"+e.id.replace(/\\\\\\\\/g,\"\\\\\");e.dpDiv.find(\"[data-handler]\").map(function(){var e={prev:function(){t.datepicker._adjustDate(n,-i,\"M\")},next:function(){t.datepicker._adjustDate(n,+i,\"M\")},hide:function(){t.datepicker._hideDatepicker()},today:function(){t.datepicker._gotoToday(n)},selectDay:function(){return t.datepicker._selectDay(n,+this.getAttribute(\"data-month\"),+this.getAttribute(\"data-year\"),this),!1},selectMonth:function(){return t.datepicker._selectMonthYear(n,this,\"M\"),!1},selectYear:function(){return t.datepicker._selectMonthYear(n,this,\"Y\"),!1}};t(this).bind(this.getAttribute(\"data-event\"),e[this.getAttribute(\"data-handler\")])})},_generateHTML:function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E,R,N,z,O,j,F,H,L=new Date,W=this._daylightSavingAdjust(new Date(L.getFullYear(),L.getMonth(),L.getDate())),B=this._get(t,\"isRTL\"),Y=this._get(t,\"showButtonPanel\"),$=this._get(t,\"hideIfNoPrevNext\"),V=this._get(t,\"navigationAsDateFormat\"),U=this._getNumberOfMonths(t),q=this._get(t,\"showCurrentAtPos\"),G=this._get(t,\"stepMonths\"),X=1!==U[0]||1!==U[1],Z=this._daylightSavingAdjust(t.currentDay?new Date(t.currentYear,t.currentMonth,t.currentDay):new Date(9999,9,9)),J=this._getMinMaxDate(t,\"min\"),K=this._getMinMaxDate(t,\"max\"),Q=t.drawMonth-q,tt=t.drawYear;if(0>Q&&(Q+=12,tt--),K)for(e=this._daylightSavingAdjust(new Date(K.getFullYear(),K.getMonth()-U[0]*U[1]+1,K.getDate())),e=J&&J>e?J:e;this._daylightSavingAdjust(new Date(tt,Q,1))>e;)Q--,0>Q&&(Q=11,tt--);for(t.drawMonth=Q,t.drawYear=tt,i=this._get(t,\"prevText\"),i=V?this.formatDate(i,this._daylightSavingAdjust(new Date(tt,Q-G,1)),this._getFormatConfig(t)):i,n=this._canAdjustMonth(t,-1,tt,Q)?\"<a class='ui-datepicker-prev ui-corner-all' data-handler='prev' data-event='click' title='\"+i+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"e\":\"w\")+\"'>\"+i+\"</span></a>\":$?\"\":\"<a class='ui-datepicker-prev ui-corner-all ui-state-disabled' title='\"+i+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"e\":\"w\")+\"'>\"+i+\"</span></a>\",r=this._get(t,\"nextText\"),r=V?this.formatDate(r,this._daylightSavingAdjust(new Date(tt,Q+G,1)),this._getFormatConfig(t)):r,o=this._canAdjustMonth(t,1,tt,Q)?\"<a class='ui-datepicker-next ui-corner-all' data-handler='next' data-event='click' title='\"+r+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"w\":\"e\")+\"'>\"+r+\"</span></a>\":$?\"\":\"<a class='ui-datepicker-next ui-corner-all ui-state-disabled' title='\"+r+\"'><span class='ui-icon ui-icon-circle-triangle-\"+(B?\"w\":\"e\")+\"'>\"+r+\"</span></a>\",s=this._get(t,\"currentText\"),a=this._get(t,\"gotoCurrent\")&&t.currentDay?Z:W,s=V?this.formatDate(s,a,this._getFormatConfig(t)):s,l=t.inline?\"\":\"<button type='button' class='ui-datepicker-close ui-state-default ui-priority-primary ui-corner-all' data-handler='hide' data-event='click'>\"+this._get(t,\"closeText\")+\"</button>\",u=Y?\"<div class='ui-datepicker-buttonpane ui-widget-content'>\"+(B?l:\"\")+(this._isInRange(t,a)?\"<button type='button' class='ui-datepicker-current ui-state-default ui-priority-secondary ui-corner-all' data-handler='today' data-event='click'>\"+s+\"</button>\":\"\")+(B?\"\":l)+\"</div>\":\"\",c=parseInt(this._get(t,\"firstDay\"),10),c=isNaN(c)?0:c,h=this._get(t,\"showWeek\"),p=this._get(t,\"dayNames\"),d=this._get(t,\"dayNamesMin\"),f=this._get(t,\"monthNames\"),g=this._get(t,\"monthNamesShort\"),m=this._get(t,\"beforeShowDay\"),_=this._get(t,\"showOtherMonths\"),v=this._get(t,\"selectOtherMonths\"),y=this._getDefaultDate(t),b=\"\",x=0;x<U[0];x++){for(k=\"\",this.maxRows=4,C=0;C<U[1];C++){if(M=this._daylightSavingAdjust(new Date(tt,Q,t.selectedDay)),D=\" ui-corner-all\",T=\"\",X){if(T+=\"<div class='ui-datepicker-group\",U[1]>1)switch(C){case 0:T+=\" ui-datepicker-group-first\",D=\" ui-corner-\"+(B?\"right\":\"left\");break;case U[1]-1:T+=\" ui-datepicker-group-last\",D=\" ui-corner-\"+(B?\"left\":\"right\");break;default:T+=\" ui-datepicker-group-middle\",D=\"\"}T+=\"'>\"}for(T+=\"<div class='ui-datepicker-header ui-widget-header ui-helper-clearfix\"+D+\"'>\"+(/all|left/.test(D)&&0===x?B?o:n:\"\")+(/all|right/.test(D)&&0===x?B?n:o:\"\")+this._generateMonthYearHeader(t,Q,tt,J,K,x>0||C>0,f,g)+\"</div><table class='ui-datepicker-calendar'><thead><tr>\",S=h?\"<th class='ui-datepicker-week-col'>\"+this._get(t,\"weekHeader\")+\"</th>\":\"\",w=0;7>w;w++)A=(w+c)%7,S+=\"<th\"+((w+c+6)%7>=5?\" class='ui-datepicker-week-end'\":\"\")+\"><span title='\"+p[A]+\"'>\"+d[A]+\"</span></th>\";for(T+=S+\"</tr></thead><tbody>\",P=this._getDaysInMonth(tt,Q),tt===t.selectedYear&&Q===t.selectedMonth&&(t.selectedDay=Math.min(t.selectedDay,P)),I=(this._getFirstDayOfMonth(tt,Q)-c+7)%7,E=Math.ceil((I+P)/7),R=X&&this.maxRows>E?this.maxRows:E,this.maxRows=R,N=this._daylightSavingAdjust(new Date(tt,Q,1-I)),z=0;R>z;z++){for(T+=\"<tr>\",O=h?\"<td class='ui-datepicker-week-col'>\"+this._get(t,\"calculateWeek\")(N)+\"</td>\":\"\",w=0;7>w;w++)j=m?m.apply(t.input?t.input[0]:null,[N]):[!0,\"\"],F=N.getMonth()!==Q,H=F&&!v||!j[0]||J&&J>N||K&&N>K,O+=\"<td class='\"+((w+c+6)%7>=5?\" ui-datepicker-week-end\":\"\")+(F?\" ui-datepicker-other-month\":\"\")+(N.getTime()===M.getTime()&&Q===t.selectedMonth&&t._keyEvent||y.getTime()===N.getTime()&&y.getTime()===M.getTime()?\" \"+this._dayOverClass:\"\")+(H?\" \"+this._unselectableClass+\" ui-state-disabled\":\"\")+(F&&!_?\"\":\" \"+j[1]+(N.getTime()===Z.getTime()?\" \"+this._currentClass:\"\")+(N.getTime()===W.getTime()?\" ui-datepicker-today\":\"\"))+\"'\"+(F&&!_||!j[2]?\"\":\" title='\"+j[2].replace(/'/g,\"&#39;\")+\"'\")+(H?\"\":\" data-handler='selectDay' data-event='click' data-month='\"+N.getMonth()+\"' data-year='\"+N.getFullYear()+\"'\")+\">\"+(F&&!_?\"&#xa0;\":H?\"<span class='ui-state-default'>\"+N.getDate()+\"</span>\":\"<a class='ui-state-default\"+(N.getTime()===W.getTime()?\" ui-state-highlight\":\"\")+(N.getTime()===Z.getTime()?\" ui-state-active\":\"\")+(F?\" ui-priority-secondary\":\"\")+\"' href='#'>\"+N.getDate()+\"</a>\")+\"</td>\",N.setDate(N.getDate()+1),N=this._daylightSavingAdjust(N);T+=O+\"</tr>\"}Q++,Q>11&&(Q=0,tt++),T+=\"</tbody></table>\"+(X?\"</div>\"+(U[0]>0&&C===U[1]-1?\"<div class='ui-datepicker-row-break'></div>\":\"\"):\"\"),k+=T}b+=k}return b+=u,t._keyEvent=!1,b},_generateMonthYearHeader:function(t,e,i,n,r,o,s,a){var l,u,c,h,p,d,f,g,m=this._get(t,\"changeMonth\"),_=this._get(t,\"changeYear\"),v=this._get(t,\"showMonthAfterYear\"),y=\"<div class='ui-datepicker-title'>\",b=\"\";if(o||!m)b+=\"<span class='ui-datepicker-month'>\"+s[e]+\"</span>\";else{for(l=n&&n.getFullYear()===i,u=r&&r.getFullYear()===i,b+=\"<select class='ui-datepicker-month' data-handler='selectMonth' data-event='change'>\",c=0;12>c;c++)(!l||c>=n.getMonth())&&(!u||c<=r.getMonth())&&(b+=\"<option value='\"+c+\"'\"+(c===e?\" selected='selected'\":\"\")+\">\"+a[c]+\"</option>\");b+=\"</select>\"}if(v||(y+=b+(!o&&m&&_?\"\":\"&#xa0;\")),!t.yearshtml)if(t.yearshtml=\"\",o||!_)y+=\"<span class='ui-datepicker-year'>\"+i+\"</span>\";else{for(h=this._get(t,\"yearRange\").split(\":\"),p=(new Date).getFullYear(),d=function(t){var e=t.match(/c[+\\-].*/)?i+parseInt(t.substring(1),10):t.match(/[+\\-].*/)?p+parseInt(t,10):parseInt(t,10);return isNaN(e)?p:e},f=d(h[0]),g=Math.max(f,d(h[1]||\"\")),f=n?Math.max(f,n.getFullYear()):f,g=r?Math.min(g,r.getFullYear()):g,t.yearshtml+=\"<select class='ui-datepicker-year' data-handler='selectYear' data-event='change'>\";g>=f;f++)t.yearshtml+=\"<option value='\"+f+\"'\"+(f===i?\" selected='selected'\":\"\")+\">\"+f+\"</option>\";t.yearshtml+=\"</select>\",y+=t.yearshtml,t.yearshtml=null}return y+=this._get(t,\"yearSuffix\"),v&&(y+=(!o&&m&&_?\"\":\"&#xa0;\")+b),y+=\"</div>\"},_adjustInstDate:function(t,e,i){var n=t.drawYear+(\"Y\"===i?e:0),r=t.drawMonth+(\"M\"===i?e:0),o=Math.min(t.selectedDay,this._getDaysInMonth(n,r))+(\"D\"===i?e:0),s=this._restrictMinMax(t,this._daylightSavingAdjust(new Date(n,r,o)));t.selectedDay=s.getDate(),t.drawMonth=t.selectedMonth=s.getMonth(),t.drawYear=t.selectedYear=s.getFullYear(),(\"M\"===i||\"Y\"===i)&&this._notifyChange(t)},_restrictMinMax:function(t,e){var i=this._getMinMaxDate(t,\"min\"),n=this._getMinMaxDate(t,\"max\"),r=i&&i>e?i:e;return n&&r>n?n:r},_notifyChange:function(t){var e=this._get(t,\"onChangeMonthYear\");e&&e.apply(t.input?t.input[0]:null,[t.selectedYear,t.selectedMonth+1,t])},_getNumberOfMonths:function(t){var e=this._get(t,\"numberOfMonths\");return null==e?[1,1]:\"number\"==typeof e?[1,e]:e},_getMinMaxDate:function(t,e){return this._determineDate(t,this._get(t,e+\"Date\"),null)},_getDaysInMonth:function(t,e){return 32-this._daylightSavingAdjust(new Date(t,e,32)).getDate()},_getFirstDayOfMonth:function(t,e){return new Date(t,e,1).getDay()},_canAdjustMonth:function(t,e,i,n){var r=this._getNumberOfMonths(t),o=this._daylightSavingAdjust(new Date(i,n+(0>e?e:r[0]*r[1]),1));return 0>e&&o.setDate(this._getDaysInMonth(o.getFullYear(),o.getMonth())),this._isInRange(t,o)},_isInRange:function(t,e){var i,n,r=this._getMinMaxDate(t,\"min\"),o=this._getMinMaxDate(t,\"max\"),s=null,a=null,l=this._get(t,\"yearRange\");return l&&(i=l.split(\":\"),n=(new Date).getFullYear(),s=parseInt(i[0],10),a=parseInt(i[1],10),i[0].match(/[+\\-].*/)&&(s+=n),i[1].match(/[+\\-].*/)&&(a+=n)),(!r||e.getTime()>=r.getTime())&&(!o||e.getTime()<=o.getTime())&&(!s||e.getFullYear()>=s)&&(!a||e.getFullYear()<=a)},_getFormatConfig:function(t){var e=this._get(t,\"shortYearCutoff\");return e=\"string\"!=typeof e?e:(new Date).getFullYear()%100+parseInt(e,10),{shortYearCutoff:e,dayNamesShort:this._get(t,\"dayNamesShort\"),dayNames:this._get(t,\"dayNames\"),monthNamesShort:this._get(t,\"monthNamesShort\"),monthNames:this._get(t,\"monthNames\")}},_formatDate:function(t,e,i,n){e||(t.currentDay=t.selectedDay,t.currentMonth=t.selectedMonth,t.currentYear=t.selectedYear);var r=e?\"object\"==typeof e?e:this._daylightSavingAdjust(new Date(n,i,e)):this._daylightSavingAdjust(new Date(t.currentYear,t.currentMonth,t.currentDay));return this.formatDate(this._get(t,\"dateFormat\"),r,this._getFormatConfig(t))}}),t.fn.datepicker=function(e){if(!this.length)return this;t.datepicker.initialized||(t(document).mousedown(t.datepicker._checkExternalClick),t.datepicker.initialized=!0),0===t(\"#\"+t.datepicker._mainDivId).length&&t(\"body\").append(t.datepicker.dpDiv);var i=Array.prototype.slice.call(arguments,1);return\"string\"!=typeof e||\"isDisabled\"!==e&&\"getDate\"!==e&&\"widget\"!==e?\"option\"===e&&2===arguments.length&&\"string\"==typeof arguments[1]?t.datepicker[\"_\"+e+\"Datepicker\"].apply(t.datepicker,[this[0]].concat(i)):this.each(function(){\"string\"==typeof e?t.datepicker[\"_\"+e+\"Datepicker\"].apply(t.datepicker,[this].concat(i)):t.datepicker._attachDatepicker(this,e)}):t.datepicker[\"_\"+e+\"Datepicker\"].apply(t.datepicker,[this[0]].concat(i))},t.datepicker=new i,t.datepicker.initialized=!1,t.datepicker.uuid=(new Date).getTime(),t.datepicker.version=\"1.10.3\"}(n),function(t,e){var i={buttons:!0,height:!0,maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0,width:!0},n={maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0};t.widget(\"ui.dialog\",{version:\"1.10.3\",options:{appendTo:\"body\",autoOpen:!0,buttons:[],closeOnEscape:!0,closeText:\"close\",dialogClass:\"\",draggable:!0,hide:null,height:\"auto\",maxHeight:null,maxWidth:null,minHeight:150,minWidth:150,modal:!1,position:{my:\"center\",at:\"center\",of:window,collision:\"fit\",using:function(e){var i=t(this).css(e).offset().top;0>i&&t(this).css(\"top\",e.top-i)}},resizable:!0,show:null,title:null,width:300,beforeClose:null,close:null,drag:null,dragStart:null,dragStop:null,focus:null,open:null,resize:null,resizeStart:null,resizeStop:null},_create:function(){this.originalCss={display:this.element[0].style.display,width:this.element[0].style.width,minHeight:this.element[0].style.minHeight,maxHeight:this.element[0].style.maxHeight,height:this.element[0].style.height},this.originalPosition={parent:this.element.parent(),index:this.element.parent().children().index(this.element)},this.originalTitle=this.element.attr(\"title\"),this.options.title=this.options.title||this.originalTitle,this._createWrapper(),this.element.show().removeAttr(\"title\").addClass(\"ui-dialog-content ui-widget-content\").appendTo(this.uiDialog),this._createTitlebar(),this._createButtonPane(),this.options.draggable&&t.fn.draggable&&this._makeDraggable(),this.options.resizable&&t.fn.resizable&&this._makeResizable(),this._isOpen=!1},_init:function(){this.options.autoOpen&&this.open()},_appendTo:function(){var e=this.options.appendTo;return e&&(e.jquery||e.nodeType)?t(e):this.document.find(e||\"body\").eq(0)},_destroy:function(){var t,e=this.originalPosition;this._destroyOverlay(),this.element.removeUniqueId().removeClass(\"ui-dialog-content ui-widget-content\").css(this.originalCss).detach(),this.uiDialog.stop(!0,!0).remove(),this.originalTitle&&this.element.attr(\"title\",this.originalTitle),t=e.parent.children().eq(e.index),t.length&&t[0]!==this.element[0]?t.before(this.element):e.parent.append(this.element)},widget:function(){return this.uiDialog},disable:t.noop,enable:t.noop,close:function(e){var i=this;this._isOpen&&this._trigger(\"beforeClose\",e)!==!1&&(this._isOpen=!1,this._destroyOverlay(),this.opener.filter(\":focusable\").focus().length||t(this.document[0].activeElement).blur(),this._hide(this.uiDialog,this.options.hide,function(){i._trigger(\"close\",e)}))},isOpen:function(){return this._isOpen},moveToTop:function(){this._moveToTop()},_moveToTop:function(t,e){var i=!!this.uiDialog.nextAll(\":visible\").insertBefore(this.uiDialog).length;return i&&!e&&this._trigger(\"focus\",t),i},open:function(){var e=this;return this._isOpen?void(this._moveToTop()&&this._focusTabbable()):(this._isOpen=!0,this.opener=t(this.document[0].activeElement),this._size(),this._position(),this._createOverlay(),this._moveToTop(null,!0),this._show(this.uiDialog,this.options.show,function(){e._focusTabbable(),e._trigger(\"focus\")}),void this._trigger(\"open\"))},_focusTabbable:function(){var t=this.element.find(\"[autofocus]\");t.length||(t=this.element.find(\":tabbable\")),t.length||(t=this.uiDialogButtonPane.find(\":tabbable\")),t.length||(t=this.uiDialogTitlebarClose.filter(\":tabbable\")),t.length||(t=this.uiDialog),t.eq(0).focus()},_keepFocus:function(e){function i(){var e=this.document[0].activeElement,i=this.uiDialog[0]===e||t.contains(this.uiDialog[0],e);i||this._focusTabbable()}e.preventDefault(),i.call(this),this._delay(i)},_createWrapper:function(){this.uiDialog=t(\"<div>\").addClass(\"ui-dialog ui-widget ui-widget-content ui-corner-all ui-front \"+this.options.dialogClass).hide().attr({tabIndex:-1,role:\"dialog\"}).appendTo(this._appendTo()),this._on(this.uiDialog,{keydown:function(e){if(this.options.closeOnEscape&&!e.isDefaultPrevented()&&e.keyCode&&e.keyCode===t.ui.keyCode.ESCAPE)return e.preventDefault(),void this.close(e);if(e.keyCode===t.ui.keyCode.TAB){var i=this.uiDialog.find(\":tabbable\"),n=i.filter(\":first\"),r=i.filter(\":last\");e.target!==r[0]&&e.target!==this.uiDialog[0]||e.shiftKey?e.target!==n[0]&&e.target!==this.uiDialog[0]||!e.shiftKey||(r.focus(1),e.preventDefault()):(n.focus(1),e.preventDefault())}},mousedown:function(t){this._moveToTop(t)&&this._focusTabbable()}}),this.element.find(\"[aria-describedby]\").length||this.uiDialog.attr({\"aria-describedby\":this.element.uniqueId().attr(\"id\")})},_createTitlebar:function(){var e;this.uiDialogTitlebar=t(\"<div>\").addClass(\"ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix\").prependTo(this.uiDialog),this._on(this.uiDialogTitlebar,{mousedown:function(e){t(e.target).closest(\".ui-dialog-titlebar-close\")||this.uiDialog.focus()}}),this.uiDialogTitlebarClose=t(\"<button></button>\").button({label:this.options.closeText,icons:{primary:\"ui-icon-closethick\"},text:!1}).addClass(\"ui-dialog-titlebar-close\").appendTo(this.uiDialogTitlebar),this._on(this.uiDialogTitlebarClose,{click:function(t){t.preventDefault(),this.close(t)}}),e=t(\"<span>\").uniqueId().addClass(\"ui-dialog-title\").prependTo(this.uiDialogTitlebar),this._title(e),this.uiDialog.attr({\"aria-labelledby\":e.attr(\"id\")})},_title:function(t){this.options.title||t.html(\"&#160;\"),t.text(this.options.title)},_createButtonPane:function(){this.uiDialogButtonPane=t(\"<div>\").addClass(\"ui-dialog-buttonpane ui-widget-content ui-helper-clearfix\"),this.uiButtonSet=t(\"<div>\").addClass(\"ui-dialog-buttonset\").appendTo(this.uiDialogButtonPane),this._createButtons()},_createButtons:function(){var e=this,i=this.options.buttons;return this.uiDialogButtonPane.remove(),this.uiButtonSet.empty(),t.isEmptyObject(i)||t.isArray(i)&&!i.length?void this.uiDialog.removeClass(\"ui-dialog-buttons\"):(t.each(i,function(i,n){var r,o;n=t.isFunction(n)?{click:n,text:i}:n,n=t.extend({type:\"button\"},n),r=n.click,n.click=function(){r.apply(e.element[0],arguments)},o={icons:n.icons,text:n.showText},delete n.icons,delete n.showText,t(\"<button></button>\",n).button(o).appendTo(e.uiButtonSet)}),this.uiDialog.addClass(\"ui-dialog-buttons\"),void this.uiDialogButtonPane.appendTo(this.uiDialog))},_makeDraggable:function(){function e(t){return{position:t.position,offset:t.offset}}var i=this,n=this.options;this.uiDialog.draggable({cancel:\".ui-dialog-content, .ui-dialog-titlebar-close\",handle:\".ui-dialog-titlebar\",containment:\"document\",start:function(n,r){t(this).addClass(\"ui-dialog-dragging\"),i._blockFrames(),i._trigger(\"dragStart\",n,e(r))},drag:function(t,n){i._trigger(\"drag\",t,e(n))},stop:function(r,o){n.position=[o.position.left-i.document.scrollLeft(),o.position.top-i.document.scrollTop()],t(this).removeClass(\"ui-dialog-dragging\"),i._unblockFrames(),i._trigger(\"dragStop\",r,e(o))}})},_makeResizable:function(){function e(t){return{originalPosition:t.originalPosition,originalSize:t.originalSize,position:t.position,size:t.size}}var i=this,n=this.options,r=n.resizable,o=this.uiDialog.css(\"position\"),s=\"string\"==typeof r?r:\"n,e,s,w,se,sw,ne,nw\";this.uiDialog.resizable({cancel:\".ui-dialog-content\",containment:\"document\",alsoResize:this.element,maxWidth:n.maxWidth,maxHeight:n.maxHeight,minWidth:n.minWidth,minHeight:this._minHeight(),handles:s,start:function(n,r){t(this).addClass(\"ui-dialog-resizing\"),i._blockFrames(),i._trigger(\"resizeStart\",n,e(r))},resize:function(t,n){i._trigger(\"resize\",t,e(n))},stop:function(r,o){n.height=t(this).height(),n.width=t(this).width(),t(this).removeClass(\"ui-dialog-resizing\"),i._unblockFrames(),i._trigger(\"resizeStop\",r,e(o))}}).css(\"position\",o)},_minHeight:function(){var t=this.options;return\"auto\"===t.height?t.minHeight:Math.min(t.minHeight,t.height)},_position:function(){var t=this.uiDialog.is(\":visible\");t||this.uiDialog.show(),this.uiDialog.position(this.options.position),t||this.uiDialog.hide()},_setOptions:function(e){var r=this,o=!1,s={};t.each(e,function(t,e){r._setOption(t,e),t in i&&(o=!0),t in n&&(s[t]=e)}),o&&(this._size(),this._position()),this.uiDialog.is(\":data(ui-resizable)\")&&this.uiDialog.resizable(\"option\",s)},_setOption:function(t,e){var i,n,r=this.uiDialog;\"dialogClass\"===t&&r.removeClass(this.options.dialogClass).addClass(e),\"disabled\"!==t&&(this._super(t,e),\"appendTo\"===t&&this.uiDialog.appendTo(this._appendTo()),\"buttons\"===t&&this._createButtons(),\"closeText\"===t&&this.uiDialogTitlebarClose.button({label:\"\"+e}),\"draggable\"===t&&(i=r.is(\":data(ui-draggable)\"),i&&!e&&r.draggable(\"destroy\"),!i&&e&&this._makeDraggable()),\"position\"===t&&this._position(),\"resizable\"===t&&(n=r.is(\":data(ui-resizable)\"),n&&!e&&r.resizable(\"destroy\"),n&&\"string\"==typeof e&&r.resizable(\"option\",\"handles\",e),n||e===!1||this._makeResizable()),\"title\"===t&&this._title(this.uiDialogTitlebar.find(\".ui-dialog-title\")))},_size:function(){var 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e,i=this.options.icons.submenu,n=this.element.find(this.options.menus);n.filter(\":not(.ui-menu)\").addClass(\"ui-menu ui-widget ui-widget-content ui-corner-all\").hide().attr({role:this.options.role,\"aria-hidden\":\"true\",\"aria-expanded\":\"false\"}).each(function(){var e=t(this),n=e.prev(\"a\"),r=t(\"<span>\").addClass(\"ui-menu-icon ui-icon \"+i).data(\"ui-menu-submenu-carat\",!0);n.attr(\"aria-haspopup\",\"true\").prepend(r),e.attr(\"aria-labelledby\",n.attr(\"id\"))}),e=n.add(this.element),e.children(\":not(.ui-menu-item):has(a)\").addClass(\"ui-menu-item\").attr(\"role\",\"presentation\").children(\"a\").uniqueId().addClass(\"ui-corner-all\").attr({tabIndex:-1,role:this._itemRole()}),e.children(\":not(.ui-menu-item)\").each(function(){var e=t(this);/[^\\-\\u2014\\u2013\\s]/.test(e.text())||e.addClass(\"ui-widget-content 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i,n;this.blur(t,t&&\"focus\"===t.type),this._scrollIntoView(e),this.active=e.first(),n=this.active.children(\"a\").addClass(\"ui-state-focus\"),this.options.role&&this.element.attr(\"aria-activedescendant\",n.attr(\"id\")),this.active.parent().closest(\".ui-menu-item\").children(\"a:first\").addClass(\"ui-state-active\"),t&&\"keydown\"===t.type?this._close():this.timer=this._delay(function(){this._close()},this.delay),i=e.children(\".ui-menu\"),i.length&&/^mouse/.test(t.type)&&this._startOpening(i),this.activeMenu=e.parent(),this._trigger(\"focus\",t,{item:e})},_scrollIntoView:function(e){var i,n,r,o,s,a;this._hasScroll()&&(i=parseFloat(t.css(this.activeMenu[0],\"borderTopWidth\"))||0,n=parseFloat(t.css(this.activeMenu[0],\"paddingTop\"))||0,r=e.offset().top-this.activeMenu.offset().top-i-n,o=this.activeMenu.scrollTop(),s=this.activeMenu.height(),a=e.height(),0>r?this.activeMenu.scrollTop(o+r):r+a>s&&this.activeMenu.scrollTop(o+r-s+a))},blur:function(t,e){e||clearTimeout(this.timer),this.active&&(this.active.children(\"a\").removeClass(\"ui-state-focus\"),this.active=null,this._trigger(\"blur\",t,{item:this.active}))},_startOpening:function(t){clearTimeout(this.timer),\"true\"===t.attr(\"aria-hidden\")&&(this.timer=this._delay(function(){this._close(),this._open(t)},this.delay))},_open:function(e){var i=t.extend({of:this.active},this.options.position);clearTimeout(this.timer),this.element.find(\".ui-menu\").not(e.parents(\".ui-menu\")).hide().attr(\"aria-hidden\",\"true\"),e.show().removeAttr(\"aria-hidden\").attr(\"aria-expanded\",\"true\").position(i)},collapseAll:function(e,i){clearTimeout(this.timer),this.timer=this._delay(function(){var n=i?this.element:t(e&&e.target).closest(this.element.find(\".ui-menu\"));n.length||(n=this.element),this._close(n),this.blur(e),this.activeMenu=n},this.delay)},_close:function(t){t||(t=this.active?this.active.parent():this.element),t.find(\".ui-menu\").hide().attr(\"aria-hidden\",\"true\").attr(\"aria-expanded\",\"false\").end().find(\"a.ui-state-active\").removeClass(\"ui-state-active\")},collapse:function(t){var e=this.active&&this.active.parent().closest(\".ui-menu-item\",this.element);e&&e.length&&(this._close(),this.focus(t,e))},expand:function(t){var e=this.active&&this.active.children(\".ui-menu 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i=t(this),i.offset().top-n-r<0}),this.focus(e,i)):this.focus(e,this.activeMenu.children(\".ui-menu-item\")[this.active?\"last\":\"first\"]()))):void this.next(e)},previousPage:function(e){var i,n,r;return this.active?void(this.isFirstItem()||(this._hasScroll()?(n=this.active.offset().top,r=this.element.height(),this.active.prevAll(\".ui-menu-item\").each(function(){return i=t(this),i.offset().top-n+r>0}),this.focus(e,i)):this.focus(e,this.activeMenu.children(\".ui-menu-item\").first()))):void this.next(e)},_hasScroll:function(){return this.element.outerHeight()<this.element.prop(\"scrollHeight\")},select:function(e){this.active=this.active||t(e.target).closest(\".ui-menu-item\");var i={item:this.active};this.active.has(\".ui-menu\").length||this.collapseAll(e,!0),this._trigger(\"select\",e,i)}})}(n),function(t,e){function i(t,e,i){return[parseFloat(t[0])*(d.test(t[0])?e/100:1),parseFloat(t[1])*(d.test(t[1])?i/100:1)]}function n(e,i){return parseInt(t.css(e,i),10)||0}function r(e){var i=e[0];return 9===i.nodeType?{width:e.width(),height:e.height(),offset:{top:0,left:0}}:t.isWindow(i)?{width:e.width(),height:e.height(),offset:{top:e.scrollTop(),left:e.scrollLeft()}}:i.preventDefault?{width:0,height:0,offset:{top:i.pageY,left:i.pageX}}:{width:e.outerWidth(),height:e.outerHeight(),offset:e.offset()}}t.ui=t.ui||{};var o,s=Math.max,a=Math.abs,l=Math.round,u=/left|center|right/,c=/top|center|bottom/,h=/[\\+\\-]\\d+(\\.[\\d]+)?%?/,p=/^\\w+/,d=/%$/,f=t.fn.position;t.position={scrollbarWidth:function(){if(o!==e)return o;var i,n,r=t(\"<div style='display:block;width:50px;height:50px;overflow:hidden;'><div style='height:100px;width:auto;'></div></div>\"),s=r.children()[0];return t(\"body\").append(r),i=s.offsetWidth,r.css(\"overflow\",\"scroll\"),n=s.offsetWidth,i===n&&(n=r[0].clientWidth),r.remove(),o=i-n},getScrollInfo:function(e){var i=e.isWindow?\"\":e.element.css(\"overflow-x\"),n=e.isWindow?\"\":e.element.css(\"overflow-y\"),r=\"scroll\"===i||\"auto\"===i&&e.width<e.element[0].scrollWidth,o=\"scroll\"===n||\"auto\"===n&&e.height<e.element[0].scrollHeight;return{width:o?t.position.scrollbarWidth():0,height:r?t.position.scrollbarWidth():0}},getWithinInfo:function(e){var i=t(e||window),n=t.isWindow(i[0]);return{element:i,isWindow:n,offset:i.offset()||{left:0,top:0},scrollLeft:i.scrollLeft(),scrollTop:i.scrollTop(),width:n?i.width():i.outerWidth(),height:n?i.height():i.outerHeight()}}},t.fn.position=function(e){if(!e||!e.of)return f.apply(this,arguments);e=t.extend({},e);var o,d,g,m,_,v,y=t(e.of),b=t.position.getWithinInfo(e.within),w=t.position.getScrollInfo(b),x=(e.collision||\"flip\").split(\" \"),k={};return v=r(y),y[0].preventDefault&&(e.at=\"left top\"),d=v.width,g=v.height,m=v.offset,_=t.extend({},m),t.each([\"my\",\"at\"],function(){var t,i,n=(e[this]||\"\").split(\" \");1===n.length&&(n=u.test(n[0])?n.concat([\"center\"]):c.test(n[0])?[\"center\"].concat(n):[\"center\",\"center\"]),n[0]=u.test(n[0])?n[0]:\"center\",n[1]=c.test(n[1])?n[1]:\"center\",t=h.exec(n[0]),i=h.exec(n[1]),k[this]=[t?t[0]:0,i?i[0]:0],e[this]=[p.exec(n[0])[0],p.exec(n[1])[0]]}),1===x.length&&(x[1]=x[0]),\"right\"===e.at[0]?_.left+=d:\"center\"===e.at[0]&&(_.left+=d/2),\"bottom\"===e.at[1]?_.top+=g:\"center\"===e.at[1]&&(_.top+=g/2),o=i(k.at,d,g),_.left+=o[0],_.top+=o[1],this.each(function(){var r,u,c=t(this),h=c.outerWidth(),p=c.outerHeight(),f=n(this,\"marginLeft\"),v=n(this,\"marginTop\"),C=h+f+n(this,\"marginRight\")+w.width,M=p+v+n(this,\"marginBottom\")+w.height,D=t.extend({},_),T=i(k.my,c.outerWidth(),c.outerHeight());\"right\"===e.my[0]?D.left-=h:\"center\"===e.my[0]&&(D.left-=h/2),\"bottom\"===e.my[1]?D.top-=p:\"center\"===e.my[1]&&(D.top-=p/2),D.left+=T[0],D.top+=T[1],t.support.offsetFractions||(D.left=l(D.left),D.top=l(D.top)),r={marginLeft:f,marginTop:v},t.each([\"left\",\"top\"],function(i,n){t.ui.position[x[i]]&&t.ui.position[x[i]][n](D,{targetWidth:d,targetHeight:g,elemWidth:h,elemHeight:p,collisionPosition:r,collisionWidth:C,collisionHeight:M,offset:[o[0]+T[0],o[1]+T[1]],my:e.my,at:e.at,within:b,elem:c})}),e.using&&(u=function(t){var i=m.left-D.left,n=i+d-h,r=m.top-D.top,o=r+g-p,l={target:{element:y,left:m.left,top:m.top,width:d,height:g},element:{element:c,left:D.left,top:D.top,width:h,height:p},horizontal:0>n?\"left\":i>0?\"right\":\"center\",vertical:0>o?\"top\":r>0?\"bottom\":\"middle\"};h>d&&a(i+n)<d&&(l.horizontal=\"center\"),p>g&&a(r+o)<g&&(l.vertical=\"middle\"),s(a(i),a(n))>s(a(r),a(o))?l.important=\"horizontal\":l.important=\"vertical\",e.using.call(this,t,l)}),c.offset(t.extend(D,{using:u}))})},t.ui.position={fit:{left:function(t,e){var i,n=e.within,r=n.isWindow?n.scrollLeft:n.offset.left,o=n.width,a=t.left-e.collisionPosition.marginLeft,l=r-a,u=a+e.collisionWidth-o-r;e.collisionWidth>o?l>0&&0>=u?(i=t.left+l+e.collisionWidth-o-r,t.left+=l-i):u>0&&0>=l?t.left=r:l>u?t.left=r+o-e.collisionWidth:t.left=r:l>0?t.left+=l:u>0?t.left-=u:t.left=s(t.left-a,t.left)},top:function(t,e){var i,n=e.within,r=n.isWindow?n.scrollTop:n.offset.top,o=e.within.height,a=t.top-e.collisionPosition.marginTop,l=r-a,u=a+e.collisionHeight-o-r;e.collisionHeight>o?l>0&&0>=u?(i=t.top+l+e.collisionHeight-o-r,t.top+=l-i):u>0&&0>=l?t.top=r:l>u?t.top=r+o-e.collisionHeight:t.top=r:l>0?t.top+=l:u>0?t.top-=u:t.top=s(t.top-a,t.top)}},flip:{left:function(t,e){var i,n,r=e.within,o=r.offset.left+r.scrollLeft,s=r.width,l=r.isWindow?r.scrollLeft:r.offset.left,u=t.left-e.collisionPosition.marginLeft,c=u-l,h=u+e.collisionWidth-s-l,p=\"left\"===e.my[0]?-e.elemWidth:\"right\"===e.my[0]?e.elemWidth:0,d=\"left\"===e.at[0]?e.targetWidth:\"right\"===e.at[0]?-e.targetWidth:0,f=-2*e.offset[0];0>c?(i=t.left+p+d+f+e.collisionWidth-s-o,(0>i||i<a(c))&&(t.left+=p+d+f)):h>0&&(n=t.left-e.collisionPosition.marginLeft+p+d+f-l,(n>0||a(n)<h)&&(t.left+=p+d+f))},top:function(t,e){var i,n,r=e.within,o=r.offset.top+r.scrollTop,s=r.height,l=r.isWindow?r.scrollTop:r.offset.top,u=t.top-e.collisionPosition.marginTop,c=u-l,h=u+e.collisionHeight-s-l,p=\"top\"===e.my[1],d=p?-e.elemHeight:\"bottom\"===e.my[1]?e.elemHeight:0,f=\"top\"===e.at[1]?e.targetHeight:\"bottom\"===e.at[1]?-e.targetHeight:0,g=-2*e.offset[1];0>c?(n=t.top+d+f+g+e.collisionHeight-s-o,t.top+d+f+g>c&&(0>n||n<a(c))&&(t.top+=d+f+g)):h>0&&(i=t.top-e.collisionPosition.marginTop+d+f+g-l,t.top+d+f+g>h&&(i>0||a(i)<h)&&(t.top+=d+f+g))}},flipfit:{left:function(){t.ui.position.flip.left.apply(this,arguments),t.ui.position.fit.left.apply(this,arguments)},top:function(){t.ui.position.flip.top.apply(this,arguments),t.ui.position.fit.top.apply(this,arguments)}}},function(){var e,i,n,r,o,s=document.getElementsByTagName(\"body\")[0],a=document.createElement(\"div\");e=document.createElement(s?\"div\":\"body\"),n={visibility:\"hidden\",width:0,height:0,border:0,margin:0,background:\"none\"},s&&t.extend(n,{position:\"absolute\",left:\"-1000px\",top:\"-1000px\"});for(o in n)e.style[o]=n[o];e.appendChild(a),i=s||document.documentElement,i.insertBefore(e,i.firstChild),a.style.cssText=\"position: absolute; left: 10.7432222px;\",r=t(a).offset().left,t.support.offsetFractions=r>10&&11>r,e.innerHTML=\"\",i.removeChild(e)}()}(n),function(t,e){t.widget(\"ui.progressbar\",{version:\"1.10.3\",options:{max:100,value:0,change:null,complete:null},min:0,_create:function(){this.oldValue=this.options.value=this._constrainedValue(),this.element.addClass(\"ui-progressbar ui-widget ui-widget-content ui-corner-all\").attr({role:\"progressbar\",\"aria-valuemin\":this.min}),this.valueDiv=t(\"<div class='ui-progressbar-value ui-widget-header ui-corner-left'></div>\").appendTo(this.element),this._refreshValue()},_destroy:function(){this.element.removeClass(\"ui-progressbar ui-widget ui-widget-content ui-corner-all\").removeAttr(\"role\").removeAttr(\"aria-valuemin\").removeAttr(\"aria-valuemax\").removeAttr(\"aria-valuenow\"),this.valueDiv.remove()},value:function(t){return t===e?this.options.value:(this.options.value=this._constrainedValue(t),void this._refreshValue())},_constrainedValue:function(t){return t===e&&(t=this.options.value),this.indeterminate=t===!1,\"number\"!=typeof t&&(t=0),this.indeterminate?!1:Math.min(this.options.max,Math.max(this.min,t))},_setOptions:function(t){var e=t.value;delete t.value,this._super(t),this.options.value=this._constrainedValue(e),this._refreshValue()},_setOption:function(t,e){\"max\"===t&&(e=Math.max(this.min,e)),this._super(t,e)},_percentage:function(){return this.indeterminate?100:100*(this.options.value-this.min)/(this.options.max-this.min)},_refreshValue:function(){var e=this.options.value,i=this._percentage();this.valueDiv.toggle(this.indeterminate||e>this.min).toggleClass(\"ui-corner-right\",e===this.options.max).width(i.toFixed(0)+\"%\"),this.element.toggleClass(\"ui-progressbar-indeterminate\",this.indeterminate),this.indeterminate?(this.element.removeAttr(\"aria-valuenow\"),this.overlayDiv||(this.overlayDiv=t(\"<div class='ui-progressbar-overlay'></div>\").appendTo(this.valueDiv))):(this.element.attr({\"aria-valuemax\":this.options.max,\"aria-valuenow\":e}),this.overlayDiv&&(this.overlayDiv.remove(),this.overlayDiv=null)),this.oldValue!==e&&(this.oldValue=e,this._trigger(\"change\")),e===this.options.max&&this._trigger(\"complete\")}})}(n),function(t,e){var 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t=this.handles.add(this.range).filter(\"a\");this._off(t),this._on(t,this._handleEvents),this._hoverable(t),this._focusable(t)},_destroy:function(){this.handles.remove(),this.range.remove(),this.element.removeClass(\"ui-slider ui-slider-horizontal ui-slider-vertical ui-widget ui-widget-content ui-corner-all\"),this._mouseDestroy()},_mouseCapture:function(e){var i,n,r,o,s,a,l,u,c=this,h=this.options;return h.disabled?!1:(this.elementSize={width:this.element.outerWidth(),height:this.element.outerHeight()},this.elementOffset=this.element.offset(),i={x:e.pageX,y:e.pageY},n=this._normValueFromMouse(i),r=this._valueMax()-this._valueMin()+1,this.handles.each(function(e){var i=Math.abs(n-c.values(e));(r>i||r===i&&(e===c._lastChangedValue||c.values(e)===h.min))&&(r=i,o=t(this),s=e)}),a=this._start(e,s),a===!1?!1:(this._mouseSliding=!0,this._handleIndex=s,o.addClass(\"ui-state-active\").focus(),l=o.offset(),u=!t(e.target).parents().addBack().is(\".ui-slider-handle\"),this._clickOffset=u?{left:0,top:0}:{left:e.pageX-l.left-o.width()/2,top:e.pageY-l.top-o.height()/2-(parseInt(o.css(\"borderTopWidth\"),10)||0)-(parseInt(o.css(\"borderBottomWidth\"),10)||0)+(parseInt(o.css(\"marginTop\"),10)||0)},this.handles.hasClass(\"ui-state-hover\")||this._slide(e,s,n),this._animateOff=!0,!0))},_mouseStart:function(){return!0},_mouseDrag:function(t){var e={x:t.pageX,y:t.pageY},i=this._normValueFromMouse(e);return this._slide(t,this._handleIndex,i),!1},_mouseStop:function(t){return this.handles.removeClass(\"ui-state-active\"),this._mouseSliding=!1,this._stop(t,this._handleIndex),this._change(t,this._handleIndex),this._handleIndex=null,this._clickOffset=null,this._animateOff=!1,!1},_detectOrientation:function(){this.orientation=\"vertical\"===this.options.orientation?\"vertical\":\"horizontal\"},_normValueFromMouse:function(t){var e,i,n,r,o;return\"horizontal\"===this.orientation?(e=this.elementSize.width,i=t.x-this.elementOffset.left-(this._clickOffset?this._clickOffset.left:0)):(e=this.elementSize.height,i=t.y-this.elementOffset.top-(this._clickOffset?this._clickOffset.top:0)),n=i/e,n>1&&(n=1),0>n&&(n=0),\"vertical\"===this.orientation&&(n=1-n),r=this._valueMax()-this._valueMin(),o=this._valueMin()+n*r,this._trimAlignValue(o)},_start:function(t,e){var i={handle:this.handles[e],value:this.value()};return this.options.values&&this.options.values.length&&(i.value=this.values(e),i.values=this.values()),this._trigger(\"start\",t,i)},_slide:function(t,e,i){var n,r,o;this.options.values&&this.options.values.length?(n=this.values(e?0:1),2===this.options.values.length&&this.options.range===!0&&(0===e&&i>n||1===e&&n>i)&&(i=n),i!==this.values(e)&&(r=this.values(),r[e]=i,o=this._trigger(\"slide\",t,{handle:this.handles[e],value:i,values:r}),n=this.values(e?0:1),o!==!1&&this.values(e,i,!0))):i!==this.value()&&(o=this._trigger(\"slide\",t,{handle:this.handles[e],value:i}),o!==!1&&this.value(i))},_stop:function(t,e){var i={handle:this.handles[e],value:this.value()};this.options.values&&this.options.values.length&&(i.value=this.values(e),i.values=this.values()),this._trigger(\"stop\",t,i)},_change:function(t,e){if(!this._keySliding&&!this._mouseSliding){var i={handle:this.handles[e],value:this.value()};this.options.values&&this.options.values.length&&(i.value=this.values(e),i.values=this.values()),this._lastChangedValue=e,this._trigger(\"change\",t,i)}},value:function(t){return arguments.length?(this.options.value=this._trimAlignValue(t),this._refreshValue(),void this._change(null,0)):this._value()},values:function(e,i){var n,r,o;if(arguments.length>1)return this.options.values[e]=this._trimAlignValue(i),this._refreshValue(),void this._change(null,e);if(!arguments.length)return this._values();if(!t.isArray(arguments[0]))return this.options.values&&this.options.values.length?this._values(e):this.value();for(n=this.options.values,r=arguments[0],o=0;o<n.length;o+=1)n[o]=this._trimAlignValue(r[o]),this._change(null,o);this._refreshValue()},_setOption:function(e,i){var n,r=0;switch(\"range\"===e&&this.options.range===!0&&(\"min\"===i?(this.options.value=this._values(0),this.options.values=null):\"max\"===i&&(this.options.value=this._values(this.options.values.length-1),this.options.values=null)),t.isArray(this.options.values)&&(r=this.options.values.length),t.Widget.prototype._setOption.apply(this,arguments),e){case\"orientation\":this._detectOrientation(),this.element.removeClass(\"ui-slider-horizontal ui-slider-vertical\").addClass(\"ui-slider-\"+this.orientation),this._refreshValue();break;case\"value\":this._animateOff=!0,this._refreshValue(),this._change(null,0),this._animateOff=!1;break;case\"values\":for(this._animateOff=!0,this._refreshValue(),n=0;r>n;n+=1)this._change(null,n);\n",
+       "                \n",
+       "                this._animateOff=!1;break;case\"min\":case\"max\":this._animateOff=!0,this._refreshValue(),this._animateOff=!1;break;case\"range\":this._animateOff=!0,this._refresh(),this._animateOff=!1}},_value:function(){var t=this.options.value;return t=this._trimAlignValue(t)},_values:function(t){var e,i,n;if(arguments.length)return e=this.options.values[t],e=this._trimAlignValue(e);if(this.options.values&&this.options.values.length){for(i=this.options.values.slice(),n=0;n<i.length;n+=1)i[n]=this._trimAlignValue(i[n]);return i}return[]},_trimAlignValue:function(t){if(t<=this._valueMin())return this._valueMin();if(t>=this._valueMax())return this._valueMax();var e=this.options.step>0?this.options.step:1,i=(t-this._valueMin())%e,n=t-i;return 2*Math.abs(i)>=e&&(n+=i>0?e:-e),parseFloat(n.toFixed(5))},_valueMin:function(){return this.options.min},_valueMax:function(){return this.options.max},_refreshValue:function(){var e,i,n,r,o,s=this.options.range,a=this.options,l=this,u=this._animateOff?!1:a.animate,c={};this.options.values&&this.options.values.length?this.handles.each(function(n){i=(l.values(n)-l._valueMin())/(l._valueMax()-l._valueMin())*100,c[\"horizontal\"===l.orientation?\"left\":\"bottom\"]=i+\"%\",t(this).stop(1,1)[u?\"animate\":\"css\"](c,a.animate),l.options.range===!0&&(\"horizontal\"===l.orientation?(0===n&&l.range.stop(1,1)[u?\"animate\":\"css\"]({left:i+\"%\"},a.animate),1===n&&l.range[u?\"animate\":\"css\"]({width:i-e+\"%\"},{queue:!1,duration:a.animate})):(0===n&&l.range.stop(1,1)[u?\"animate\":\"css\"]({bottom:i+\"%\"},a.animate),1===n&&l.range[u?\"animate\":\"css\"]({height:i-e+\"%\"},{queue:!1,duration:a.animate}))),e=i}):(n=this.value(),r=this._valueMin(),o=this._valueMax(),i=o!==r?(n-r)/(o-r)*100:0,c[\"horizontal\"===this.orientation?\"left\":\"bottom\"]=i+\"%\",this.handle.stop(1,1)[u?\"animate\":\"css\"](c,a.animate),\"min\"===s&&\"horizontal\"===this.orientation&&this.range.stop(1,1)[u?\"animate\":\"css\"]({width:i+\"%\"},a.animate),\"max\"===s&&\"horizontal\"===this.orientation&&this.range[u?\"animate\":\"css\"]({width:100-i+\"%\"},{queue:!1,duration:a.animate}),\"min\"===s&&\"vertical\"===this.orientation&&this.range.stop(1,1)[u?\"animate\":\"css\"]({height:i+\"%\"},a.animate),\"max\"===s&&\"vertical\"===this.orientation&&this.range[u?\"animate\":\"css\"]({height:100-i+\"%\"},{queue:!1,duration:a.animate}))},_handleEvents:{keydown:function(e){var n,r,o,s,a=t(e.target).data(\"ui-slider-handle-index\");switch(e.keyCode){case t.ui.keyCode.HOME:case t.ui.keyCode.END:case t.ui.keyCode.PAGE_UP:case t.ui.keyCode.PAGE_DOWN:case t.ui.keyCode.UP:case t.ui.keyCode.RIGHT:case t.ui.keyCode.DOWN:case t.ui.keyCode.LEFT:if(e.preventDefault(),!this._keySliding&&(this._keySliding=!0,t(e.target).addClass(\"ui-state-active\"),n=this._start(e,a),n===!1))return}switch(s=this.options.step,r=o=this.options.values&&this.options.values.length?this.values(a):this.value(),e.keyCode){case t.ui.keyCode.HOME:o=this._valueMin();break;case t.ui.keyCode.END:o=this._valueMax();break;case t.ui.keyCode.PAGE_UP:o=this._trimAlignValue(r+(this._valueMax()-this._valueMin())/i);break;case t.ui.keyCode.PAGE_DOWN:o=this._trimAlignValue(r-(this._valueMax()-this._valueMin())/i);break;case t.ui.keyCode.UP:case t.ui.keyCode.RIGHT:if(r===this._valueMax())return;o=this._trimAlignValue(r+s);break;case t.ui.keyCode.DOWN:case t.ui.keyCode.LEFT:if(r===this._valueMin())return;o=this._trimAlignValue(r-s)}this._slide(e,a,o)},click:function(t){t.preventDefault()},keyup:function(e){var i=t(e.target).data(\"ui-slider-handle-index\");this._keySliding&&(this._keySliding=!1,this._stop(e,i),this._change(e,i),t(e.target).removeClass(\"ui-state-active\"))}}})}(n),function(t){function e(t){return function(){var e=this.element.val();t.apply(this,arguments),this._refresh(),e!==this.element.val()&&this._trigger(\"change\")}}t.widget(\"ui.spinner\",{version:\"1.10.3\",defaultElement:\"<input>\",widgetEventPrefix:\"spin\",options:{culture:null,icons:{down:\"ui-icon-triangle-1-s\",up:\"ui-icon-triangle-1-n\"},incremental:!0,max:null,min:null,numberFormat:null,page:10,step:1,change:null,spin:null,start:null,stop:null},_create:function(){this._setOption(\"max\",this.options.max),this._setOption(\"min\",this.options.min),this._setOption(\"step\",this.options.step),this._value(this.element.val(),!0),this._draw(),this._on(this._events),this._refresh(),this._on(this.window,{beforeunload:function(){this.element.removeAttr(\"autocomplete\")}})},_getCreateOptions:function(){var e={},i=this.element;return t.each([\"min\",\"max\",\"step\"],function(t,n){var r=i.attr(n);void 0!==r&&r.length&&(e[n]=r)}),e},_events:{keydown:function(t){this._start(t)&&this._keydown(t)&&t.preventDefault()},keyup:\"_stop\",focus:function(){this.previous=this.element.val()},blur:function(t){return this.cancelBlur?void delete this.cancelBlur:(this._stop(),this._refresh(),void(this.previous!==this.element.val()&&this._trigger(\"change\",t)))},mousewheel:function(t,e){if(e){if(!this.spinning&&!this._start(t))return!1;this._spin((e>0?1:-1)*this.options.step,t),clearTimeout(this.mousewheelTimer),this.mousewheelTimer=this._delay(function(){this.spinning&&this._stop(t)},100),t.preventDefault()}},\"mousedown .ui-spinner-button\":function(e){function i(){var t=this.element[0]===this.document[0].activeElement;t||(this.element.focus(),this.previous=n,this._delay(function(){this.previous=n}))}var n;n=this.element[0]===this.document[0].activeElement?this.previous:this.element.val(),e.preventDefault(),i.call(this),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur,i.call(this)}),this._start(e)!==!1&&this._repeat(null,t(e.currentTarget).hasClass(\"ui-spinner-up\")?1:-1,e)},\"mouseup .ui-spinner-button\":\"_stop\",\"mouseenter .ui-spinner-button\":function(e){return t(e.currentTarget).hasClass(\"ui-state-active\")?this._start(e)===!1?!1:void this._repeat(null,t(e.currentTarget).hasClass(\"ui-spinner-up\")?1:-1,e):void 0},\"mouseleave .ui-spinner-button\":\"_stop\"},_draw:function(){var t=this.uiSpinner=this.element.addClass(\"ui-spinner-input\").attr(\"autocomplete\",\"off\").wrap(this._uiSpinnerHtml()).parent().append(this._buttonHtml());this.element.attr(\"role\",\"spinbutton\"),this.buttons=t.find(\".ui-spinner-button\").attr(\"tabIndex\",-1).button().removeClass(\"ui-corner-all\"),this.buttons.height()>Math.ceil(.5*t.height())&&t.height()>0&&t.height(t.height()),this.options.disabled&&this.disable()},_keydown:function(e){var i=this.options,n=t.ui.keyCode;switch(e.keyCode){case n.UP:return this._repeat(null,1,e),!0;case n.DOWN:return this._repeat(null,-1,e),!0;case n.PAGE_UP:return this._repeat(null,i.page,e),!0;case n.PAGE_DOWN:return this._repeat(null,-i.page,e),!0}return!1},_uiSpinnerHtml:function(){return\"<span class='ui-spinner ui-widget ui-widget-content ui-corner-all'></span>\"},_buttonHtml:function(){return\"<a class='ui-spinner-button ui-spinner-up ui-corner-tr'><span class='ui-icon \"+this.options.icons.up+\"'>&#9650;</span></a><a class='ui-spinner-button ui-spinner-down ui-corner-br'><span class='ui-icon \"+this.options.icons.down+\"'>&#9660;</span></a>\"},_start:function(t){return this.spinning||this._trigger(\"start\",t)!==!1?(this.counter||(this.counter=1),this.spinning=!0,!0):!1},_repeat:function(t,e,i){t=t||500,clearTimeout(this.timer),this.timer=this._delay(function(){this._repeat(40,e,i)},t),this._spin(e*this.options.step,i)},_spin:function(t,e){var i=this.value()||0;this.counter||(this.counter=1),i=this._adjustValue(i+t*this._increment(this.counter)),this.spinning&&this._trigger(\"spin\",e,{value:i})===!1||(this._value(i),this.counter++)},_increment:function(e){var i=this.options.incremental;return i?t.isFunction(i)?i(e):Math.floor(e*e*e/5e4-e*e/500+17*e/200+1):1},_precision:function(){var t=this._precisionOf(this.options.step);return null!==this.options.min&&(t=Math.max(t,this._precisionOf(this.options.min))),t},_precisionOf:function(t){var e=t.toString(),i=e.indexOf(\".\");return-1===i?0:e.length-i-1},_adjustValue:function(t){var e,i,n=this.options;return e=null!==n.min?n.min:0,i=t-e,i=Math.round(i/n.step)*n.step,t=e+i,t=parseFloat(t.toFixed(this._precision())),null!==n.max&&t>n.max?n.max:null!==n.min&&t<n.min?n.min:t},_stop:function(t){this.spinning&&(clearTimeout(this.timer),clearTimeout(this.mousewheelTimer),this.counter=0,this.spinning=!1,this._trigger(\"stop\",t))},_setOption:function(t,e){if(\"culture\"===t||\"numberFormat\"===t){var i=this._parse(this.element.val());return this.options[t]=e,void this.element.val(this._format(i))}(\"max\"===t||\"min\"===t||\"step\"===t)&&\"string\"==typeof e&&(e=this._parse(e)),\"icons\"===t&&(this.buttons.first().find(\".ui-icon\").removeClass(this.options.icons.up).addClass(e.up),this.buttons.last().find(\".ui-icon\").removeClass(this.options.icons.down).addClass(e.down)),this._super(t,e),\"disabled\"===t&&(e?(this.element.prop(\"disabled\",!0),this.buttons.button(\"disable\")):(this.element.prop(\"disabled\",!1),this.buttons.button(\"enable\")))},_setOptions:e(function(t){this._super(t),this._value(this.element.val())}),_parse:function(t){return\"string\"==typeof t&&\"\"!==t&&(t=window.Globalize&&this.options.numberFormat?Globalize.parseFloat(t,10,this.options.culture):+t),\"\"===t||isNaN(t)?null:t},_format:function(t){return\"\"===t?\"\":window.Globalize&&this.options.numberFormat?Globalize.format(t,this.options.numberFormat,this.options.culture):t},_refresh:function(){this.element.attr({\"aria-valuemin\":this.options.min,\"aria-valuemax\":this.options.max,\"aria-valuenow\":this._parse(this.element.val())})},_value:function(t,e){var i;\"\"!==t&&(i=this._parse(t),null!==i&&(e||(i=this._adjustValue(i)),t=this._format(i))),this.element.val(t),this._refresh()},_destroy:function(){this.element.removeClass(\"ui-spinner-input\").prop(\"disabled\",!1).removeAttr(\"autocomplete\").removeAttr(\"role\").removeAttr(\"aria-valuemin\").removeAttr(\"aria-valuemax\").removeAttr(\"aria-valuenow\"),this.uiSpinner.replaceWith(this.element)},stepUp:e(function(t){this._stepUp(t)}),_stepUp:function(t){this._start()&&(this._spin((t||1)*this.options.step),this._stop())},stepDown:e(function(t){this._stepDown(t)}),_stepDown:function(t){this._start()&&(this._spin((t||1)*-this.options.step),this._stop())},pageUp:e(function(t){this._stepUp((t||1)*this.options.page)}),pageDown:e(function(t){this._stepDown((t||1)*this.options.page)}),value:function(t){return arguments.length?void e(this._value).call(this,t):this._parse(this.element.val())},widget:function(){return this.uiSpinner}})}(n),function(t,e){function i(){return++r}function n(t){return t.hash.length>1&&decodeURIComponent(t.href.replace(o,\"\"))===decodeURIComponent(location.href.replace(o,\"\"))}var r=0,o=/#.*$/;t.widget(\"ui.tabs\",{version:\"1.10.3\",delay:300,options:{active:null,collapsible:!1,event:\"click\",heightStyle:\"content\",hide:null,show:null,activate:null,beforeActivate:null,beforeLoad:null,load:null},_create:function(){var e=this,i=this.options;this.running=!1,this.element.addClass(\"ui-tabs ui-widget ui-widget-content ui-corner-all\").toggleClass(\"ui-tabs-collapsible\",i.collapsible).delegate(\".ui-tabs-nav > li\",\"mousedown\"+this.eventNamespace,function(e){t(this).is(\".ui-state-disabled\")&&e.preventDefault()}).delegate(\".ui-tabs-anchor\",\"focus\"+this.eventNamespace,function(){t(this).closest(\"li\").is(\".ui-state-disabled\")&&this.blur()}),this._processTabs(),i.active=this._initialActive(),t.isArray(i.disabled)&&(i.disabled=t.unique(i.disabled.concat(t.map(this.tabs.filter(\".ui-state-disabled\"),function(t){return e.tabs.index(t)}))).sort()),this.options.active!==!1&&this.anchors.length?this.active=this._findActive(i.active):this.active=t(),this._refresh(),this.active.length&&this.load(i.active)},_initialActive:function(){var e=this.options.active,i=this.options.collapsible,n=location.hash.substring(1);return null===e&&(n&&this.tabs.each(function(i,r){return t(r).attr(\"aria-controls\")===n?(e=i,!1):void 0}),null===e&&(e=this.tabs.index(this.tabs.filter(\".ui-tabs-active\"))),(null===e||-1===e)&&(e=this.tabs.length?0:!1)),e!==!1&&(e=this.tabs.index(this.tabs.eq(e)),-1===e&&(e=i?!1:0)),!i&&e===!1&&this.anchors.length&&(e=0),e},_getCreateEventData:function(){return{tab:this.active,panel:this.active.length?this._getPanelForTab(this.active):t()}},_tabKeydown:function(e){var i=t(this.document[0].activeElement).closest(\"li\"),n=this.tabs.index(i),r=!0;if(!this._handlePageNav(e)){switch(e.keyCode){case t.ui.keyCode.RIGHT:case t.ui.keyCode.DOWN:n++;break;case t.ui.keyCode.UP:case t.ui.keyCode.LEFT:r=!1,n--;break;case t.ui.keyCode.END:n=this.anchors.length-1;break;case t.ui.keyCode.HOME:n=0;break;case t.ui.keyCode.SPACE:return e.preventDefault(),clearTimeout(this.activating),void this._activate(n);case t.ui.keyCode.ENTER:return e.preventDefault(),clearTimeout(this.activating),void this._activate(n===this.options.active?!1:n);default:return}e.preventDefault(),clearTimeout(this.activating),n=this._focusNextTab(n,r),e.ctrlKey||(i.attr(\"aria-selected\",\"false\"),this.tabs.eq(n).attr(\"aria-selected\",\"true\"),this.activating=this._delay(function(){this.option(\"active\",n)},this.delay))}},_panelKeydown:function(e){this._handlePageNav(e)||e.ctrlKey&&e.keyCode===t.ui.keyCode.UP&&(e.preventDefault(),this.active.focus())},_handlePageNav:function(e){return e.altKey&&e.keyCode===t.ui.keyCode.PAGE_UP?(this._activate(this._focusNextTab(this.options.active-1,!1)),!0):e.altKey&&e.keyCode===t.ui.keyCode.PAGE_DOWN?(this._activate(this._focusNextTab(this.options.active+1,!0)),!0):void 0},_findNextTab:function(e,i){function n(){return e>r&&(e=0),0>e&&(e=r),e}for(var r=this.tabs.length-1;-1!==t.inArray(n(),this.options.disabled);)e=i?e+1:e-1;return e},_focusNextTab:function(t,e){return t=this._findNextTab(t,e),this.tabs.eq(t).focus(),t},_setOption:function(t,e){return\"active\"===t?void this._activate(e):\"disabled\"===t?void this._setupDisabled(e):(this._super(t,e),\"collapsible\"===t&&(this.element.toggleClass(\"ui-tabs-collapsible\",e),e||this.options.active!==!1||this._activate(0)),\"event\"===t&&this._setupEvents(e),void(\"heightStyle\"===t&&this._setupHeightStyle(e)))},_tabId:function(t){return t.attr(\"aria-controls\")||\"ui-tabs-\"+i()},_sanitizeSelector:function(t){return t?t.replace(/[!\"$%&'()*+,.\\/:;<=>?@\\[\\]\\^`{|}~]/g,\"\\\\$&\"):\"\"},refresh:function(){var e=this.options,i=this.tablist.children(\":has(a[href])\");e.disabled=t.map(i.filter(\".ui-state-disabled\"),function(t){return i.index(t)}),this._processTabs(),e.active!==!1&&this.anchors.length?this.active.length&&!t.contains(this.tablist[0],this.active[0])?this.tabs.length===e.disabled.length?(e.active=!1,this.active=t()):this._activate(this._findNextTab(Math.max(0,e.active-1),!1)):e.active=this.tabs.index(this.active):(e.active=!1,this.active=t()),this._refresh()},_refresh:function(){this._setupDisabled(this.options.disabled),this._setupEvents(this.options.event),this._setupHeightStyle(this.options.heightStyle),this.tabs.not(this.active).attr({\"aria-selected\":\"false\",tabIndex:-1}),this.panels.not(this._getPanelForTab(this.active)).hide().attr({\"aria-expanded\":\"false\",\"aria-hidden\":\"true\"}),this.active.length?(this.active.addClass(\"ui-tabs-active ui-state-active\").attr({\"aria-selected\":\"true\",tabIndex:0}),this._getPanelForTab(this.active).show().attr({\"aria-expanded\":\"true\",\"aria-hidden\":\"false\"})):this.tabs.eq(0).attr(\"tabIndex\",0)},_processTabs:function(){var e=this;this.tablist=this._getList().addClass(\"ui-tabs-nav ui-helper-reset ui-helper-clearfix ui-widget-header ui-corner-all\").attr(\"role\",\"tablist\"),this.tabs=this.tablist.find(\"> li:has(a[href])\").addClass(\"ui-state-default ui-corner-top\").attr({role:\"tab\",tabIndex:-1}),this.anchors=this.tabs.map(function(){return t(\"a\",this)[0]}).addClass(\"ui-tabs-anchor\").attr({role:\"presentation\",tabIndex:-1}),this.panels=t(),this.anchors.each(function(i,r){var o,s,a,l=t(r).uniqueId().attr(\"id\"),u=t(r).closest(\"li\"),c=u.attr(\"aria-controls\");n(r)?(o=r.hash,s=e.element.find(e._sanitizeSelector(o))):(a=e._tabId(u),o=\"#\"+a,s=e.element.find(o),s.length||(s=e._createPanel(a),s.insertAfter(e.panels[i-1]||e.tablist)),s.attr(\"aria-live\",\"polite\")),s.length&&(e.panels=e.panels.add(s)),c&&u.data(\"ui-tabs-aria-controls\",c),u.attr({\"aria-controls\":o.substring(1),\"aria-labelledby\":l}),s.attr(\"aria-labelledby\",l)}),this.panels.addClass(\"ui-tabs-panel ui-widget-content ui-corner-bottom\").attr(\"role\",\"tabpanel\")},_getList:function(){return this.element.find(\"ol,ul\").eq(0)},_createPanel:function(e){return t(\"<div>\").attr(\"id\",e).addClass(\"ui-tabs-panel ui-widget-content ui-corner-bottom\").data(\"ui-tabs-destroy\",!0)},_setupDisabled:function(e){t.isArray(e)&&(e.length?e.length===this.anchors.length&&(e=!0):e=!1);for(var i,n=0;i=this.tabs[n];n++)e===!0||-1!==t.inArray(n,e)?t(i).addClass(\"ui-state-disabled\").attr(\"aria-disabled\",\"true\"):t(i).removeClass(\"ui-state-disabled\").removeAttr(\"aria-disabled\");this.options.disabled=e},_setupEvents:function(e){var i={click:function(t){t.preventDefault()}};e&&t.each(e.split(\" \"),function(t,e){i[e]=\"_eventHandler\"}),this._off(this.anchors.add(this.tabs).add(this.panels)),this._on(this.anchors,i),this._on(this.tabs,{keydown:\"_tabKeydown\"}),this._on(this.panels,{keydown:\"_panelKeydown\"}),this._focusable(this.tabs),this._hoverable(this.tabs)},_setupHeightStyle:function(e){var i,n=this.element.parent();\"fill\"===e?(i=n.height(),i-=this.element.outerHeight()-this.element.height(),this.element.siblings(\":visible\").each(function(){var e=t(this),n=e.css(\"position\");\"absolute\"!==n&&\"fixed\"!==n&&(i-=e.outerHeight(!0))}),this.element.children().not(this.panels).each(function(){i-=t(this).outerHeight(!0)}),this.panels.each(function(){t(this).height(Math.max(0,i-t(this).innerHeight()+t(this).height()))}).css(\"overflow\",\"auto\")):\"auto\"===e&&(i=0,this.panels.each(function(){i=Math.max(i,t(this).height(\"\").height())}).height(i))},_eventHandler:function(e){var i=this.options,n=this.active,r=t(e.currentTarget),o=r.closest(\"li\"),s=o[0]===n[0],a=s&&i.collapsible,l=a?t():this._getPanelForTab(o),u=n.length?this._getPanelForTab(n):t(),c={oldTab:n,oldPanel:u,newTab:a?t():o,newPanel:l};e.preventDefault(),o.hasClass(\"ui-state-disabled\")||o.hasClass(\"ui-tabs-loading\")||this.running||s&&!i.collapsible||this._trigger(\"beforeActivate\",e,c)===!1||(i.active=a?!1:this.tabs.index(o),this.active=s?t():o,this.xhr&&this.xhr.abort(),u.length||l.length||t.error(\"jQuery UI Tabs: Mismatching fragment 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i,n=this._findActive(e);n[0]!==this.active[0]&&(n.length||(n=this.active),i=n.find(\".ui-tabs-anchor\")[0],this._eventHandler({target:i,currentTarget:i,preventDefault:t.noop}))},_findActive:function(e){return e===!1?t():this.tabs.eq(e)},_getIndex:function(t){return\"string\"==typeof t&&(t=this.anchors.index(this.anchors.filter(\"[href$='\"+t+\"']\"))),t},_destroy:function(){this.xhr&&this.xhr.abort(),this.element.removeClass(\"ui-tabs ui-widget ui-widget-content ui-corner-all ui-tabs-collapsible\"),this.tablist.removeClass(\"ui-tabs-nav ui-helper-reset ui-helper-clearfix ui-widget-header ui-corner-all\").removeAttr(\"role\"),this.anchors.removeClass(\"ui-tabs-anchor\").removeAttr(\"role\").removeAttr(\"tabIndex\").removeUniqueId(),this.tabs.add(this.panels).each(function(){t.data(this,\"ui-tabs-destroy\")?t(this).remove():t(this).removeClass(\"ui-state-default ui-state-active ui-state-disabled ui-corner-top ui-corner-bottom ui-widget-content ui-tabs-active ui-tabs-panel\").removeAttr(\"tabIndex\").removeAttr(\"aria-live\").removeAttr(\"aria-busy\").removeAttr(\"aria-selected\").removeAttr(\"aria-labelledby\").removeAttr(\"aria-hidden\").removeAttr(\"aria-expanded\").removeAttr(\"role\")}),this.tabs.each(function(){var e=t(this),i=e.data(\"ui-tabs-aria-controls\");i?e.attr(\"aria-controls\",i).removeData(\"ui-tabs-aria-controls\"):e.removeAttr(\"aria-controls\")}),this.panels.show(),\"content\"!==this.options.heightStyle&&this.panels.css(\"height\",\"\")},enable:function(i){var n=this.options.disabled;n!==!1&&(i===e?n=!1:(i=this._getIndex(i),n=t.isArray(n)?t.map(n,function(t){return t!==i?t:null}):t.map(this.tabs,function(t,e){return e!==i?e:null})),this._setupDisabled(n))},disable:function(i){var n=this.options.disabled;if(n!==!0){if(i===e)n=!0;else{if(i=this._getIndex(i),-1!==t.inArray(i,n))return;n=t.isArray(n)?t.merge([i],n).sort():[i]}this._setupDisabled(n)}},load:function(e,i){e=this._getIndex(e);var r=this,o=this.tabs.eq(e),s=o.find(\".ui-tabs-anchor\"),a=this._getPanelForTab(o),l={tab:o,panel:a};n(s[0])||(this.xhr=t.ajax(this._ajaxSettings(s,i,l)),this.xhr&&\"canceled\"!==this.xhr.statusText&&(o.addClass(\"ui-tabs-loading\"),a.attr(\"aria-busy\",\"true\"),this.xhr.success(function(t){setTimeout(function(){a.html(t),r._trigger(\"load\",i,l)},1)}).complete(function(t,e){setTimeout(function(){\"abort\"===e&&r.panels.stop(!1,!0),o.removeClass(\"ui-tabs-loading\"),a.removeAttr(\"aria-busy\"),t===r.xhr&&delete r.xhr},1)})))},_ajaxSettings:function(e,i,n){var r=this;return{url:e.attr(\"href\"),beforeSend:function(e,o){return r._trigger(\"beforeLoad\",i,t.extend({jqXHR:e,ajaxSettings:o},n))}}},_getPanelForTab:function(e){var i=t(e).attr(\"aria-controls\");return this.element.find(this._sanitizeSelector(\"#\"+i))}})}(n),function(t){function e(e,i){var n=(e.attr(\"aria-describedby\")||\"\").split(/\\s+/);n.push(i),e.data(\"ui-tooltip-id\",i).attr(\"aria-describedby\",t.trim(n.join(\" \")))}function i(e){var i=e.data(\"ui-tooltip-id\"),n=(e.attr(\"aria-describedby\")||\"\").split(/\\s+/),r=t.inArray(i,n);-1!==r&&n.splice(r,1),e.removeData(\"ui-tooltip-id\"),n=t.trim(n.join(\" \")),n?e.attr(\"aria-describedby\",n):e.removeAttr(\"aria-describedby\")}var n=0;t.widget(\"ui.tooltip\",{version:\"1.10.3\",options:{content:function(){var e=t(this).attr(\"title\")||\"\";return t(\"<a>\").text(e).html()},hide:!0,items:\"[title]:not([disabled])\",position:{my:\"left top+15\",at:\"left bottom\",collision:\"flipfit flip\"},show:!0,tooltipClass:null,track:!1,close:null,open:null},_create:function(){this._on({mouseover:\"open\",focusin:\"open\"}),this.tooltips={},this.parents={},this.options.disabled&&this._disable()},_setOption:function(e,i){var n=this;return\"disabled\"===e?(this[i?\"_disable\":\"_enable\"](),void(this.options[e]=i)):(this._super(e,i),void(\"content\"===e&&t.each(this.tooltips,function(t,e){n._updateContent(e)})))},_disable:function(){var e=this;t.each(this.tooltips,function(i,n){var r=t.Event(\"blur\");r.target=r.currentTarget=n[0],e.close(r,!0)}),this.element.find(this.options.items).addBack().each(function(){var e=t(this);e.is(\"[title]\")&&e.data(\"ui-tooltip-title\",e.attr(\"title\")).attr(\"title\",\"\")})},_enable:function(){this.element.find(this.options.items).addBack().each(function(){var e=t(this);e.data(\"ui-tooltip-title\")&&e.attr(\"title\",e.data(\"ui-tooltip-title\"))})},open:function(e){var i=this,n=t(e?e.target:this.element).closest(this.options.items);n.length&&!n.data(\"ui-tooltip-id\")&&(n.attr(\"title\")&&n.data(\"ui-tooltip-title\",n.attr(\"title\")),n.data(\"ui-tooltip-open\",!0),e&&\"mouseover\"===e.type&&n.parents().each(function(){var e,n=t(this);n.data(\"ui-tooltip-open\")&&(e=t.Event(\"blur\"),e.target=e.currentTarget=this,i.close(e,!0)),n.attr(\"title\")&&(n.uniqueId(),i.parents[this.id]={element:this,title:n.attr(\"title\")},n.attr(\"title\",\"\"))}),this._updateContent(n,e))},_updateContent:function(t,e){var i,n=this.options.content,r=this,o=e?e.type:null;return\"string\"==typeof n?this._open(e,t,n):(i=n.call(t[0],function(i){t.data(\"ui-tooltip-open\")&&r._delay(function(){e&&(e.type=o),this._open(e,t,i)})}),void(i&&this._open(e,t,i)))},_open:function(i,n,r){function o(t){u.of=t,s.is(\":hidden\")||s.position(u)}var s,a,l,u=t.extend({},this.options.position);if(r){if(s=this._find(n),s.length)return void s.find(\".ui-tooltip-content\").html(r);n.is(\"[title]\")&&(i&&\"mouseover\"===i.type?n.attr(\"title\",\"\"):n.removeAttr(\"title\")),s=this._tooltip(n),e(n,s.attr(\"id\")),s.find(\".ui-tooltip-content\").html(r),this.options.track&&i&&/^mouse/.test(i.type)?(this._on(this.document,{mousemove:o}),o(i)):s.position(t.extend({of:n},this.options.position)),s.hide(),this._show(s,this.options.show),this.options.show&&this.options.show.delay&&(l=this.delayedShow=setInterval(function(){s.is(\":visible\")&&(o(u.of),clearInterval(l))},t.fx.interval)),this._trigger(\"open\",i,{tooltip:s}),a={keyup:function(e){if(e.keyCode===t.ui.keyCode.ESCAPE){var i=t.Event(e);i.currentTarget=n[0],this.close(i,!0)}},remove:function(){this._removeTooltip(s)}},i&&\"mouseover\"!==i.type||(a.mouseleave=\"close\"),i&&\"focusin\"!==i.type||(a.focusout=\"close\"),this._on(!0,n,a)}},close:function(e){var n=this,r=t(e?e.currentTarget:this.element),o=this._find(r);this.closing||(clearInterval(this.delayedShow),r.data(\"ui-tooltip-title\")&&r.attr(\"title\",r.data(\"ui-tooltip-title\")),i(r),o.stop(!0),this._hide(o,this.options.hide,function(){n._removeTooltip(t(this))}),r.removeData(\"ui-tooltip-open\"),this._off(r,\"mouseleave focusout keyup\"),r[0]!==this.element[0]&&this._off(r,\"remove\"),this._off(this.document,\"mousemove\"),e&&\"mouseleave\"===e.type&&t.each(this.parents,function(e,i){t(i.element).attr(\"title\",i.title),delete n.parents[e]}),this.closing=!0,this._trigger(\"close\",e,{tooltip:o}),this.closing=!1)},_tooltip:function(e){var i=\"ui-tooltip-\"+n++,r=t(\"<div>\").attr({id:i,role:\"tooltip\"}).addClass(\"ui-tooltip ui-widget ui-corner-all ui-widget-content \"+(this.options.tooltipClass||\"\"));return t(\"<div>\").addClass(\"ui-tooltip-content\").appendTo(r),r.appendTo(this.document[0].body),this.tooltips[i]=e,r},_find:function(e){var i=e.data(\"ui-tooltip-id\");return i?t(\"#\"+i):t()},_removeTooltip:function(t){t.remove(),delete this.tooltips[t.attr(\"id\")]},_destroy:function(){var e=this;t.each(this.tooltips,function(i,n){var r=t.Event(\"blur\");r.target=r.currentTarget=n[0],e.close(r,!0),t(\"#\"+i).remove(),n.data(\"ui-tooltip-title\")&&(n.attr(\"title\",n.data(\"ui-tooltip-title\")),n.removeData(\"ui-tooltip-title\"))})}})}(n)},{jquery:17}],11:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),t(\"./widget\"),t(\"./position\"),function(t,e){t.widget(\"ui.menu\",{version:\"1.10.4\",defaultElement:\"<ul>\",delay:300,options:{icons:{submenu:\"ui-icon-carat-1-e\"},menus:\"ul\",position:{my:\"left top\",at:\"right top\"},role:\"menu\",blur:null,focus:null,select:null},_create:function(){this.activeMenu=this.element,this.mouseHandled=!1,this.element.uniqueId().addClass(\"ui-menu ui-widget ui-widget-content ui-corner-all\").toggleClass(\"ui-menu-icons\",!!this.element.find(\".ui-icon\").length).attr({role:this.options.role,tabIndex:0}).bind(\"click\"+this.eventNamespace,t.proxy(function(t){this.options.disabled&&t.preventDefault()},this)),this.options.disabled&&this.element.addClass(\"ui-state-disabled\").attr(\"aria-disabled\",\"true\"),this._on({\"mousedown .ui-menu-item > a\":function(t){t.preventDefault()},\"click .ui-state-disabled > a\":function(t){t.preventDefault()},\"click .ui-menu-item:has(a)\":function(e){var i=t(e.target).closest(\".ui-menu-item\");!this.mouseHandled&&i.not(\".ui-state-disabled\").length&&(this.select(e),e.isPropagationStopped()||(this.mouseHandled=!0),i.has(\".ui-menu\").length?this.expand(e):!this.element.is(\":focus\")&&t(this.document[0].activeElement).closest(\".ui-menu\").length&&(this.element.trigger(\"focus\",[!0]),this.active&&1===this.active.parents(\".ui-menu\").length&&clearTimeout(this.timer)))},\"mouseenter .ui-menu-item\":function(e){var i=t(e.currentTarget);i.siblings().children(\".ui-state-active\").removeClass(\"ui-state-active\"),this.focus(e,i)},mouseleave:\"collapseAll\",\"mouseleave .ui-menu\":\"collapseAll\",focus:function(t,e){var i=this.active||this.element.children(\".ui-menu-item\").eq(0);e||this.focus(t,i)},blur:function(e){this._delay(function(){t.contains(this.element[0],this.document[0].activeElement)||this.collapseAll(e)})},keydown:\"_keydown\"}),this.refresh(),this._on(this.document,{click:function(e){t(e.target).closest(\".ui-menu\").length||this.collapseAll(e),this.mouseHandled=!1}})},_destroy:function(){this.element.removeAttr(\"aria-activedescendant\").find(\".ui-menu\").addBack().removeClass(\"ui-menu ui-widget ui-widget-content ui-corner-all ui-menu-icons\").removeAttr(\"role\").removeAttr(\"tabIndex\").removeAttr(\"aria-labelledby\").removeAttr(\"aria-expanded\").removeAttr(\"aria-hidden\").removeAttr(\"aria-disabled\").removeUniqueId().show(),this.element.find(\".ui-menu-item\").removeClass(\"ui-menu-item\").removeAttr(\"role\").removeAttr(\"aria-disabled\").children(\"a\").removeUniqueId().removeClass(\"ui-corner-all ui-state-hover\").removeAttr(\"tabIndex\").removeAttr(\"role\").removeAttr(\"aria-haspopup\").children().each(function(){var e=t(this);e.data(\"ui-menu-submenu-carat\")&&e.remove()}),this.element.find(\".ui-menu-divider\").removeClass(\"ui-menu-divider ui-widget-content\")},_keydown:function(e){function i(t){return t.replace(/[\\-\\[\\]{}()*+?.,\\\\\\^$|#\\s]/g,\"\\\\$&\")}var n,r,o,s,a,l=!0;switch(e.keyCode){case t.ui.keyCode.PAGE_UP:this.previousPage(e);break;case t.ui.keyCode.PAGE_DOWN:this.nextPage(e);break;case t.ui.keyCode.HOME:this._move(\"first\",\"first\",e);break;case t.ui.keyCode.END:this._move(\"last\",\"last\",e);break;case t.ui.keyCode.UP:this.previous(e);break;case t.ui.keyCode.DOWN:this.next(e);break;case t.ui.keyCode.LEFT:this.collapse(e);break;case t.ui.keyCode.RIGHT:this.active&&!this.active.is(\".ui-state-disabled\")&&this.expand(e);break;case t.ui.keyCode.ENTER:case t.ui.keyCode.SPACE:this._activate(e);break;case t.ui.keyCode.ESCAPE:this.collapse(e);break;default:l=!1,r=this.previousFilter||\"\",o=String.fromCharCode(e.keyCode),s=!1,clearTimeout(this.filterTimer),o===r?s=!0:o=r+o,a=new RegExp(\"^\"+i(o),\"i\"),n=this.activeMenu.children(\".ui-menu-item\").filter(function(){return a.test(t(this).children(\"a\").text())}),n=s&&-1!==n.index(this.active.next())?this.active.nextAll(\".ui-menu-item\"):n,n.length||(o=String.fromCharCode(e.keyCode),a=new RegExp(\"^\"+i(o),\"i\"),n=this.activeMenu.children(\".ui-menu-item\").filter(function(){return a.test(t(this).children(\"a\").text())})),n.length?(this.focus(e,n),n.length>1?(this.previousFilter=o,this.filterTimer=this._delay(function(){delete this.previousFilter},1e3)):delete this.previousFilter):delete this.previousFilter}l&&e.preventDefault()},_activate:function(t){this.active.is(\".ui-state-disabled\")||(this.active.children(\"a[aria-haspopup='true']\").length?this.expand(t):this.select(t))},refresh:function(){var e,i=this.options.icons.submenu,n=this.element.find(this.options.menus);this.element.toggleClass(\"ui-menu-icons\",!!this.element.find(\".ui-icon\").length),n.filter(\":not(.ui-menu)\").addClass(\"ui-menu ui-widget ui-widget-content ui-corner-all\").hide().attr({role:this.options.role,\"aria-hidden\":\"true\",\"aria-expanded\":\"false\"}).each(function(){var e=t(this),n=e.prev(\"a\"),r=t(\"<span>\").addClass(\"ui-menu-icon ui-icon \"+i).data(\"ui-menu-submenu-carat\",!0);n.attr(\"aria-haspopup\",\"true\").prepend(r),e.attr(\"aria-labelledby\",n.attr(\"id\"))}),e=n.add(this.element),e.children(\":not(.ui-menu-item):has(a)\").addClass(\"ui-menu-item\").attr(\"role\",\"presentation\").children(\"a\").uniqueId().addClass(\"ui-corner-all\").attr({tabIndex:-1,role:this._itemRole()}),e.children(\":not(.ui-menu-item)\").each(function(){var e=t(this);/[^\\-\\u2014\\u2013\\s]/.test(e.text())||e.addClass(\"ui-widget-content ui-menu-divider\")}),e.children(\".ui-state-disabled\").attr(\"aria-disabled\",\"true\"),this.active&&!t.contains(this.element[0],this.active[0])&&this.blur()},_itemRole:function(){return{menu:\"menuitem\",listbox:\"option\"}[this.options.role]},_setOption:function(t,e){\"icons\"===t&&this.element.find(\".ui-menu-icon\").removeClass(this.options.icons.submenu).addClass(e.submenu),\n",
+       "                this._super(t,e)},focus:function(t,e){var i,n;this.blur(t,t&&\"focus\"===t.type),this._scrollIntoView(e),this.active=e.first(),n=this.active.children(\"a\").addClass(\"ui-state-focus\"),this.options.role&&this.element.attr(\"aria-activedescendant\",n.attr(\"id\")),this.active.parent().closest(\".ui-menu-item\").children(\"a:first\").addClass(\"ui-state-active\"),t&&\"keydown\"===t.type?this._close():this.timer=this._delay(function(){this._close()},this.delay),i=e.children(\".ui-menu\"),i.length&&t&&/^mouse/.test(t.type)&&this._startOpening(i),this.activeMenu=e.parent(),this._trigger(\"focus\",t,{item:e})},_scrollIntoView:function(e){var i,n,r,o,s,a;this._hasScroll()&&(i=parseFloat(t.css(this.activeMenu[0],\"borderTopWidth\"))||0,n=parseFloat(t.css(this.activeMenu[0],\"paddingTop\"))||0,r=e.offset().top-this.activeMenu.offset().top-i-n,o=this.activeMenu.scrollTop(),s=this.activeMenu.height(),a=e.height(),0>r?this.activeMenu.scrollTop(o+r):r+a>s&&this.activeMenu.scrollTop(o+r-s+a))},blur:function(t,e){e||clearTimeout(this.timer),this.active&&(this.active.children(\"a\").removeClass(\"ui-state-focus\"),this.active=null,this._trigger(\"blur\",t,{item:this.active}))},_startOpening:function(t){clearTimeout(this.timer),\"true\"===t.attr(\"aria-hidden\")&&(this.timer=this._delay(function(){this._close(),this._open(t)},this.delay))},_open:function(e){var i=t.extend({of:this.active},this.options.position);clearTimeout(this.timer),this.element.find(\".ui-menu\").not(e.parents(\".ui-menu\")).hide().attr(\"aria-hidden\",\"true\"),e.show().removeAttr(\"aria-hidden\").attr(\"aria-expanded\",\"true\").position(i)},collapseAll:function(e,i){clearTimeout(this.timer),this.timer=this._delay(function(){var n=i?this.element:t(e&&e.target).closest(this.element.find(\".ui-menu\"));n.length||(n=this.element),this._close(n),this.blur(e),this.activeMenu=n},this.delay)},_close:function(t){t||(t=this.active?this.active.parent():this.element),t.find(\".ui-menu\").hide().attr(\"aria-hidden\",\"true\").attr(\"aria-expanded\",\"false\").end().find(\"a.ui-state-active\").removeClass(\"ui-state-active\")},collapse:function(t){var e=this.active&&this.active.parent().closest(\".ui-menu-item\",this.element);e&&e.length&&(this._close(),this.focus(t,e))},expand:function(t){var e=this.active&&this.active.children(\".ui-menu \").children(\".ui-menu-item\").first();e&&e.length&&(this._open(e.parent()),this._delay(function(){this.focus(t,e)}))},next:function(t){this._move(\"next\",\"first\",t)},previous:function(t){this._move(\"prev\",\"last\",t)},isFirstItem:function(){return this.active&&!this.active.prevAll(\".ui-menu-item\").length},isLastItem:function(){return this.active&&!this.active.nextAll(\".ui-menu-item\").length},_move:function(t,e,i){var n;this.active&&(n=\"first\"===t||\"last\"===t?this.active[\"first\"===t?\"prevAll\":\"nextAll\"](\".ui-menu-item\").eq(-1):this.active[t+\"All\"](\".ui-menu-item\").eq(0)),n&&n.length&&this.active||(n=this.activeMenu.children(\".ui-menu-item\")[e]()),this.focus(i,n)},nextPage:function(e){var i,n,r;return this.active?void(this.isLastItem()||(this._hasScroll()?(n=this.active.offset().top,r=this.element.height(),this.active.nextAll(\".ui-menu-item\").each(function(){return i=t(this),i.offset().top-n-r<0}),this.focus(e,i)):this.focus(e,this.activeMenu.children(\".ui-menu-item\")[this.active?\"last\":\"first\"]()))):void this.next(e)},previousPage:function(e){var i,n,r;return this.active?void(this.isFirstItem()||(this._hasScroll()?(n=this.active.offset().top,r=this.element.height(),this.active.prevAll(\".ui-menu-item\").each(function(){return i=t(this),i.offset().top-n+r>0}),this.focus(e,i)):this.focus(e,this.activeMenu.children(\".ui-menu-item\").first()))):void this.next(e)},_hasScroll:function(){return this.element.outerHeight()<this.element.prop(\"scrollHeight\")},select:function(e){this.active=this.active||t(e.target).closest(\".ui-menu-item\");var i={item:this.active};this.active.has(\".ui-menu\").length||this.collapseAll(e,!0),this._trigger(\"select\",e,i)}})}(n)},{\"./core\":6,\"./position\":13,\"./widget\":16,jquery:17}],12:[function(t,e,i){var n=t(\"jquery\");t(\"./widget\"),function(t,e){var i=!1;t(document).mouseup(function(){i=!1}),t.widget(\"ui.mouse\",{version:\"1.10.4\",options:{cancel:\"input,textarea,button,select,option\",distance:1,delay:0},_mouseInit:function(){var e=this;this.element.bind(\"mousedown.\"+this.widgetName,function(t){return e._mouseDown(t)}).bind(\"click.\"+this.widgetName,function(i){return!0===t.data(i.target,e.widgetName+\".preventClickEvent\")?(t.removeData(i.target,e.widgetName+\".preventClickEvent\"),i.stopImmediatePropagation(),!1):void 0}),this.started=!1},_mouseDestroy:function(){this.element.unbind(\".\"+this.widgetName),this._mouseMoveDelegate&&t(document).unbind(\"mousemove.\"+this.widgetName,this._mouseMoveDelegate).unbind(\"mouseup.\"+this.widgetName,this._mouseUpDelegate)},_mouseDown:function(e){if(!i){this._mouseStarted&&this._mouseUp(e),this._mouseDownEvent=e;var n=this,r=1===e.which,o=\"string\"==typeof this.options.cancel&&e.target.nodeName?t(e.target).closest(this.options.cancel).length:!1;return r&&!o&&this._mouseCapture(e)?(this.mouseDelayMet=!this.options.delay,this.mouseDelayMet||(this._mouseDelayTimer=setTimeout(function(){n.mouseDelayMet=!0},this.options.delay)),this._mouseDistanceMet(e)&&this._mouseDelayMet(e)&&(this._mouseStarted=this._mouseStart(e)!==!1,!this._mouseStarted)?(e.preventDefault(),!0):(!0===t.data(e.target,this.widgetName+\".preventClickEvent\")&&t.removeData(e.target,this.widgetName+\".preventClickEvent\"),this._mouseMoveDelegate=function(t){return n._mouseMove(t)},this._mouseUpDelegate=function(t){return n._mouseUp(t)},t(document).bind(\"mousemove.\"+this.widgetName,this._mouseMoveDelegate).bind(\"mouseup.\"+this.widgetName,this._mouseUpDelegate),e.preventDefault(),i=!0,!0)):!0}},_mouseMove:function(e){return t.ui.ie&&(!document.documentMode||document.documentMode<9)&&!e.button?this._mouseUp(e):this._mouseStarted?(this._mouseDrag(e),e.preventDefault()):(this._mouseDistanceMet(e)&&this._mouseDelayMet(e)&&(this._mouseStarted=this._mouseStart(this._mouseDownEvent,e)!==!1,this._mouseStarted?this._mouseDrag(e):this._mouseUp(e)),!this._mouseStarted)},_mouseUp:function(e){return t(document).unbind(\"mousemove.\"+this.widgetName,this._mouseMoveDelegate).unbind(\"mouseup.\"+this.widgetName,this._mouseUpDelegate),this._mouseStarted&&(this._mouseStarted=!1,e.target===this._mouseDownEvent.target&&t.data(e.target,this.widgetName+\".preventClickEvent\",!0),this._mouseStop(e)),!1},_mouseDistanceMet:function(t){return Math.max(Math.abs(this._mouseDownEvent.pageX-t.pageX),Math.abs(this._mouseDownEvent.pageY-t.pageY))>=this.options.distance},_mouseDelayMet:function(){return this.mouseDelayMet},_mouseStart:function(){},_mouseDrag:function(){},_mouseStop:function(){},_mouseCapture:function(){return!0}})}(n)},{\"./widget\":16,jquery:17}],13:[function(t,e,i){var n=t(\"jquery\");!function(t,e){function i(t,e,i){return[parseFloat(t[0])*(d.test(t[0])?e/100:1),parseFloat(t[1])*(d.test(t[1])?i/100:1)]}function n(e,i){return parseInt(t.css(e,i),10)||0}function r(e){var i=e[0];return 9===i.nodeType?{width:e.width(),height:e.height(),offset:{top:0,left:0}}:t.isWindow(i)?{width:e.width(),height:e.height(),offset:{top:e.scrollTop(),left:e.scrollLeft()}}:i.preventDefault?{width:0,height:0,offset:{top:i.pageY,left:i.pageX}}:{width:e.outerWidth(),height:e.outerHeight(),offset:e.offset()}}t.ui=t.ui||{};var o,s=Math.max,a=Math.abs,l=Math.round,u=/left|center|right/,c=/top|center|bottom/,h=/[\\+\\-]\\d+(\\.[\\d]+)?%?/,p=/^\\w+/,d=/%$/,f=t.fn.position;t.position={scrollbarWidth:function(){if(o!==e)return o;var i,n,r=t(\"<div style='display:block;position:absolute;width:50px;height:50px;overflow:hidden;'><div style='height:100px;width:auto;'></div></div>\"),s=r.children()[0];return t(\"body\").append(r),i=s.offsetWidth,r.css(\"overflow\",\"scroll\"),n=s.offsetWidth,i===n&&(n=r[0].clientWidth),r.remove(),o=i-n},getScrollInfo:function(e){var i=e.isWindow||e.isDocument?\"\":e.element.css(\"overflow-x\"),n=e.isWindow||e.isDocument?\"\":e.element.css(\"overflow-y\"),r=\"scroll\"===i||\"auto\"===i&&e.width<e.element[0].scrollWidth,o=\"scroll\"===n||\"auto\"===n&&e.height<e.element[0].scrollHeight;return{width:o?t.position.scrollbarWidth():0,height:r?t.position.scrollbarWidth():0}},getWithinInfo:function(e){var i=t(e||window),n=t.isWindow(i[0]),r=!!i[0]&&9===i[0].nodeType;return{element:i,isWindow:n,isDocument:r,offset:i.offset()||{left:0,top:0},scrollLeft:i.scrollLeft(),scrollTop:i.scrollTop(),width:n?i.width():i.outerWidth(),height:n?i.height():i.outerHeight()}}},t.fn.position=function(e){if(!e||!e.of)return f.apply(this,arguments);e=t.extend({},e);var o,d,g,m,_,v,y=t(e.of),b=t.position.getWithinInfo(e.within),w=t.position.getScrollInfo(b),x=(e.collision||\"flip\").split(\" \"),k={};return v=r(y),y[0].preventDefault&&(e.at=\"left top\"),d=v.width,g=v.height,m=v.offset,_=t.extend({},m),t.each([\"my\",\"at\"],function(){var t,i,n=(e[this]||\"\").split(\" \");1===n.length&&(n=u.test(n[0])?n.concat([\"center\"]):c.test(n[0])?[\"center\"].concat(n):[\"center\",\"center\"]),n[0]=u.test(n[0])?n[0]:\"center\",n[1]=c.test(n[1])?n[1]:\"center\",t=h.exec(n[0]),i=h.exec(n[1]),k[this]=[t?t[0]:0,i?i[0]:0],e[this]=[p.exec(n[0])[0],p.exec(n[1])[0]]}),1===x.length&&(x[1]=x[0]),\"right\"===e.at[0]?_.left+=d:\"center\"===e.at[0]&&(_.left+=d/2),\"bottom\"===e.at[1]?_.top+=g:\"center\"===e.at[1]&&(_.top+=g/2),o=i(k.at,d,g),_.left+=o[0],_.top+=o[1],this.each(function(){var r,u,c=t(this),h=c.outerWidth(),p=c.outerHeight(),f=n(this,\"marginLeft\"),v=n(this,\"marginTop\"),C=h+f+n(this,\"marginRight\")+w.width,M=p+v+n(this,\"marginBottom\")+w.height,D=t.extend({},_),T=i(k.my,c.outerWidth(),c.outerHeight());\"right\"===e.my[0]?D.left-=h:\"center\"===e.my[0]&&(D.left-=h/2),\"bottom\"===e.my[1]?D.top-=p:\"center\"===e.my[1]&&(D.top-=p/2),D.left+=T[0],D.top+=T[1],t.support.offsetFractions||(D.left=l(D.left),D.top=l(D.top)),r={marginLeft:f,marginTop:v},t.each([\"left\",\"top\"],function(i,n){t.ui.position[x[i]]&&t.ui.position[x[i]][n](D,{targetWidth:d,targetHeight:g,elemWidth:h,elemHeight:p,collisionPosition:r,collisionWidth:C,collisionHeight:M,offset:[o[0]+T[0],o[1]+T[1]],my:e.my,at:e.at,within:b,elem:c})}),e.using&&(u=function(t){var i=m.left-D.left,n=i+d-h,r=m.top-D.top,o=r+g-p,l={target:{element:y,left:m.left,top:m.top,width:d,height:g},element:{element:c,left:D.left,top:D.top,width:h,height:p},horizontal:0>n?\"left\":i>0?\"right\":\"center\",vertical:0>o?\"top\":r>0?\"bottom\":\"middle\"};h>d&&a(i+n)<d&&(l.horizontal=\"center\"),p>g&&a(r+o)<g&&(l.vertical=\"middle\"),s(a(i),a(n))>s(a(r),a(o))?l.important=\"horizontal\":l.important=\"vertical\",e.using.call(this,t,l)}),c.offset(t.extend(D,{using:u}))})},t.ui.position={fit:{left:function(t,e){var i,n=e.within,r=n.isWindow?n.scrollLeft:n.offset.left,o=n.width,a=t.left-e.collisionPosition.marginLeft,l=r-a,u=a+e.collisionWidth-o-r;e.collisionWidth>o?l>0&&0>=u?(i=t.left+l+e.collisionWidth-o-r,t.left+=l-i):u>0&&0>=l?t.left=r:l>u?t.left=r+o-e.collisionWidth:t.left=r:l>0?t.left+=l:u>0?t.left-=u:t.left=s(t.left-a,t.left)},top:function(t,e){var i,n=e.within,r=n.isWindow?n.scrollTop:n.offset.top,o=e.within.height,a=t.top-e.collisionPosition.marginTop,l=r-a,u=a+e.collisionHeight-o-r;e.collisionHeight>o?l>0&&0>=u?(i=t.top+l+e.collisionHeight-o-r,t.top+=l-i):u>0&&0>=l?t.top=r:l>u?t.top=r+o-e.collisionHeight:t.top=r:l>0?t.top+=l:u>0?t.top-=u:t.top=s(t.top-a,t.top)}},flip:{left:function(t,e){var i,n,r=e.within,o=r.offset.left+r.scrollLeft,s=r.width,l=r.isWindow?r.scrollLeft:r.offset.left,u=t.left-e.collisionPosition.marginLeft,c=u-l,h=u+e.collisionWidth-s-l,p=\"left\"===e.my[0]?-e.elemWidth:\"right\"===e.my[0]?e.elemWidth:0,d=\"left\"===e.at[0]?e.targetWidth:\"right\"===e.at[0]?-e.targetWidth:0,f=-2*e.offset[0];0>c?(i=t.left+p+d+f+e.collisionWidth-s-o,(0>i||i<a(c))&&(t.left+=p+d+f)):h>0&&(n=t.left-e.collisionPosition.marginLeft+p+d+f-l,(n>0||a(n)<h)&&(t.left+=p+d+f))},top:function(t,e){var i,n,r=e.within,o=r.offset.top+r.scrollTop,s=r.height,l=r.isWindow?r.scrollTop:r.offset.top,u=t.top-e.collisionPosition.marginTop,c=u-l,h=u+e.collisionHeight-s-l,p=\"top\"===e.my[1],d=p?-e.elemHeight:\"bottom\"===e.my[1]?e.elemHeight:0,f=\"top\"===e.at[1]?e.targetHeight:\"bottom\"===e.at[1]?-e.targetHeight:0,g=-2*e.offset[1];0>c?(n=t.top+d+f+g+e.collisionHeight-s-o,t.top+d+f+g>c&&(0>n||n<a(c))&&(t.top+=d+f+g)):h>0&&(i=t.top-e.collisionPosition.marginTop+d+f+g-l,t.top+d+f+g>h&&(i>0||a(i)<h)&&(t.top+=d+f+g))}},flipfit:{left:function(){t.ui.position.flip.left.apply(this,arguments),t.ui.position.fit.left.apply(this,arguments)},top:function(){t.ui.position.flip.top.apply(this,arguments),t.ui.position.fit.top.apply(this,arguments)}}},function(){var e,i,n,r,o,s=document.getElementsByTagName(\"body\")[0],a=document.createElement(\"div\");e=document.createElement(s?\"div\":\"body\"),n={visibility:\"hidden\",width:0,height:0,border:0,margin:0,background:\"none\"},s&&t.extend(n,{position:\"absolute\",left:\"-1000px\",top:\"-1000px\"});for(o in n)e.style[o]=n[o];e.appendChild(a),i=s||document.documentElement,i.insertBefore(e,i.firstChild),a.style.cssText=\"position: absolute; left: 10.7432222px;\",r=t(a).offset().left,t.support.offsetFractions=r>10&&11>r,e.innerHTML=\"\",i.removeChild(e)}()}(n)},{jquery:17}],14:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),t(\"./mouse\"),t(\"./widget\"),function(t,e){function i(t,e,i){return t>e&&e+i>t}function n(t){return/left|right/.test(t.css(\"float\"))||/inline|table-cell/.test(t.css(\"display\"))}t.widget(\"ui.sortable\",t.ui.mouse,{version:\"1.10.4\",widgetEventPrefix:\"sort\",ready:!1,options:{appendTo:\"parent\",axis:!1,connectWith:!1,containment:!1,cursor:\"auto\",cursorAt:!1,dropOnEmpty:!0,forcePlaceholderSize:!1,forceHelperSize:!1,grid:!1,handle:!1,helper:\"original\",items:\"> *\",opacity:!1,placeholder:!1,revert:!1,scroll:!0,scrollSensitivity:20,scrollSpeed:20,scope:\"default\",tolerance:\"intersect\",zIndex:1e3,activate:null,beforeStop:null,change:null,deactivate:null,out:null,over:null,receive:null,remove:null,sort:null,start:null,stop:null,update:null},_create:function(){var t=this.options;this.containerCache={},this.element.addClass(\"ui-sortable\"),this.refresh(),this.floating=this.items.length?\"x\"===t.axis||n(this.items[0].item):!1,this.offset=this.element.offset(),this._mouseInit(),this.ready=!0},_destroy:function(){this.element.removeClass(\"ui-sortable ui-sortable-disabled\"),this._mouseDestroy();for(var t=this.items.length-1;t>=0;t--)this.items[t].item.removeData(this.widgetName+\"-item\");return this},_setOption:function(e,i){\"disabled\"===e?(this.options[e]=i,this.widget().toggleClass(\"ui-sortable-disabled\",!!i)):t.Widget.prototype._setOption.apply(this,arguments)},_mouseCapture:function(e,i){var n=null,r=!1,o=this;return this.reverting?!1:this.options.disabled||\"static\"===this.options.type?!1:(this._refreshItems(e),t(e.target).parents().each(function(){return t.data(this,o.widgetName+\"-item\")===o?(n=t(this),!1):void 0}),t.data(e.target,o.widgetName+\"-item\")===o&&(n=t(e.target)),n&&(!this.options.handle||i||(t(this.options.handle,n).find(\"*\").addBack().each(function(){this===e.target&&(r=!0)}),r))?(this.currentItem=n,this._removeCurrentsFromItems(),!0):!1)},_mouseStart:function(e,i,n){var r,o,s=this.options;if(this.currentContainer=this,this.refreshPositions(),this.helper=this._createHelper(e),this._cacheHelperProportions(),this._cacheMargins(),this.scrollParent=this.helper.scrollParent(),this.offset=this.currentItem.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},t.extend(this.offset,{click:{left:e.pageX-this.offset.left,top:e.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.helper.css(\"position\",\"absolute\"),this.cssPosition=this.helper.css(\"position\"),this.originalPosition=this._generatePosition(e),this.originalPageX=e.pageX,this.originalPageY=e.pageY,s.cursorAt&&this._adjustOffsetFromHelper(s.cursorAt),this.domPosition={prev:this.currentItem.prev()[0],parent:this.currentItem.parent()[0]},this.helper[0]!==this.currentItem[0]&&this.currentItem.hide(),this._createPlaceholder(),s.containment&&this._setContainment(),s.cursor&&\"auto\"!==s.cursor&&(o=this.document.find(\"body\"),this.storedCursor=o.css(\"cursor\"),o.css(\"cursor\",s.cursor),this.storedStylesheet=t(\"<style>*{ cursor: \"+s.cursor+\" !important; }</style>\").appendTo(o)),s.opacity&&(this.helper.css(\"opacity\")&&(this._storedOpacity=this.helper.css(\"opacity\")),this.helper.css(\"opacity\",s.opacity)),s.zIndex&&(this.helper.css(\"zIndex\")&&(this._storedZIndex=this.helper.css(\"zIndex\")),this.helper.css(\"zIndex\",s.zIndex)),this.scrollParent[0]!==document&&\"HTML\"!==this.scrollParent[0].tagName&&(this.overflowOffset=this.scrollParent.offset()),this._trigger(\"start\",e,this._uiHash()),this._preserveHelperProportions||this._cacheHelperProportions(),!n)for(r=this.containers.length-1;r>=0;r--)this.containers[r]._trigger(\"activate\",e,this._uiHash(this));return t.ui.ddmanager&&(t.ui.ddmanager.current=this),t.ui.ddmanager&&!s.dropBehaviour&&t.ui.ddmanager.prepareOffsets(this,e),this.dragging=!0,this.helper.addClass(\"ui-sortable-helper\"),this._mouseDrag(e),!0},_mouseDrag:function(e){var i,n,r,o,s=this.options,a=!1;for(this.position=this._generatePosition(e),this.positionAbs=this._convertPositionTo(\"absolute\"),this.lastPositionAbs||(this.lastPositionAbs=this.positionAbs),this.options.scroll&&(this.scrollParent[0]!==document&&\"HTML\"!==this.scrollParent[0].tagName?(this.overflowOffset.top+this.scrollParent[0].offsetHeight-e.pageY<s.scrollSensitivity?this.scrollParent[0].scrollTop=a=this.scrollParent[0].scrollTop+s.scrollSpeed:e.pageY-this.overflowOffset.top<s.scrollSensitivity&&(this.scrollParent[0].scrollTop=a=this.scrollParent[0].scrollTop-s.scrollSpeed),this.overflowOffset.left+this.scrollParent[0].offsetWidth-e.pageX<s.scrollSensitivity?this.scrollParent[0].scrollLeft=a=this.scrollParent[0].scrollLeft+s.scrollSpeed:e.pageX-this.overflowOffset.left<s.scrollSensitivity&&(this.scrollParent[0].scrollLeft=a=this.scrollParent[0].scrollLeft-s.scrollSpeed)):(e.pageY-t(document).scrollTop()<s.scrollSensitivity?a=t(document).scrollTop(t(document).scrollTop()-s.scrollSpeed):t(window).height()-(e.pageY-t(document).scrollTop())<s.scrollSensitivity&&(a=t(document).scrollTop(t(document).scrollTop()+s.scrollSpeed)),e.pageX-t(document).scrollLeft()<s.scrollSensitivity?a=t(document).scrollLeft(t(document).scrollLeft()-s.scrollSpeed):t(window).width()-(e.pageX-t(document).scrollLeft())<s.scrollSensitivity&&(a=t(document).scrollLeft(t(document).scrollLeft()+s.scrollSpeed))),a!==!1&&t.ui.ddmanager&&!s.dropBehaviour&&t.ui.ddmanager.prepareOffsets(this,e)),this.positionAbs=this._convertPositionTo(\"absolute\"),this.options.axis&&\"y\"===this.options.axis||(this.helper[0].style.left=this.position.left+\"px\"),this.options.axis&&\"x\"===this.options.axis||(this.helper[0].style.top=this.position.top+\"px\"),i=this.items.length-1;i>=0;i--)if(n=this.items[i],r=n.item[0],o=this._intersectsWithPointer(n),o&&n.instance===this.currentContainer&&r!==this.currentItem[0]&&this.placeholder[1===o?\"next\":\"prev\"]()[0]!==r&&!t.contains(this.placeholder[0],r)&&(\"semi-dynamic\"===this.options.type?!t.contains(this.element[0],r):!0)){if(this.direction=1===o?\"down\":\"up\",\"pointer\"!==this.options.tolerance&&!this._intersectsWithSides(n))break;this._rearrange(e,n),this._trigger(\"change\",e,this._uiHash());break}return this._contactContainers(e),t.ui.ddmanager&&t.ui.ddmanager.drag(this,e),this._trigger(\"sort\",e,this._uiHash()),this.lastPositionAbs=this.positionAbs,!1},_mouseStop:function(e,i){if(e){if(t.ui.ddmanager&&!this.options.dropBehaviour&&t.ui.ddmanager.drop(this,e),this.options.revert){var n=this,r=this.placeholder.offset(),o=this.options.axis,s={};o&&\"x\"!==o||(s.left=r.left-this.offset.parent.left-this.margins.left+(this.offsetParent[0]===document.body?0:this.offsetParent[0].scrollLeft)),o&&\"y\"!==o||(s.top=r.top-this.offset.parent.top-this.margins.top+(this.offsetParent[0]===document.body?0:this.offsetParent[0].scrollTop)),this.reverting=!0,t(this.helper).animate(s,parseInt(this.options.revert,10)||500,function(){n._clear(e)})}else this._clear(e,i);return!1}},cancel:function(){if(this.dragging){this._mouseUp({target:null}),\"original\"===this.options.helper?this.currentItem.css(this._storedCSS).removeClass(\"ui-sortable-helper\"):this.currentItem.show();for(var e=this.containers.length-1;e>=0;e--)this.containers[e]._trigger(\"deactivate\",null,this._uiHash(this)),this.containers[e].containerCache.over&&(this.containers[e]._trigger(\"out\",null,this._uiHash(this)),this.containers[e].containerCache.over=0)}return this.placeholder&&(this.placeholder[0].parentNode&&this.placeholder[0].parentNode.removeChild(this.placeholder[0]),\"original\"!==this.options.helper&&this.helper&&this.helper[0].parentNode&&this.helper.remove(),t.extend(this,{helper:null,dragging:!1,reverting:!1,_noFinalSort:null}),this.domPosition.prev?t(this.domPosition.prev).after(this.currentItem):t(this.domPosition.parent).prepend(this.currentItem)),this},serialize:function(e){var i=this._getItemsAsjQuery(e&&e.connected),n=[];return e=e||{},t(i).each(function(){var i=(t(e.item||this).attr(e.attribute||\"id\")||\"\").match(e.expression||/(.+)[\\-=_](.+)/);i&&n.push((e.key||i[1]+\"[]\")+\"=\"+(e.key&&e.expression?i[1]:i[2]))}),!n.length&&e.key&&n.push(e.key+\"=\"),n.join(\"&\")},toArray:function(e){var i=this._getItemsAsjQuery(e&&e.connected),n=[];return e=e||{},i.each(function(){n.push(t(e.item||this).attr(e.attribute||\"id\")||\"\")}),n},_intersectsWith:function(t){var e=this.positionAbs.left,i=e+this.helperProportions.width,n=this.positionAbs.top,r=n+this.helperProportions.height,o=t.left,s=o+t.width,a=t.top,l=a+t.height,u=this.offset.click.top,c=this.offset.click.left,h=\"x\"===this.options.axis||n+u>a&&l>n+u,p=\"y\"===this.options.axis||e+c>o&&s>e+c,d=h&&p;return\"pointer\"===this.options.tolerance||this.options.forcePointerForContainers||\"pointer\"!==this.options.tolerance&&this.helperProportions[this.floating?\"width\":\"height\"]>t[this.floating?\"width\":\"height\"]?d:o<e+this.helperProportions.width/2&&i-this.helperProportions.width/2<s&&a<n+this.helperProportions.height/2&&r-this.helperProportions.height/2<l},_intersectsWithPointer:function(t){var e=\"x\"===this.options.axis||i(this.positionAbs.top+this.offset.click.top,t.top,t.height),n=\"y\"===this.options.axis||i(this.positionAbs.left+this.offset.click.left,t.left,t.width),r=e&&n,o=this._getDragVerticalDirection(),s=this._getDragHorizontalDirection();return r?this.floating?s&&\"right\"===s||\"down\"===o?2:1:o&&(\"down\"===o?2:1):!1},_intersectsWithSides:function(t){var e=i(this.positionAbs.top+this.offset.click.top,t.top+t.height/2,t.height),n=i(this.positionAbs.left+this.offset.click.left,t.left+t.width/2,t.width),r=this._getDragVerticalDirection(),o=this._getDragHorizontalDirection();return this.floating&&o?\"right\"===o&&n||\"left\"===o&&!n:r&&(\"down\"===r&&e||\"up\"===r&&!e)},_getDragVerticalDirection:function(){var t=this.positionAbs.top-this.lastPositionAbs.top;return 0!==t&&(t>0?\"down\":\"up\")},_getDragHorizontalDirection:function(){var t=this.positionAbs.left-this.lastPositionAbs.left;return 0!==t&&(t>0?\"right\":\"left\")},refresh:function(t){return this._refreshItems(t),this.refreshPositions(),this},_connectWith:function(){var t=this.options;return t.connectWith.constructor===String?[t.connectWith]:t.connectWith},_getItemsAsjQuery:function(e){function i(){a.push(this)}var n,r,o,s,a=[],l=[],u=this._connectWith();if(u&&e)for(n=u.length-1;n>=0;n--)for(o=t(u[n]),r=o.length-1;r>=0;r--)s=t.data(o[r],this.widgetFullName),s&&s!==this&&!s.options.disabled&&l.push([t.isFunction(s.options.items)?s.options.items.call(s.element):t(s.options.items,s.element).not(\".ui-sortable-helper\").not(\".ui-sortable-placeholder\"),s]);for(l.push([t.isFunction(this.options.items)?this.options.items.call(this.element,null,{options:this.options,item:this.currentItem}):t(this.options.items,this.element).not(\".ui-sortable-helper\").not(\".ui-sortable-placeholder\"),this]),n=l.length-1;n>=0;n--)l[n][0].each(i);return t(a)},_removeCurrentsFromItems:function(){var e=this.currentItem.find(\":data(\"+this.widgetName+\"-item)\");this.items=t.grep(this.items,function(t){for(var i=0;i<e.length;i++)if(e[i]===t.item[0])return!1;return!0})},_refreshItems:function(e){this.items=[],this.containers=[this];var i,n,r,o,s,a,l,u,c=this.items,h=[[t.isFunction(this.options.items)?this.options.items.call(this.element[0],e,{item:this.currentItem}):t(this.options.items,this.element),this]],p=this._connectWith();if(p&&this.ready)for(i=p.length-1;i>=0;i--)for(r=t(p[i]),n=r.length-1;n>=0;n--)o=t.data(r[n],this.widgetFullName),o&&o!==this&&!o.options.disabled&&(h.push([t.isFunction(o.options.items)?o.options.items.call(o.element[0],e,{item:this.currentItem}):t(o.options.items,o.element),o]),this.containers.push(o));for(i=h.length-1;i>=0;i--)for(s=h[i][1],a=h[i][0],n=0,u=a.length;u>n;n++)l=t(a[n]),l.data(this.widgetName+\"-item\",s),c.push({item:l,instance:s,width:0,height:0,left:0,top:0})},refreshPositions:function(e){this.offsetParent&&this.helper&&(this.offset.parent=this._getParentOffset());var i,n,r,o;for(i=this.items.length-1;i>=0;i--)n=this.items[i],n.instance!==this.currentContainer&&this.currentContainer&&n.item[0]!==this.currentItem[0]||(r=this.options.toleranceElement?t(this.options.toleranceElement,n.item):n.item,e||(n.width=r.outerWidth(),n.height=r.outerHeight()),o=r.offset(),n.left=o.left,n.top=o.top);if(this.options.custom&&this.options.custom.refreshContainers)this.options.custom.refreshContainers.call(this);else for(i=this.containers.length-1;i>=0;i--)o=this.containers[i].element.offset(),this.containers[i].containerCache.left=o.left,this.containers[i].containerCache.top=o.top,this.containers[i].containerCache.width=this.containers[i].element.outerWidth(),this.containers[i].containerCache.height=this.containers[i].element.outerHeight();return this},_createPlaceholder:function(e){e=e||this;var i,n=e.options;n.placeholder&&n.placeholder.constructor!==String||(i=n.placeholder,n.placeholder={element:function(){var n=e.currentItem[0].nodeName.toLowerCase(),r=t(\"<\"+n+\">\",e.document[0]).addClass(i||e.currentItem[0].className+\" ui-sortable-placeholder\").removeClass(\"ui-sortable-helper\");return\"tr\"===n?e.currentItem.children().each(function(){t(\"<td>&#160;</td>\",e.document[0]).attr(\"colspan\",t(this).attr(\"colspan\")||1).appendTo(r)}):\"img\"===n&&r.attr(\"src\",e.currentItem.attr(\"src\")),i||r.css(\"visibility\",\"hidden\"),r},update:function(t,r){(!i||n.forcePlaceholderSize)&&(r.height()||r.height(e.currentItem.innerHeight()-parseInt(e.currentItem.css(\"paddingTop\")||0,10)-parseInt(e.currentItem.css(\"paddingBottom\")||0,10)),r.width()||r.width(e.currentItem.innerWidth()-parseInt(e.currentItem.css(\"paddingLeft\")||0,10)-parseInt(e.currentItem.css(\"paddingRight\")||0,10)))}}),e.placeholder=t(n.placeholder.element.call(e.element,e.currentItem)),e.currentItem.after(e.placeholder),n.placeholder.update(e,e.placeholder)},_contactContainers:function(e){var r,o,s,a,l,u,c,h,p,d,f=null,g=null;for(r=this.containers.length-1;r>=0;r--)if(!t.contains(this.currentItem[0],this.containers[r].element[0]))if(this._intersectsWith(this.containers[r].containerCache)){if(f&&t.contains(this.containers[r].element[0],f.element[0]))continue;f=this.containers[r],g=r}else this.containers[r].containerCache.over&&(this.containers[r]._trigger(\"out\",e,this._uiHash(this)),this.containers[r].containerCache.over=0);if(f)if(1===this.containers.length)this.containers[g].containerCache.over||(this.containers[g]._trigger(\"over\",e,this._uiHash(this)),this.containers[g].containerCache.over=1);else{for(s=1e4,a=null,d=f.floating||n(this.currentItem),l=d?\"left\":\"top\",u=d?\"width\":\"height\",c=this.positionAbs[l]+this.offset.click[l],o=this.items.length-1;o>=0;o--)t.contains(this.containers[g].element[0],this.items[o].item[0])&&this.items[o].item[0]!==this.currentItem[0]&&(!d||i(this.positionAbs.top+this.offset.click.top,this.items[o].top,this.items[o].height))&&(h=this.items[o].item.offset()[l],p=!1,Math.abs(h-c)>Math.abs(h+this.items[o][u]-c)&&(p=!0,h+=this.items[o][u]),Math.abs(h-c)<s&&(s=Math.abs(h-c),a=this.items[o],this.direction=p?\"up\":\"down\"));if(!a&&!this.options.dropOnEmpty)return;if(this.currentContainer===this.containers[g])return;a?this._rearrange(e,a,null,!0):this._rearrange(e,null,this.containers[g].element,!0),this._trigger(\"change\",e,this._uiHash()),this.containers[g]._trigger(\"change\",e,this._uiHash(this)),this.currentContainer=this.containers[g],this.options.placeholder.update(this.currentContainer,this.placeholder),this.containers[g]._trigger(\"over\",e,this._uiHash(this)),this.containers[g].containerCache.over=1}},_createHelper:function(e){var i=this.options,n=t.isFunction(i.helper)?t(i.helper.apply(this.element[0],[e,this.currentItem])):\"clone\"===i.helper?this.currentItem.clone():this.currentItem;return n.parents(\"body\").length||t(\"parent\"!==i.appendTo?i.appendTo:this.currentItem[0].parentNode)[0].appendChild(n[0]),n[0]===this.currentItem[0]&&(this._storedCSS={width:this.currentItem[0].style.width,height:this.currentItem[0].style.height,position:this.currentItem.css(\"position\"),top:this.currentItem.css(\"top\"),left:this.currentItem.css(\"left\")}),(!n[0].style.width||i.forceHelperSize)&&n.width(this.currentItem.width()),(!n[0].style.height||i.forceHelperSize)&&n.height(this.currentItem.height()),n},_adjustOffsetFromHelper:function(e){\"string\"==typeof e&&(e=e.split(\" \")),t.isArray(e)&&(e={left:+e[0],top:+e[1]||0}),\"left\"in e&&(this.offset.click.left=e.left+this.margins.left),\"right\"in e&&(this.offset.click.left=this.helperProportions.width-e.right+this.margins.left),\"top\"in e&&(this.offset.click.top=e.top+this.margins.top),\"bottom\"in e&&(this.offset.click.top=this.helperProportions.height-e.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var e=this.offsetParent.offset();return\"absolute\"===this.cssPosition&&this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])&&(e.left+=this.scrollParent.scrollLeft(),e.top+=this.scrollParent.scrollTop()),(this.offsetParent[0]===document.body||this.offsetParent[0].tagName&&\"html\"===this.offsetParent[0].tagName.toLowerCase()&&t.ui.ie)&&(e={top:0,left:0}),{top:e.top+(parseInt(this.offsetParent.css(\"borderTopWidth\"),10)||0),left:e.left+(parseInt(this.offsetParent.css(\"borderLeftWidth\"),10)||0)}},_getRelativeOffset:function(){if(\"relative\"===this.cssPosition){var t=this.currentItem.position();return{top:t.top-(parseInt(this.helper.css(\"top\"),10)||0)+this.scrollParent.scrollTop(),left:t.left-(parseInt(this.helper.css(\"left\"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.currentItem.css(\"marginLeft\"),10)||0,top:parseInt(this.currentItem.css(\"marginTop\"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var e,i,n,r=this.options;\"parent\"===r.containment&&(r.containment=this.helper[0].parentNode),(\"document\"===r.containment||\"window\"===r.containment)&&(this.containment=[0-this.offset.relative.left-this.offset.parent.left,0-this.offset.relative.top-this.offset.parent.top,t(\"document\"===r.containment?document:window).width()-this.helperProportions.width-this.margins.left,(t(\"document\"===r.containment?document:window).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]),/^(document|window|parent)$/.test(r.containment)||(e=t(r.containment)[0],i=t(r.containment).offset(),n=\"hidden\"!==t(e).css(\"overflow\"),this.containment=[i.left+(parseInt(t(e).css(\"borderLeftWidth\"),10)||0)+(parseInt(t(e).css(\"paddingLeft\"),10)||0)-this.margins.left,i.top+(parseInt(t(e).css(\"borderTopWidth\"),10)||0)+(parseInt(t(e).css(\"paddingTop\"),10)||0)-this.margins.top,i.left+(n?Math.max(e.scrollWidth,e.offsetWidth):e.offsetWidth)-(parseInt(t(e).css(\"borderLeftWidth\"),10)||0)-(parseInt(t(e).css(\"paddingRight\"),10)||0)-this.helperProportions.width-this.margins.left,i.top+(n?Math.max(e.scrollHeight,e.offsetHeight):e.offsetHeight)-(parseInt(t(e).css(\"borderTopWidth\"),10)||0)-(parseInt(t(e).css(\"paddingBottom\"),10)||0)-this.helperProportions.height-this.margins.top]);\n",
+       "                \n",
+       "                },_convertPositionTo:function(e,i){i||(i=this.position);var n=\"absolute\"===e?1:-1,r=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,o=/(html|body)/i.test(r[0].tagName);return{top:i.top+this.offset.relative.top*n+this.offset.parent.top*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():o?0:r.scrollTop())*n,left:i.left+this.offset.relative.left*n+this.offset.parent.left*n-(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():o?0:r.scrollLeft())*n}},_generatePosition:function(e){var i,n,r=this.options,o=e.pageX,s=e.pageY,a=\"absolute\"!==this.cssPosition||this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,l=/(html|body)/i.test(a[0].tagName);return\"relative\"!==this.cssPosition||this.scrollParent[0]!==document&&this.scrollParent[0]!==this.offsetParent[0]||(this.offset.relative=this._getRelativeOffset()),this.originalPosition&&(this.containment&&(e.pageX-this.offset.click.left<this.containment[0]&&(o=this.containment[0]+this.offset.click.left),e.pageY-this.offset.click.top<this.containment[1]&&(s=this.containment[1]+this.offset.click.top),e.pageX-this.offset.click.left>this.containment[2]&&(o=this.containment[2]+this.offset.click.left),e.pageY-this.offset.click.top>this.containment[3]&&(s=this.containment[3]+this.offset.click.top)),r.grid&&(i=this.originalPageY+Math.round((s-this.originalPageY)/r.grid[1])*r.grid[1],s=this.containment?i-this.offset.click.top>=this.containment[1]&&i-this.offset.click.top<=this.containment[3]?i:i-this.offset.click.top>=this.containment[1]?i-r.grid[1]:i+r.grid[1]:i,n=this.originalPageX+Math.round((o-this.originalPageX)/r.grid[0])*r.grid[0],o=this.containment?n-this.offset.click.left>=this.containment[0]&&n-this.offset.click.left<=this.containment[2]?n:n-this.offset.click.left>=this.containment[0]?n-r.grid[0]:n+r.grid[0]:n)),{top:s-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollTop():l?0:a.scrollTop()),left:o-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+(\"fixed\"===this.cssPosition?-this.scrollParent.scrollLeft():l?0:a.scrollLeft())}},_rearrange:function(t,e,i,n){i?i[0].appendChild(this.placeholder[0]):e.item[0].parentNode.insertBefore(this.placeholder[0],\"down\"===this.direction?e.item[0]:e.item[0].nextSibling),this.counter=this.counter?++this.counter:1;var r=this.counter;this._delay(function(){r===this.counter&&this.refreshPositions(!n)})},_clear:function(t,e){function i(t,e,i){return function(n){i._trigger(t,n,e._uiHash(e))}}this.reverting=!1;var n,r=[];if(!this._noFinalSort&&this.currentItem.parent().length&&this.placeholder.before(this.currentItem),this._noFinalSort=null,this.helper[0]===this.currentItem[0]){for(n in this._storedCSS)(\"auto\"===this._storedCSS[n]||\"static\"===this._storedCSS[n])&&(this._storedCSS[n]=\"\");this.currentItem.css(this._storedCSS).removeClass(\"ui-sortable-helper\")}else this.currentItem.show();for(this.fromOutside&&!e&&r.push(function(t){this._trigger(\"receive\",t,this._uiHash(this.fromOutside))}),!this.fromOutside&&this.domPosition.prev===this.currentItem.prev().not(\".ui-sortable-helper\")[0]&&this.domPosition.parent===this.currentItem.parent()[0]||e||r.push(function(t){this._trigger(\"update\",t,this._uiHash())}),this!==this.currentContainer&&(e||(r.push(function(t){this._trigger(\"remove\",t,this._uiHash())}),r.push(function(t){return function(e){t._trigger(\"receive\",e,this._uiHash(this))}}.call(this,this.currentContainer)),r.push(function(t){return function(e){t._trigger(\"update\",e,this._uiHash(this))}}.call(this,this.currentContainer)))),n=this.containers.length-1;n>=0;n--)e||r.push(i(\"deactivate\",this,this.containers[n])),this.containers[n].containerCache.over&&(r.push(i(\"out\",this,this.containers[n])),this.containers[n].containerCache.over=0);if(this.storedCursor&&(this.document.find(\"body\").css(\"cursor\",this.storedCursor),this.storedStylesheet.remove()),this._storedOpacity&&this.helper.css(\"opacity\",this._storedOpacity),this._storedZIndex&&this.helper.css(\"zIndex\",\"auto\"===this._storedZIndex?\"\":this._storedZIndex),this.dragging=!1,this.cancelHelperRemoval){if(!e){for(this._trigger(\"beforeStop\",t,this._uiHash()),n=0;n<r.length;n++)r[n].call(this,t);this._trigger(\"stop\",t,this._uiHash())}return this.fromOutside=!1,!1}if(e||this._trigger(\"beforeStop\",t,this._uiHash()),this.placeholder[0].parentNode.removeChild(this.placeholder[0]),this.helper[0]!==this.currentItem[0]&&this.helper.remove(),this.helper=null,!e){for(n=0;n<r.length;n++)r[n].call(this,t);this._trigger(\"stop\",t,this._uiHash())}return this.fromOutside=!1,!0},_trigger:function(){t.Widget.prototype._trigger.apply(this,arguments)===!1&&this.cancel()},_uiHash:function(e){var i=e||this;return{helper:i.helper,placeholder:i.placeholder||t([]),position:i.position,originalPosition:i.originalPosition,offset:i.positionAbs,item:i.currentItem,sender:e?e.element:null}}})}(n)},{\"./core\":6,\"./mouse\":12,\"./widget\":16,jquery:17}],15:[function(t,e,i){var n=t(\"jquery\");t(\"./core\"),t(\"./widget\"),t(\"./button\"),function(t){function e(t){return function(){var e=this.element.val();t.apply(this,arguments),this._refresh(),e!==this.element.val()&&this._trigger(\"change\")}}t.widget(\"ui.spinner\",{version:\"1.10.4\",defaultElement:\"<input>\",widgetEventPrefix:\"spin\",options:{culture:null,icons:{down:\"ui-icon-triangle-1-s\",up:\"ui-icon-triangle-1-n\"},incremental:!0,max:null,min:null,numberFormat:null,page:10,step:1,change:null,spin:null,start:null,stop:null},_create:function(){this._setOption(\"max\",this.options.max),this._setOption(\"min\",this.options.min),this._setOption(\"step\",this.options.step),\"\"!==this.value()&&this._value(this.element.val(),!0),this._draw(),this._on(this._events),this._refresh(),this._on(this.window,{beforeunload:function(){this.element.removeAttr(\"autocomplete\")}})},_getCreateOptions:function(){var e={},i=this.element;return t.each([\"min\",\"max\",\"step\"],function(t,n){var r=i.attr(n);void 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this.cancelBlur,i.call(this)}),this._start(e)!==!1&&this._repeat(null,t(e.currentTarget).hasClass(\"ui-spinner-up\")?1:-1,e)},\"mouseup .ui-spinner-button\":\"_stop\",\"mouseenter .ui-spinner-button\":function(e){return t(e.currentTarget).hasClass(\"ui-state-active\")?this._start(e)===!1?!1:void this._repeat(null,t(e.currentTarget).hasClass(\"ui-spinner-up\")?1:-1,e):void 0},\"mouseleave .ui-spinner-button\":\"_stop\"},_draw:function(){var t=this.uiSpinner=this.element.addClass(\"ui-spinner-input\").attr(\"autocomplete\",\"off\").wrap(this._uiSpinnerHtml()).parent().append(this._buttonHtml());this.element.attr(\"role\",\"spinbutton\"),this.buttons=t.find(\".ui-spinner-button\").attr(\"tabIndex\",-1).button().removeClass(\"ui-corner-all\"),this.buttons.height()>Math.ceil(.5*t.height())&&t.height()>0&&t.height(t.height()),this.options.disabled&&this.disable()},_keydown:function(e){var i=this.options,n=t.ui.keyCode;switch(e.keyCode){case n.UP:return this._repeat(null,1,e),!0;case n.DOWN:return this._repeat(null,-1,e),!0;case n.PAGE_UP:return this._repeat(null,i.page,e),!0;case n.PAGE_DOWN:return this._repeat(null,-i.page,e),!0}return!1},_uiSpinnerHtml:function(){return\"<span class='ui-spinner ui-widget ui-widget-content ui-corner-all'></span>\"},_buttonHtml:function(){return\"<a class='ui-spinner-button ui-spinner-up ui-corner-tr'><span class='ui-icon \"+this.options.icons.up+\"'>&#9650;</span></a><a class='ui-spinner-button ui-spinner-down ui-corner-br'><span class='ui-icon \"+this.options.icons.down+\"'>&#9660;</span></a>\"},_start:function(t){return this.spinning||this._trigger(\"start\",t)!==!1?(this.counter||(this.counter=1),this.spinning=!0,!0):!1},_repeat:function(t,e,i){t=t||500,clearTimeout(this.timer),this.timer=this._delay(function(){this._repeat(40,e,i)},t),this._spin(e*this.options.step,i)},_spin:function(t,e){var i=this.value()||0;this.counter||(this.counter=1),i=this._adjustValue(i+t*this._increment(this.counter)),this.spinning&&this._trigger(\"spin\",e,{value:i})===!1||(this._value(i),this.counter++)},_increment:function(e){var i=this.options.incremental;return i?t.isFunction(i)?i(e):Math.floor(e*e*e/5e4-e*e/500+17*e/200+1):1},_precision:function(){var t=this._precisionOf(this.options.step);return null!==this.options.min&&(t=Math.max(t,this._precisionOf(this.options.min))),t},_precisionOf:function(t){var e=t.toString(),i=e.indexOf(\".\");return-1===i?0:e.length-i-1},_adjustValue:function(t){var e,i,n=this.options;return e=null!==n.min?n.min:0,i=t-e,i=Math.round(i/n.step)*n.step,t=e+i,t=parseFloat(t.toFixed(this._precision())),null!==n.max&&t>n.max?n.max:null!==n.min&&t<n.min?n.min:t},_stop:function(t){this.spinning&&(clearTimeout(this.timer),clearTimeout(this.mousewheelTimer),this.counter=0,this.spinning=!1,this._trigger(\"stop\",t))},_setOption:function(t,e){if(\"culture\"===t||\"numberFormat\"===t){var i=this._parse(this.element.val());return this.options[t]=e,void this.element.val(this._format(i))}(\"max\"===t||\"min\"===t||\"step\"===t)&&\"string\"==typeof e&&(e=this._parse(e)),\"icons\"===t&&(this.buttons.first().find(\".ui-icon\").removeClass(this.options.icons.up).addClass(e.up),this.buttons.last().find(\".ui-icon\").removeClass(this.options.icons.down).addClass(e.down)),this._super(t,e),\"disabled\"===t&&(e?(this.element.prop(\"disabled\",!0),this.buttons.button(\"disable\")):(this.element.prop(\"disabled\",!1),this.buttons.button(\"enable\")))},_setOptions:e(function(t){this._super(t),this._value(this.element.val())}),_parse:function(t){return\"string\"==typeof t&&\"\"!==t&&(t=window.Globalize&&this.options.numberFormat?Globalize.parseFloat(t,10,this.options.culture):+t),\"\"===t||isNaN(t)?null:t},_format:function(t){return\"\"===t?\"\":window.Globalize&&this.options.numberFormat?Globalize.format(t,this.options.numberFormat,this.options.culture):t},_refresh:function(){this.element.attr({\"aria-valuemin\":this.options.min,\"aria-valuemax\":this.options.max,\"aria-valuenow\":this._parse(this.element.val())})},_value:function(t,e){var i;\"\"!==t&&(i=this._parse(t),null!==i&&(e||(i=this._adjustValue(i)),t=this._format(i))),this.element.val(t),this._refresh()},_destroy:function(){this.element.removeClass(\"ui-spinner-input\").prop(\"disabled\",!1).removeAttr(\"autocomplete\").removeAttr(\"role\").removeAttr(\"aria-valuemin\").removeAttr(\"aria-valuemax\").removeAttr(\"aria-valuenow\"),this.uiSpinner.replaceWith(this.element)},stepUp:e(function(t){this._stepUp(t)}),_stepUp:function(t){this._start()&&(this._spin((t||1)*this.options.step),this._stop())},stepDown:e(function(t){this._stepDown(t)}),_stepDown:function(t){this._start()&&(this._spin((t||1)*-this.options.step),this._stop())},pageUp:e(function(t){this._stepUp((t||1)*this.options.page)}),pageDown:e(function(t){this._stepDown((t||1)*this.options.page)}),value:function(t){return arguments.length?void e(this._value).call(this,t):this._parse(this.element.val())},widget:function(){return this.uiSpinner}})}(n)},{\"./button\":5,\"./core\":6,\"./widget\":16,jquery:17}],16:[function(t,e,i){var n=t(\"jquery\");!function(t,e){var i=0,n=Array.prototype.slice,r=t.cleanData;t.cleanData=function(e){for(var i,n=0;null!=(i=e[n]);n++)try{t(i).triggerHandler(\"remove\")}catch(o){}r(e)},t.widget=function(e,i,n){var r,o,s,a,l={},u=e.split(\".\")[0];e=e.split(\".\")[1],r=u+\"-\"+e,n||(n=i,i=t.Widget),t.expr[\":\"][r.toLowerCase()]=function(e){return!!t.data(e,r)},t[u]=t[u]||{},o=t[u][e],s=t[u][e]=function(t,e){return this._createWidget?void(arguments.length&&this._createWidget(t,e)):new s(t,e)},t.extend(s,o,{version:n.version,_proto:t.extend({},n),_childConstructors:[]}),a=new i,a.options=t.widget.extend({},a.options),t.each(n,function(e,n){return t.isFunction(n)?void(l[e]=function(){var t=function(){return i.prototype[e].apply(this,arguments)},r=function(t){return i.prototype[e].apply(this,t)};return function(){var e,i=this._super,o=this._superApply;return this._super=t,this._superApply=r,e=n.apply(this,arguments),this._super=i,this._superApply=o,e}}()):void(l[e]=n)}),s.prototype=t.widget.extend(a,{widgetEventPrefix:o?a.widgetEventPrefix||e:e},l,{constructor:s,namespace:u,widgetName:e,widgetFullName:r}),o?(t.each(o._childConstructors,function(e,i){var n=i.prototype;t.widget(n.namespace+\".\"+n.widgetName,s,i._proto)}),delete o._childConstructors):i._childConstructors.push(s),t.widget.bridge(e,s)},t.widget.extend=function(i){for(var r,o,s=n.call(arguments,1),a=0,l=s.length;l>a;a++)for(r in s[a])o=s[a][r],s[a].hasOwnProperty(r)&&o!==e&&(t.isPlainObject(o)?i[r]=t.isPlainObject(i[r])?t.widget.extend({},i[r],o):t.widget.extend({},o):i[r]=o);return i},t.widget.bridge=function(i,r){var o=r.prototype.widgetFullName||i;t.fn[i]=function(s){var a=\"string\"==typeof s,l=n.call(arguments,1),u=this;return s=!a&&l.length?t.widget.extend.apply(null,[s].concat(l)):s,this.each(a?function(){var n,r=t.data(this,o);return r?t.isFunction(r[s])&&\"_\"!==s.charAt(0)?(n=r[s].apply(r,l),n!==r&&n!==e?(u=n&&n.jquery?u.pushStack(n.get()):n,!1):void 0):t.error(\"no such method '\"+s+\"' for \"+i+\" widget instance\"):t.error(\"cannot call methods on \"+i+\" prior to initialization; attempted to call method '\"+s+\"'\")}:function(){var e=t.data(this,o);e?e.option(s||{})._init():t.data(this,o,new r(s,this))}),u}},t.Widget=function(){},t.Widget._childConstructors=[],t.Widget.prototype={widgetName:\"widget\",widgetEventPrefix:\"\",defaultElement:\"<div>\",options:{disabled:!1,create:null},_createWidget:function(e,n){n=t(n||this.defaultElement||this)[0],this.element=t(n),this.uuid=i++,this.eventNamespace=\".\"+this.widgetName+this.uuid,this.options=t.widget.extend({},this.options,this._getCreateOptions(),e),this.bindings=t(),this.hoverable=t(),this.focusable=t(),n!==this&&(t.data(n,this.widgetFullName,this),this._on(!0,this.element,{remove:function(t){t.target===n&&this.destroy()}}),this.document=t(n.style?n.ownerDocument:n.document||n),this.window=t(this.document[0].defaultView||this.document[0].parentWindow)),this._create(),this._trigger(\"create\",null,this._getCreateEventData()),this._init()},_getCreateOptions:t.noop,_getCreateEventData:t.noop,_create:t.noop,_init:t.noop,destroy:function(){this._destroy(),this.element.unbind(this.eventNamespace).removeData(this.widgetName).removeData(this.widgetFullName).removeData(t.camelCase(this.widgetFullName)),this.widget().unbind(this.eventNamespace).removeAttr(\"aria-disabled\").removeClass(this.widgetFullName+\"-disabled 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t=this.map.getBounds(),e=t.getNorthEast(),i=t.getSouthWest(),this.x_range.set({start:i.lng(),end:e.lng(),silent:!0}),this.y_range.set({start:i.lat(),end:e.lat(),silent:!0}),null==this.initial_range_info&&(this.initial_range_info={xr:{start:this.x_range.get(\"start\"),end:this.x_range.get(\"end\")},yr:{start:this.y_range.get(\"start\"),end:this.y_range.get(\"end\")}}),this.render()},e.prototype._map_hook=function(t,e){var i,n,r,o;return n=e[0],r=e[1],o=e[2],i=e[3],this.canvas_view.map_div.attr(\"style\",\"top: \"+r+\"px; left: \"+n+\"px;\"),this.canvas_view.map_div.width(o+\"px\").height(i+\"px\")},e.prototype._paint_empty=function(t,e){var i,n,r,o,s,a;return 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this.is_paused=!1,this.request_render()},e.prototype.request_render=function(){this.is_paused||this.throttled_render(!0)},e.prototype.initialize=function(t){var i,n,r,o,s,a,l,u,c;for(e.__super__.initialize.call(this,t),this.pause(),this.model.initialize_layout(this.model.solver),this.frame=this.mget(\"frame\"),this.x_range=this.frame.get(\"x_ranges\")[\"default\"],this.y_range=this.frame.get(\"y_ranges\")[\"default\"],this.xmapper=this.frame.get(\"x_mappers\")[\"default\"],this.ymapper=this.frame.get(\"y_mappers\")[\"default\"],this.$el.html(this.template()),this.canvas=this.mget(\"canvas\"),this.canvas_view=new this.canvas.default_view({model:this.canvas}),this.$(\".bk-plot-canvas-wrapper\").append(this.canvas_view.el),this.canvas_view.render(),this.throttled_render=M.throttle_animation(this.render,15),this.outline_props=new D.Line({obj:this.model,prefix:\"outline_\"}),this.title_props=new D.Text({obj:this.model,prefix:\"title_\"}),this.renderers={},this.tools={},this.levels={},s=M.LEVELS,n=0,r=s.length;r>n;n++)o=s[n],this.levels[o]={};this.build_levels(),this.bind_bokeh_events(),this.model.add_constraints(this.canvas.solver),this.listenTo(this.canvas.solver,\"layout_update\",this.request_render),this.ui_event_bus=new y({tool_manager:this.mget(\"tool_manager\"),hit_area:this.canvas_view.$el}),a=this.tools;for(i in a)l=a[i],this.ui_event_bus.register_tool(l);return u=this.mget(\"toolbar_location\"),null!=u&&(c=\".bk-plot-\"+u,k.debug(\"attaching toolbar to \"+c+\" for plot \"+this.model.id),this.tm_view=new v.View({model:this.mget(\"tool_manager\"),el:this.$(c)})),this.update_dataranges(),this.unpause(),k.debug(\"PlotView initialized\"),this},e.prototype.update_dataranges=function(){var t,e,i,n,r,o,s,a,l,u,c,h,p,d,f;i=this.model.get(\"frame\"),e={},l=this.renderers;for(r in l)p=l[r],t=null!=(u=p.glyph)&&\"function\"==typeof u.bounds?u.bounds():void 0,null!=t&&(e[r]=t);for(c=b.values(i.get(\"x_ranges\")),n=0,s=c.length;s>n;n++)d=c[n],\"function\"==typeof d.update&&d.update(e,0,this);for(h=b.values(i.get(\"y_ranges\")),o=0,a=h.length;a>o;o++)f=h[o],\"function\"==typeof f.update&&f.update(e,1,this);return this.range_update_timestamp=Date.now()},e.prototype.map_to_screen=function(t,e,i,n){return null==i&&(i=\"default\"),null==n&&(n=\"default\"),this.frame.map_to_screen(t,e,this.canvas,i,n)},e.prototype.update_range=function(t){var e,i,n,r;null==t&&(t=this.initial_range_info),this.pause(),i=this.frame.get(\"x_ranges\");for(e in i)r=i[e],r.set(t.xrs[e]);n=this.frame.get(\"y_ranges\");for(e in n)r=n[e],r.set(t.yrs[e]);return this.unpause()},e.prototype.build_levels=function(){var t,e,i,n,r,o,s,a,l,u,c,h,p,d;for(l=b.keys(this.renderers),d=w(this.renderers,this.mget(\"renderers\"),this.view_options()),u=b.difference(l,b.pluck(this.mget(\"renderers\"),\"id\")),e=0,n=u.length;n>e;e++)t=u[e],delete this.levels.glyph[t];for(h=w(this.tools,this.mget(\"tools\"),this.view_options()),i=0,r=d.length;r>i;i++)p=d[i],s=p.mget(\"level\"),this.levels[s][p.model.id]=p,p.bind_bokeh_events();for(a=0,o=h.length;o>a;a++)c=h[a],s=c.mget(\"level\"),this.levels[s][c.model.id]=c,c.bind_bokeh_events();return this},e.prototype.bind_bokeh_events=function(){var t,e,i,n;e=this.mget(\"frame\").get(\"x_ranges\");for(t in e)n=e[t],this.listenTo(n,\"change\",this.request_render);i=this.mget(\"frame\").get(\"y_ranges\");for(t in i)n=i[t],this.listenTo(n,\"change\",this.request_render);return this.listenTo(this.model,\"change:renderers\",this.build_levels),this.listenTo(this.model,\"change:tool\",this.build_levels),this.listenTo(this.model,\"change\",this.request_render),this.listenTo(this.model,\"destroy\",function(t){return function(){return t.remove()}}(this))},e.prototype.set_initial_range=function(){var t,e,i,n,r,o,s;t=!0,o={},i=this.frame.get(\"x_ranges\");for(e in i){if(r=i[e],null==r.get(\"start\")||null==r.get(\"end\")||b.isNaN(r.get(\"start\")+r.get(\"end\"))){t=!1;break}o[e]={start:r.get(\"start\"),end:r.get(\"end\")}}if(t){s={},n=this.frame.get(\"y_ranges\");for(e in n){if(r=n[e],null==r.get(\"start\")||null==r.get(\"end\")||b.isNaN(r.get(\"start\")+r.get(\"end\"))){t=!1;break}s[e]={start:r.get(\"start\"),end:r.get(\"end\")}}}return t?(this.initial_range_info={xrs:o,yrs:s},k.debug(\"initial ranges set\")):k.warn(\"could not set initial ranges\")},e.prototype.render=function(t){var i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_;null==t&&(t=!1),k.trace(\"Plot.render(force_canvas=\"+t+\")\"),Date.now()-this.interactive_timestamp<this.mget(\"lod_interval\")?(this.interactive=!0,l=this.mget(\"lod_timeout\"),setTimeout(function(t){return function(){return t.interactive&&Date.now()-t.interactive_timestamp>l&&(t.interactive=!1),t.request_render()}}(this),l)):this.interactive=!1,_=this.mget(\"plot_width\"),s=this.mget(\"plot_height\"),(this.canvas.get(\"canvas_width\")!==_||this.canvas.get(\"canvas_height\")!==s)&&this.canvas._set_dims([_,s],g=!1),e.__super__.render.call(this),this.canvas_view.render(t),null!=this.tm_view&&this.tm_view.render(),n=this.canvas_view.ctx,r=this.model.get(\"frame\"),i=this.model.get(\"canvas\"),u=this.renderers;for(a in u)m=u[a],null!=m.model.update_layout&&m.model.update_layout(m,this.canvas.solver);c=this.renderers;for(a in c)if(m=c[a],m.set_data_timestamp>(null!=this.range_update_timestamp)){this.update_dataranges();break}return f=this.mget(\"title\"),f&&(this.title_props.set_value(this.canvas_view.ctx),d=n.measureText(this.mget(\"title\")).ascent+this.model.get(\"title_standoff\"),d!==this.model.title_panel.get(\"height\")&&this.model.title_panel.set(\"height\",d)),this.model.get(\"frame\").set(\"width\",i.get(\"width\")-1),this.model.get(\"frame\").set(\"height\",i.get(\"height\")-1),this.canvas.solver.update_variables(!1),this.model.get(\"frame\")._update_mappers(),o=[this.canvas.vx_to_sx(this.frame.get(\"left\")),this.canvas.vy_to_sy(this.frame.get(\"top\")),this.frame.get(\"width\"),this.frame.get(\"height\")],this._map_hook(n,o),this._paint_empty(n,o),this.outline_props.do_stroke&&(this.outline_props.set_value(n),n.strokeRect.apply(n,o)),this._render_levels(n,[\"image\",\"underlay\",\"glyph\"],o),this._render_levels(n,[\"overlay\",\"tool\"]),f&&(h=this.canvas.vx_to_sx(this.canvas.get(\"width\")/2),p=this.canvas.vy_to_sy(this.model.title_panel.get(\"bottom\")+this.model.get(\"title_standoff\")),this.title_props.set_value(n),n.fillText(f,h,p)),null==this.initial_range_info?this.set_initial_range():void 0},e.prototype._render_levels=function(t,e,i){var n,r,o,s,a,l,u,c,h,p,d,f,g;for(t.save(),null!=i&&(t.beginPath(),t.rect.apply(t,i),t.clip(),t.beginPath()),r={},p=this.mget(\"renderers\"),n=o=0,a=p.length;a>o;n=++o)d=p[n],r[d.id]=n;for(g=function(t){return r[t.model.id]},s=0,l=e.length;l>s;s++)for(c=e[s],f=b.sortBy(b.values(this.levels[c]),g),h=0,u=f.length;u>h;h++)d=f[h],d.render();return t.restore()},e.prototype._map_hook=function(t,e){},e.prototype._paint_empty=function(t,e){return t.fillStyle=this.mget(\"border_fill\"),t.fillRect(0,0,this.canvas_view.mget(\"canvas_width\"),this.canvas_view.mget(\"canvas_height\")),t.fillStyle=this.mget(\"background_fill\"),t.fillRect.apply(t,e)},e}(a),g=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return S(e,t),e.prototype.type=\"Plot\",e.prototype.default_view=m,e.prototype.initialize=function(t,i){var n,o,s,a,l,u,c,h,p,d,f,g,m,y,w;for(e.__super__.initialize.call(this,t,i),d=b.values(this.get(\"extra_x_ranges\")).concat(this.get(\"x_range\")),o=0,a=d.length;a>o;o++)y=d[o],y=this.resolve_ref(y),h=y.get(\"plots\"),b.isArray(h)&&(h=h.concat(this),y.set(\"plots\",h));for(f=b.values(this.get(\"extra_y_ranges\")).concat(this.get(\"y_range\")),s=0,l=f.length;l>s;s++)w=f[s],w=this.resolve_ref(w),h=w.get(\"plots\"),b.isArray(h)&&(h=h.concat(this),w.set(\"plots\",h));for(n=new r.Model({map:null!=(g=this.use_map)?g:!1,canvas_width:this.get(\"plot_width\"),canvas_height:this.get(\"plot_height\"),hidpi:this.get(\"hidpi\"),solver:new _}),this.set(\"canvas\",n),this.solver=n.get(\"solver\"),m=this.get(\"renderers\"),c=0,u=m.length;u>c;c++)p=m[c],p.set(\"parent\",this);return this.set(\"tool_manager\",new v.Model({tools:this.get(\"tools\"),toolbar_location:this.get(\"toolbar_location\"),logo:this.get(\"logo\")})),k.debug(\"Plot initialized\")},e.prototype.initialize_layout=function(t){var e,i,n;return e=this.get(\"canvas\"),n=new o.Model({x_range:this.get(\"x_range\"),extra_x_ranges:this.get(\"extra_x_ranges\"),x_mapper_type:this.get(\"x_mapper_type\"),y_range:this.get(\"y_range\"),extra_y_ranges:this.get(\"extra_y_ranges\"),y_mapper_type:this.get(\"y_mapper_type\"),solver:t}),this.set(\"frame\",n),this.title_panel=new p.Model({solver:t}),this.title_panel._anchor=this.title_panel._bottom,i=this.get(\"above\"),i.push(this.title_panel),this.set(\"above\",i)},e.prototype.add_constraints=function(t){var e,i,n,r,o,a,h,f,g;return o=null!=(a=this.get(\"min_border_top\"))?a:this.get(\"min_border\"),i=null!=(h=this.get(\"min_border_bottom\"))?h:this.get(\"min_border\"),n=null!=(f=this.get(\"min_border_left\"))?f:this.get(\"min_border\"),r=null!=(g=this.get(\"min_border_right\"))?g:this.get(\"min_border\"),e=function(t){return function(e,i,n,r,o,a){var h,d,f,g,m,_,v,y,b,w,k,C;for(g=t.get(\"canvas\"),_=t.get(\"frame\"),h=new p.Model({solver:e}),d=\"_\"+r[0],f=\"_\"+r[1],e.add_constraint(new s(new u(h[\"_\"+o],-i),c),x.Strength.strong),e.add_constraint(new s(new u(_[d],[-1,h[f]]),l)),e.add_constraint(new s(new u(h[d],[-1,g[d]]),l)),y=_,m=t.get(n),v=0,b=m.length;b>v;v++)k=m[v],(null!=(C=k.get(\"location\"))?C:!0)&&k.set(\"location\",n,{silent:!0}),null!=k.initialize_layout&&k.initialize_layout(e),e.add_constraint(new s(new u(y[d],[-1,k[f]]),l),x.Strength.strong),y=k;return w=new p.Model({solver:e}),e.add_constraint(new s(new u(y[d],[-1,w[f]]),l),x.Strength.strong),e.add_constraint(new s(new u(w[d],[-1,g[d]]),l),x.Strength.strong)}}(this),e(t,o,\"above\",[\"top\",\"bottom\"],\"height\",d),e(t,i,\"below\",[\"bottom\",\"top\"],\"height\",c),e(t,n,\"left\",[\"left\",\"right\"],\"width\",c),e(t,r,\"right\",[\"right\",\"left\"],\"width\",d)},e.prototype.add_renderers=function(t){var e;return e=this.get(\"renderers\"),e=e.concat(t),this.set(\"renderers\",e)},e.prototype.parent_properties=[\"background_fill\",\"border_fill\",\"min_border\",\"min_border_top\",\"min_border_bottom\",\"min_border_left\",\"min_border_right\"],e.prototype.defaults=function(){return b.extend({},e.__super__.defaults.call(this),{renderers:[],tools:[],h_symmetry:!0,v_symmetry:!1,x_mapper_type:\"auto\",y_mapper_type:\"auto\",plot_width:600,plot_height:600,title:\"\",above:[],below:[],left:[],right:[],toolbar_location:\"above\",logo:\"normal\",lod_factor:10,lod_interval:300,lod_threshold:2e3,lod_timeout:500})},e.prototype.display_defaults=function(){return b.extend({},e.__super__.display_defaults.call(this),{hidpi:!0,background_fill:\"#fff\",border_fill:\"#fff\",min_border:40,title_standoff:8,title_text_font:\"helvetica\",title_text_font_size:\"20pt\",title_text_font_style:\"normal\",title_text_color:\"#444444\",title_text_alpha:1,title_text_align:\"center\",title_text_baseline:\"alphabetic\",outline_line_color:\"#aaaaaa\",outline_line_width:1,outline_line_alpha:1,outline_line_join:\"miter\",outline_line_cap:\"butt\",outline_line_dash:[],outline_line_dash_offset:0})},e}(h),e.exports={Model:g,View:m}}).call(this,\"undefined\"!=typeof global?global:\"undefined\"!=typeof self?self:\"undefined\"!=typeof window?window:{})},{\"./build_views\":31,\"./canvas\":33,\"./cartesian_frame\":35,\"./continuum_view\":38,\"./has_parent\":43,\"./layout_box\":46,\"./logging\":48,\"./plot_template\":52,\"./plot_utils\":53,\"./properties\":55,\"./solver\":60,\"./tool_manager\":64,\"./ui_events\":66,backbone:1,kiwi:229,underscore:22}],51:[function(t,e,i){var n,r,o,s,a,l,u,c=function(t,e){return function(){return t.apply(e,arguments)}},h=function(t,e){function i(){this.constructor=t}for(var n in e)p.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},p={}.hasOwnProperty;n=t(\"jquery\"),l=t(\"underscore\"),u=t(\"./build_views\"),o=t(\"./has_parent\"),r=t(\"./continuum_view\"),a=function(t){function e(){return this.removeplot=c(this.removeplot,this),this.closeall=c(this.closeall,this),e.__super__.constructor.apply(this,arguments)}return h(e,t),e.prototype.initialize=function(t){return this.views={},this.child_models=[],e.__super__.initialize.call(this,t),this.render()},e.prototype.delegateEvents=function(){return this.listenTo(this.model,\"destroy\",this.remove),this.listenTo(this.model,\"change\",this.render),e.__super__.delegateEvents.call(this)},e.prototype.build_children=function(){var t;return t=u(this.views,this.mget(\"children\"),{}),window.pc_created_views=t,window.pc_views=this.views,null},e.prototype.size_textarea=function(t){var e;return e=n(t).height(0).prop(\"scrollHeight\"),n(t).height(e)},e.prototype.closeall=function(t){return this.mset(\"children\",[]),this.model.save()},e.prototype.removeplot=function(t){var e,i,r,o,s;return i=parseInt(n(t.currentTarget).parent().attr(\"data-plot_num\")),r=this.mget(\"children\")[i],o=this.views[r.get(\"id\")],o.remove(),e=function(){var t,e,i,n;for(i=this.mget(\"children\"),n=[],t=0,e=i.length;e>t;t++)s=i[t],s.id!==o.model.id&&n.push(s);return n}.call(this),this.mset(\"children\",e),this.model.save(),!1},e.prototype.render=function(){var t,i,r,o,s,a,u,c,h,d,f,g,m;e.__super__.render.call(this),this.build_children(),c=this.views;for(r in c)p.call(c,r)&&(g=c[r],g.$el.detach());for(this.$el.html(\"\"),u=l.keys(this.views).length,f=[],d={},h=this.mget(\"children\"),i=t=0,o=h.length;o>t;i=++t)s=h[i],m=this.views[s.id],a=n(\"<div class='jsp' data-plot_num='\"+i+\"'></div>\"),this.$el.append(a),a.append(m.el);return l.defer(function(t){return function(){var e,i,r,o,s;for(r=t.$el.find(\".plottitle\"),o=[],e=0,i=r.length;i>e;e++)s=r[e],o.push(t.size_textarea(n(s)));return o}}(this)),null},e}(r),s=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return h(e,t),e.prototype.type=\"PlotContext\",e.prototype.default_view=a,e.prototype.url=function(){return e.__super__.url.call(this)},e.prototype.defaults=function(){return l.extend({},e.__super__.defaults.call(this),{children:[]})},e}(o),e.exports={Model:s,View:a}},{\"./build_views\":31,\"./continuum_view\":38,\"./has_parent\":43,jquery:17,underscore:22}],52:[function(t,e,i){e.exports=function(t){t||(t={});var e,i=[],n=t.safe,r=t.escape;return e=t.safe=function(t){if(t&&t.ecoSafe)return t;(\"undefined\"==typeof t||null==t)&&(t=\"\");var e=new String(t);return e.ecoSafe=!0,e},r||(r=t.escape=function(t){return(\"\"+t).replace(/&/g,\"&amp;\").replace(/</g,\"&lt;\").replace(/>/g,\"&gt;\").replace(/\"/g,\"&quot;\")}),function(){(function(){i.push(\"<div class='bk-plot-wrapper'>\\n\t<table>\\n\t\t<tr>\\n\t\t\t<td></td>\\n\t\t\t<td class='bk-plot-above'></td>\\n\t\t\t<td></td>\\n\t\t</tr>\\n\t\t<tr>\\n\t\t\t<td class=\\\"bk-plot-left\\\"></td>\\n\t\t\t<td class='bk-plot-canvas-wrapper'></td>\\n\t\t\t<td class=\\\"bk-plot-right\\\"></td>\\n\t\t</tr>\\n\t\t<tr>\\n\t\t\t<td></td>\\n\t\t\t<td class='bk-plot-below'></td>\\n\t\t\t<td></td>\\n\t\t</tr>\\n\t</table>\\n</div>\\n\")}).call(this)}.call(t),t.safe=n,t.escape=r,i.join(\"\")}},{}],53:[function(t,e,i){var n,r,o,s;n=[\"image\",\"underlay\",\"glyph\",\"overlay\",\"annotation\",\"tool\"],r=function(t){return t()},o=(\"undefined\"!=typeof window&&null!==window?window.requestAnimationFrame:void 0)||(\"undefined\"!=typeof window&&null!==window?window.mozRequestAnimationFrame:void 0)||(\"undefined\"!=typeof window&&null!==window?window.webkitRequestAnimationFrame:void 0)||(\"undefined\"!=typeof window&&null!==window?window.msRequestAnimationFrame:void 0)||r,s=function(t,e){var i,n,r,s,a,l,u,c;return l=[null,null,null,null],n=l[0],i=l[1],c=l[2],u=l[3],a=0,s=!1,r=function(){return a=new Date,c=null,s=!1,u=t.apply(n,i)},function(){var t,l;return t=new Date,l=e-(t-a),n=this,i=arguments,0>=l&&!s?(clearTimeout(c),s=!0,o(r)):c||(c=setTimeout(function(){return o(r)},l)),u}},e.exports={LEVELS:n,throttle_animation:s}},{}],54:[function(t,e,i){var n,r,o=function(t,e){function i(){this.constructor=t}for(var n in e)s.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},s={}.hasOwnProperty;n=t(\"./continuum_view\"),r=function(t){function i(){return i.__super__.constructor.apply(this,arguments)}return o(i,t),i.prototype.tagName=\"div\",i.prototype.initialize=function(t){return this.plot_model=t.plot_model,this.plot_view=t.plot_view},i.prototype.bind_bokeh_events=function(){},i.prototype.request_render=function(){return this.plot_view.request_render()},e.exports=i,i}(n)},{\"./continuum_view\":38}],55:[function(t,e,i){var n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D=function(t,e){function i(){this.constructor=t}for(var n in e)T.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},T={}.hasOwnProperty,S=[].indexOf||function(t){for(var e=0,i=this.length;i>e;e++)if(e in this&&this[e]===t)return e;return-1};y=t(\"underscore\"),d=t(\"./has_properties\"),C=t(\"./svg_colors\"),m=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return D(e,t),e.prototype.initialize=function(t,i){var n,r,o;if(e.__super__.initialize.call(this,t,i),o=this.get(\"obj\"),n=this.get(\"attr\"),r=o.get(n),y.isObject(r)&&!y.isArray(r))if(this.spec=r,null!=this.spec.value)this.fixed_value=this.spec.value;else{if(null==this.spec.field)throw new Error(\"spec for property '\"+n+\"' needs one of 'value' or 'field'\");this.field=this.spec.field}else this.fixed_value=r;if(null!=this.field&&!y.isString(this.field))throw new Error(\"field value for property '\"+n+\"' is not a string\");return null!=this.fixed_value?this.validate(this.fixed_value,n):void 0},e.prototype.value=function(){var t;return t=null!=this.fixed_value?this.fixed_value:0/0,this.transform([t])[0]},e.prototype.array=function(t){var e,i,n,r;return e=t.get(\"data\"),null!=this.field&&this.field in e?this.transform(t.get_column(this.field)):(n=t.get_length(),null==n&&(n=1),r=this.value(),function(){var t,e,o;for(o=[],i=t=0,e=n;e>=0?e>t:t>e;i=e>=0?++t:--t)o.push(r);return o}())},e.prototype.transform=function(t){return 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this.cache_select(\"font\",e),t.font!==this.cache.font&&(t.font=this.cache.font),this.cache_select(\"color\",e),t.fillStyle!==this.cache.color&&(t.fillStyle=this.cache.color),this.cache_select(\"alpha\",e),t.globalAlpha!==this.cache.alpha&&(t.globalAlpha=this.cache.alpha),this.cache_select(\"align\",e),t.textAlign!==this.cache.align&&(t.textAlign=this.cache.align),this.cache_select(\"baseline\",e),t.textBaseline!==this.cache.baseline?t.textBaseline=this.cache.baseline:void 0},e}(a),b=function(t,e){var i,r,o,s,a;for(null==e&&(e=\"angles\"),a={},s=t[e],r=0,o=s.length;o>r;r++)i=s[r],a[i]=new n({obj:t,attr:i});return a},w=function(t,e){var i,n,r,o,s,a,u;for(null==e&&(e=\"coords\"),s={},r=t[e],i=0,n=r.length;n>i;i++)o=r[i],a=o[0],u=o[1],s[a]=new l({obj:t,attr:a}),s[u]=new l({obj:t,attr:u});return s},x=function(t,e){var i,n,r,o,s;for(null==e&&(e=\"distances\"),s={},o=t[e],n=0,r=o.length;r>n;n++)i=o[n],(\"?\"!==i[0]||(i=i.slice(1),null!=t.get(i)))&&(s[i]=new c({obj:t,attr:i}));return s},k=function(t,e){var i,n,a,l,c,p,d,f;for(null==e&&(e=\"fields\"),d={},c=t[e],a=0,l=c.length;l>a;a++)if(n=c[a],f=\"number\",n.indexOf(\":\")>-1&&(p=n.split(\":\"),n=p[0],f=p[1],i=p[2]),\"?\"!==n[0]||(n=n.slice(1),null!=t.attributes[n]))switch(f){case\"array\":d[n]=new r({obj:t,attr:n});break;case\"bool\":d[n]=new o({obj:t,attr:n});break;case\"color\":d[n]=new s({obj:t,attr:n});break;case\"direction\":d[n]=new u({obj:t,attr:n});break;case\"enum\":d[n]=new h({obj:t,attr:n,values:i});break;case\"number\":d[n]=new g({obj:t,attr:n});break;case\"string\":d[n]=new _({obj:t,attr:n})}return d},M=function(t,e){var i,n,r,o,s,a,l,u;for(null==e&&(e=\"visuals\"),u={},a=t[e],i=0,n=a.length;n>i;i++)switch(s=a[i],o=\"\",s.indexOf(\":\")>-1&&(l=s.split(\":\"),s=l[0],o=l[1]),r=\"\"+o+s,s){case\"line\":u[r]=new f({obj:t,prefix:o});break;case\"fill\":u[r]=new p({obj:t,prefix:o});break;case\"text\":u[r]=new v({obj:t,prefix:o})}return u},e.exports={Angle:n,Array:r,Bool:o,Color:s,Coord:l,Direction:u,Distance:c,Enum:h,Numeric:g,Property:m,String:_,Line:f,Fill:p,Text:v,factories:{coords:w,distances:x,angles:b,fields:k,visuals:M}}},{\"./has_properties\":44,\"./svg_colors\":61,underscore:22}],56:[function(t,e,i){var n;n=function(){function t(t){this.seed=t,this.multiplier=1664525,this.modulo=4294967296,this.offset=1013904223,null!=this.seed&&0<=seed&&seed<this.modulo||(this.seed=(new Date).valueOf()*(new Date).getMilliseconds()%this.modulo)}return t.prototype.seed=function(t){return this.seed=t},t.prototype.randn=function(){return this.seed=(this.multiplier*this.seed+this.offset)%this.modulo},t.prototype.randf=function(){return this.randn()/this.modulo},t.prototype.rand=function(t){return Math.floor(this.randf()*t)},t.prototype.rand2=function(t,e){return t+this.rand(e-t)},t}(),e.exports=n},{}],57:[function(t,e,i){var n,r,o,s,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in 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o=this.get(\"source\"),o!==e.mget(\"data_source\")&&l.warn(\"inspect called with mis-matched data sources\"),r=e.hit_test(i),null!=r?(o.trigger(\"inspect\",r,t,e,o,n),o.trigger(\"inspect\"+e.mget(\"id\"),r,t,e,o,n)):void 0},e.prototype.clear=function(t){var e,i,n,r;if(null!=t)r=this._get_selector(t),r.clear();else{i=this.selectors;for(e in i)n=i[e],n.clear()}return this._save_indices(a.create_hit_test_result())},e.prototype._get_selector=function(t){return s.setdefault(this.selectors,t.model.id,new o),this.selectors[t.model.id]},e.prototype._save_indices=function(t){return this.get(\"source\").save({selected:t},{patch:!0})},e}(n),e.exports=r},{\"./has_properties\":44,\"./hittest\":45,\"./logging\":48,\"./selector\":58,underscore:22}],58:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;o=t(\"underscore\"),n=t(\"./has_properties\"),s=t(\"./hittest\"),a=t(\"./logging\").logger,r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.type=\"Selector\",e.prototype.update=function(t,e,i){return this.set(\"timestamp\",new Date),this.set(\"final\",e),i&&(t[\"0d\"].indices=o.union(this.get(\"indices\")[\"0d\"].indices,t[\"0d\"].indices),t[\"0d\"].flag=this.get(\"indices\")[\"0d\"].flag||t[\"0d\"].flag,t[\"1d\"].indices=o.union(this.get(\"indices\")[\"1d\"].indices,t[\"1d\"].indices),t[\"2d\"].indices=o.union(this.get(\"indices\")[\"2d\"].indices,t[\"2d\"].indices)),this.set(\"indices\",t)},e.prototype.clear=function(){return this.set(\"timestamp\",new Date),this.set(\"final\",!0),this.set(\"indices\",s.create_hit_test_result())},e.prototype.defaults=function(){return o.extend({},e.__super__.defaults.call(this),{indices:s.create_hit_test_result()})},e}(n),e.exports=r},{\"./has_properties\":44,\"./hittest\":45,\"./logging\":48,underscore:22}],59:[function(t,e,i){var n,r,o,s,a,l,u,c,h=function(t,e){return function(){return t.apply(e,arguments)}};n=t(\"jquery\"),a=t(\"underscore\"),r=t(\"backbone\"),o=t(\"./base\").Config,l=t(\"./load_models\"),u=t(\"./logging\").logger,s=function(){function t(t){this.onmessage=h(this.onmessage,this);var e;this.auth={},this.ws_conn_string=t,this._connected=n.Deferred(),this.connected=this._connected.promise();try{window.MozWebSocket?this.s=new MozWebSocket(t):this.s=new WebSocket(t)}catch(i){e=i,u.error(\"websocket creation failed for connection string: \"+t),u.error(\" - \"+e)}this.s.onopen=function(t){return function(){return t._connected.resolve()}}(this),this.s.onmessage=this.onmessage}return a.extend(t.prototype,r.Events),t.prototype.onmessage=function(t){var e,i,n;return 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this._bokify_hammer(t),this._trigger(\"pan\",t)},e.prototype._pan_end=function(t){return this._bokify_hammer(t),this._trigger(\"pan:end\",t)},e.prototype._pinch_start=function(t){return this._bokify_hammer(t),this._trigger(\"pinch:start\",t)},e.prototype._pinch=function(t){return this._bokify_hammer(t),this._trigger(\"pinch\",t)},e.prototype._pinch_end=function(t){return this._bokify_hammer(t),this._trigger(\"pinch:end\",t)},e.prototype._rotate_start=function(t){return this._bokify_hammer(t),this._trigger(\"rotate:start\",t)},e.prototype._rotate=function(t){return this._bokify_hammer(t),this._trigger(\"rotate\",t)},e.prototype._rotate_end=function(t){return this._bokify_hammer(t),this._trigger(\"rotate:end\",t)},e.prototype._mouse_enter=function(t){return this._bokify_jq(t),this.trigger(\"move:enter\",t)},e.prototype._mouse_move=function(t){return this._bokify_jq(t),this.trigger(\"move\",t)},e.prototype._mouse_exit=function(t){return this._bokify_jq(t),this.trigger(\"move:exit\",t)},e.prototype._mouse_wheel=function(t,e){return this._bokify_jq(t),t.bokeh.delta=e,this._trigger(\"scroll\",t),t.preventDefault(),t.stopPropagation()},e.prototype._key_down=function(t){return this.trigger(\"keydown\",t)},e.prototype._key_up=function(t){return this.trigger(\"keyup\",t)},e}(r.Model),e.exports=s}).call(this,\"undefined\"!=typeof global?global:\"undefined\"!=typeof self?self:\"undefined\"!=typeof window?window:{})},{\"./logging\":48,backbone:1,hammerjs:2,jquery:17,\"jquery-mousewheel\":3}],67:[function(t,e,i){var n,r,o,s;r={},r.require=t,r.version=\"0.9.0\",r.index=t(\"./common/base\").index,s=t(\"./common/logging\"),r.logger=s.logger,r.set_log_level=s.set_log_level,window.Float64Array||(r.logger.warn(\"Float64Array is not supported. 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n,r,o,s,a,l,u,c,h,p,d;for(p=i.sx,d=i.sy,h=i.start_angle,n=i.angle,u=i.sinner_radius,c=i.souter_radius,r=i.direction,l=[],s=0,a=e.length;a>s;s++)o=e[s],isNaN(p[o]+d[o]+u[o]+c[o]+h[o]+n[o]+r[o])||(t.translate(p[o],d[o]),t.rotate(this.start_angle[o]),t.moveTo(c[o],0),t.beginPath(),t.arc(0,0,c[o],0,n[o],r[o]),t.rotate(this.angle[o]),t.lineTo(u[o],0),t.arc(0,0,u[o],0,-n[o],!r[o]),t.closePath(),t.rotate(-n[o]-h[o]),t.translate(-p[o],-d[o]),this.visuals.fill.do_fill&&(this.visuals.fill.set_vectorize(t,o),t.fill()),this.visuals.line.do_stroke?(this.visuals.line.set_vectorize(t,o),l.push(t.stroke())):l.push(void 0));return l},e.prototype._hit_point=function(t){var e,i,n,r,o,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E,R,N,z,O,j,F,H;for(m=[t.vx,t.vy],S=m[0],I=m[1],N=this.renderer.xmapper.map_from_target(S,!0),j=this.renderer.ymapper.map_from_target(I,!0),\"data\"===this.distances.outer_radius.units?(z=N-this.max_outer_radius,O=N+this.max_outer_radius,F=j-this.max_outer_radius,H=j+this.max_outer_radius):(A=S-this.max_outer_radius,P=S+this.max_outer_radius,_=this.renderer.xmapper.v_map_from_target([A,P],!0),z=_[0],O=_[1],E=I-this.max_outer_radius,R=I+this.max_outer_radius,v=this.renderer.ymapper.v_map_from_target([E,R],!0),F=v[0],H=v[1]),i=[],y=function(){var t,e,i,n;for(i=this.index.search([z,F,O,H]),n=[],t=0,e=i.length;e>t;t++)g=i[t],n.push(g[4].i);return n}.call(this),c=0,p=y.length;p>c;c++)o=y[c],f=Math.pow(this.souter_radius[o],2),u=Math.pow(this.sinner_radius[o],2),k=this.renderer.xmapper.map_to_target(N,!0),C=this.renderer.xmapper.map_to_target(this.x[o],!0),D=this.renderer.ymapper.map_to_target(j,!0),T=this.renderer.ymapper.map_to_target(this.y[o],!0),n=Math.pow(k-C,2)+Math.pow(D-T,2),f>=n&&n>=u&&i.push([o,n]);for(r=[],h=0,d=i.length;d>h;h++)b=i[h],o=b[0],n=b[1],x=this.renderer.plot_view.canvas.vx_to_sx(S),M=this.renderer.plot_view.canvas.vy_to_sy(I),e=Math.atan2(M-this.sy[o],x-this.sx[o]),l.angle_between(-e,-this.start_angle[o],-this.end_angle[o],this.direction[o])&&r.push([o,n]);return w=a.create_hit_test_result(),w[\"1d\"].indices=s.chain(r).sortBy(function(t){return t[1]}).map(function(t){return t[0]}).value(),w},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_area_legend(t,e,i,n,r)},e}(o.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype.default_view=r,e.prototype.type=\"AnnularWedge\",e.prototype.distances=[\"inner_radius\",\"outer_radius\"],e.prototype.angles=[\"start_angle\",\"end_angle\"],e.prototype.fields=[\"direction:direction\"],e.prototype.display_defaults=function(){return s.extend({},e.__super__.display_defaults.call(this),{direction:\"anticlock\"})},e}(o.Model),e.exports={Model:n,View:r}},{\"../../common/hittest\":45,\"../../common/mathutils\":49,\"./glyph\":86,underscore:22}],81:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;s=t(\"underscore\"),o=t(\"./glyph\"),a=t(\"../../common/hittest\"),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){return\"data\"===this.distances.inner_radius.units?this.sinner_radius=this.sdist(this.renderer.xmapper,this.x,this.inner_radius):this.sinner_radius=this.inner_radius,\"data\"===this.distances.outer_radius.units?this.souter_radius=this.sdist(this.renderer.xmapper,this.x,this.outer_radius):this.souter_radius=this.outer_radius},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c;for(u=i.sx,c=i.sy,a=i.sinner_radius,l=i.souter_radius,s=[],r=0,o=e.length;o>r;r++)n=e[r],isNaN(u[n]+c[n]+a[n]+l[n])||(t.beginPath(),t.arc(u[n],c[n],a[n],0,2*Math.PI*2,!1),t.moveTo(u[n]+l[n],c[n]),t.arc(u[n],c[n],l[n],0,2*Math.PI*2,!0),this.visuals.fill.do_fill&&(this.visuals.fill.set_vectorize(t,n),t.fill()),this.visuals.line.do_stroke?(this.visuals.line.set_vectorize(t,n),s.push(t.stroke())):s.push(void 0));return s},e.prototype._hit_point=function(t){var e,i,n,r,o,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M;for(h=[t.vx,t.vy],v=h[0],y=h[1],b=this.renderer.xmapper.map_from_target(v,!0),w=b-this.max_radius,x=b+this.max_radius,k=this.renderer.ymapper.map_from_target(y,!0),C=k-this.max_radius,M=k+this.max_radius,i=[],p=function(){var t,e,i,n;for(i=this.index.search([w,C,x,M]),n=[],t=0,e=i.length;e>t;t++)c=i[t],n.push(c[4].i);return n}.call(this),o=0,l=p.length;l>o;o++)n=p[o],u=Math.pow(this.souter_radius[n],2),r=Math.pow(this.sinner_radius[n],2),f=this.renderer.xmapper.map_to_target(b),g=this.renderer.xmapper.map_to_target(this.x[n]),m=this.renderer.ymapper.map_to_target(k),_=this.renderer.ymapper.map_to_target(this.y[n]),e=Math.pow(f-g,2)+Math.pow(m-_,2),u>=e&&e>=r&&i.push([n,e]);return d=a.create_hit_test_result(),d[\"1d\"].indices=s.chain(i).sortBy(function(t){return t[1]}).map(function(t){return t[0]}).value(),d},e.prototype.draw_legend=function(t,e,i,n,r){var o,s,a,l,u,c,h,p,d;return u=null!=(l=this.get_reference_point())?l:0,s=[u],p={},p[u]=(e+i)/2,d={},d[u]=(n+r)/2,a=.5*Math.min(Math.abs(i-e),Math.abs(r-n)),c={},c[u]=.4*a,h={},h[u]=.8*a,o={sx:p,sy:d,sinner_radius:c,souter_radius:h},this._render(t,s,o)},e}(o.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=r,e.prototype.type=\"Annulus\",e.prototype.distances=[\"inner_radius\",\"outer_radius\"],e}(o.Model),e.exports={Model:n,View:r}},{\"../../common/hittest\":45,\"./glyph\":86,underscore:22}],82:[function(t,e,i){var n,r,o,s,a=function(t,e){function i(){this.constructor=t}for(var n in e)l.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},l={}.hasOwnProperty;s=t(\"underscore\"),o=t(\"./glyph\"),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){return\"data\"===this.distances.radius.units?this.sradius=this.sdist(this.renderer.xmapper,this.x,this.radius):this.sradius=this.radius},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p;if(h=i.sx,p=i.sy,u=i.sradius,c=i.start_angle,r=i.end_angle,n=i.direction,this.visuals.line.do_stroke){for(l=[],s=0,a=e.length;a>s;s++)o=e[s],isNaN(h[o]+p[o]+u[o]+c[o]+r[o]+n[o])||(t.beginPath(),t.arc(h[o],p[o],u[o],c[o],r[o],n[o]),this.visuals.line.set_vectorize(t,o),l.push(t.stroke()));return l}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_line_legend(t,e,i,n,r)},e}(o.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=r,e.prototype.type=\"Arc\",e.prototype.visuals=[\"line\"],e.prototype.distances=[\"radius\"],e.prototype.angles=[\"start_angle\",\"end_angle\"],e.prototype.fields=[\"direction:direction\"],e.prototype.display_defaults=function(){return s.extend({},e.__super__.display_defaults.call(this),{direction:\"anticlock\"})},e}(o.Model),e.exports={Model:n,View:r}},{\"./glyph\":86,underscore:22}],83:[function(t,e,i){var n,r,o,s,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in e)c.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},c={}.hasOwnProperty;s=t(\"underscore\"),l=t(\"rbush\"),o=t(\"./glyph\"),a=function(t,e,i,n,r,o,s,a){var l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C;for(x=[],h=[[],[]],d=m=0;2>=m;d=++m)if(0===d?(u=6*t-12*i+6*r,l=-3*t+9*i-9*r+3*s,p=3*i-3*t):(u=6*e-12*n+6*o,l=-3*e+9*n-9*o+3*a,p=3*n-3*e),Math.abs(l)<1e-12){if(Math.abs(u)<1e-12)continue;y=-p/u,y>0&&1>y&&x.push(y)}else c=u*u-4*p*l,v=Math.sqrt(c),0>c||(b=(-u+v)/(2*l),b>0&&1>b&&x.push(b),w=(-u-v)/(2*l),w>0&&1>w&&x.push(w));for(f=x.length,g=f;f--;)y=x[f],_=1-y,k=_*_*_*t+3*_*_*y*i+3*_*y*y*r+y*y*y*s,h[0][f]=k,C=_*_*_*e+3*_*_*y*n+3*_*y*y*o+y*y*y*a,h[1][f]=C;return h[0][g]=t,h[1][g]=e,h[0][g+1]=s,h[1][g+1]=a,[Math.min.apply(null,h[0]),Math.max.apply(null,h[1]),Math.max.apply(null,h[0]),Math.min.apply(null,h[1])]},r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype._index_data=function(){var t,e,i,n,r,o,s,u,c,h;for(e=l(),n=[],t=i=0,r=this.x0.length;r>=0?r>i:i>r;t=r>=0?++i:--i)isNaN(this.x0[t]+this.x1[t]+this.y0[t]+this.y1[t]+this.cx0[t]+this.cy0[t]+this.cx1[t]+this.cy1[t])||(o=a(this.x0[t],this.y0[t],this.x1[t],this.y1[t],this.cx0[t],this.cy0[t],this.cx1[t],this.cy1[t]),s=o[0],c=o[1],u=o[2],h=o[3],n.push([s,c,u,h,{i:t}]));return e.load(n),e},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p,d,f,g;if(p=i.sx0,f=i.sy0,d=i.sx1,g=i.sy1,a=i.scx,l=i.scx0,c=i.scy0,u=i.scx1,h=i.scy1,this.visuals.line.do_stroke){for(s=[],r=0,o=e.length;o>r;r++)n=e[r],isNaN(p[n]+f[n]+d[n]+g[n]+l[n]+c[n]+u[n]+h[n])||(t.beginPath(),t.moveTo(p[n],f[n]),t.bezierCurveTo(l[n],c[n],u[n],h[n],d[n],g[n]),this.visuals.line.set_vectorize(t,n),s.push(t.stroke()));return s}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_line_legend(t,e,i,n,r)},e}(o.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype.default_view=r,e.prototype.type=\"Bezier\",e.prototype.visuals=[\"line\"],e.prototype.coords=[[\"x0\",\"y0\"],[\"x1\",\"y1\"],[\"cx0\",\"cy0\"],[\"cx1\",\"cy1\"]],e}(o.Model),e.exports={Model:n,View:r}},{\"./glyph\":86,rbush:19,underscore:22}],84:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;s=t(\"underscore\"),o=t(\"./glyph\"),a=t(\"../../common/hittest\"),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){var t,e;return null!=this.radius?\"data\"===this.distances.radius.units?(t=this.fields.radius_dimension.fixed_value,this.sradius=this.sdist(this.renderer[t+\"mapper\"],this[t],this.radius)):(this.sradius=this.radius,this.max_size=2*this.max_radius):this.sradius=function(){var t,i,n,r;for(n=this.size,r=[],t=0,i=n.length;i>t;t++)e=n[t],r.push(e/2);return r}.call(this)},e.prototype._mask_data=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_;return e=this.renderer.plot_view.frame.get(\"h_range\"),p=this.renderer.plot_view.frame.get(\"v_range\"),null!=this.radius&&\"data\"===this.distances.radius.units?(l=e.get(\"start\"),u=e.get(\"end\"),i=this.renderer.xmapper.v_map_from_target([l,u],!0),f=i[0],g=i[1],f-=this.max_radius,g+=this.max_radius,c=p.get(\"start\"),h=p.get(\"end\"),n=this.renderer.ymapper.v_map_from_target([c,h],!0),m=n[0],_=n[1],m-=this.max_radius,_+=this.max_radius):(l=e.get(\"start\")-this.max_size,u=e.get(\"end\")+this.max_size,r=this.renderer.xmapper.v_map_from_target([l,u],!0),f=r[0],g=r[1],c=p.get(\"start\")-this.max_size,h=p.get(\"end\")+this.max_size,o=this.renderer.ymapper.v_map_from_target([c,h],!0),m=o[0],_=o[1]),f>g&&(s=[g,f],f=s[0],g=s[1]),m>_&&(a=[_,m],m=a[0],_=a[1]),function(){var t,e,i,n;for(i=this.index.search([f,m,g,_]),n=[],t=0,e=i.length;e>t;t++)d=i[t],n.push(d[4].i);return n}.call(this)},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u;for(l=i.sx,u=i.sy,a=i.sradius,s=[],r=0,o=e.length;o>r;r++)n=e[r],isNaN(l[n]+u[n]+a[n])||(t.beginPath(),t.arc(l[n],u[n],a[n],0,2*Math.PI,!1),this.visuals.fill.do_fill&&(this.visuals.fill.set_vectorize(t,n),t.fill()),this.visuals.line.do_stroke?(this.visuals.line.set_vectorize(t,n),s.push(t.stroke())):s.push(void 0));return s},e.prototype._hit_point=function(t){var e,i,n,r,o,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E,R,N,z,O;if(d=[t.vx,t.vy],M=d[0],S=d[1],I=this.renderer.xmapper.map_from_target(M,!0),N=this.renderer.ymapper.map_from_target(S,!0),null!=this.radius&&\"data\"===this.distances.radius.units?(E=I-this.max_radius,R=I+this.max_radius,z=N-this.max_radius,O=N+this.max_radius):(D=M-this.max_size,T=M+this.max_size,f=this.renderer.xmapper.v_map_from_target([D,T],!0),E=f[0],R=f[1],g=[Math.min(E,R),Math.max(E,R)],E=g[0],R=g[1],A=S-this.max_size,P=S+this.max_size,m=this.renderer.ymapper.v_map_from_target([A,P],!0),z=m[0],O=m[1],_=[Math.min(z,O),Math.max(z,O)],z=_[0],O=_[1]),e=function(){var t,e,i,n;for(i=this.index.search([E,z,R,O]),n=[],t=0,e=i.length;e>t;t++)h=i[t],n.push(h[4].i);return n}.call(this),n=[],null!=this.radius&&\"data\"===this.distances.radius.units)for(o=0,u=e.length;u>o;o++)r=e[o],p=Math.pow(this.sradius[r],2),b=this.renderer.xmapper.map_to_target(I,!0),w=this.renderer.xmapper.map_to_target(this.x[r],!0),k=this.renderer.ymapper.map_to_target(N,!0),C=this.renderer.ymapper.map_to_target(this.y[r],!0),i=Math.pow(b-w,2)+Math.pow(k-C,2),p>=i&&n.push([r,i]);else for(y=this.renderer.plot_view.canvas.vx_to_sx(M),x=this.renderer.plot_view.canvas.vy_to_sy(S),l=0,c=e.length;c>l;l++)r=e[l],p=Math.pow(this.sradius[r],2),i=Math.pow(this.sx[r]-y,2)+Math.pow(this.sy[r]-x,2),p>=i&&n.push([r,i]);return n=s.chain(n).sortBy(function(t){return t[1]}).map(function(t){return t[0]}).value(),v=a.create_hit_test_result(),v[\"1d\"].indices=n,v},e.prototype._hit_span=function(t){var e,i,n,r,o,s,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k;return n=[t.vx,t.vy],h=n[0],f=n[1],r=this.bounds(),y=r[0],k=r[1],c=a.create_hit_test_result(),\"h\"===t.direction?(w=k[0],x=k[1],null!=this.radius&&\"data\"===this.distances.radius.units?(p=h-this.max_radius,d=h+this.max_radius,o=this.renderer.xmapper.v_map_from_target([p,d]),_=o[0],v=o[1]):(i=this.max_size/2,p=h-i,d=h+i,s=this.renderer.xmapper.v_map_from_target([p,d],!0),_=s[0],v=s[1])):(_=y[0],v=y[1],null!=this.radius&&\"data\"===this.distances.radius.units?(g=f-this.max_radius,m=f+this.max_radius,l=this.renderer.ymapper.v_map_from_target([g,m]),w=l[0],x=l[1]):(i=this.max_size/2,g=f-i,m=f+i,u=this.renderer.ymapper.v_map_from_target([g,m],!0),w=u[0],x=u[1])),e=function(){var t,e,i,n;for(i=this.index.search([_,w,v,x]),n=[],t=0,e=i.length;e>t;t++)b=i[t],n.push(b[4].i);return n}.call(this),c[\"1d\"].indices=e,c},e.prototype._hit_rect=function(t){var e,i,n,r,o,s,l,u;return e=this.renderer.xmapper.v_map_from_target([t.vx0,t.vx1],!0),o=e[0],s=e[1],i=this.renderer.ymapper.v_map_from_target([t.vy0,t.vy1],!0),l=i[0],u=i[1],n=a.create_hit_test_result(),n[\"1d\"].indices=function(){var t,e,i,n;for(i=this.index.search([o,l,s,u]),n=[],t=0,e=i.length;e>t;t++)r=i[t],n.push(r[4].i);return n}.call(this),n},e.prototype._hit_poly=function(t){var e,i,n,r,o,l,u,c,h,p,d,f,g;for(l=[s.clone(t.vx),s.clone(t.vy)],f=l[0],g=l[1],p=this.renderer.plot_view.canvas.v_vx_to_sx(f),d=this.renderer.plot_view.canvas.v_vy_to_sy(g),e=function(){h=[];for(var t=0,e=this.sx.length;e>=0?e>t:t>e;e>=0?t++:t--)h.push(t);return h}.apply(this),i=[],n=o=0,u=e.length;u>=0?u>o:o>u;n=u>=0?++o:--o)r=e[n],a.point_in_poly(this.sx[n],this.sy[n],p,d)&&i.push(r);return c=a.create_hit_test_result(),c[\"1d\"].indices=i,c},e.prototype.draw_legend=function(t,e,i,n,r){var o,s,a,l,u,c,h;return l=null!=(a=this.get_reference_point())?a:0,s=[l],c={},c[l]=(e+i)/2,h={},h[l]=(n+r)/2,u={},u[l]=.2*Math.min(Math.abs(i-e),Math.abs(r-n)),o={sx:c,sy:h,sradius:u},this._render(t,s,o)},e}(o.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=r,e.prototype.type=\"Circle\",e.prototype.distances=[\"?radius\",\"?size\"],e.prototype.fields=[\"radius_dimension:string\"],e.prototype.display_defaults=function(){return s.extend({},e.__super__.display_defaults.call(this),{size:4})},e.prototype.defaults=function(){return s.extend({},e.__super__.defaults.call(this),{radius_dimension:\"x\"})},e}(o.Model),e.exports={Model:n,View:r}},{\"../../common/hittest\":45,\"./glyph\":86,underscore:22}],85:[function(t,e,i){(function(i){var n,r,o,s,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in e)c.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},c={}.hasOwnProperty;l=t(\"underscore\"),a=t(\"./glyph\"),o=null!=i._bokehTest?void 0:t(\"gear_utils\"),n=t(\"../../util/bezier\"),s=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){return this.smodule=this.sdist(this.renderer.xmapper,this.x,this.module,\"edge\")},e.prototype._render=function(t,e,i){var n,r,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S;for(C=i.sx,M=i.sy,k=i.smodule,r=i.angle,D=i.teeth,f=i.pressure_angle,x=i.shaft_size,l=i.internal,c=0,p=e.length;p>c;c++)if(a=e[c],!isNaN(C[a]+M[a]+r[a]+k[a]+D[a]+f[a]+x[a]+l[a])){for(d=k[a]*D[a]/2,s=l[a]?o.create_internal_gear_tooth:o.create_gear_tooth,b=s(k[a],D[a],f[a]),g=b.slice(0,3),n=g[0],T=g[1],S=g[2],y=b.slice(3),t.save(),t.translate(C[a],M[a]),t.rotate(r[a]),t.beginPath(),v=2*Math.PI/D[a],t.moveTo(T,S),u=h=0,m=D[a];m>=0?m>h:h>m;u=m>=0?++h:--h)this._render_seq(t,y),t.rotate(v);t.closePath(),l[a]?(_=d+2.75*k[a],t.moveTo(_,0),t.arc(0,0,_,0,2*Math.PI,!0)):x[a]>0&&(w=d*x[a],t.moveTo(w,0),t.arc(0,0,w,0,2*Math.PI,!0)),this.visuals.fill.do_fill&&(this.visuals.fill.set_vectorize(t,a),t.fill()),this.visuals.line.do_stroke&&(this.visuals.line.set_vectorize(t,a),t.stroke()),t.restore()}},e.prototype._render_seq=function(t,e){var i,r,o,s,a,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E;for(u=0;u<e.length;)switch(l.isString(e[u])&&(i=e[u],u+=1),i){case\"M\":g=e.slice(u,u+2),P=g[0],E=g[1],t.moveTo(P,E),m=[P,E],d=m[0],f=m[1],u+=2;break;case\"L\":v=e.slice(u,u+2),P=v[0],E=v[1],t.lineTo(P,E),y=[P,E],d=y[0],f=y[1],u+=2;break;case\"C\":b=e.slice(u,u+6),r=b[0],s=b[1],o=b[2],a=b[3],P=b[4],E=b[5],t.bezierCurveTo(r,s,o,a,P,E),w=[P,E],d=w[0],f=w[1],u+=6;break;case\"Q\":x=e.slice(u,u+4),r=x[0],s=x[1],P=x[2],E=x[3],t.quadraticCurveTo(r,s,P,E),k=[P,E],d=k[0],f=k[1],u+=4;break;case\"A\":for(C=e.slice(u,u+7),D=C[0],T=C[1],I=C[2],h=C[3],A=C[4],P=C[5],E=C[6],S=n.arc_to_bezier(d,f,D,T,-I,h,1-A,P,E),c=0,p=S.length;p>c;c++)M=S[c],r=M[0],s=M[1],o=M[2],a=M[3],P=M[4],E=M[5],t.bezierCurveTo(r,s,o,a,P,E);_=[P,E],d=_[0],f=_[1],u+=7;break;default:throw new Error(\"unexpected command: \"+i)}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_area_legend(t,e,i,n,r)},e}(a.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype.default_view=s,e.prototype.type=\"Gear\",e.prototype.angles=[\"module\"],e.prototype.fields=[\"angle\",\"internal:bool\",\"pressure_angle\",\"shaft_size\",\"teeth\"],e.prototype.defaults=function(){return l.extend({},e.__super__.defaults.call(this),{angle:0,pressure_angle:20,shaft_size:.3,internal:!1})},e}(a.Model),e.exports={Model:r,View:s}}).call(this,\"undefined\"!=typeof global?global:\"undefined\"!=typeof self?self:\"undefined\"!=typeof window?window:{})},{\"../../util/bezier\":175,\"./glyph\":86,gear_utils:224,underscore:22}],86:[function(t,e,i){var n,r,o,s,a,l,u,c,h,p,d=function(t,e){function i(){this.constructor=t}for(var n in e)f.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},f={}.hasOwnProperty;l=t(\"underscore\"),p=t(\"rbush\"),u=t(\"../../common/bbox\"),c=t(\"../../common/logging\").logger,a=t(\"../../common/has_parent\"),r=t(\"../../common/continuum_view\"),h=t(\"../../common/properties\"),n=t(\"../../mapper/categorical_mapper\"),s=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return d(e,t),e.prototype.initialize=function(t){var i,n,r;e.__super__.initialize.call(this,t),this.renderer=t.renderer,r=h.factories;for(n in r)i=r[n],this[n]={},this[n]=l.extend(this[n],i(this.model));return this.warned={},this},e.prototype.render=function(t,e,i){return this.mget(\"visible\")?this._render(t,e,i):void 0},e.prototype.map_data=function(){var t,e,i,n,r,o,s,a,u,c,h,p,d,f,g,m,_;for(r=this.model.coords,e=0,n=r.length;n>e;e++)if(o=r[e],m=o[0],_=o[1],d=\"s\"+m,g=\"s\"+_,l.isArray(null!=(s=this[m])?s[0]:void 0))for(a=[[],[]],this[d]=a[0],this[g]=a[1],t=i=0,u=this[m].length;u>=0?u>i:i>u;t=u>=0?++i:--i)c=this.renderer.map_to_screen(this[m][t],this[_][t]),p=c[0],f=c[1],this[d].push(p),this[g].push(f);else h=this.renderer.map_to_screen(this[m],this[_]),this[d]=h[0],this[g]=h[1];return this._map_data()},e.prototype.set_data=function(t){var e,i,n,r,o,s;n=this.coords;for(e in n)i=n[e],this[e]=i.array(t);r=this.angles;for(e in r)i=r[e],this[e]=i.array(t);o=this.distances;for(e in o)i=o[e],this[e]=i.array(t),this[\"max_\"+e]=Math.max.apply(null,this[e]);s=this.fields;for(e in s)i=s[e],this[e]=i.array(t);return this._set_data(),this.index=this._index_data()},e.prototype.set_visuals=function(t){var e,i,n,r;n=this.visuals,r=[];for(e in n)i=n[e],r.push(i.warm_cache(t));return r},e.prototype.bounds=function(){var t;return null==this.index?u.empty():(t=this.index.data.bbox,this._bounds([[t[0],t[2]],[t[1],t[3]]]))},e.prototype.scx=function(t){return this.sx[t]},e.prototype.scy=function(t){return this.sy[t]},e.prototype._set_data=function(){return null},e.prototype._map_data=function(){return null},e.prototype._mask_data=function(t){return t},e.prototype._bounds=function(t){return t},e.prototype._xy_index=function(){var t,e,i,r,o,s,a,l,u;for(e=p(),r=[],a=this.renderer.xmapper instanceof n.Model?this.renderer.xmapper.v_map_to_target(this.x,!0):this.x,u=this.renderer.ymapper instanceof n.Model?this.renderer.ymapper.v_map_to_target(this.y,!0):this.y,t=i=0,o=a.length;o>=0?o>i:i>o;t=o>=0?++i:--i)s=a[t],!isNaN(s)&&isFinite(s)&&(l=u[t],!isNaN(l)&&isFinite(l)&&r.push([s,l,s,l,{i:t}]));return e.load(r),e},e.prototype.sdist=function(t,e,i,n,r){var o,s,a,u,c,h,p;return null==n&&(n=\"edge\"),null==r&&(r=!1),l.isString(e[0])&&(e=t.v_map_to_target(e)),\"center\"===n?(s=function(){var t,e,n;for(n=[],t=0,e=i.length;e>t;t++)o=i[t],n.push(o/2);return n}(),u=function(){var t,i,n;for(n=[],a=t=0,i=e.length;i>=0?i>t:t>i;a=i>=0?++t:--t)n.push(e[a]-s[a]);return n}(),c=function(){var t,i,n;for(n=[],a=t=0,i=e.length;i>=0?i>t:t>i;a=i>=0?++t:--t)n.push(e[a]+s[a]);return n}()):(u=e,c=function(){var t,e,n;for(n=[],a=t=0,e=u.length;e>=0?e>t:t>e;a=e>=0?++t:--t)n.push(u[a]+i[a]);return n}()),h=t.v_map_to_target(u),p=t.v_map_to_target(c),r?function(){var t,e,i;for(i=[],a=t=0,e=h.length;e>=0?e>t:t>e;a=e>=0?++t:--t)i.push(Math.ceil(Math.abs(p[a]-h[a])));return i}():function(){var t,e,i;for(i=[],a=t=0,e=h.length;e>=0?e>t:t>e;a=e>=0?++t:--t)i.push(Math.abs(p[a]-h[a]));return i}()},e.prototype.hit_test=function(t){var e,i;return i=null,e=\"_hit_\"+t.type,null!=this[e]?i=this[e](t):null==this.warned[t.type]&&(c.error(\"'\"+t.type+\"' selection not available for \"+this.model.type),this.warned[t.type]=!0),i},e.prototype.get_reference_point=function(){var t;return t=this.mget(\"reference_point\"),l.isNumber(t)?this.data[t]:t},e.prototype.draw_legend=function(t,e,i,n,r){return null},e.prototype._generic_line_legend=function(t,e,i,n,r){var o,s;return s=null!=(o=this.get_reference_point())?o:0,t.save(),t.beginPath(),t.moveTo(e,(n+r)/2),t.lineTo(i,(n+r)/2),this.visuals.line.do_stroke&&(this.visuals.line.set_vectorize(t,s),t.stroke()),t.restore()},e.prototype._generic_area_legend=function(t,e,i,n,r){var o,s,a,l,u,c,h,p,d,f,g;return c=null!=(u=this.get_reference_point())?u:0,l=[c],g=Math.abs(i-e),s=.1*g,a=Math.abs(r-n),o=.1*a,h=e+s,p=i-s,d=n+o,f=r-o,this.visuals.fill.do_fill&&(this.visuals.fill.set_vectorize(t,c),t.fillRect(h,d,p-h,f-d)),this.visuals.line.do_stroke?(t.beginPath(),t.rect(h,d,p-h,f-d),this.visuals.line.set_vectorize(t,c),t.stroke()):void 0},e}(r),o=function(t){function e(){\n",
+       "                return e.__super__.constructor.apply(this,arguments)}return d(e,t),e.prototype.visuals=[\"line\",\"fill\"],e.prototype.coords=[[\"x\",\"y\"]],e.prototype.distances=[],e.prototype.angles=[],e.prototype.fields=[],e.prototype.fill_defaults={fill_color:\"gray\",fill_alpha:1},e.prototype.line_defaults={line_color:\"black\",line_width:1,line_alpha:1,line_join:\"miter\",line_cap:\"butt\",line_dash:[],line_dash_offset:0},e.prototype.text_defaults={text_font:\"helvetica\",text_font_size:\"12pt\",text_font_style:\"normal\",text_color:\"#444444\",text_alpha:1,text_align:\"left\",text_baseline:\"bottom\"},e.prototype.defaults=function(){return l.extend({visible:!0})},e.prototype.display_defaults=function(){var t,i,n,r,o,s;for(s={},o=this.visuals,i=0,n=o.length;n>i;i++){switch(r=o[i]){case\"line\":t=this.line_defaults;break;case\"fill\":t=this.fill_defaults;break;case\"text\":t=this.text_defaults;break;default:c.warn(\"unknown visual property type '\"+r+\"'\");continue}s=l.extend(s,e.__super__.display_defaults.call(this),t)}return s},e}(a),e.exports={Model:o,View:s}},{\"../../common/bbox\":30,\"../../common/continuum_view\":38,\"../../common/has_parent\":43,\"../../common/logging\":48,\"../../common/properties\":55,\"../../mapper/categorical_mapper\":68,rbush:19,underscore:22}],87:[function(t,e,i){var n,r,o,s,a,l,u,c,h=function(t,e){function i(){this.constructor=t}for(var n in e)p.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},p={}.hasOwnProperty;u=t(\"underscore\"),c=t(\"../../common/logging\").logger,s=t(\"../../common/has_parent\"),a=t(\"../../common/plot_widget\"),n=t(\"../../range/factor_range\"),l=t(\"../../source/remote_data_source\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return h(e,t),e.prototype.initialize=function(t){var i,n,r;return e.__super__.initialize.call(this,t),this.glyph=this.build_glyph(this.mget(\"glyph\")),r=this.mget(\"selection_glyph\"),null==r&&(r=this.mget(\"glyph\").clone(),r.set(this.model.selection_defaults,{silent:!0})),this.selection_glyph=this.build_glyph(r),n=this.mget(\"nonselection_glyph\"),null==n&&(n=this.mget(\"glyph\").clone(),n.set(this.model.nonselection_defaults,{silent:!0})),this.nonselection_glyph=this.build_glyph(n),i=this.mget(\"glyph\").clone(),i.set(this.model.decimated_defaults,{silent:!0}),this.decimated_glyph=this.build_glyph(i),this.xmapper=this.plot_view.frame.get(\"x_mappers\")[this.mget(\"x_range_name\")],this.ymapper=this.plot_view.frame.get(\"y_mappers\")[this.mget(\"y_range_name\")],this.set_data(!1),this.mget(\"data_source\")instanceof l.RemoteDataSource?this.mget(\"data_source\").setup(this.plot_view,this.glyph):void 0},e.prototype.build_glyph=function(t){return new t.default_view({model:t,renderer:this})},e.prototype.bind_bokeh_events=function(){return this.listenTo(this.model,\"change\",this.request_render),this.listenTo(this.mget(\"data_source\"),\"change\",this.set_data),this.listenTo(this.mget(\"data_source\"),\"select\",this.request_render)},e.prototype.have_selection_glyphs=function(){return!0},e.prototype.setup_server_data=function(){},e.prototype.set_data=function(t){var e,i,n,r,o,s,a,l,u;for(null==t&&(t=!0),u=Date.now(),l=this.mget(\"data_source\"),this.glyph.set_data(l),this.glyph.set_visuals(l),this.selection_glyph.set_visuals(l),this.nonselection_glyph.set_visuals(l),r=l.get_length(),null==r&&(r=1),this.all_indices=function(){a=[];for(var t=0;r>=0?r>t:t>r;r>=0?t++:t--)a.push(t);return a}.apply(this),o=this.plot_model.get(\"lod_factor\"),this.decimated=[],i=n=0,s=Math.floor(this.all_indices.length/o);s>=0?s>n:n>s;i=s>=0?++n:--n)this.decimated.push(this.all_indices[i*o]);return e=Date.now()-u,c.debug(this.glyph.model.type+\" GlyphRenderer (\"+this.model.id+\"): set_data finished in \"+e+\"ms\"),this.set_data_timestamp=Date.now(),t?this.request_render():void 0},e.prototype.render=function(){var t,e,i,n,r,o,s,a,l,u,h,p,d,f,g,m,_,v,y,b,w,x,k,C;if(b=Date.now(),w=Date.now(),this.glyph.map_data(),e=Date.now()-b,x=Date.now(),l=this.glyph._mask_data(this.all_indices),i=Date.now()-x,t=this.plot_view.canvas_view.ctx,t.save(),_=this.mget(\"data_source\").get(\"selected\"),_=_&&0!==_.length?_[\"0d\"].flag?l:_[\"1d\"].indices.length>0?_[\"1d\"].indices:_[\"2d\"].indices.length>0?_[\"2d\"].indices:[]:[],f=this.plot_model.get(\"lod_threshold\"),this.plot_view.interactive&&null!=f&&this.all_indices.length>f?(l=this.decimated,s=this.decimated_glyph,m=this.decimated_glyph,y=this.selection_glyph):(s=this.glyph,m=this.nonselection_glyph,y=this.selection_glyph),_.length&&this.have_selection_glyphs()){for(C=Date.now(),v={},u=0,p=_.length;p>u;u++)a=_[u],v[a]=!0;for(_=new Array,g=new Array,h=0,d=l.length;d>h;h++)a=l[h],null!=v[a]?_.push(a):g.push(a);r=Date.now()-C,k=Date.now(),m.render(t,g,this.glyph),y.render(t,_,this.glyph),n=Date.now()-k}else k=Date.now(),s.render(t,l,this.glyph),n=Date.now()-k;return this.last_dtrender=n,o=Date.now()-b,c.debug(this.glyph.model.type+\" GlyphRenderer (\"+this.model.id+\"): render finished in \"+o+\"ms\"),c.trace(\" - map_data finished in       : \"+e+\"ms\"),null!=i&&c.trace(\" - mask_data finished in      : \"+i+\"ms\"),null!=r&&c.trace(\" - selection mask finished in : \"+r+\"ms\"),c.trace(\" - glyph renders finished in  : \"+n+\"ms\"),t.restore()},e.prototype.map_to_screen=function(t,e){return this.plot_view.map_to_screen(t,e,this.mget(\"x_range_name\"),this.mget(\"y_range_name\"))},e.prototype.draw_legend=function(t,e,i,n,r){return this.glyph.draw_legend(t,e,i,n,r)},e.prototype.hit_test=function(t){return this.glyph.hit_test(t)},e}(a),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return h(e,t),e.prototype.default_view=o,e.prototype.type=\"GlyphRenderer\",e.prototype.selection_defaults={},e.prototype.decimated_defaults={fill_alpha:.3,line_alpha:.3,fill_color:\"grey\",line_color:\"grey\"},e.prototype.nonselection_defaults={fill_alpha:.2,line_alpha:.2},e.prototype.defaults=function(){return u.extend({},e.__super__.defaults.call(this),{x_range_name:\"default\",y_range_name:\"default\",data_source:null})},e.prototype.display_defaults=function(){return u.extend({},e.__super__.display_defaults.call(this),{level:\"glyph\"})},e}(s),e.exports={Model:r,View:o}},{\"../../common/has_parent\":43,\"../../common/logging\":48,\"../../common/plot_widget\":54,\"../../range/factor_range\":75,\"../../source/remote_data_source\":133,underscore:22}],88:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new 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i=[e.vx,e.vy],p=i[0],d=i[1],n=[this.x[t],this.y[t],this.x[t+1],this.y[t+1]],m=n[0],b=n[1],_=n[2],w=n[3],\"point\"===e.type?(r=this.renderer.ymapper.v_map_from_target([d-1,d+1]),v=r[0],y=r[1],o=this.renderer.xmapper.v_map_from_target([p-1,p+1]),f=o[0],g=o[1]):\"v\"===e.direction?(s=this.renderer.ymapper.v_map_from_target([d,d]),v=s[0],y=s[1],l=[m,_],f=l[0],g=l[1]):(u=this.renderer.xmapper.v_map_from_target([p,p]),f=u[0],g=u[1],c=[b,w],v=c[0],y=c[1]),h=a.check_2_segments_intersect(f,v,g,y,m,b,_,w),[h.x,h.y]},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_line_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=o,e.prototype.type=\"Line\",e.prototype.visuals=[\"line\"],e}(n.Model),e.exports={Model:r,View:o}},{\"../../common/hittest\":45,\"./glyph\":86,underscore:22}],92:[function(t,e,i){var n,r,o,s,a=function(t,e){function i(){this.constructor=t}for(var n in 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i,t.__super__=e.prototype,t},l={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./glyph\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u;if(l=i.sx,u=i.sy,this.visuals.fill.do_fill){for(this.visuals.fill.set_value(t),r=0,s=e.length;s>r;r++)n=e[r],0!==n?isNaN(l[n]+u[n])?(t.closePath(),t.fill(),t.beginPath()):t.lineTo(l[n],u[n]):(t.beginPath(),t.moveTo(l[n],u[n]));t.closePath(),t.fill()}if(this.visuals.line.do_stroke){for(this.visuals.line.set_value(t),o=0,a=e.length;a>o;o++)n=e[o],0!==n?isNaN(l[n]+u[n])?(t.closePath(),t.stroke(),t.beginPath()):t.lineTo(l[n],u[n]):(t.beginPath(),t.moveTo(l[n],u[n]));return t.closePath(),t.stroke()}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_area_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=o,e.prototype.type=\"Patch\",e}(n.Model),e.exports={Model:r,View:o}},{\"./glyph\":86,underscore:22}],108:[function(t,e,i){var n,r,o,s,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in e)c.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},c={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./glyph\"),l=t(\"rbush\"),a=t(\"../../common/hittest\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype._index_data=function(){var t,e,i,n,r,o,a,u,c;for(e=l(),n=[],t=i=0,r=this.xs.length;r>=0?r>i:i>r;t=r>=0?++i:--i)a=function(){var e,i,n,r;for(n=this.xs[t],r=[],e=0,i=n.length;i>e;e++)o=n[e],s.isNaN(o)||r.push(o);return r}.call(this),c=function(){var e,i,n,r;for(n=this.ys[t],r=[],e=0,i=n.length;i>e;e++)u=n[e],s.isNaN(u)||r.push(u);return r}.call(this),0!==a.length&&n.push([s.min(a),s.min(c),s.max(a),s.max(c),{i:t}]);return e.load(n),e},e.prototype._mask_data=function(t){var e,i,n,r,o,s,a,l,u;return s=this.renderer.plot_view.x_range,e=[s.get(\"start\"),s.get(\"end\")],r=e[0],o=e[1],u=this.renderer.plot_view.y_range,i=[u.get(\"start\"),u.get(\"end\")],a=i[0],l=i[1],function(){var t,e,i,s;for(i=this.index.search([r,a,o,l]),s=[],t=0,e=i.length;e>t;t++)n=i[t],s.push(n[4].i);return s}.call(this)},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p,d,f,g,m;for(f=i.sxs,m=i.sys,p=[],o=0,a=e.length;a>o;o++){if(n=e[o],u=[f[n],m[n]],d=u[0],g=u[1],this.visuals.fill.do_fill){for(this.visuals.fill.set_vectorize(t,n),r=s=0,c=d.length;c>=0?c>s:s>c;r=c>=0?++s:--s)0!==r?isNaN(d[r]+g[r])?(t.closePath(),t.fill(),t.beginPath()):t.lineTo(d[r],g[r]):(t.beginPath(),t.moveTo(d[r],g[r]));t.closePath(),t.fill()}if(this.visuals.line.do_stroke){for(this.visuals.line.set_vectorize(t,n),r=l=0,h=d.length;h>=0?h>l:l>h;r=h>=0?++l:--l)0!==r?isNaN(d[r]+g[r])?(t.closePath(),t.stroke(),t.beginPath()):t.lineTo(d[r],g[r]):(t.beginPath(),t.moveTo(d[r],g[r]));t.closePath(),p.push(t.stroke())}else p.push(void 0)}return p},e.prototype._hit_point=function(t){var e,i,n,r,o,s,l,u,c,h,p,d,f,g;for(s=[t.vx,t.vy],p=s[0],d=s[1],c=this.renderer.plot_view.canvas.vx_to_sx(p),h=this.renderer.plot_view.canvas.vy_to_sy(d),f=this.renderer.xmapper.map_from_target(p,!0),g=this.renderer.ymapper.map_from_target(d,!0),e=function(){var t,e,i,n;for(i=this.index.search([f,g,f,g]),n=[],t=0,e=i.length;e>t;t++)f=i[t],n.push(f[4].i);return n}.call(this),i=[],n=o=0,l=e.length;l>=0?l>o:o>l;n=l>=0?++o:--o)r=e[n],a.point_in_poly(c,h,this.sxs[r],this.sys[r])&&i.push(r);return u=a.create_hit_test_result(),u[\"1d\"].indices=i,u},e.prototype.scx=function(t){var e,i,n,r,o;for(r=0,n=this.sxs[t],e=0,i=n.length;i>e;e++)o=n[e],r+=o;return r/this.sxs[t].length},e.prototype.scy=function(t){var e,i,n,r,o;for(r=0,n=this.sys[t],e=0,i=n.length;i>e;e++)o=n[e],r+=o;return r/this.sys[t].length},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_area_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype.default_view=o,e.prototype.type=\"Patches\",e.prototype.coords=[[\"xs\",\"ys\"]],e}(n.Model),e.exports={Model:r,View:o}},{\"../../common/hittest\":45,\"./glyph\":86,rbush:19,underscore:22}],109:[function(t,e,i){var n,r,o,s,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in e)c.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},c={}.hasOwnProperty;s=t(\"underscore\"),l=t(\"rbush\"),n=t(\"./glyph\"),a=t(\"../../common/hittest\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype._index_data=function(){var t,e,i,n,r;for(e=l(),n=[],t=i=0,r=this.left.length;r>=0?r>i:i>r;t=r>=0?++i:--i)isNaN(this.left[t]+this.right[t]+this.top[t]+this.bottom[t])||n.push([this.left[t],this.bottom[t],this.right[t],this.top[t],{i:t}]);return e.load(n),e},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c;for(l=i.sleft,u=i.sright,c=i.stop,a=i.sbottom,s=[],r=0,o=e.length;o>r;r++)n=e[r],isNaN(l[n]+c[n]+u[n]+a[n])||(this.visuals.fill.do_fill&&(this.visuals.fill.set_vectorize(t,n),t.fillRect(l[n],c[n],u[n]-l[n],a[n]-c[n])),this.visuals.line.do_stroke?(t.beginPath(),t.rect(l[n],c[n],u[n]-l[n],a[n]-c[n]),this.visuals.line.set_vectorize(t,n),s.push(t.stroke())):s.push(void 0));return s},e.prototype._hit_point=function(t){var e,i,n,r,o,s,l,u,c,h;for(r=[t.vx,t.vy],c=r[0],h=r[1],l=this.renderer.plot_view.canvas.vx_to_sx(c),u=this.renderer.plot_view.canvas.vy_to_sy(h),e=[],i=n=0,o=this.sleft.length;o>=0?o>n:n>o;i=o>=0?++n:--n)l>=this.sleft[i]&&l<=this.sright[i]&&u>=this.stop[i]&&u<this.sbottom[i]&&e.push(i);return s=a.create_hit_test_result(),s[\"1d\"].indices=e,s},e.prototype.scx=function(t){return(this.sleft[t]+this.sright[t])/2},e.prototype.scy=function(t){return(this.stop[t]+this.sbottom[t])/2},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_area_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype.default_view=o,e.prototype.type=\"Quad\",e.prototype.coords=[[\"right\",\"bottom\"],[\"left\",\"top\"]],e}(n.Model),e.exports={Model:r,View:o}},{\"../../common/hittest\":45,\"./glyph\":86,rbush:19,underscore:22}],110:[function(t,e,i){var n,r,o,s,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in e)c.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},c={}.hasOwnProperty;s=t(\"underscore\"),l=t(\"rbush\"),n=t(\"./glyph\"),a=function(t,e,i){var n,r;return e===(t+i)/2?[t,i]:(r=(t-e)/(t-2*e+i),n=t*Math.pow(1-r,2)+2*e*(1-r)*r+i*Math.pow(r,2),[Math.min(t,i,n),Math.max(t,i,n)])},o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype._index_data=function(){var t,e,i,n,r,o,s,u,c,h,p;for(e=l(),n=[],t=i=0,r=this.x0.length;r>=0?r>i:i>r;t=r>=0?++i:--i)isNaN(this.x0[t]+this.x1[t]+this.y0[t]+this.y1[t]+this.cx[t]+this.cy[t])||(o=a(this.x0[t],this.cx[t],this.x1[t]),u=o[0],c=o[1],s=a(this.y0[t],this.cy[t],this.y1[t]),h=s[0],p=s[1],n.push([u,h,c,p,{i:t}]));return e.load(n),e},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p;if(u=i.sx0,h=i.sy0,c=i.sx1,p=i.sy1,a=i.scx,l=i.scy,this.visuals.line.do_stroke){for(s=[],r=0,o=e.length;o>r;r++)n=e[r],isNaN(u[n]+h[n]+c[n]+p[n]+a[n]+l[n])||(t.beginPath(),t.moveTo(u[n],h[n]),t.quadraticCurveTo(a[n],l[n],c[n],p[n]),this.visuals.line.set_vectorize(t,n),s.push(t.stroke()));return s}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_line_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype.default_view=o,e.prototype.type=\"Quadratic\",e.prototype.visuals=[\"line\"],e.prototype.coords=[[\"x0\",\"y0\"],[\"x1\",\"y1\"],[\"cx\",\"cy\"]],e}(n.Model),e.exports={Model:r,View:o}},{\"./glyph\":86,rbush:19,underscore:22}],111:[function(t,e,i){var n,r,o,s,a=function(t,e){function i(){this.constructor=t}for(var n in e)l.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},l={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./glyph\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){return this.slength=this.sdist(this.renderer.xmapper,this.x,this.length)},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p,d,f,g;if(d=i.sx,f=i.sy,p=i.slength,n=i.angle,this.visuals.line.do_stroke){for(g=this.renderer.plot_view.frame.get(\"width\"),r=this.renderer.plot_view.frame.get(\"height\"),s=2*(g+r),o=a=0,c=p.length;c>=0?c>a:a>c;o=c>=0?++a:--a)0===p[o]&&(p[o]=s);for(h=[],l=0,u=e.length;u>l;l++)o=e[l],isNaN(d[o]+f[o]+n[o]+p[o])||(t.translate(d[o],f[o]),t.rotate(n[o]),t.beginPath(),t.moveTo(0,0),t.lineTo(p[o],0),this.visuals.line.set_vectorize(t,o),t.stroke(),t.rotate(-n[o]),h.push(t.translate(-d[o],-f[o])));return h}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_line_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=o,e.prototype.type=\"Ray\",e.prototype.visuals=[\"line\"],e.prototype.distances=[\"length\"],e.prototype.angles=[\"angle\"],e}(n.Model),e.exports={Model:r,View:o}},{\"./glyph\":86,underscore:22}],112:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./glyph\"),a=t(\"../../common/hittest\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._set_data=function(){return this.max_w2=0,\"data\"===this.distances.width.units&&(this.max_w2=this.max_width/2),this.max_h2=0,\"data\"===this.distances.height.units?this.max_h2=this.max_height/2:void 0},e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){return\"data\"===this.distances.width.units?this.sw=this.sdist(this.renderer.xmapper,this.x,this.width,\"center\",this.mget(\"dilate\")):this.sw=this.width,\"data\"===this.distances.height.units?this.sh=this.sdist(this.renderer.ymapper,this.y,this.height,\"center\",this.mget(\"dilate\")):this.sh=this.height},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p;if(h=i.sx,p=i.sy,c=i.sw,u=i.sh,n=i.angle,this.visuals.fill.do_fill)for(o=0,a=e.length;a>o;o++)r=e[o],isNaN(h[r]+p[r]+c[r]+u[r]+n[r])||(this.visuals.fill.set_vectorize(t,r),n[r]?(t.translate(h[r],p[r]),t.rotate(n[r]),t.fillRect(-c[r]/2,-u[r]/2,c[r],u[r]),t.rotate(-n[r]),t.translate(-h[r],-p[r])):t.fillRect(h[r]-c[r]/2,p[r]-u[r]/2,c[r],u[r]));if(this.visuals.line.do_stroke){for(t.beginPath(),s=0,l=e.length;l>s;s++)r=e[s],isNaN(h[r]+p[r]+c[r]+u[r]+n[r])||0!==c[r]&&0!==u[r]&&(n[r]?(t.translate(h[r],p[r]),t.rotate(n[r]),t.rect(-c[r]/2,-u[r]/2,c[r],u[r]),t.rotate(-n[r]),t.translate(-h[r],-p[r])):t.rect(h[r]-c[r]/2,p[r]-u[r]/2,c[r],u[r]),this.visuals.line.set_vectorize(t,r),t.stroke(),t.beginPath());return t.stroke()}},e.prototype._hit_rect=function(t){var e,i,n,r,o,s,l,u;return e=this.renderer.xmapper.v_map_from_target([t.vx0,t.vx1],!0),o=e[0],s=e[1],i=this.renderer.ymapper.v_map_from_target([t.vy0,t.vy1],!0),l=i[0],u=i[1],n=a.create_hit_test_result(),n[\"1d\"].indices=function(){var t,e,i,n;for(i=this.index.search([o,l,s,u]),n=[],t=0,e=i.length;e>t;t++)r=i[t],n.push(r[4].i);return n}.call(this),n},e.prototype._hit_point=function(t){var e,i,n,r,o,s,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E;for(p=[t.vx,t.vy],b=p[0],k=p[1],T=this.renderer.xmapper.map_from_target(b,!0),P=this.renderer.ymapper.map_from_target(k,!0),\"screen\"===this.distances.width.units?(w=b-2*this.max_width,x=b+2*this.max_width,d=this.renderer.xmapper.v_map_from_target([w,x],!0),S=d[0],A=d[1]):(S=T-2*this.max_width,A=T+2*this.max_width),\"screen\"===this.distances.height.units?(C=k-2*this.max_height,M=k+2*this.max_height,f=this.renderer.ymapper.v_map_from_target([C,M],!0),I=f[0],E=f[1]):(I=P-2*this.max_height,E=P+2*this.max_height),r=[],g=function(){var t,e,i,n;for(i=this.index.search([S,I,A,E]),n=[],t=0,e=i.length;e>t;t++)u=i[t],n.push(u[4].i);return n}.call(this),s=0,l=g.length;l>s;s++)o=g[s],v=this.renderer.plot_view.canvas.vx_to_sx(b),y=this.renderer.plot_view.canvas.vy_to_sy(k),this.angle[o]&&(i=Math.sqrt(Math.pow(v-this.sx[o],2)+Math.pow(y-this.sy[o],2)),_=Math.sin(-this.angle[o]),e=Math.cos(-this.angle[o]),c=e*(v-this.sx[o])-_*(y-this.sy[o])+this.sx[o],h=_*(v-this.sx[o])+e*(y-this.sy[o])+this.sy[o],v=c,y=h),D=Math.abs(this.sx[o]-v)<=this.sw[o]/2,n=Math.abs(this.sy[o]-y)<=this.sh[o]/2,n&&D&&r.push(o);return m=a.create_hit_test_result(),m[\"1d\"].indices=r,m},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_area_legend(t,e,i,n,r)},e.prototype._bounds=function(t){return[[t[0][0]-this.max_w2,t[0][1]+this.max_w2],[t[1][0]-this.max_h2,t[1][1]+this.max_h2]]},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=o,e.prototype.type=\"Rect\",e.prototype.distances=[\"width\",\"height\"],e.prototype.angles=[\"angle\"],e.prototype.display_defaults=function(){return s.extend({},e.__super__.display_defaults.call(this),{angle:0,dilate:!1})},e}(n.Model),e.exports={Model:r,View:o}},{\"../../common/hittest\":45,\"./glyph\":86,underscore:22}],113:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;s=t(\"underscore\"),a=t(\"rbush\"),n=t(\"./glyph\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._index_data=function(){var t,e,i,n,r;for(e=a(),n=[],t=i=0,r=this.x0.length;r>=0?r>i:i>r;t=r>=0?++i:--i)isNaN(this.x0[t]+this.x1[t]+this.y0[t]+this.y1[t])||n.push([this.x0[t],this.y0[t],this.x1[t],this.y1[t],{i:t}]);return e.load(n),e},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c;if(a=i.sx0,u=i.sy0,l=i.sx1,c=i.sy1,this.visuals.line.do_stroke){for(s=[],r=0,o=e.length;o>r;r++)n=e[r],isNaN(a[n]+u[n]+l[n]+c[n])||(t.beginPath(),t.moveTo(a[n],u[n]),t.lineTo(l[n],c[n]),this.visuals.line.set_vectorize(t,n),s.push(t.stroke()));return s}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_line_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=o,e.prototype.type=\"Segment\",e.prototype.visuals=[\"line\"],e.prototype.coords=[[\"x0\",\"y0\"],[\"x1\",\"y1\"]],e}(n.Model),e.exports={Model:r,View:o}},{\"./glyph\":86,rbush:19,underscore:22}],114:[function(t,e,i){var n,r,o,s,a=function(t,e){function i(){this.constructor=t}for(var n in e)l.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},l={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./glyph\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p;for(l=i.sx,u=i.sy,h=i.x_offset,p=i.y_offset,n=i.angle,c=i.text,a=[],o=0,s=e.length;s>o;o++)r=e[o],isNaN(l[r]+u[r]+h[r]+p[r]+n[r])||null==c[r]||(t.save(),t.translate(l[r]+h[r],u[r]+p[r]),t.rotate(n[r]),this.visuals.text.set_vectorize(t,r),t.fillText(c[r],0,0),a.push(t.restore()));return a},e.prototype.draw_legend=function(t,e,i,n,r){var o,s,a;return t.save(),s=this.get_reference_point(),o=null!=s?s:this.props,a=this.visuals.text,a.set(t,o),t.font=a.font(12),t.textAlign=\"right\",t.textBaseline=\"middle\",t.fillText(\"txt\",i,(n+r)/2),t.restore()},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=o,e.prototype.type=\"Text\",e.prototype.visuals=[\"text\"],e.prototype.distances=[\"x_offset\",\"y_offset\"],e.prototype.angles=[\"angle\"],e.prototype.fields=[\"text:string\"],e.prototype.defaults=function(){return s.extend({},e.__super__.defaults.call(this),{angle:0,x_offset:0,y_offset:0})},e}(n.Model),e.exports={Model:r,View:o}},{\"./glyph\":86,underscore:22}],115:[function(t,e,i){var n,r,o,s,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in e)c.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},c={}.hasOwnProperty;s=t(\"underscore\"),l=t(\"../../common/mathutils\"),n=t(\"./glyph\"),a=t(\"../../common/hittest\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){return\"data\"===this.distances.radius.units?this.sradius=this.sdist(this.renderer.xmapper,this.x,this.radius):this.sradius=this.radius},e.prototype._render=function(t,e,i){var n,r,o,s,a,l,u,c,h,p;for(h=i.sx,p=i.sy,u=i.sradius,c=i.start_angle,r=i.end_angle,n=i.direction,l=[],s=0,a=e.length;a>s;s++)o=e[s],isNaN(h[o]+p[o]+u[o]+c[o]+r[o]+n[o])||(t.beginPath(),t.arc(h[o],p[o],u[o],c[o],r[o],n[o]),t.lineTo(h[o],p[o]),t.closePath(),this.visuals.fill.do_fill&&(this.visuals.fill.set_vectorize(t,o),t.fill()),this.visuals.line.do_stroke?(this.visuals.line.set_vectorize(t,o),l.push(t.stroke())):l.push(void 0));return l},e.prototype._hit_point=function(t){var e,i,n,r,o,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E,R,N,z,O,j,F;for(g=[t.vx,t.vy],T=g[0],P=g[1],R=this.renderer.xmapper.map_from_target(T,!0),O=this.renderer.ymapper.map_from_target(P,!0),\"data\"===this.distances.radius.units?(N=R-this.max_radius,z=R+this.max_radius,j=O-this.max_radius,F=O+this.max_radius):(S=T-this.max_radius,A=T+this.max_radius,m=this.renderer.xmapper.v_map_from_target([S,A],!0),N=m[0],z=m[1],I=P-this.max_radius,E=P+this.max_radius,_=this.renderer.ymapper.v_map_from_target([I,E],!0),j=_[0],F=_[1]),i=[],v=function(){var t,e,i,n;for(i=this.index.search([N,j,z,F]),n=[],t=0,e=i.length;e>t;t++)d=i[t],n.push(d[4].i);return n}.call(this),u=0,h=v.length;h>u;u++)o=v[u],f=Math.pow(this.sradius[o],2),x=this.renderer.xmapper.map_to_target(R,!0),k=this.renderer.xmapper.map_to_target(this.x[o],!0),M=this.renderer.ymapper.map_to_target(O,!0),D=this.renderer.ymapper.map_to_target(this.y[o],!0),n=Math.pow(x-k,2)+Math.pow(M-D,2),f>=n&&i.push([o,n]);for(r=[],c=0,p=i.length;p>c;c++)y=i[c],o=y[0],n=y[1],w=this.renderer.plot_view.canvas.vx_to_sx(T),C=this.renderer.plot_view.canvas.vy_to_sy(P),e=Math.atan2(C-this.sy[o],w-this.sx[o]),l.angle_between(-e,-this.start_angle[o],-this.end_angle[o],this.direction[o])&&r.push([o,n]);return b=a.create_hit_test_result(),b[\"1d\"].indices=s.chain(r).sortBy(function(t){return t[1]}).map(function(t){return t[0]}).value(),b},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_area_legend(t,e,i,n,r)},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return u(e,t),e.prototype.default_view=o,e.prototype.type=\"Wedge\",e.prototype.distances=[\"radius\"],e.prototype.angles=[\"start_angle\",\"end_angle\"],e.prototype.fields=[\"direction:direction\"],e.prototype.display_defaults=function(){return s.extend({},e.__super__.display_defaults.call(this),{direction:\"anticlock\"})},e}(n.Model),e.exports={Model:r,View:o}},{\"../../common/hittest\":45,\"../../common/mathutils\":49,\"./glyph\":86,underscore:22}],116:[function(t,e,i){(function(i){var n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M=function(t,e){function i(){this.constructor=t}for(var n in e)D.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},D={}.hasOwnProperty;f=t(\"underscore\"),w=null!=i._bokehTest?i._bokehTest.kiwi:t(\"kiwi\"),l=t(\"../../common/has_parent\"),c=t(\"../../common/layout_box\"),x=t(\"../../common/logging\").logger,p=t(\"../../common/plot_widget\"),C=t(\"../../common/properties\"),k=Math.PI/2,n=\"alphabetic\",h=\"middle\",a=\"hanging\",u=\"left\",d=\"right\",s=\"center\",v={above:{parallel:0,normal:-k,horizontal:0,vertical:-k},below:{parallel:0,normal:k,horizontal:0,vertical:k},left:{parallel:-k,normal:0,horizontal:0,vertical:-k},right:{parallel:k,normal:0,horizontal:0,vertical:k}},b={above:{parallel:n,normal:h,horizontal:n,vertical:h},below:{parallel:a,normal:h,horizontal:a,vertical:h},left:{parallel:n,normal:h,horizontal:h,vertical:n},right:{parallel:n,normal:h,horizontal:h,vertical:n}},g={above:{parallel:s,normal:u,horizontal:s,vertical:u},below:{parallel:s,normal:u,horizontal:s,vertical:d},left:{parallel:s,normal:d,horizontal:d,vertical:s},right:{parallel:s,normal:u,horizontal:u,vertical:s}},m={above:d,below:u,left:d,right:u},_={above:u,below:d,left:d,right:u},y=function(t,e,i){var n,r;return f.isString(i)?(r=b[e][i],n=g[e][i]):0===i?(r=b[e][i],n=g[e][i]):0>i?(r=\"middle\",n=m[e]):i>0&&(r=\"middle\",n=_[e]),t.textBaseline=r,t.textAlign=n},o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return M(e,t),e.prototype.initialize=function(t){return e.__super__.initialize.call(this,t),this.rule_props=new C.Line({obj:this.model,prefix:\"axis_\"}),this.major_tick_props=new C.Line({obj:this.model,prefix:\"major_tick_\"}),this.minor_tick_props=new C.Line({obj:this.model,prefix:\"minor_tick_\"}),this.major_label_props=new C.Text({obj:this.model,prefix:\"major_label_\"}),this.axis_label_props=new C.Text({obj:this.model,prefix:\"axis_label_\"}),this.x_range_name=this.mget(\"x_range_name\"),this.y_range_name=this.mget(\"y_range_name\")},e.prototype.render=function(){var t;if(this.mget(\"visible\"))return t=this.plot_view.canvas_view.ctx,t.save(),this._draw_rule(t),this._draw_major_ticks(t),this._draw_minor_ticks(t),this._draw_major_labels(t),this._draw_axis_label(t),t.restore()},e.prototype.bind_bokeh_events=function(){return this.listenTo(this.model,\"change\",this.plot_view.request_render)},e.prototype._draw_rule=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m;if(this.rule_props.do_stroke){for(s=e=this.mget(\"rule_coords\"),d=s[0],g=s[1],a=this.plot_view.map_to_screen(d,g,this.x_range_name,this.y_range_name),h=a[0],p=a[1],l=this.mget(\"normals\"),r=l[0],o=l[1],u=this.mget(\"offsets\"),f=u[0],m=u[1],this.rule_props.set_value(t),t.beginPath(),t.moveTo(Math.round(h[0]+r*f),Math.round(p[0]+o*m)),i=n=1,c=h.length;c>=1?c>n:n>c;i=c>=1?++n:--n)t.lineTo(Math.round(h[i]+r*f),Math.round(p[i]+o*m));return t.stroke()}},e.prototype._draw_major_ticks=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y;if(this.major_tick_props.do_stroke){for(e=this.mget(\"tick_coords\"),s=e.major,m=s[0],v=s[1],a=this.plot_view.map_to_screen(m,v,this.x_range_name,this.y_range_name),p=a[0],d=a[1],l=this.mget(\"normals\"),r=l[0],o=l[1],u=this.mget(\"offsets\"),_=u[0],y=u[1],f=this.mget(\"major_tick_in\"),g=this.mget(\"major_tick_out\"),this.major_tick_props.set_value(t),h=[],i=n=0,c=p.length;c>=0?c>n:n>c;i=c>=0?++n:--n)t.beginPath(),t.moveTo(Math.round(p[i]+r*g+r*_),Math.round(d[i]+o*g+o*y)),t.lineTo(Math.round(p[i]-r*f+r*_),Math.round(d[i]-o*f+o*y)),h.push(t.stroke());return h}},e.prototype._draw_minor_ticks=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y;if(this.minor_tick_props.do_stroke){for(e=this.mget(\"tick_coords\"),s=e.minor,m=s[0],v=s[1],a=this.plot_view.map_to_screen(m,v,this.x_range_name,this.y_range_name),p=a[0],d=a[1],l=this.mget(\"normals\"),r=l[0],o=l[1],u=this.mget(\"offsets\"),_=u[0],y=u[1],f=this.mget(\"minor_tick_in\"),g=this.mget(\"minor_tick_out\"),this.minor_tick_props.set_value(t),h=[],i=n=0,c=p.length;c>=0?c>n:n>c;i=c>=0?++n:--n)t.beginPath(),t.moveTo(Math.round(p[i]+r*g+r*_),Math.round(d[i]+o*g+o*y)),t.lineTo(Math.round(p[i]-r*f+r*_),Math.round(d[i]-o*f+o*y)),h.push(t.stroke());return h}},e.prototype._draw_major_labels=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,g,m,_,b,w,x,k,C,M,D;for(i=this.mget(\"tick_coords\"),c=i.major,k=c[0],M=c[1],h=this.plot_view.map_to_screen(k,M,this.x_range_name,this.y_range_name),w=h[0],x=h[1],p=this.mget(\"normals\"),a=p[0],l=p[1],d=this.mget(\"offsets\"),C=d[0],D=d[1],n=this.mget(\"dimension\"),_=this.mget(\"location\"),u=this.mget(\"major_label_orientation\"),e=f.isString(u)?v[_][u]:-u,b=this.model._tick_extent(this)+this.mget(\"major_label_standoff\"),s=this.mget(\"formatter\").format(i.major[n]),this.major_label_props.set_value(t),y(t,_,u),m=[],r=o=0,g=w.length;g>=0?g>o:o>g;r=g>=0?++o:--o)e?(t.translate(w[r]+a*b+a*C,x[r]+l*b+l*D),t.rotate(e),t.fillText(s[r],0,0),t.rotate(-e),m.push(t.translate(-w[r]-a*b+a*C,-x[r]-l*b+l*D))):m.push(t.fillText(s[r],Math.round(w[r]+a*b+a*C),Math.round(x[r]+l*b+l*D)));return m},e.prototype._draw_axis_label=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_;return i=this.mget(\"axis_label\"),null!=i?(s=this.mget(\"rule_coords\"),f=s[0],m=s[1],a=this.plot_view.map_to_screen(f,m,this.x_range_name,this.y_range_name),p=a[0],d=a[1],l=this.mget(\"normals\"),n=l[0],r=l[1],u=this.mget(\"offsets\"),g=u[0],_=u[1],c=this.mget(\"location\"),o=\"parallel\",e=v[c][o],h=this.model._tick_extent(this)+this.model._tick_label_extent(this)+this.mget(\"axis_label_standoff\"),p=(p[0]+p[p.length-1])/2,d=(d[0]+d[d.length-1])/2,this.axis_label_props.set_value(t),y(t,c,o),e?(t.translate(p+n*h+n*g,d+r*h+r*_),t.rotate(e),t.fillText(i,0,0),t.rotate(-e),t.translate(-p-n*h+n*g,-d-r*h+r*_)):t.fillText(i,p+n*h+n*g,d+r*h+r*_)):void 0},e}(p),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return M(e,t),e.prototype.default_view=o,e.prototype.type=\"Axis\",e.prototype.initialize=function(t,i){return e.__super__.initialize.call(this,t,i),this.register_property(\"computed_bounds\",this._computed_bounds,!1),this.add_dependencies(\"computed_bounds\",this,[\"bounds\"]),this.add_dependencies(\"computed_bounds\",this.get(\"plot\"),[\"x_range\",\"y_range\"]),this.register_property(\"rule_coords\",this._rule_coords,!1),this.add_dependencies(\"rule_coords\",this,[\"computed_bounds\",\"side\"]),\n",
+       "                this.register_property(\"tick_coords\",this._tick_coords,!1),this.add_dependencies(\"tick_coords\",this,[\"computed_bounds\",\"location\"]),this.register_property(\"ranges\",this._ranges,!0),this.register_property(\"normals\",function(){return this._normals},!0),this.register_property(\"dimension\",function(){return this._dim},!0),this.register_property(\"offsets\",this._offsets,!0)},e.prototype.initialize_layout=function(t){var e,i;return e=new c.Model({solver:t}),this.panel=e,this._top=e._top,this._bottom=e._bottom,this._left=e._left,this._right=e._right,this._width=e._width,this._height=e._height,i=this.get(\"location\"),\"above\"===i?(this._dim=0,this._normals=[0,-1],this._size=e._height,this._anchor=e._bottom):\"below\"===i?(this._dim=0,this._normals=[0,1],this._size=e._height,this._anchor=e._top):\"left\"===i?(this._dim=1,this._normals=[-1,0],this._size=e._width,this._anchor=e._right):\"right\"===i?(this._dim=1,this._normals=[1,0],this._size=e._width,this._anchor=e._left):x.error(\"unrecognized side: '\"+i+\"'\")},e.prototype.update_layout=function(t,e){var i;return i=this.get(\"visible\")?this._tick_extent(t)+this._tick_label_extent(t)+this._axis_label_extent(t):0,null==this._last_size&&(this._last_size=-1),i!==this._last_size?(this._last_size=i,null!=this._size_constraint&&e.remove_constraint(this._size_constraint),this._size_constraint=new w.Constraint(new w.Expression(this._size,-i),w.Operator.Eq),e.add_constraint(this._size_constraint)):void 0},e.prototype._offsets=function(){var t,e,i,n,r;return i=this.get(\"location\"),e=[0,0],n=e[0],r=e[1],t=this.get(\"plot\").get(\"frame\"),\"below\"===i?r=Math.abs(this.panel.get(\"top\")-t.get(\"bottom\")):\"above\"===i?r=Math.abs(this.panel.get(\"bottom\")-t.get(\"top\")):\"right\"===i?n=Math.abs(this.panel.get(\"left\")-t.get(\"right\")):\"left\"===i&&(n=Math.abs(this.panel.get(\"right\")-t.get(\"left\"))),[n,r]},e.prototype._ranges=function(){var t,e,i,n;return e=this.get(\"dimension\"),i=(e+1)%2,t=this.get(\"plot\").get(\"frame\"),n=[t.get(\"x_ranges\")[this.get(\"x_range_name\")],t.get(\"y_ranges\")[this.get(\"y_range_name\")]],[n[e],n[i]]},e.prototype._computed_bounds=function(){var t,e,i,n,r,o,s,a;return r=this.get(\"ranges\"),i=r[0],t=r[1],a=null!=(o=this.get(\"bounds\"))?o:\"auto\",n=[i.get(\"min\"),i.get(\"max\")],\"auto\"===a?n:f.isArray(a)?(Math.abs(a[0]-a[1])>Math.abs(n[0]-n[1])?(s=Math.max(Math.min(a[0],a[1]),n[0]),e=Math.min(Math.max(a[0],a[1]),n[1])):(s=Math.min(a[0],a[1]),e=Math.max(a[0],a[1])),[s,e]):(x.error(\"user bounds '\"+a+\"' not understood\"),null)},e.prototype._rule_coords=function(){var t,e,i,n,r,o,s,a,l,u,c,h;return n=this.get(\"dimension\"),r=(n+1)%2,a=this.get(\"ranges\"),s=a[0],e=a[1],l=this.get(\"computed_bounds\"),u=l[0],i=l[1],c=new Array(2),h=new Array(2),t=[c,h],o=this._get_loc(e),t[n][0]=Math.max(u,s.get(\"min\")),t[n][1]=Math.min(i,s.get(\"max\")),t[n][0]>t[n][1]&&(t[n][0]=t[n][1]=0/0),t[r][0]=o,t[r][1]=o,t},e.prototype._tick_coords=function(){var t,e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T;if(n=this.get(\"dimension\"),o=(n+1)%2,v=this.get(\"ranges\"),g=v[0],e=v[1],y=this.get(\"computed_bounds\"),C=y[0],i=y[1],M=this.get(\"ticker\").get_ticks(C,i,g,{}),c=M.major,f=M.minor,l=this._get_loc(e),D=[],T=[],t=[D,T],p=[],d=[],h=[p,d],\"FactorRange\"===g.type)for(r=s=0,b=c.length;b>=0?b>s:s>b;r=b>=0?++s:--s)t[n].push(c[r]),t[o].push(l);else{for(w=[g.get(\"min\"),g.get(\"max\")],_=w[0],m=w[1],r=a=0,x=c.length;x>=0?x>a:a>x;r=x>=0?++a:--a)c[r]<_||c[r]>m||(t[n].push(c[r]),t[o].push(l));for(r=u=0,k=f.length;k>=0?k>u:u>k;r=k>=0?++u:--u)f[r]<_||f[r]>m||(h[n].push(f[r]),h[o].push(l))}return{major:t,minor:h}},e.prototype._get_loc=function(t){var e,i,n,r;return i=t.get(\"start\"),e=t.get(\"end\"),r=this.get(\"location\"),\"left\"===r||\"below\"===r?n=\"start\":(\"right\"===r||\"above\"===r)&&(n=\"end\"),t.get(n)},e.prototype._tick_extent=function(t){return this.get(\"major_tick_out\")},e.prototype._tick_label_extent=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,g,m,_,y,b,w;for(s=0,o=this.get(\"dimension\"),r=t.plot_view.canvas_view.ctx,n=this.get(\"tick_coords\").major,_=this.get(\"location\"),d=this.get(\"major_label_orientation\"),p=this.get(\"formatter\").format(n[o]),t.major_label_props.set_value(r),f.isString(d)?(u=1,e=v[_][d]):(u=2,e=-d),e=Math.abs(e),i=Math.cos(e),m=Math.sin(e),\"above\"===_||\"below\"===_?(w=m,l=i):(w=i,l=m),c=h=0,g=p.length;g>=0?g>h:h>g;c=g>=0?++h:--h)null!=p[c]&&(b=1.1*r.measureText(p[c]).width,a=.9*r.measureText(p[c]).ascent,y=b*w+a/u*l,y>s&&(s=y));return s>0&&(s+=this.get(\"major_label_standoff\")),s},e.prototype._axis_label_extent=function(t){var e,i,n,r,o,s,a,l,u;return r=0,l=this.get(\"location\"),s=\"parallel\",n=t.plot_view.canvas_view.ctx,t.axis_label_props.set_value(n),e=Math.abs(v[l][s]),i=Math.cos(e),a=Math.sin(e),this.get(\"axis_label\")&&(r+=this.get(\"axis_label_standoff\"),t.axis_label_props.set_value(n),u=1.1*n.measureText(this.get(\"axis_label\")).width,o=.9*n.measureText(this.get(\"axis_label\")).ascent,r+=\"above\"===l||\"below\"===l?u*a+o*i:u*i+o*a),r},e.prototype.defaults=function(){return f.extend({},e.__super__.defaults.call(this),{x_range_name:\"default\",y_range_name:\"default\"})},e.prototype.display_defaults=function(){return f.extend({},e.__super__.display_defaults.call(this),{level:\"overlay\",visible:!0,axis_line_color:\"black\",axis_line_width:1,axis_line_alpha:1,axis_line_join:\"miter\",axis_line_cap:\"butt\",axis_line_dash:[],axis_line_dash_offset:0,major_tick_in:2,major_tick_out:6,major_tick_line_color:\"black\",major_tick_line_width:1,major_tick_line_alpha:1,major_tick_line_join:\"miter\",major_tick_line_cap:\"butt\",major_tick_line_dash:[],major_tick_line_dash_offset:0,minor_tick_in:0,minor_tick_out:4,minor_tick_line_color:\"black\",minor_tick_line_width:1,minor_tick_line_alpha:1,minor_tick_line_join:\"miter\",minor_tick_line_cap:\"butt\",minor_tick_line_dash:[],minor_tick_line_dash_offset:0,major_label_standoff:5,major_label_orientation:\"horizontal\",major_label_text_font:\"helvetica\",major_label_text_font_size:\"10pt\",major_label_text_font_style:\"normal\",major_label_text_color:\"#444444\",major_label_text_alpha:1,major_label_text_align:\"center\",major_label_text_baseline:\"alphabetic\",axis_label:\"\",axis_label_standoff:5,axis_label_text_font:\"helvetica\",axis_label_text_font_size:\"16pt\",axis_label_text_font_style:\"normal\",axis_label_text_color:\"#444444\",axis_label_text_alpha:1,axis_label_text_align:\"center\",axis_label_text_baseline:\"alphabetic\"})},e}(l),e.exports={Model:r,View:o}}).call(this,\"undefined\"!=typeof global?global:\"undefined\"!=typeof self?self:\"undefined\"!=typeof window?window:{})},{\"../../common/has_parent\":43,\"../../common/layout_box\":46,\"../../common/logging\":48,\"../../common/plot_widget\":54,\"../../common/properties\":55,kiwi:229,underscore:22}],117:[function(t,e,i){var n,r,o,s,a,l,u,c,h=function(t,e){function i(){this.constructor=t}for(var n in e)p.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},p={}.hasOwnProperty;l=t(\"../../common/base\").Collections,c=t(\"../../common/logging\").logger,u=t(\"../../range/factor_range\"),a=t(\"../../ticking/categorical_ticker\"),s=t(\"../../ticking/categorical_tick_formatter\"),n=t(\"./axis\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return h(e,t),e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return 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r=this.get(\"ranges\"),i=r[0],t=r[1],l=null!=(o=this.get(\"bounds\"))?o:\"auto\",n=[i.get(\"min\"),i.get(\"max\")],a.isArray(l)?(s=Math.min(l[0],l[1]),e=Math.max(l[0],l[1]),s<n[0]?s=n[0]:s>n[1]&&(s=null),e>n[1]?e=n[1]:e<n[0]&&(e=null)):(s=n[0],e=n[1]),[s,e]},e.prototype._grid_coords=function(){var t,e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C;for(l=this.get(\"dimension\"),c=(l+1)%2,v=this.get(\"ranges\"),_=v[0],r=v[1],y=this.get(\"computed_bounds\"),x=y[0],a=y[1],C=Math.min(x,a),a=Math.max(x,a),x=C,k=this.get(\"ticker\").get_ticks(x,a,_,{}).major,g=_.get(\"min\"),f=_.get(\"max\"),i=r.get(\"min\"),e=r.get(\"max\"),n=[[],[]],u=h=0,b=k.length;b>=0?b>h:h>b;u=b>=0?++h:--h)if(k[u]!==g&&k[u]!==f){for(o=[],s=[],t=2,m=p=0,w=t;w>=0?w>p:p>w;m=w>=0?++p:--p)d=i+(e-i)/(t-1)*m,o.push(k[u]),s.push(d);n[l].push(o),n[c].push(s)}return n},e.prototype.defaults=function(){return 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i=this.plot_view.canvas,n=[i.sx_to_vx(t.bokeh.sx),i.sy_to_vy(t.bokeh.sy)],o=this.plot_model.get(\"frame\"),r=this.mget(\"dimensions\"),s=this.model._get_dim_limits(this._baseboint,n,o,r),l=s[0],u=s[1],e=null!=(a=t.srcEvent.shiftKey)?a:!1,this._select(l,u,!0,e),this.mget(\"overlay\").set(\"data\",{}),this._baseboint=null,null},e.prototype._select=function(t,e,i,n){var r,o,s,a,l,u,c,h,p,d,f;for(h=t[0],p=t[1],d=e[0],f=e[1],null==n&&(n=!1),o={type:\"rect\",vx0:h,vx1:p,vy0:d,vy1:f},u=this.mget(\"renderers\"),s=0,a=u.length;a>s;s++)l=u[s],r=l.get(\"data_source\"),c=r.get(\"selection_manager\"),c.select(this,this.plot_view.renderers[l.id],o,i,n);return this._save_geometry(o,i,n),null},e}(s.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=r,e.prototype.type=\"BoxSelectTool\",e.prototype.tool_name=\"Box 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n;return e.__super__.initialize.call(this,t,i),this.register_property(\"tooltip\",function(){return this._get_dim_tooltip(this.get(\"tool_name\"),this._check_dims(this.get(\"dimensions\"),\"box select tool\"))},!1),this.add_dependencies(\"tooltip\",this,[\"dimensions\"]),this.set(\"overlay\",new o.Model),n=this.get(\"plot\").get(\"renderers\"),n.push(this.get(\"overlay\")),this.get(\"plot\").set(\"renderers\",n)},e.prototype.defaults=function(){return a.extend({},e.__super__.defaults.call(this),{dimensions:[\"width\",\"height\"],select_every_mousemove:!1})},e}(s.Model),e.exports={Model:n,View:r}},{\"../../renderer/overlay/box_selection\":122,\"./select_tool\":167,underscore:22}],161:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;a=t(\"underscore\"),n=t(\"../../renderer/overlay/box_selection\"),s=t(\"./gesture_tool\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._pan_start=function(t){var e;return e=this.plot_view.canvas,this._baseboint=[e.sx_to_vx(t.bokeh.sx),e.sy_to_vy(t.bokeh.sy)],null},e.prototype._pan=function(t){var e,i,n,r,o,s,a;return e=this.plot_view.canvas,i=[e.sx_to_vx(t.bokeh.sx),e.sy_to_vy(t.bokeh.sy)],r=this.plot_model.get(\"frame\"),n=this.mget(\"dimensions\"),o=this.model._get_dim_limits(this._baseboint,i,r,n),s=o[0],a=o[1],this.mget(\"overlay\").set(\"data\",{vxlim:s,vylim:a}),null},e.prototype._pan_end=function(t){var e,i,n,r,o,s,a;return e=this.plot_view.canvas,i=[e.sx_to_vx(t.bokeh.sx),e.sy_to_vy(t.bokeh.sy)],r=this.plot_model.get(\"frame\"),n=this.mget(\"dimensions\"),o=this.model._get_dim_limits(this._baseboint,i,r,n),s=o[0],a=o[1],this._update(s,a),this.mget(\"overlay\").set(\"data\",{}),this._baseboint=null,null},e.prototype._update=function(t,e){var i,n,r,o,s,a,l,u,c,h,p;c={},o=this.plot_view.frame.get(\"x_mappers\");for(r in o)n=o[r],s=n.v_map_from_target(t,!0),u=s[0],i=s[1],c[r]={start:u,end:i};h={},a=this.plot_view.frame.get(\"y_mappers\");for(r in a)n=a[r],l=n.v_map_from_target(e,!0),u=l[0],i=l[1],h[r]={start:u,end:i};return p={xrs:c,yrs:h},this.plot_view.update_range(p)},e}(s.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=o,e.prototype.type=\"BoxZoomTool\",e.prototype.tool_name=\"Box 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r;return e.__super__.initialize.call(this,t,i),this.register_property(\"tooltip\",function(){return this._get_dim_tooltip(this.get(\"tool_name\"),this._check_dims(this.get(\"dimensions\"),\"box zoom tool\"))},!1),this.add_dependencies(\"tooltip\",this,[\"dimensions\"]),this.set(\"overlay\",new n.Model),r=this.get(\"plot\").get(\"renderers\"),r.push(this.get(\"overlay\")),this.get(\"plot\").set(\"renderers\",r)},e.prototype.defaults=function(){return a.extend({},e.__super__.defaults.call(this),{dimensions:[\"width\",\"height\"]})},e}(s.Model),e.exports={Model:r,View:o}},{\"../../renderer/overlay/box_selection\":122,\"./gesture_tool\":162,underscore:22}],162:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;a=t(\"underscore\"),n=t(\"../button_tool\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._clicked=function(){return this.model.set(\"active\",!0)},e}(n.ButtonView),s=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.defaults=function(){return a.extend({},e.__super__.defaults.call(this),{event_type:this.event_type,default_order:this.default_order})},e}(n.Model),e.exports={Model:r,View:s,ButtonView:o}},{\"../button_tool\":158,underscore:22}],163:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;a=t(\"underscore\"),o=t(\"../../renderer/overlay/poly_selection\"),s=t(\"./select_tool\"),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.initialize=function(t){return e.__super__.initialize.call(this,t),this.listenTo(this.model,\"change:active\",this._active_change),this.data=null},e.prototype._active_change=function(){return this.mget(\"active\")?void 0:this._clear_overlay()},e.prototype._keyup=function(t){return 13===t.keyCode?this._clear_overlay():void 0},e.prototype._pan_start=function(t){var e,i,n;return e=this.plot_view.canvas,i=e.sx_to_vx(t.bokeh.sx),n=e.sy_to_vy(t.bokeh.sy),this.data={vx:[i],vy:[n]},null},e.prototype._pan=function(t){var e,i,n,r,o,s,l;return i=this.plot_view.canvas,s=i.sx_to_vx(t.bokeh.sx),l=i.sy_to_vy(t.bokeh.sy),this.data.vx.push(s),this.data.vy.push(l),r=this.mget(\"overlay\"),n={},n.vx=a.clone(this.data.vx),n.vy=a.clone(this.data.vy),r.set(\"data\",n),this.mget(\"select_every_mousemove\")?(e=null!=(o=t.srcEvent.shiftKey)?o:!1,this._select(this.data.vx,this.data.vy,!1,e)):void 0},e.prototype._pan_end=function(t){var e,i;return this._clear_overlay(),e=null!=(i=t.srcEvent.shiftKey)?i:!1,this._select(this.data.vx,this.data.vy,!0,e)},e.prototype._clear_overlay=function(){return this.mget(\"overlay\").set(\"data\",null)},e.prototype._select=function(t,e,i,n){var r,o,s,a,l,u,c;for(o={type:\"poly\",vx:t,vy:e},u=this.mget(\"renderers\"),s=0,a=u.length;a>s;s++)l=u[s],r=l.get(\"data_source\"),c=r.get(\"selection_manager\"),c.select(this,this.plot_view.renderers[l.id],o,i,n);return this._save_geometry(o,i,n),null},e}(s.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=r,e.prototype.type=\"LassoSelectTool\",e.prototype.tool_name=\"Lasso 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o.Model({line_width:2})),n=this.get(\"plot\").get(\"renderers\"),n.push(this.get(\"overlay\")),this.get(\"plot\").set(\"renderers\",n)},e.prototype.defaults=function(){return a.extend({},e.__super__.defaults.call(this),{select_every_mousemove:!0})},e}(s.Model),e.exports={Model:n,View:r}},{\"../../renderer/overlay/poly_selection\":123,\"./select_tool\":167,underscore:22}],164:[function(t,e,i){var n,r,o,s,a=function(t,e){function i(){this.constructor=t}for(var n in e)l.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},l={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./gesture_tool\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype._pan_start=function(t){var e,i,n,r,o,s;return this.last_dx=0,this.last_dy=0,e=this.plot_view.canvas,i=this.plot_view.frame,o=e.sx_to_vx(t.bokeh.sx),s=e.sy_to_vy(t.bokeh.sy),i.contains(o,s)||(n=i.get(\"h_range\"),r=i.get(\"v_range\"),(o<n.get(\"start\")||o>n.get(\"end\"))&&(this.v_axis_only=!0),(s<r.get(\"start\")||s>r.get(\"end\"))&&(this.h_axis_only=!0)),this.plot_view.interactive_timestamp=Date.now()},e.prototype._pan=function(t){return this._update(t.deltaX,-t.deltaY),this.plot_view.interactive_timestamp=Date.now()},e.prototype._pan_end=function(t){return this.h_axis_only=!1,this.v_axis_only=!1},e.prototype._update=function(t,e){var i,n,r,o,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A;r=this.plot_view.frame,u=t-this.last_dx,c=e-this.last_dy,o=s.clone(r.get(\"h_range\")),x=o.get(\"start\")-u,w=o.get(\"end\")-u,T=s.clone(r.get(\"v_range\")),D=T.get(\"start\")-c,M=T.get(\"end\")-c,i=this.mget(\"dimensions\"),i.indexOf(\"width\")>-1&&!this.v_axis_only?(y=x,b=w,m=-u):(y=o.get(\"start\"),b=o.get(\"end\"),m=0),i.indexOf(\"height\")>-1&&!this.h_axis_only?(k=D,C=M,_=c):(k=T.get(\"start\"),C=T.get(\"end\"),_=0),this.last_dx=t,this.last_dy=e,S={},p=r.get(\"x_mappers\");for(l in p)a=p[l],d=a.v_map_from_target([y,b],!0),v=d[0],n=d[1],S[l]={start:v,end:n};A={},f=r.get(\"y_mappers\");for(l in f)a=f[l],g=a.v_map_from_target([k,C],!0),v=g[0],n=g[1],A[l]={start:v,end:n};return h={xrs:S,yrs:A,sdx:m,sdy:_},this.plot_view.update_range(h),null},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=o,e.prototype.type=\"PanTool\",e.prototype.tool_name=\"Pan\",e.prototype.icon=\"data:image/png;base64,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\",\n",
+       "                e.prototype.event_type=\"pan\",e.prototype.default_order=10,e.prototype.initialize=function(t,i){return e.__super__.initialize.call(this,t,i),this.register_property(\"tooltip\",function(){return this._get_dim_tooltip(\"Pan\",this._check_dims(this.get(\"dimensions\"),\"pan tool\"))},!1),this.add_dependencies(\"tooltip\",this,[\"dimensions\"])},e.prototype.defaults=function(){return s.extend({},e.__super__.defaults.call(this),{dimensions:[\"width\",\"height\"]})},e}(n.Model),e.exports={Model:r,View:o}},{\"./gesture_tool\":162,underscore:22}],165:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;a=t(\"underscore\"),o=t(\"../../renderer/overlay/poly_selection\"),s=t(\"./select_tool\"),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.initialize=function(t){return e.__super__.initialize.call(this,t),this.listenTo(this.model,\"change:active\",this._active_change),this.data=null},e.prototype._active_change=function(){return this.mget(\"active\")?void 0:this._clear_data()},e.prototype._keyup=function(t){return 13===t.keyCode?this._clear_data():void 0},e.prototype._doubletap=function(t){var e,i;return e=null!=(i=t.srcEvent.shiftKey)?i:!1,this._select(this.data.vx,this.data.vy,!0,e),this._clear_data()},e.prototype._clear_data=function(){return this.data=null,this.mget(\"overlay\").set(\"data\",null)},e.prototype._tap=function(t){var e,i,n,r,o;return e=this.plot_view.canvas,r=e.sx_to_vx(t.bokeh.sx),o=e.sy_to_vy(t.bokeh.sy),null==this.data?(this.data={vx:[r],vy:[o]},null):(this.data.vx.push(r),this.data.vy.push(o),n=this.mget(\"overlay\"),i={},i.vx=a.clone(this.data.vx),i.vy=a.clone(this.data.vy),n.set(\"data\",i))},e.prototype._select=function(t,e,i,n){var r,o,s,a,l,u,c;for(o={type:\"poly\",vx:t,vy:e},u=this.mget(\"renderers\"),s=0,a=u.length;a>s;s++)l=u[s],r=l.get(\"data_source\"),c=r.get(\"selection_manager\"),c.select(this,this.plot_view.renderers[l.id],o,i,n);return this._save_geometry(o,i,n),null},e}(s.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=r,e.prototype.type=\"PolySelectTool\",e.prototype.tool_name=\"Poly Select\",e.prototype.icon=\"data:image/png;base64,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\",e.prototype.event_type=\"tap\",e.prototype.default_order=11,e.prototype.initialize=function(t,i){var n;return e.__super__.initialize.call(this,t,i),this.set(\"overlay\",new o.Model),n=this.get(\"plot\").get(\"renderers\"),n.push(this.get(\"overlay\")),this.get(\"plot\").set(\"renderers\",n)},e}(s.Model),e.exports={Model:n,View:r}},{\"../../renderer/overlay/poly_selection\":123,\"./select_tool\":167,underscore:22}],166:[function(t,e,i){var n,r,o,s,a=function(t,e){function i(){this.constructor=t}for(var n in e)l.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},l={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./gesture_tool\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.className=\"bk-resize-popup\",e.prototype.initialize=function(t){var i;return e.__super__.initialize.call(this,t),i=this.plot_view.$el.find(\"div.bk-canvas-wrapper\"),this.$el.appendTo(i),this.$el.hide(),this.active=!1,null},e.prototype.activate=function(){return this.active=!0,this.render(),null},e.prototype.deactivate=function(){return this.active=!1,this.render(),null},e.prototype.render=function(t){var e,i,n,r;return this.active?(e=this.plot_view.canvas,i=this.plot_view.frame,n=e.vx_to_sx(i.get(\"h_range\").get(\"end\")-40),r=e.vy_to_sy(i.get(\"v_range\").get(\"start\")+40),this.$el.attr(\"style\",\"position:absolute; top:\"+r+\"px; left:\"+n+\"px;\"),this.$el.show()):this.$el.hide(),this},e.prototype._pan_start=function(t){var e;return e=this.plot_view.canvas,this.ch=e.get(\"height\"),this.cw=e.get(\"width\"),this.plot_view.interactive_timestamp=Date.now(),null},e.prototype._pan=function(t){return this._update(t.deltaX,t.deltaY),this.plot_view.interactive_timestamp=Date.now(),null},e.prototype._update=function(t,e){var i;return this.plot_view.pause(),i=this.plot_view.canvas,i._set_dims([this.cw+t,this.ch+e]),this.plot_view.unpause(),null},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=o,e.prototype.type=\"ResizeTool\",e.prototype.tool_name=\"Resize\",e.prototype.icon=\"data:image/png;base64,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\",e.prototype.event_type=\"pan\",e.prototype.default_order=40,e.prototype.defaults=function(){return s.extend({},e.__super__.defaults.call(this),{level:\"overlay\",data:{}})},e}(n.Model),e.exports={Model:r,View:o}},{\"./gesture_tool\":162,underscore:22}],167:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;s=t(\"underscore\"),a=t(\"../../common/logging\").logger,n=t(\"./gesture_tool\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._keyup=function(t){var e,i,n,r,o,s,a;if(27===t.keyCode){for(o=this.mget(\"renderers\"),s=[],i=0,n=o.length;n>i;i++)r=o[i],e=r.get(\"data_source\"),a=e.get(\"selection_manager\"),s.push(a.clear());return s}},e.prototype._save_geometry=function(t,e,i){var n,r,o,l,u,c,h,p;if(n=s.clone(t),h=this.plot_view.frame.get(\"x_mappers\")[\"default\"],p=this.plot_view.frame.get(\"y_mappers\")[\"default\"],\"point\"===n.type)n.x=h.map_from_target(n.vx),n.y=p.map_from_target(n.vy);else if(\"rect\"===n.type)n.x0=h.map_from_target(n.vx0),n.y0=p.map_from_target(n.vy0),n.x1=h.map_from_target(n.vx1),n.y1=p.map_from_target(n.vy1);else if(\"poly\"===n.type)for(n.x=new Array(n.vx.length),n.y=new Array(n.vy.length),o=l=0,u=n.vx.length;u>=0?u>l:l>u;o=u>=0?++l:--l)n.x[o]=h.map_from_target(n.vx[o]),n.y[o]=p.map_from_target(n.vy[o]);else a.debug(\"Unrecognized selection geometry type: '\"+n.type+\"'\");return e&&(c=this.plot_model.get(\"tool_events\"),i?(r=c.get(\"geometries\"),r.push(n)):r=[n],c.set(\"geometries\",r),c.save()),null},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.initialize=function(t,i){var n,r,o,s,l,u;for(e.__super__.initialize.call(this,t,i),s=this.get(\"names\"),u=this.get(\"renderers\"),0===u.length&&(n=this.get(\"plot\").get(\"renderers\"),u=function(){var t,e,i;for(i=[],t=0,e=n.length;e>t;t++)l=n[t],\"GlyphRenderer\"===l.type&&i.push(l);return i}()),s.length>0&&(u=function(){var t,e,i;for(i=[],t=0,e=u.length;e>t;t++)l=u[t],s.indexOf(l.get(\"name\"))>=0&&i.push(l);return i}()),this.set(\"renderers\",u),a.debug(\"setting \"+u.length+\" renderers for \"+this.type+\" \"+this.id),r=0,o=u.length;o>r;r++)l=u[r],a.debug(\" - \"+l.type+\" \"+l.id);return null},e.prototype.defaults=function(){return s.extend({},e.__super__.defaults.call(this),{renderers:[],names:[],multi_select_modifier:\"shift\"})},e}(n.Model),e.exports={Model:r,View:o}},{\"../../common/logging\":48,\"./gesture_tool\":162,underscore:22}],168:[function(t,e,i){var n,r,o,s,a=function(t,e){function i(){this.constructor=t}for(var n in e)l.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},l={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./select_tool\"),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype._tap=function(t){var e,i,n,r,o;return i=this.plot_view.canvas,r=i.sx_to_vx(t.bokeh.sx),o=i.sy_to_vy(t.bokeh.sy),e=null!=(n=t.srcEvent.shiftKey)?n:!1,this._select(r,o,!0,e)},e.prototype._select=function(t,e,i,n){var r,o,s,a,l,u,c,h;for(s={type:\"point\",vx:t,vy:e},r=this.mget(\"action\"),c=this.mget(\"renderers\"),a=0,l=c.length;l>a;a++)u=c[a],o=u.get(\"data_source\"),h=o.get(\"selection_manager\"),h.select(this,this.plot_view.renderers[u.id],s,i,n),null!=r&&r.execute(o);return this._save_geometry(s,i,n),null},e}(n.View),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=o,e.prototype.type=\"TapTool\",e.prototype.tool_name=\"Tap\",e.prototype.icon=\"data:image/png;base64,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\",e.prototype.event_type=\"tap\",e.prototype.default_order=10,e}(n.Model),e.exports={Model:r,View:o}},{\"./select_tool\":167,underscore:22}],169:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;s=t(\"underscore\"),n=t(\"./gesture_tool\"),(\"undefined\"==typeof a||null===a)&&(a={}),o=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._pinch=function(t){var e;return e=t.scale>=1?20*(t.scale-1):-20/t.scale,t.bokeh.delta=e,this._scroll(t)},e.prototype._scroll=function(t){var e,i,n,r,o,s,a,l,u,c,h,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I;o=this.plot_model.get(\"frame\"),a=o.get(\"h_range\"),x=o.get(\"v_range\"),k=this.plot_view.canvas.sx_to_vx(t.bokeh.sx),D=this.plot_view.canvas.sy_to_vy(t.bokeh.sy),(k<a.get(\"start\")||k>a.get(\"end\"))&&(w=!0),(D<x.get(\"start\")||D>x.get(\"end\"))&&(s=!0),u=navigator.userAgent.toLowerCase().indexOf(\"firefox\")>-1?20:1,e=null!=(null!=(h=t.originalEvent)?h.deltaY:void 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a?\"pinch\":\"scroll\",e.prototype.default_order=10,e.prototype.initialize=function(t,i){return e.__super__.initialize.call(this,t,i),this.register_property(\"tooltip\",function(){return this._get_dim_tooltip(this.get(\"tool_name\"),this._check_dims(this.get(\"dimensions\"),\"wheel zoom tool\"))},!1),this.add_dependencies(\"tooltip\",this,[\"dimensions\"])},e.prototype.defaults=function(){return s.extend({},e.__super__.defaults.call(this),{dimensions:[\"width\",\"height\"],speed:1/600})},e}(n.Model),e.exports={Model:r,View:o}},{\"./gesture_tool\":162,underscore:22}],170:[function(t,e,i){var n,r,o,s,a,l=function(t,e){function i(){this.constructor=t}for(var n in e)u.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},u={}.hasOwnProperty;a=t(\"underscore\"),s=t(\"../../renderer/annotation/span\"),o=t(\"./inspect_tool\"),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype._move=function(t){var e,i,n,r,o,s,a,l,u,c;if(this.mget(\"active\")){for(n=this.plot_model.get(\"frame\"),e=this.plot_model.get(\"canvas\"),u=e.sx_to_vx(t.bokeh.sx),c=e.sy_to_vy(t.bokeh.sy),s=this.mget(\"dimensions\"),a=[],r=0,o=s.length;o>r;r++)i=s[r],l=this.mget(\"spans\")[i],a.push(n.contains(u,c)?\"width\"===i?l.set(\"location\",c):l.set(\"location\",u):l.unset(\"location\"));return a}},e.prototype._move_exit=function(t){var e,i,n,r,o,s;for(r=this.mget(\"dimensions\"),o=[],i=0,n=r.length;n>i;i++)e=r[i],s=this.mget(\"spans\")[e],o.push(s.unset(\"location\"));return o},e}(o.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=r,e.prototype.type=\"CrosshairTool\",e.prototype.tool_name=\"Crosshair\",e.prototype.initialize=function(t,i){var n;return e.__super__.initialize.call(this,t,i),this.register_property(\"tooltip\",function(){return this._get_dim_tooltip(\"Crosshair\",this._check_dims(this.get(\"dimensions\"),\"crosshair tool\"))},!1),this.add_dependencies(\"tooltip\",this,[\"dimensions\"]),this.set(\"spans\",{width:new s.Model({dimension:\"width\"}),height:new s.Model({dimension:\"height\"})}),n=this.get(\"plot\").get(\"renderers\"),n.push(this.get(\"spans\").width),n.push(this.get(\"spans\").height),this.get(\"plot\").set(\"renderers\",n)},e.prototype.defaults=function(){return a.extend({},e.__super__.defaults.call(this),{dimensions:[\"width\",\"height\"]})},e}(o.Model),e.exports={Model:n,View:r}},{\"../../renderer/annotation/span\":78,\"./inspect_tool\":172,underscore:22}],171:[function(t,e,i){var n,r,o,s,a,l,u,c,h,p=function(t,e){function i(){this.constructor=t}for(var n in e)d.call(e,n)&&(t[n]=e[n]);return i.prototype=e.prototype,t.prototype=new 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this._inspect(o,s);i=this.mget(\"ttmodels\");for(n in i)r=i[n],r.clear()}},e.prototype._move_exit=function(){var t,e,i,n;t=this.mget(\"ttmodels\"),e=[];for(i in t)n=t[i],e.push(n.clear());return e},e.prototype._inspect=function(t,e,i){var n,r,o,s,a,l;for(n={type:\"point\",vx:t,vy:e},\"mouse\"===this.mget(\"mode\")?n.type=\"point\":(n.type=\"span\",\"vline\"===this.mget(\"mode\")?n.direction=\"h\":n.direction=\"v\"),a=this.mget(\"renderers\"),r=0,o=a.length;o>r;r++)s=a[r],l=s.get(\"data_source\").get(\"selection_manager\"),l.inspect(this,this.plot_view.renderers[s.id],n,{geometry:n})},e.prototype._update=function(t,e,i,n,r){var o,s,a,l,u,c,p,d,f,g,m,_,v,y,b,w,x,k,C,M,D,T,S,A,P,I,E,R,N,z,O,j,F,H,L,W,B,Y,$,V,U,q,G;if(m=r.geometry,W=null!=(C=this.mget(\"ttmodels\")[i.model.id])?C:null,null!=W&&(W.clear(),M=[t[\"1d\"].indices,t[\"2d\"].indices],v=M[0],y=M[1],t[\"0d\"].flag!==!1||0!==v.length||0!==y.length)){for(Y=m.vx,$=m.vy,o=this.plot_model.get(\"canvas\"),g=this.plot_model.get(\"frame\"),H=o.vx_to_sx(Y),L=o.vy_to_sy($),U=g.get(\"x_mappers\")[i.mget(\"x_range_name\")],G=g.get(\"y_mappers\")[i.mget(\"y_range_name\")],V=U.map_from_target(Y),q=G.map_from_target($),T=t[\"0d\"].indices,b=0,x=T.length;x>b;b++)_=T[b],c=i.glyph.x[_+1],p=i.glyph.y[_+1],\"interp\"===this.mget(\"line_policy\")?(S=i.glyph.get_interpolation_hit(_,m),c=S[0],p=S[1],z=U.map_to_target(c),O=G.map_to_target(p)):\"prev\"===this.mget(\"line_policy\")?(z=o.sx_to_vx(i.glyph.sx[_]),O=o.sy_to_vy(i.glyph.sy[_])):\"next\"===this.mget(\"line_policy\")?(z=o.sx_to_vx(i.glyph.sx[_+1]),O=o.sy_to_vy(i.glyph.sy[_+1])):\"nearest\"===this.mget(\"line_policy\")?(s=i.glyph.sx[_],a=i.glyph.sy[_],d=h.dist_2_pts(s,a,H,L),l=i.glyph.sx[_+1],u=i.glyph.sy[_+1],f=h.dist_2_pts(l,u,H,L),f>d?(A=[s,a],j=A[0],F=A[1]):(P=[l,u],j=P[0],F=P[1],_+=1),c=i.glyph.x[_],p=i.glyph.y[_],z=o.sx_to_vx(j),O=o.sy_to_vy(F)):(I=[Y,$],z=I[0],O=I[1]),B={index:_,x:V,y:q,vx:Y,vy:$,sx:H,sy:L,data_x:c,data_y:p,rx:z,ry:O},W.add(z,O,this._render_tooltips(n,_,B));for(E=t[\"1d\"].indices,w=0,k=E.length;k>w;w++)_=E[w],c=null!=(R=i.glyph.x)?R[_]:void 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n=t(\"jquery\");t(\"jquery-ui/core\"),t(\"jquery-ui/widget\"),t(\"jquery-ui/mouse\"),t(\"jquery-mousewheel\"),e.exports=n.widget(\"ui.rangeSlider\",{options:{bounds:{min:0,max:100},defaultValues:{min:20,max:50},wheelMode:null,wheelSpeed:4,arrows:!0,valueLabels:\"show\",formatter:null,durationIn:0,durationOut:400,delayOut:200,range:{min:!1,max:!1},step:!1,scales:!1,enabled:!0,symmetricPositionning:!1},_values:null,_valuesChanged:!1,_initialized:!1,bar:null,leftHandle:null,rightHandle:null,innerBar:null,container:null,arrows:null,labels:null,changing:{min:!1,max:!1},changed:{min:!1,max:!1},ruler:null,_create:function(){this._setDefaultValues(),this.labels={left:null,right:null,leftDisplayed:!0,rightDisplayed:!0},this.arrows={left:null,right:null},this.changing={min:!1,max:!1},this.changed={min:!1,max:!1},this._createElements(),this._bindResize(),setTimeout(n.proxy(this.resize,this),1),setTimeout(n.proxy(this._initValues,this),1)},_setDefaultValues:function(){this._values={min:this.options.defaultValues.min,max:this.options.defaultValues.max}},_bindResize:function(){var t=this;this._resizeProxy=function(e){t.resize(e)},n(window).resize(this._resizeProxy)},_initWidth:function(){this.container.css(\"width\",this.element.width()-this.container.outerWidth(!0)+this.container.width()),this.innerBar.css(\"width\",this.container.width()-this.innerBar.outerWidth(!0)+this.innerBar.width())},_initValues:function(){this._initialized=!0,this.values(this._values.min,this._values.max)},_setOption:function(t,e){this._setWheelOption(t,e),this._setArrowsOption(t,e),this._setLabelsOption(t,e),this._setLabelsDurations(t,e),this._setFormatterOption(t,e),this._setBoundsOption(t,e),this._setRangeOption(t,e),this._setStepOption(t,e),this._setScalesOption(t,e),this._setEnabledOption(t,e),this._setPositionningOption(t,e)},_validProperty:function(t,e,i){return null===t||\"undefined\"==typeof t[e]?i:t[e]},_setStepOption:function(t,e){\"step\"===t&&(this.options.step=e,this._leftHandle(\"option\",\"step\",e),this._rightHandle(\"option\",\"step\",e),this._changed(!0))},_setScalesOption:function(t,e){\"scales\"===t&&(e===!1||null===e?(this.options.scales=!1,this._destroyRuler()):e instanceof Array&&(this.options.scales=e,this._updateRuler()))},_setRangeOption:function(t,e){\"range\"===t&&(this._bar(\"option\",\"range\",e),this.options.range=this._bar(\"option\",\"range\"),this._changed(!0))},_setBoundsOption:function(t,e){\n",
+       "                \"bounds\"===t&&\"undefined\"!=typeof e.min&&\"undefined\"!=typeof e.max&&this.bounds(e.min,e.max)},_setWheelOption:function(t,e){(\"wheelMode\"===t||\"wheelSpeed\"===t)&&(this._bar(\"option\",t,e),this.options[t]=this._bar(\"option\",t))},_setLabelsOption:function(t,e){if(\"valueLabels\"===t){if(\"hide\"!==e&&\"show\"!==e&&\"change\"!==e)return;this.options.valueLabels=e,\"hide\"!==e?(this._createLabels(),this._leftLabel(\"update\"),this._rightLabel(\"update\")):this._destroyLabels()}},_setFormatterOption:function(t,e){\"formatter\"===t&&null!==e&&\"function\"==typeof e&&\"hide\"!==this.options.valueLabels&&(this._leftLabel(\"option\",\"formatter\",e),this.options.formatter=this._rightLabel(\"option\",\"formatter\",e))},_setArrowsOption:function(t,e){\"arrows\"!==t||e!==!0&&e!==!1||e===this.options.arrows||(e===!0?(this.element.removeClass(\"bk-ui-rangeSlider-noArrow\").addClass(\"bk-ui-rangeSlider-withArrows\"),this.arrows.left.css(\"display\",\"block\"),this.arrows.right.css(\"display\",\"block\"),this.options.arrows=!0):e===!1&&(this.element.addClass(\"bk-ui-rangeSlider-noArrow\").removeClass(\"bk-ui-rangeSlider-withArrows\"),this.arrows.left.css(\"display\",\"none\"),this.arrows.right.css(\"display\",\"none\"),this.options.arrows=!1),this._initWidth())},_setLabelsDurations:function(t,e){if(\"durationIn\"===t||\"durationOut\"===t||\"delayOut\"===t){if(parseInt(e,10)!==e)return;null!==this.labels.left&&this._leftLabel(\"option\",t,e),null!==this.labels.right&&this._rightLabel(\"option\",t,e),this.options[t]=e}},_setEnabledOption:function(t,e){\"enabled\"===t&&this.toggle(e)},_setPositionningOption:function(t,e){\"symmetricPositionning\"===t&&(this._rightHandle(\"option\",t,e),this.options[t]=this._leftHandle(\"option\",t,e))},_createElements:function(){\"absolute\"!==this.element.css(\"position\")&&this.element.css(\"position\",\"relative\"),this.element.addClass(\"bk-ui-rangeSlider\"),this.container=n(\"<div class='bk-ui-rangeSlider-container' />\").css(\"position\",\"absolute\").appendTo(this.element),this.innerBar=n(\"<div class='bk-ui-rangeSlider-innerBar' />\").css(\"position\",\"absolute\").css(\"top\",0).css(\"left\",0),this._createHandles(),this._createBar(),this.container.prepend(this.innerBar),this._createArrows(),\"hide\"!==this.options.valueLabels?this._createLabels():this._destroyLabels(),this._updateRuler(),this.options.enabled||this._toggle(this.options.enabled)},_createHandle:function(t){return n(\"<div />\")[this._handleType()](t).bind(\"sliderDrag\",n.proxy(this._changing,this)).bind(\"stop\",n.proxy(this._changed,this))},_createHandles:function(){this.leftHandle=this._createHandle({isLeft:!0,bounds:this.options.bounds,value:this._values.min,step:this.options.step,symmetricPositionning:this.options.symmetricPositionning}).appendTo(this.container),this.rightHandle=this._createHandle({isLeft:!1,bounds:this.options.bounds,value:this._values.max,step:this.options.step,symmetricPositionning:this.options.symmetricPositionning}).appendTo(this.container)},_createBar:function(){this.bar=n(\"<div />\").prependTo(this.container).bind(\"sliderDrag scroll zoom\",n.proxy(this._changing,this)).bind(\"stop\",n.proxy(this._changed,this)),this._bar({leftHandle:this.leftHandle,rightHandle:this.rightHandle,values:{min:this._values.min,max:this._values.max},type:this._handleType(),range:this.options.range,wheelMode:this.options.wheelMode,wheelSpeed:this.options.wheelSpeed}),this.options.range=this._bar(\"option\",\"range\"),this.options.wheelMode=this._bar(\"option\",\"wheelMode\"),this.options.wheelSpeed=this._bar(\"option\",\"wheelSpeed\")},_createArrows:function(){this.arrows.left=this._createArrow(\"left\"),this.arrows.right=this._createArrow(\"right\"),this.options.arrows?this.element.addClass(\"bk-ui-rangeSlider-withArrows\"):(this.arrows.left.css(\"display\",\"none\"),this.arrows.right.css(\"display\",\"none\"),this.element.addClass(\"bk-ui-rangeSlider-noArrow\"))},_createArrow:function(t){var e,i=n(\"<div class='bk-ui-rangeSlider-arrow' />\").append(\"<div class='bk-ui-rangeSlider-arrow-inner' />\").addClass(\"bk-ui-rangeSlider-\"+t+\"Arrow\").css(\"position\",\"absolute\").css(t,0).appendTo(this.element);return e=\"right\"===t?n.proxy(this._scrollRightClick,this):n.proxy(this._scrollLeftClick,this),i.bind(\"mousedown touchstart\",e),i},_proxy:function(t,e,i){var n=Array.prototype.slice.call(i);return t&&t[e]?t[e].apply(t,n):null},_handleType:function(){return\"rangeSliderHandle\"},_barType:function(){return\"rangeSliderBar\"},_bar:function(){return this._proxy(this.bar,this._barType(),arguments)},_labelType:function(){return\"rangeSliderLabel\"},_leftLabel:function(){return this._proxy(this.labels.left,this._labelType(),arguments)},_rightLabel:function(){return this._proxy(this.labels.right,this._labelType(),arguments)},_leftHandle:function(){return this._proxy(this.leftHandle,this._handleType(),arguments)},_rightHandle:function(){return this._proxy(this.rightHandle,this._handleType(),arguments)},_getValue:function(t,e){return e===this.rightHandle&&(t-=e.outerWidth()),t*(this.options.bounds.max-this.options.bounds.min)/(this.container.innerWidth()-e.outerWidth(!0))+this.options.bounds.min},_trigger:function(t){var e=this;setTimeout(function(){e.element.trigger(t,{label:e.element,values:e.values()})},1)},_changing:function(){this._updateValues()&&(this._trigger(\"valuesChanging\"),this._valuesChanged=!0)},_deactivateLabels:function(){\"change\"===this.options.valueLabels&&(this._leftLabel(\"option\",\"show\",\"hide\"),this._rightLabel(\"option\",\"show\",\"hide\"))},_reactivateLabels:function(){\"change\"===this.options.valueLabels&&(this._leftLabel(\"option\",\"show\",\"change\"),this._rightLabel(\"option\",\"show\",\"change\"))},_changed:function(t){t===!0&&this._deactivateLabels(),(this._updateValues()||this._valuesChanged)&&(this._trigger(\"valuesChanged\"),t!==!0&&this._trigger(\"userValuesChanged\"),this._valuesChanged=!1),t===!0&&this._reactivateLabels()},_updateValues:function(){var t=this._leftHandle(\"value\"),e=this._rightHandle(\"value\"),i=this._min(t,e),n=this._max(t,e),r=i!==this._values.min||n!==this._values.max;return this._values.min=this._min(t,e),this._values.max=this._max(t,e),r},_min:function(t,e){return Math.min(t,e)},_max:function(t,e){return Math.max(t,e)},_createLabel:function(t,e){var i;return null===t?(i=this._getLabelConstructorParameters(t,e),t=n(\"<div />\").appendTo(this.element)[this._labelType()](i)):(i=this._getLabelRefreshParameters(t,e),t[this._labelType()](i)),t},_getLabelConstructorParameters:function(t,e){return{handle:e,handleType:this._handleType(),formatter:this._getFormatter(),show:this.options.valueLabels,durationIn:this.options.durationIn,durationOut:this.options.durationOut,delayOut:this.options.delayOut}},_getLabelRefreshParameters:function(){return{formatter:this._getFormatter(),show:this.options.valueLabels,durationIn:this.options.durationIn,durationOut:this.options.durationOut,delayOut:this.options.delayOut}},_getFormatter:function(){return this.options.formatter===!1||null===this.options.formatter?this._defaultFormatter:this.options.formatter},_defaultFormatter:function(t){return Math.round(t)},_destroyLabel:function(t){return null!==t&&(t[this._labelType()](\"destroy\"),t.remove(),t=null),t},_createLabels:function(){this.labels.left=this._createLabel(this.labels.left,this.leftHandle),this.labels.right=this._createLabel(this.labels.right,this.rightHandle),this._leftLabel(\"pair\",this.labels.right)},_destroyLabels:function(){this.labels.left=this._destroyLabel(this.labels.left),this.labels.right=this._destroyLabel(this.labels.right)},_stepRatio:function(){return this._leftHandle(\"stepRatio\")},_scrollRightClick:function(t){return this.options.enabled?(t.preventDefault(),this._bar(\"startScroll\"),this._bindStopScroll(),void this._continueScrolling(\"scrollRight\",4*this._stepRatio(),1)):!1},_continueScrolling:function(t,e,i,n){if(!this.options.enabled)return!1;this._bar(t,i),n=n||5,n--;var r=this,o=16,s=Math.max(1,4/this._stepRatio());this._scrollTimeout=setTimeout(function(){0===n&&(e>o?e=Math.max(o,e/1.5):i=Math.min(s,2*i),n=5),r._continueScrolling(t,e,i,n)},e)},_scrollLeftClick:function(t){return this.options.enabled?(t.preventDefault(),this._bar(\"startScroll\"),this._bindStopScroll(),void this._continueScrolling(\"scrollLeft\",4*this._stepRatio(),1)):!1},_bindStopScroll:function(){var t=this;this._stopScrollHandle=function(e){e.preventDefault(),t._stopScroll()},n(document).bind(\"mouseup touchend\",this._stopScrollHandle)},_stopScroll:function(){n(document).unbind(\"mouseup touchend\",this._stopScrollHandle),this._stopScrollHandle=null,this._bar(\"stopScroll\"),clearTimeout(this._scrollTimeout)},_createRuler:function(){this.ruler=n(\"<div class='bk-ui-rangeSlider-ruler' />\").appendTo(this.innerBar)},_setRulerParameters:function(){this.ruler.ruler({min:this.options.bounds.min,max:this.options.bounds.max,scales:this.options.scales})},_destroyRuler:function(){null!==this.ruler&&n.fn.ruler&&(this.ruler.ruler(\"destroy\"),this.ruler.remove(),this.ruler=null)},_updateRuler:function(){this._destroyRuler(),this.options.scales!==!1&&n.fn.ruler&&(this._createRuler(),this._setRulerParameters())},values:function(t,e){var i;if(\"undefined\"!=typeof t&&\"undefined\"!=typeof e){if(!this._initialized)return this._values.min=t,this._values.max=e,this._values;this._deactivateLabels(),i=this._bar(\"values\",t,e),this._changed(!0),this._reactivateLabels()}else i=this._bar(\"values\",t,e);return i},min:function(t){return this._values.min=this.values(t,this._values.max).min,this._values.min},max:function(t){return this._values.max=this.values(this._values.min,t).max,this._values.max},bounds:function(t,e){return this._isValidValue(t)&&this._isValidValue(e)&&e>t&&(this._setBounds(t,e),this._updateRuler(),this._changed(!0)),this.options.bounds},_isValidValue:function(t){return\"undefined\"!=typeof t&&parseFloat(t)===t},_setBounds:function(t,e){this.options.bounds={min:t,max:e},this._leftHandle(\"option\",\"bounds\",this.options.bounds),this._rightHandle(\"option\",\"bounds\",this.options.bounds),this._bar(\"option\",\"bounds\",this.options.bounds)},zoomIn:function(t){this._bar(\"zoomIn\",t)},zoomOut:function(t){this._bar(\"zoomOut\",t)},scrollLeft:function(t){this._bar(\"startScroll\"),this._bar(\"scrollLeft\",t),this._bar(\"stopScroll\")},scrollRight:function(t){this._bar(\"startScroll\"),this._bar(\"scrollRight\",t),this._bar(\"stopScroll\")},resize:function(){this._initWidth(),this._leftHandle(\"update\"),this._rightHandle(\"update\"),this._bar(\"update\")},enable:function(){this.toggle(!0)},disable:function(){this.toggle(!1)},toggle:function(t){void 0===t&&(t=!this.options.enabled),this.options.enabled!==t&&this._toggle(t)},_toggle:function(t){this.options.enabled=t,this.element.toggleClass(\"bk-ui-rangeSlider-disabled\",!t);var e=t?\"enable\":\"disable\";this._bar(e),this._leftHandle(e),this._rightHandle(e),this._leftLabel(e),this._rightLabel(e)},destroy:function(){this.element.removeClass(\"bk-ui-rangeSlider-withArrows bk-ui-rangeSlider-noArrow bk-ui-rangeSlider-disabled\"),this._destroyWidgets(),this._destroyElements(),this.element.removeClass(\"bk-ui-rangeSlider\"),this.options=null,n(window).unbind(\"resize\",this._resizeProxy),this._resizeProxy=null,this._bindResize=null,n.Widget.prototype.destroy.apply(this,arguments)},_destroyWidget:function(t){this[\"_\"+t](\"destroy\"),this[t].remove(),this[t]=null},_destroyWidgets:function(){this._destroyWidget(\"bar\"),this._destroyWidget(\"leftHandle\"),this._destroyWidget(\"rightHandle\"),this._destroyRuler(),this._destroyLabels()},_destroyElements:function(){this.container.remove(),this.container=null,this.innerBar.remove(),this.innerBar=null,this.arrows.left.remove(),this.arrows.right.remove(),this.arrows=null}})},{jquery:17,\"jquery-mousewheel\":3,\"jquery-ui/core\":6,\"jquery-ui/mouse\":12,\"jquery-ui/widget\":16}],227:[function(t,e,i){$=t(\"jquery\"),$.fn.drag=function(t,e,i){var n=\"string\"==typeof t?t:\"\",r=$.isFunction(t)?t:$.isFunction(e)?e:null;return 0!==n.indexOf(\"drag\")&&(n=\"drag\"+n),i=(t==r?e:i)||{},r?this.bind(n,i,r):this.trigger(n)};var n=$.event,r=n.special,o=r.drag={defaults:{which:1,distance:0,not:\":input\",handle:null,relative:!1,drop:!0,click:!1},datakey:\"dragdata\",noBubble:!0,add:function(t){var e=$.data(this,o.datakey),i=t.data||{};e.related+=1,$.each(o.defaults,function(t,n){void 0!==i[t]&&(e[t]=i[t])})},remove:function(){$.data(this,o.datakey).related-=1},setup:function(){if(!$.data(this,o.datakey)){var t=$.extend({related:0},o.defaults);$.data(this,o.datakey,t),n.add(this,\"touchstart mousedown\",o.init,t),this.attachEvent&&this.attachEvent(\"ondragstart\",o.dontstart)}},teardown:function(){var t=$.data(this,o.datakey)||{};t.related||($.removeData(this,o.datakey),n.remove(this,\"touchstart mousedown\",o.init),o.textselect(!0),this.detachEvent&&this.detachEvent(\"ondragstart\",o.dontstart))},init:function(t){if(!o.touched){var e,i=t.data;if(!(0!=t.which&&i.which>0&&t.which!=i.which||$(t.target).is(i.not)||i.handle&&!$(t.target).closest(i.handle,t.currentTarget).length||(o.touched=\"touchstart\"==t.type?this:null,i.propagates=1,i.mousedown=this,i.interactions=[o.interaction(this,i)],i.target=t.target,i.pageX=t.pageX,i.pageY=t.pageY,i.dragging=null,e=o.hijack(t,\"draginit\",i),!i.propagates)))return e=o.flatten(e),e&&e.length&&(i.interactions=[],$.each(e,function(){i.interactions.push(o.interaction(this,i))})),i.propagates=i.interactions.length,i.drop!==!1&&r.drop&&r.drop.handler(t,i),o.textselect(!1),o.touched?n.add(o.touched,\"touchmove touchend\",o.handler,i):n.add(document,\"mousemove mouseup\",o.handler,i),!o.touched||i.live?!1:void 0}},interaction:function(t,e){var i=$(t)[e.relative?\"position\":\"offset\"]()||{top:0,left:0};return{drag:t,callback:new o.callback,droppable:[],offset:i}},handler:function(t){var e=t.data;switch(t.type){case!e.dragging&&\"touchmove\":t.preventDefault();case!e.dragging&&\"mousemove\":if(Math.pow(t.pageX-e.pageX,2)+Math.pow(t.pageY-e.pageY,2)<Math.pow(e.distance,2))break;t.target=e.target,o.hijack(t,\"dragstart\",e),e.propagates&&(e.dragging=!0);case\"touchmove\":t.preventDefault();case\"mousemove\":if(e.dragging){if(o.hijack(t,\"drag\",e),e.propagates){e.drop!==!1&&r.drop&&r.drop.handler(t,e);break}t.type=\"mouseup\"}case\"touchend\":case\"mouseup\":default:o.touched?n.remove(o.touched,\"touchmove touchend\",o.handler):n.remove(document,\"mousemove mouseup\",o.handler),e.dragging&&(e.drop!==!1&&r.drop&&r.drop.handler(t,e),o.hijack(t,\"dragend\",e)),o.textselect(!0),e.click===!1&&e.dragging&&$.data(e.mousedown,\"suppress.click\",(new Date).getTime()+5),e.dragging=o.touched=!1}},hijack:function(t,e,i,r,s){if(i){var a,l,u,c={event:t.originalEvent,type:t.type},h=e.indexOf(\"drop\")?\"drag\":\"drop\",p=r||0,d=isNaN(r)?i.interactions.length:r;t.type=e,t.originalEvent=null,i.results=[];do if(l=i.interactions[p]){if(\"dragend\"!==e&&l.cancelled)continue;u=o.properties(t,i,l),l.results=[],$(s||l[h]||i.droppable).each(function(r,s){return u.target=s,t.isPropagationStopped=function(){return!1},a=s?n.dispatch.call(s,t,u):null,a===!1?(\"drag\"==h&&(l.cancelled=!0,i.propagates-=1),\"drop\"==e&&(l[h][r]=null)):\"dropinit\"==e&&l.droppable.push(o.element(a)||s),\"dragstart\"==e&&(l.proxy=$(o.element(a)||l.drag)[0]),l.results.push(a),delete t.result,\"dropinit\"!==e?a:void 0}),i.results[p]=o.flatten(l.results),\"dropinit\"==e&&(l.droppable=o.flatten(l.droppable)),\"dragstart\"!=e||l.cancelled||u.update()}while(++p<d);return t.type=c.type,t.originalEvent=c.event,o.flatten(i.results)}},properties:function(t,e,i){var n=i.callback;return n.drag=i.drag,n.proxy=i.proxy||i.drag,n.startX=e.pageX,n.startY=e.pageY,n.deltaX=t.pageX-e.pageX,n.deltaY=t.pageY-e.pageY,n.originalX=i.offset.left,n.originalY=i.offset.top,n.offsetX=n.originalX+n.deltaX,n.offsetY=n.originalY+n.deltaY,n.drop=o.flatten((i.drop||[]).slice()),n.available=o.flatten((i.droppable||[]).slice()),n},element:function(t){return t&&(t.jquery||1==t.nodeType)?t:void 0},flatten:function(t){return $.map(t,function(t){return t&&t.jquery?$.makeArray(t):t&&t.length?o.flatten(t):t})},textselect:function(t){$(document)[t?\"unbind\":\"bind\"](\"selectstart\",o.dontstart).css(\"MozUserSelect\",t?\"\":\"none\"),document.unselectable=t?\"off\":\"on\"},dontstart:function(){return!1},callback:function(){}};o.callback.prototype={update:function(){r.drop&&this.available.length&&$.each(this.available,function(t){r.drop.locate(this,t)})}};var s=n.dispatch;n.dispatch=function(t){return $.data(this,\"suppress.\"+t.type)-(new Date).getTime()>0?void $.removeData(this,\"suppress.\"+t.type):s.apply(this,arguments)};var a=n.fixHooks.touchstart=n.fixHooks.touchmove=n.fixHooks.touchend=n.fixHooks.touchcancel={props:\"clientX clientY pageX pageY screenX screenY\".split(\" \"),filter:function(t,e){if(e){var i=e.touches&&e.touches[0]||e.changedTouches&&e.changedTouches[0]||null;i&&$.each(a.props,function(e,n){t[n]=i[n]})}return t}};r.draginit=r.dragstart=r.dragend=o},{jquery:17}],228:[function(t,e,i){{var n=t(\"jquery\");t(\"jquery_event_drag\")}n.fn.drop=function(t,e,i){var r=\"string\"==typeof t?t:\"\",o=n.isFunction(t)?t:n.isFunction(e)?e:null;return 0!==r.indexOf(\"drop\")&&(r=\"drop\"+r),i=(t==o?e:i)||{},o?this.bind(r,i,o):this.trigger(r)},n.drop=function(t){t=t||{},s.multi=t.multi===!0?1/0:t.multi===!1?1:isNaN(t.multi)?s.multi:t.multi,s.delay=t.delay||s.delay,s.tolerance=n.isFunction(t.tolerance)?t.tolerance:null===t.tolerance?null:s.tolerance,s.mode=t.mode||s.mode||\"intersect\"};var r=n.event,o=r.special,s=n.event.special.drop={multi:1,delay:20,mode:\"overlap\",targets:[],datakey:\"dropdata\",noBubble:!0,add:function(t){var e=n.data(this,s.datakey);e.related+=1},remove:function(){n.data(this,s.datakey).related-=1},setup:function(){if(!n.data(this,s.datakey)){var t={related:0,active:[],anyactive:0,winner:0,location:{}};n.data(this,s.datakey,t),s.targets.push(this)}},teardown:function(){var t=n.data(this,s.datakey)||{};if(!t.related){n.removeData(this,s.datakey);var e=this;s.targets=n.grep(s.targets,function(t){return t!==e})}},handler:function(t,e){var i;if(e)switch(t.type){case\"mousedown\":case\"touchstart\":i=n(s.targets),\"string\"==typeof e.drop&&(i=i.filter(e.drop)),i.each(function(){var 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t.setIsDisjoint(this._array,r,n)},n.prototype.isSubset=function(i){var n=this._compare,r=e(i,n);return t.setIsSubset(this._array,r,n)},n.prototype.isSuperset=function(i){var n=this._compare,r=e(i,n);return t.setIsSubset(r,this._array,n)},n.prototype.union=function(i){var r=this._compare,o=new n(r),s=e(i,r);return o._array=t.setUnion(this._array,s,r),o},n.prototype.intersection=function(i){var r=this._compare,o=new n(r),s=e(i,r);return o._array=t.setIntersection(this._array,s,r),o},n.prototype.difference=function(i){var r=this._compare,o=new n(r),s=e(i,r);return o._array=t.setDifference(this._array,s,r),o},n.prototype.symmetricDifference=function(i){var r=this._compare,o=new n(r),s=e(i,r);return o._array=t.setSymmetricDifference(this._array,s,r),o},n.prototype.unionUpdate=function(i){var n=this._compare,r=e(i,n);this._array=t.setUnion(this._array,r,n)},n.prototype.intersectionUpdate=function(i){var 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l=a[0],u=a[1];if(\"number\"!=typeof l)throw new Error(\"array item 0 must be a number\");if(!(u instanceof t.Variable))throw new Error(\"array item 1 must be a variable\");r.setDefault(u,n).second+=l}}return{terms:r,constant:i}}var i=function(){function t(){var t=e(arguments);this._terms=t.terms,this._constant=t.constant}return t.prototype.terms=function(){return this._terms},t.prototype.constant=function(){return this._constant},t.prototype.value=function(){var t=this._constant;return n.forEach(this._terms,function(e){t+=e.first.value()*e.second}),t},t}();t.Expression=i}(o||(o={}));var o;!function(t){!function(t){function e(t,e,i,n){\"undefined\"==typeof n&&(n=1);var r=0;return r+=1e6*Math.max(0,Math.min(1e3,t*n)),r+=1e3*Math.max(0,Math.min(1e3,e*n)),r+=Math.max(0,Math.min(1e3,i*n))}function i(e){return Math.max(0,Math.min(t.required,e))}t.create=e,t.required=e(1e3,1e3,1e3),t.strong=e(1,0,0),t.medium=e(0,1,0),t.weak=e(0,0,1),t.clip=i}(t.Strength||(t.Strength={}));t.Strength}(o||(o={}));var o;!function(t){function e(t){var e=1e-8;return 0>t?e>-t:e>t}function i(){return t.createMap(t.Constraint.Compare)}function n(){return t.createMap(l.Compare)}function r(){return t.createMap(t.Variable.Compare)}function o(){return t.createMap(t.Variable.Compare)}var s=function(){function s(){this._cnMap=i(),this._rowMap=n(),this._varMap=r(),this._editMap=o(),this._infeasibleRows=[],this._objective=new c,this._artificial=null,this._idTick=0}return s.prototype.addConstraint=function(t){var i=this._cnMap.find(t);if(void 0!==i)throw new Error(\"duplicate constraint\");var n=this._createRow(t),r=n.row,o=n.tag,s=this._chooseSubject(r,o);if(0===s.type()&&r.allDummies()){if(!e(r.constant()))throw new Error(\"unsatifiable constraint\");s=o.marker}if(0===s.type()){if(!this._addWithArtificialVariable(r))throw new Error(\"unsatisfiable constraint\")}else r.solveFor(s),this._substitute(s,r),this._rowMap.insert(s,r);this._cnMap.insert(t,o),this._optimize(this._objective)},s.prototype.removeConstraint=function(t){var e=this._cnMap.erase(t);if(void 0===e)throw new Error(\"unknown constraint\");this._removeConstraintEffects(t,e.second);var i=e.second.marker,n=this._rowMap.erase(i);if(void 0===n){var r=this._getMarkerLeavingSymbol(i);if(0===r.type())throw new Error(\"failed to find leaving row\");n=this._rowMap.erase(r),n.second.solveForEx(r,i),this._substitute(i,n.second)}this._optimize(this._objective)},s.prototype.hasConstraint=function(t){return this._cnMap.contains(t);\n",
+       "                \n",
+       "                },s.prototype.addEditVariable=function(e,i){var n=this._editMap.find(e);if(void 0!==n)throw new Error(\"duplicate edit variable\");if(i=t.Strength.clip(i),i===t.Strength.required)throw new Error(\"bad required strength\");var r=new t.Expression(e),o=new t.Constraint(r,2,i);this.addConstraint(o);var s=this._cnMap.find(o).second,a={tag:s,constraint:o,constant:0};this._editMap.insert(e,a)},s.prototype.removeEditVariable=function(t){var e=this._editMap.erase(t);if(void 0===e)throw new Error(\"unknown edit variable\");this.removeConstraint(e.second.constraint)},s.prototype.hasEditVariable=function(t){return this._editMap.contains(t)},s.prototype.suggestValue=function(t,e){var i=this._editMap.find(t);if(void 0===i)throw new Error(\"unknown edit variable\");var n=this._rowMap,r=i.second,o=e-r.constant;r.constant=e;var s=r.tag.marker,a=n.find(s);if(void 0!==a)return a.second.add(-o)<0&&this._infeasibleRows.push(s),void this._dualOptimize();var l=r.tag.other,a=n.find(l);if(void 0!==a)return a.second.add(o)<0&&this._infeasibleRows.push(l),void this._dualOptimize();for(var u=0,c=n.size();c>u;++u){var a=n.itemAt(u),h=a.second,p=h.coefficientFor(s);0!==p&&h.add(o*p)<0&&1!==a.first.type()&&this._infeasibleRows.push(a.first)}this._dualOptimize()},s.prototype.updateVariables=function(){for(var t=this._varMap,e=this._rowMap,i=0,n=t.size();n>i;++i){var r=t.itemAt(i),o=e.find(r.second);r.first.setValue(void 0!==o?o.second.constant():0)}},s.prototype._getVarSymbol=function(t){var e=this,i=function(){return e._makeSymbol(1)};return this._varMap.setDefault(t,i).second},s.prototype._createRow=function(i){for(var n=i.expression(),r=new c(n.constant()),o=n.terms(),s=0,a=o.size();a>s;++s){var l=o.itemAt(s);if(!e(l.second)){var h=this._getVarSymbol(l.first),p=this._rowMap.find(h);void 0!==p?r.insertRow(p.second,l.second):r.insertSymbol(h,l.second)}}var d=this._objective,f=i.strength(),g={marker:u,other:u};switch(i.op()){case 0:case 1:var m=0===i.op()?1:-1,_=this._makeSymbol(2);if(g.marker=_,r.insertSymbol(_,m),f<t.Strength.required){var v=this._makeSymbol(3);g.other=v,r.insertSymbol(v,-m),d.insertSymbol(v,f)}break;case 2:if(f<t.Strength.required){var y=this._makeSymbol(3),b=this._makeSymbol(3);g.marker=y,g.other=b,r.insertSymbol(y,-1),r.insertSymbol(b,1),d.insertSymbol(y,f),d.insertSymbol(b,f)}else{var w=this._makeSymbol(4);g.marker=w,r.insertSymbol(w)}}return r.constant()<0&&r.reverseSign(),{row:r,tag:g}},s.prototype._chooseSubject=function(t,e){for(var i=t.cells(),n=0,r=i.size();r>n;++n){var o=i.itemAt(n);if(1===o.first.type())return o.first}var s=e.marker.type();return(2===s||3===s)&&t.coefficientFor(e.marker)<0?e.marker:(s=e.other.type(),(2===s||3===s)&&t.coefficientFor(e.other)<0?e.other:u)},s.prototype._addWithArtificialVariable=function(t){var i=this._makeSymbol(2);this._rowMap.insert(i,t.copy()),this._artificial=t.copy(),this._optimize(this._artificial);var n=e(this._artificial.constant());this._artificial=null;var r=this._rowMap.erase(i);if(void 0!==r){var o=r.second;if(o.isConstant())return n;var s=this._anyPivotableSymbol(o);if(0===s.type())return!1;o.solveForEx(i,s),this._substitute(s,o),this._rowMap.insert(s,o)}for(var a=this._rowMap,l=0,u=a.size();u>l;++l)a.itemAt(l).second.removeSymbol(i);return this._objective.removeSymbol(i),n},s.prototype._substitute=function(t,e){for(var i=this._rowMap,n=0,r=i.size();r>n;++n){var o=i.itemAt(n);o.second.substitute(t,e),o.second.constant()<0&&1!==o.first.type()&&this._infeasibleRows.push(o.first)}this._objective.substitute(t,e),this._artificial&&this._artificial.substitute(t,e)},s.prototype._optimize=function(t){for(;;){var e=this._getEnteringSymbol(t);if(0===e.type())return;var i=this._getLeavingSymbol(e);if(0===i.type())throw new Error(\"the objective is unbounded\");var n=this._rowMap.erase(i).second;n.solveForEx(i,e),this._substitute(e,n),this._rowMap.insert(e,n)}},s.prototype._dualOptimize=function(){for(var t=this._rowMap,e=this._infeasibleRows;0!==e.length;){var i=e.pop(),n=t.find(i);if(void 0!==n&&n.second.constant()<0){var r=this._getDualEnteringSymbol(n.second);if(0===r.type())throw new Error(\"dual optimize failed\");var o=n.second;t.erase(i),o.solveForEx(i,r),this._substitute(r,o),t.insert(r,o)}}},s.prototype._getEnteringSymbol=function(t){for(var e=t.cells(),i=0,n=e.size();n>i;++i){var r=e.itemAt(i),o=r.first;if(r.second<0&&4!==o.type())return o}return u},s.prototype._getDualEnteringSymbol=function(t){for(var e=Number.MAX_VALUE,i=u,n=t.cells(),r=0,o=n.size();o>r;++r){var s=n.itemAt(r),a=s.first,l=s.second;if(l>0&&4!==a.type()){var c=this._objective.coefficientFor(a),h=c/l;e>h&&(e=h,i=a)}}return i},s.prototype._getLeavingSymbol=function(t){for(var e=Number.MAX_VALUE,i=u,n=this._rowMap,r=0,o=n.size();o>r;++r){var s=n.itemAt(r),a=s.first;if(1!==a.type()){var l=s.second,c=l.coefficientFor(t);if(0>c){var h=-l.constant()/c;e>h&&(e=h,i=a)}}}return i},s.prototype._getMarkerLeavingSymbol=function(t){for(var e=Number.MAX_VALUE,i=e,n=e,r=u,o=r,s=r,a=r,l=this._rowMap,c=0,h=l.size();h>c;++c){var p=l.itemAt(c),d=p.second,f=d.coefficientFor(t);if(0!==f){var g=p.first;if(1===g.type())a=g;else if(0>f){var m=-d.constant()/f;i>m&&(i=m,o=g)}else{var m=d.constant()/f;n>m&&(n=m,s=g)}}}return o!==r?o:s!==r?s:a},s.prototype._removeConstraintEffects=function(t,e){3===e.marker.type()&&this._removeMarkerEffects(e.marker,t.strength()),3===e.other.type()&&this._removeMarkerEffects(e.other,t.strength())},s.prototype._removeMarkerEffects=function(t,e){var i=this._rowMap.find(t);void 0!==i?this._objective.insertRow(i.second,-e):this._objective.insertSymbol(t,-e)},s.prototype._anyPivotableSymbol=function(t){for(var e=t.cells(),i=0,n=e.size();n>i;++i){var r=e.itemAt(i),o=r.first.type();if(2===o||3===o)return r.first}return 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t._cellMap=this._cellMap.copy(),t},i.prototype.add=function(t){return this._constant+=t},i.prototype.insertSymbol=function(t,i){\"undefined\"==typeof i&&(i=1);var n=this._cellMap.setDefault(t,function(){return 0});e(n.second+=i)&&this._cellMap.erase(t)},i.prototype.insertRow=function(t,e){\"undefined\"==typeof e&&(e=1),this._constant+=t._constant*e;for(var i=t._cellMap,n=0,r=i.size();r>n;++n){var o=i.itemAt(n);this.insertSymbol(o.first,o.second*e)}},i.prototype.removeSymbol=function(t){this._cellMap.erase(t)},i.prototype.reverseSign=function(){this._constant=-this._constant;for(var t=this._cellMap,e=0,i=t.size();i>e;++e){var n=t.itemAt(e);n.second=-n.second}},i.prototype.solveFor=function(t){var e=this._cellMap,i=e.erase(t),n=-1/i.second;this._constant*=n;for(var r=0,o=e.size();o>r;++r)e.itemAt(r).second*=n},i.prototype.solveForEx=function(t,e){this.insertSymbol(t,-1),this.solveFor(e)},i.prototype.coefficientFor=function(t){var e=this._cellMap.find(t);return void 0!==e?e.second:0},i.prototype.substitute=function(t,e){var i=this._cellMap.erase(t);void 0!==i&&this.insertRow(e,i.second)},i}()}(o||(o={})),e.exports=o},{}],230:[function(t,e,i){function n(t,e,i,n){var r,o,s=Math.pow(10,e);return o=(i(t*s)/s).toFixed(e),n&&(r=new RegExp(\"0{1,\"+n+\"}$\"),o=o.replace(r,\"\")),o}function r(t,e,i,n){var r;return r=e.indexOf(\"$\")>-1?o(t,e,i,n):e.indexOf(\"%\")>-1?s(t,e,i,n):e.indexOf(\":\")>-1?a(t,e,i):l(t,e,i,n)}function o(t,e,i,n){var r,o,s=e.indexOf(\"$\"),a=e.indexOf(\"(\"),u=e.indexOf(\"-\"),c=\"\";return e.indexOf(\" $\")>-1?(c=\" \",e=e.replace(\" $\",\"\")):e.indexOf(\"$ \")>-1?(c=\" \",e=e.replace(\"$ \",\"\")):e=e.replace(\"$\",\"\"),o=l(t,e,i,n),1>=s?o.indexOf(\"(\")>-1||o.indexOf(\"-\")>-1?(o=o.split(\"\"),r=1,(a>s||u>s)&&(r=0),o.splice(r,0,i.currency.symbol+c),o=o.join(\"\")):o=i.currency.symbol+c+o:o.indexOf(\")\")>-1?(o=o.split(\"\"),o.splice(-1,0,c+i.currency.symbol),o=o.join(\"\")):o=o+c+i.currency.symbol,o}function s(t,e,i,n){var 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h=t(\"underscore\"),p={},d=\"0,0\",f=\"en\";u(\"en\",{delimiters:{thousands:\",\",decimal:\".\"},abbreviations:{thousand:\"k\",million:\"m\",billion:\"b\",trillion:\"t\"},ordinal:function(t){var e=t%10;return 1===~~(t%100/10)?\"th\":1===e?\"st\":2===e?\"nd\":3===e?\"rd\":\"th\"},currency:{symbol:\"$\"}}),e.exports={format:c}},{underscore:22}],231:[function(t,e,i){function n(t){function e(t){p=t,d.subscribe(p.onSelectedRowsChanged,n).subscribe(p.onClick,a).subscribe(p.onHeaderClick,u).subscribe(p.onKeyDown,s)}function i(){d.unsubscribeAll()}function n(t,e){var i,n,r=p.getSelectedRows(),o={};for(n=0;n<r.length;n++)i=r[n],o[i]=!0,o[i]!==f[i]&&(p.invalidateRow(i),delete f[i]);for(n in f)p.invalidateRow(n);f=o,p.render(),r.length&&r.length==p.getDataLength()?p.updateColumnHeader(m.columnId,\"<input type='checkbox' checked='checked'>\",m.toolTip):p.updateColumnHeader(m.columnId,\"<input type='checkbox'>\",m.toolTip)}function s(t,e){32==t.which&&p.getColumns()[e.cell].id===m.columnId&&((!p.getEditorLock().isActive()||p.getEditorLock().commitCurrentEdit())&&l(e.row),t.preventDefault(),t.stopImmediatePropagation())}function a(t,e){if(p.getColumns()[e.cell].id===m.columnId&&r(t.target).is(\":checkbox\")){if(p.getEditorLock().isActive()&&!p.getEditorLock().commitCurrentEdit())return t.preventDefault(),void t.stopImmediatePropagation();l(e.row),t.stopPropagation(),t.stopImmediatePropagation()}}function l(t){p.setSelectedRows(f[t]?r.grep(p.getSelectedRows(),function(e){return e!=t}):p.getSelectedRows().concat(t))}function u(t,e){if(e.column.id==m.columnId&&r(t.target).is(\":checkbox\")){if(p.getEditorLock().isActive()&&!p.getEditorLock().commitCurrentEdit())return t.preventDefault(),void t.stopImmediatePropagation();if(r(t.target).is(\":checked\")){for(var i=[],n=0;n<p.getDataLength();n++)i.push(n);p.setSelectedRows(i)}else p.setSelectedRows([]);t.stopPropagation(),t.stopImmediatePropagation()}}function c(){return{id:m.columnId,name:\"<input type='checkbox'>\",toolTip:m.toolTip,field:\"sel\",width:m.width,resizable:!1,sortable:!1,cssClass:m.cssClass,formatter:h}}function h(t,e,i,n,r){return r?f[t]?\"<input type='checkbox' checked='checked'>\":\"<input type='checkbox'>\":null}var p,d=new o.EventHandler,f={},g={columnId:\"_checkbox_selector\",cssClass:null,toolTip:\"Select/Deselect All\",width:30},m=r.extend(!0,{},g,t);r.extend(this,{init:e,destroy:i,getColumnDefinition:c})}var r=t(\"jquery\"),o=t(\"../slick.core\");e.exports=n},{\"../slick.core\":233,jquery:17}],232:[function(t,e,i){function n(t){function e(e){v=r.extend(!0,{},x,t),m=e,w.subscribe(m.onActiveCellChanged,n(d)),w.subscribe(m.onKeyDown,n(f)),w.subscribe(m.onClick,n(g))}function i(){w.unsubscribeAll()}function n(t){return function(){_||(_=!0,t.apply(this,arguments),_=!1)}}function s(t){for(var e=[],i=0;i<t.length;i++)for(var n=t[i].fromRow;n<=t[i].toRow;n++)e.push(n);return e}function a(t){for(var e=[],i=m.getColumns().length-1,n=0;n<t.length;n++)e.push(new o.Range(t[n],0,t[n],i));return e}function l(t,e){var i,n=[];for(i=t;e>=i;i++)n.push(i);for(i=e;t>i;i++)n.push(i);return n}function u(){return s(y)}function c(t){h(a(t))}function h(t){y=t,b.onSelectedRangesChanged.notify(y)}function p(){return y}function d(t,e){v.selectActiveRow&&null!=e.row&&h([new o.Range(e.row,0,e.row,m.getColumns().length-1)])}function f(t){var e=m.getActiveCell();if(e&&t.shiftKey&&!t.ctrlKey&&!t.altKey&&!t.metaKey&&(38==t.which||40==t.which)){var i=u();i.sort(function(t,e){return t-e}),i.length||(i=[e.row]);var n,r=i[0],o=i[i.length-1];n=40==t.which?e.row<o||r==o?++o:++r:e.row<o?--o:--r,n>=0&&n<m.getDataLength()&&(m.scrollRowIntoView(n),y=a(l(r,o)),h(y)),t.preventDefault(),t.stopPropagation()}}function g(t){var e=m.getCellFromEvent(t);if(!e||!m.canCellBeActive(e.row,e.cell))return!1;if(!m.getOptions().multiSelect||!t.ctrlKey&&!t.shiftKey&&!t.metaKey)return!1;var i=s(y),n=r.inArray(e.row,i);if(-1===n&&(t.ctrlKey||t.metaKey))i.push(e.row),m.setActiveCell(e.row,e.cell);else if(-1!==n&&(t.ctrlKey||t.metaKey))i=r.grep(i,function(t,i){return t!==e.row}),m.setActiveCell(e.row,e.cell);else if(i.length&&t.shiftKey){var o=i.pop(),l=Math.min(e.row,o),u=Math.max(e.row,o);i=[];for(var c=l;u>=c;c++)c!==o&&i.push(c);i.push(o),m.setActiveCell(e.row,e.cell)}return y=a(i),h(y),t.stopImmediatePropagation(),!0}var m,_,v,y=[],b=this,w=new o.EventHandler,x={selectActiveRow:!0};r.extend(this,{getSelectedRows:u,setSelectedRows:c,getSelectedRanges:p,setSelectedRanges:h,init:e,destroy:i,onSelectedRangesChanged:new o.Event})}var r=t(\"jquery\"),o=t(\"../slick.core\");e.exports=n},{\"../slick.core\":233,jquery:17}],233:[function(t,e,i){function n(){var t=!1,e=!1;this.stopPropagation=function(){t=!0},this.isPropagationStopped=function(){return t},this.stopImmediatePropagation=function(){e=!0},this.isImmediatePropagationStopped=function(){return e}}function r(){var t=[];this.subscribe=function(e){t.push(e)},this.unsubscribe=function(e){for(var i=t.length-1;i>=0;i--)t[i]===e&&t.splice(i,1)},this.notify=function(e,i,r){i=i||new n,r=r||this;for(var o,s=0;s<t.length&&!i.isPropagationStopped()&&!i.isImmediatePropagationStopped();s++)o=t[s].call(r,i,e);return o}}function o(){var t=[];this.subscribe=function(e,i){return t.push({event:e,handler:i}),e.subscribe(i),this},this.unsubscribe=function(e,i){for(var n=t.length;n--;)if(t[n].event===e&&t[n].handler===i)return t.splice(n,1),void e.unsubscribe(i);return this},this.unsubscribeAll=function(){for(var e=t.length;e--;)t[e].event.unsubscribe(t[e].handler);return t=[],this}}function s(t,e,i,n){void 0===i&&void 0===n&&(i=t,n=e),this.fromRow=Math.min(t,i),this.fromCell=Math.min(e,n),this.toRow=Math.max(t,i),this.toCell=Math.max(e,n),this.isSingleRow=function(){return this.fromRow==this.toRow},this.isSingleCell=function(){return this.fromRow==this.toRow&&this.fromCell==this.toCell},this.contains=function(t,e){return t>=this.fromRow&&t<=this.toRow&&e>=this.fromCell&&e<=this.toCell},this.toString=function(){return this.isSingleCell()?\"(\"+this.fromRow+\":\"+this.fromCell+\")\":\"(\"+this.fromRow+\":\"+this.fromCell+\" - \"+this.toRow+\":\"+this.toCell+\")\"}}function a(){this.__nonDataRow=!0}function l(){this.__group=!0,this.level=0,this.count=0,this.value=null,this.title=null,this.collapsed=!1,this.totals=null,this.rows=[],this.groups=null,this.groupingKey=null}function u(){this.__groupTotals=!0,this.group=null,this.initialized=!1}function c(){var t=null;this.isActive=function(e){return e?t===e:null!==t},this.activate=function(e){if(e!==t){if(null!==t)throw\"SlickGrid.EditorLock.activate: an editController is still active, can't activate another editController\";if(!e.commitCurrentEdit)throw\"SlickGrid.EditorLock.activate: editController must implement 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in the DOM.\");maxSupportedCssHeight=maxSupportedCssHeight||getMaxSupportedCssHeight(),scrollbarDimensions=scrollbarDimensions||measureScrollbar(),options=$.extend({},defaults,options),validateAndEnforceOptions(),columnDefaults.width=options.defaultColumnWidth,columnsById={};for(var t=0;t<columns.length;t++){var e=columns[t]=$.extend({},columnDefaults,columns[t]);columnsById[e.id]=t,e.minWidth&&e.width<e.minWidth&&(e.width=e.minWidth),e.maxWidth&&e.width>e.maxWidth&&(e.width=e.maxWidth)}if(options.enableColumnReorder&&!$.fn.sortable)throw new Error(\"SlickGrid's 'enableColumnReorder = true' option requires jquery-ui.sortable module to be loaded\");editController={commitCurrentEdit:commitCurrentEdit,cancelCurrentEdit:cancelCurrentEdit},$container.empty().css(\"overflow\",\"hidden\").css(\"outline\",0).addClass(uid).addClass(\"bk-ui-widget\"),/relative|absolute|fixed/.test($container.css(\"position\"))||$container.css(\"position\",\"relative\"),$focusSink=$(\"<div tabIndex='0' hideFocus style='position:fixed;width:0;height:0;top:0;left:0;outline:0;'></div>\").appendTo($container),$headerScroller=$(\"<div class='bk-slick-header bk-ui-state-default' style='overflow:hidden;position:relative;' />\").appendTo($container),$headers=$(\"<div class='bk-slick-header-columns' style='left:-1000px' />\").appendTo($headerScroller),$headers.width(getHeadersWidth()),$headerRowScroller=$(\"<div class='bk-slick-headerrow bk-ui-state-default' style='overflow:hidden;position:relative;' />\").appendTo($container),$headerRow=$(\"<div class='bk-slick-headerrow-columns' />\").appendTo($headerRowScroller),$headerRowSpacer=$(\"<div style='display:block;height:1px;position:absolute;top:0;left:0;'></div>\").css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\").appendTo($headerRowScroller),$topPanelScroller=$(\"<div class='bk-slick-top-panel-scroller bk-ui-state-default' style='overflow:hidden;position:relative;' />\").appendTo($container),$topPanel=$(\"<div class='bk-slick-top-panel' style='width:10000px' />\").appendTo($topPanelScroller),options.showTopPanel||$topPanelScroller.hide(),options.showHeaderRow||$headerRowScroller.hide(),$viewport=$(\"<div class='bk-slick-viewport' style='width:100%;overflow:auto;outline:0;position:relative;;'>\").appendTo($container),$viewport.css(\"overflow-y\",options.autoHeight?\"hidden\":\"auto\"),$canvas=$(\"<div class='grid-canvas' />\").appendTo($viewport),$focusSink2=$focusSink.clone().appendTo($container),options.explicitInitialization||finishInitialization()}function finishInitialization(){initialized||(initialized=!0,viewportW=parseFloat($.css($container[0],\"width\",!0)),measureCellPaddingAndBorder(),disableSelection($headers),options.enableTextSelectionOnCells||$viewport.bind(\"selectstart.ui\",function(t){return $(t.target).is(\"input,textarea\")}),updateColumnCaches(),createColumnHeaders(),setupColumnSort(),createCssRules(),resizeCanvas(),bindAncestorScrollEvents(),$container.bind(\"resize.bk-slickgrid\",resizeCanvas),$viewport.bind(\"scroll\",handleScroll),$headerScroller.bind(\"contextmenu\",handleHeaderContextMenu).bind(\"click\",handleHeaderClick).delegate(\".bk-slick-header-column\",\"mouseenter\",handleHeaderMouseEnter).delegate(\".bk-slick-header-column\",\"mouseleave\",handleHeaderMouseLeave),$headerRowScroller.bind(\"scroll\",handleHeaderRowScroll),$focusSink.add($focusSink2).bind(\"keydown\",handleKeyDown),$canvas.bind(\"keydown\",handleKeyDown).bind(\"click\",handleClick).bind(\"dblclick\",handleDblClick).bind(\"contextmenu\",handleContextMenu).bind(\"draginit\",handleDragInit).bind(\"dragstart\",{distance:3},handleDragStart).bind(\"drag\",handleDrag).bind(\"dragend\",handleDragEnd).delegate(\".bk-slick-cell\",\"mouseenter\",handleMouseEnter).delegate(\".bk-slick-cell\",\"mouseleave\",handleMouseLeave),navigator.userAgent.toLowerCase().match(/webkit/)&&navigator.userAgent.toLowerCase().match(/macintosh/)&&$canvas.bind(\"mousewheel\",handleMouseWheel))}function registerPlugin(t){plugins.unshift(t),t.init(self)}function unregisterPlugin(t){for(var e=plugins.length;e>=0;e--)if(plugins[e]===t){plugins[e].destroy&&plugins[e].destroy(),plugins.splice(e,1);break}}function setSelectionModel(t){selectionModel&&(selectionModel.onSelectedRangesChanged.unsubscribe(handleSelectedRangesChanged),selectionModel.destroy&&selectionModel.destroy()),selectionModel=t,selectionModel&&(selectionModel.init(self),selectionModel.onSelectedRangesChanged.subscribe(handleSelectedRangesChanged))}function getSelectionModel(){return selectionModel}function getCanvasNode(){return $canvas[0]}function measureScrollbar(){var t=$(\"<div style='position:absolute; top:-10000px; left:-10000px; width:100px; height:100px; overflow:scroll;'></div>\").appendTo(\"body\"),e={width:t.width()-t[0].clientWidth,height:t.height()-t[0].clientHeight};return t.remove(),e}function getHeadersWidth(){for(var t=0,e=0,i=columns.length;i>e;e++){var n=columns[e].width;t+=n}return t+=scrollbarDimensions.width,Math.max(t,viewportW)+1e3}function getCanvasWidth(){for(var t=viewportHasVScroll?viewportW-scrollbarDimensions.width:viewportW,e=0,i=columns.length;i--;)e+=columns[i].width;return options.fullWidthRows?Math.max(e,t):e}function updateCanvasWidth(t){var e=canvasWidth;canvasWidth=getCanvasWidth(),canvasWidth!=e&&($canvas.width(canvasWidth),$headerRow.width(canvasWidth),$headers.width(getHeadersWidth()),viewportHasHScroll=canvasWidth>viewportW-scrollbarDimensions.width),$headerRowSpacer.width(canvasWidth+(viewportHasVScroll?scrollbarDimensions.width:0)),(canvasWidth!=e||t)&&applyColumnWidths()}function disableSelection(t){t&&t.jquery&&t.attr(\"unselectable\",\"on\").css(\"MozUserSelect\",\"none\").bind(\"selectstart.ui\",function(){return!1})}function getMaxSupportedCssHeight(){for(var t=1e6,e=navigator.userAgent.toLowerCase().match(/firefox/)?6e6:1e9,i=$(\"<div style='display:none' />\").appendTo(document.body);;){var n=2*t;if(i.css(\"height\",n),n>e||i.height()!==n)break;t=n}return i.remove(),t}function bindAncestorScrollEvents(){for(var t=$canvas[0];(t=t.parentNode)!=document.body&&null!=t;)if(t==$viewport[0]||t.scrollWidth!=t.clientWidth||t.scrollHeight!=t.clientHeight){var e=$(t);$boundAncestors=$boundAncestors?$boundAncestors.add(e):e,e.bind(\"scroll.\"+uid,handleActiveCellPositionChange)}}function unbindAncestorScrollEvents(){$boundAncestors&&($boundAncestors.unbind(\"scroll.\"+uid),$boundAncestors=null)}function updateColumnHeader(t,e,i){if(initialized){var n=getColumnIndex(t);if(null!=n){var r=columns[n],o=$headers.children().eq(n);o&&(void 0!==e&&(columns[n].name=e),void 0!==i&&(columns[n].toolTip=i),trigger(self.onBeforeHeaderCellDestroy,{node:o[0],column:r}),o.attr(\"title\",i||\"\").children().eq(0).html(e),trigger(self.onHeaderCellRendered,{node:o[0],column:r}))}}}function getHeaderRow(){return $headerRow[0]}function getHeaderRowColumn(t){var e=getColumnIndex(t),i=$headerRow.children().eq(e);return i&&i[0]}function createColumnHeaders(){function t(){$(this).addClass(\"bk-ui-state-hover\")}function e(){$(this).removeClass(\"bk-ui-state-hover\")}$headers.find(\".bk-slick-header-column\").each(function(){var t=$(this).data(\"column\");t&&trigger(self.onBeforeHeaderCellDestroy,{node:this,column:t})}),$headers.empty(),$headers.width(getHeadersWidth()),$headerRow.find(\".bk-slick-headerrow-column\").each(function(){var t=$(this).data(\"column\");t&&trigger(self.onBeforeHeaderRowCellDestroy,{node:this,column:t})}),$headerRow.empty();for(var i=0;i<columns.length;i++){var n=columns[i],r=$(\"<div class='bk-ui-state-default bk-slick-header-column' />\").html(\"<span class='bk-slick-column-name'>\"+n.name+\"</span>\").width(n.width-headerColumnWidthDiff).attr(\"id\",\"\"+uid+n.id).attr(\"title\",n.toolTip||\"\").data(\"column\",n).addClass(n.headerCssClass||\"\").appendTo($headers);if((options.enableColumnReorder||n.sortable)&&r.on(\"mouseenter\",t).on(\"mouseleave\",e),n.sortable&&(r.addClass(\"bk-slick-header-sortable\"),r.append(\"<span class='bk-slick-sort-indicator' />\")),trigger(self.onHeaderCellRendered,{node:r[0],column:n}),options.showHeaderRow){var o=$(\"<div class='bk-ui-state-default bk-slick-headerrow-column l\"+i+\" r\"+i+\"'></div>\").data(\"column\",n).appendTo($headerRow);trigger(self.onHeaderRowCellRendered,{node:o[0],column:n})}}setSortColumns(sortColumns),setupColumnResize(),options.enableColumnReorder&&setupColumnReorder()}function setupColumnSort(){$headers.click(function(t){if(t.metaKey=t.metaKey||t.ctrlKey,!$(t.target).hasClass(\"bk-slick-resizable-handle\")){var e=$(t.target).closest(\".bk-slick-header-column\");if(e.length){var i=e.data(\"column\");if(i.sortable){if(!getEditorLock().commitCurrentEdit())return;for(var n=null,r=0;r<sortColumns.length;r++)if(sortColumns[r].columnId==i.id){n=sortColumns[r],n.sortAsc=!n.sortAsc;break}t.metaKey&&options.multiColumnSort?n&&sortColumns.splice(r,1):((t.shiftKey||t.metaKey)&&options.multiColumnSort||(sortColumns=[]),n?0==sortColumns.length&&sortColumns.push(n):(n={columnId:i.id,sortAsc:i.defaultSortAsc},sortColumns.push(n))),setSortColumns(sortColumns),options.multiColumnSort?trigger(self.onSort,{multiColumnSort:!0,sortCols:$.map(sortColumns,function(t){return{sortCol:columns[getColumnIndex(t.columnId)],sortAsc:t.sortAsc}})},t):trigger(self.onSort,{multiColumnSort:!1,sortCol:i,sortAsc:n.sortAsc},t)}}}})}function setupColumnReorder(){$headers.filter(\":ui-sortable\").sortable(\"destroy\"),$headers.sortable({containment:\"parent\",distance:3,axis:\"x\",cursor:\"default\",tolerance:\"intersection\",helper:\"clone\",placeholder:\"bk-slick-sortable-placeholder bk-ui-state-default bk-slick-header-column\",start:function(t,e){e.placeholder.width(e.helper.outerWidth()-headerColumnWidthDiff),$(e.helper).addClass(\"bk-slick-header-column-active\")},beforeStop:function(t,e){$(e.helper).removeClass(\"bk-slick-header-column-active\")},stop:function(t){if(!getEditorLock().commitCurrentEdit())return void $(this).sortable(\"cancel\");for(var e=$headers.sortable(\"toArray\"),i=[],n=0;n<e.length;n++)i.push(columns[getColumnIndex(e[n].replace(uid,\"\"))]);setColumns(i),trigger(self.onColumnsReordered,{}),t.stopPropagation(),setupColumnResize()}})}function setupColumnResize(){var t,e,i,n,r,o,s,a,l;r=$headers.children(),r.find(\".bk-slick-resizable-handle\").remove(),r.each(function(t,e){columns[t].resizable&&(void 0===a&&(a=t),l=t)}),void 0!==a&&r.each(function(u,c){a>u||options.forceFitColumns&&u>=l||(t=$(c),$(\"<div class='bk-slick-resizable-handle' />\").appendTo(c).bind(\"dragstart\",function(t,a){if(!getEditorLock().commitCurrentEdit())return!1;n=t.pageX,$(this).parent().addClass(\"bk-slick-header-column-active\");var l=null,c=null;if(r.each(function(t,e){columns[t].previousWidth=$(e).outerWidth()}),options.forceFitColumns)for(l=0,c=0,e=u+1;e<r.length;e++)i=columns[e],i.resizable&&(null!==c&&(i.maxWidth?c+=i.maxWidth-i.previousWidth:c=null),l+=i.previousWidth-Math.max(i.minWidth||0,absoluteColumnMinWidth));var h=0,p=0;for(e=0;u>=e;e++)i=columns[e],i.resizable&&(null!==p&&(i.maxWidth?p+=i.maxWidth-i.previousWidth:p=null),h+=i.previousWidth-Math.max(i.minWidth||0,absoluteColumnMinWidth));null===l&&(l=1e5),null===h&&(h=1e5),null===c&&(c=1e5),null===p&&(p=1e5),s=n+Math.min(l,p),o=n-Math.min(h,c)}).bind(\"drag\",function(t,a){var l,c,h=Math.min(s,Math.max(o,t.pageX))-n;if(0>h){for(c=h,e=u;e>=0;e--)i=columns[e],i.resizable&&(l=Math.max(i.minWidth||0,absoluteColumnMinWidth),c&&i.previousWidth+c<l?(c+=i.previousWidth-l,i.width=l):(i.width=i.previousWidth+c,c=0));if(options.forceFitColumns)for(c=-h,e=u+1;e<r.length;e++)i=columns[e],i.resizable&&(c&&i.maxWidth&&i.maxWidth-i.previousWidth<c?(c-=i.maxWidth-i.previousWidth,i.width=i.maxWidth):(i.width=i.previousWidth+c,c=0))}else{for(c=h,e=u;e>=0;e--)i=columns[e],i.resizable&&(c&&i.maxWidth&&i.maxWidth-i.previousWidth<c?(c-=i.maxWidth-i.previousWidth,i.width=i.maxWidth):(i.width=i.previousWidth+c,c=0));if(options.forceFitColumns)for(c=-h,e=u+1;e<r.length;e++)i=columns[e],i.resizable&&(l=Math.max(i.minWidth||0,absoluteColumnMinWidth),c&&i.previousWidth+c<l?(c+=i.previousWidth-l,i.width=l):(i.width=i.previousWidth+c,c=0))}applyColumnHeaderWidths(),options.syncColumnCellResize&&applyColumnWidths()}).bind(\"dragend\",function(t,n){var o;for($(this).parent().removeClass(\"bk-slick-header-column-active\"),e=0;e<r.length;e++)i=columns[e],o=$(r[e]).outerWidth(),i.previousWidth!==o&&i.rerenderOnResize&&invalidateAllRows();updateCanvasWidth(!0),render(),trigger(self.onColumnsResized,{})}))})}function getVBoxDelta(t){var e=[\"borderTopWidth\",\"borderBottomWidth\",\"paddingTop\",\"paddingBottom\"],i=0;return $.each(e,function(e,n){i+=parseFloat(t.css(n))||0}),i}function measureCellPaddingAndBorder(){var t,e=[\"borderLeftWidth\",\"borderRightWidth\",\"paddingLeft\",\"paddingRight\"],i=[\"borderTopWidth\",\"borderBottomWidth\",\"paddingTop\",\"paddingBottom\"];t=$(\"<div class='bk-ui-state-default bk-slick-header-column' style='visibility:hidden'>-</div>\").appendTo($headers),headerColumnWidthDiff=headerColumnHeightDiff=0,\"border-box\"!=t.css(\"box-sizing\")&&\"border-box\"!=t.css(\"-moz-box-sizing\")&&\"border-box\"!=t.css(\"-webkit-box-sizing\")&&($.each(e,function(e,i){headerColumnWidthDiff+=parseFloat(t.css(i))||0}),$.each(i,function(e,i){headerColumnHeightDiff+=parseFloat(t.css(i))||0})),t.remove();var n=$(\"<div class='bk-slick-row' />\").appendTo($canvas);t=$(\"<div class='bk-slick-cell' id='' style='visibility:hidden'>-</div>\").appendTo(n),cellWidthDiff=cellHeightDiff=0,\"border-box\"!=t.css(\"box-sizing\")&&\"border-box\"!=t.css(\"-moz-box-sizing\")&&\"border-box\"!=t.css(\"-webkit-box-sizing\")&&($.each(e,function(e,i){cellWidthDiff+=parseFloat(t.css(i))||0}),$.each(i,function(e,i){cellHeightDiff+=parseFloat(t.css(i))||0})),n.remove(),absoluteColumnMinWidth=Math.max(headerColumnWidthDiff,cellWidthDiff)}function createCssRules(){$style=$(\"<style type='text/css' rel='stylesheet' />\").appendTo($(\"head\"));\n",
+       "                \n",
+       "                for(var t=options.rowHeight-cellHeightDiff,e=[\".\"+uid+\" .bk-slick-header-column { left: 1000px; }\",\".\"+uid+\" .bk-slick-top-panel { height:\"+options.topPanelHeight+\"px; }\",\".\"+uid+\" .bk-slick-headerrow-columns { height:\"+options.headerRowHeight+\"px; }\",\".\"+uid+\" .bk-slick-cell { height:\"+t+\"px; }\",\".\"+uid+\" .bk-slick-row { height:\"+options.rowHeight+\"px; }\"],i=0;i<columns.length;i++)e.push(\".\"+uid+\" .l\"+i+\" { }\"),e.push(\".\"+uid+\" .r\"+i+\" { }\");$style[0].styleSheet?$style[0].styleSheet.cssText=e.join(\" \"):$style[0].appendChild(document.createTextNode(e.join(\" \")))}function getColumnCssRules(t){if(!stylesheet){for(var e=document.styleSheets,i=0;i<e.length;i++)if((e[i].ownerNode||e[i].owningElement)==$style[0]){stylesheet=e[i];break}if(!stylesheet)throw new Error(\"Cannot find stylesheet.\");columnCssRulesL=[],columnCssRulesR=[];for(var n,r,o=stylesheet.cssRules||stylesheet.rules,i=0;i<o.length;i++){var s=o[i].selectorText;(n=/\\.l\\d+/.exec(s))?(r=parseInt(n[0].substr(2,n[0].length-2),10),columnCssRulesL[r]=o[i]):(n=/\\.r\\d+/.exec(s))&&(r=parseInt(n[0].substr(2,n[0].length-2),10),columnCssRulesR[r]=o[i])}}return{left:columnCssRulesL[t],right:columnCssRulesR[t]}}function removeCssRules(){$style.remove(),stylesheet=null}function destroy(){getEditorLock().cancelCurrentEdit(),trigger(self.onBeforeDestroy,{});for(var t=plugins.length;t--;)unregisterPlugin(plugins[t]);options.enableColumnReorder&&$headers.filter(\":ui-sortable\").sortable(\"destroy\"),unbindAncestorScrollEvents(),$container.unbind(\".bk-slickgrid\"),removeCssRules(),$canvas.unbind(\"draginit dragstart dragend drag\"),$container.empty().removeClass(uid)}function trigger(t,e,i){return i=i||new Slick.EventData,e=e||{},e.grid=self,t.notify(e,i,self)}function getEditorLock(){return options.editorLock}function getEditController(){return editController}function getColumnIndex(t){return columnsById[t]}function autosizeColumns(){var t,e,i,n=[],r=0,o=0,s=viewportHasVScroll?viewportW-scrollbarDimensions.width:viewportW;for(t=0;t<columns.length;t++)e=columns[t],n.push(e.width),o+=e.width,e.resizable&&(r+=e.width-Math.max(e.minWidth,absoluteColumnMinWidth));for(i=o;o>s&&r;){var a=(o-s)/r;for(t=0;t<columns.length&&o>s;t++){e=columns[t];var l=n[t];if(!(!e.resizable||l<=e.minWidth||absoluteColumnMinWidth>=l)){var u=Math.max(e.minWidth,absoluteColumnMinWidth),c=Math.floor(a*(l-u))||1;c=Math.min(c,l-u),o-=c,r-=c,n[t]-=c}}if(o>=i)break;i=o}for(i=o;s>o;){var h=s/o;for(t=0;t<columns.length&&s>o;t++){e=columns[t];var p,d=n[t];p=!e.resizable||e.maxWidth<=d?0:Math.min(Math.floor(h*d)-d,e.maxWidth-d||1e6)||1,o+=p,n[t]+=p}if(i>=o)break;i=o}var f=!1;for(t=0;t<columns.length;t++)columns[t].rerenderOnResize&&columns[t].width!=n[t]&&(f=!0),columns[t].width=n[t];applyColumnHeaderWidths(),updateCanvasWidth(!0),f&&(invalidateAllRows(),render())}function applyColumnHeaderWidths(){if(initialized){for(var t,e=0,i=$headers.children(),n=i.length;n>e;e++)t=$(i[e]),t.width()!==columns[e].width-headerColumnWidthDiff&&t.width(columns[e].width-headerColumnWidthDiff);updateColumnCaches()}}function applyColumnWidths(){for(var t,e,i=0,n=0;n<columns.length;n++)t=columns[n].width,e=getColumnCssRules(n),e.left.style.left=i+\"px\",e.right.style.right=canvasWidth-i-t+\"px\",i+=columns[n].width}function setSortColumn(t,e){setSortColumns([{columnId:t,sortAsc:e}])}function setSortColumns(t){sortColumns=t;var e=$headers.children();e.removeClass(\"bk-slick-header-column-sorted\").find(\".bk-slick-sort-indicator\").removeClass(\"bk-slick-sort-indicator-asc bk-slick-sort-indicator-desc\"),$.each(sortColumns,function(t,i){null==i.sortAsc&&(i.sortAsc=!0);var n=getColumnIndex(i.columnId);null!=n&&e.eq(n).addClass(\"bk-slick-header-column-sorted\").find(\".bk-slick-sort-indicator\").addClass(i.sortAsc?\"bk-slick-sort-indicator-asc\":\"bk-slick-sort-indicator-desc\")})}function getSortColumns(){return sortColumns}function handleSelectedRangesChanged(t,e){selectedRows=[];for(var i={},n=0;n<e.length;n++)for(var r=e[n].fromRow;r<=e[n].toRow;r++){i[r]||(selectedRows.push(r),i[r]={});for(var o=e[n].fromCell;o<=e[n].toCell;o++)canCellBeSelected(r,o)&&(i[r][columns[o].id]=options.selectedCellCssClass)}setCellCssStyles(options.selectedCellCssClass,i),trigger(self.onSelectedRowsChanged,{rows:getSelectedRows()},t)}function getColumns(){return columns}function updateColumnCaches(){columnPosLeft=[],columnPosRight=[];for(var t=0,e=0,i=columns.length;i>e;e++)columnPosLeft[e]=t,columnPosRight[e]=t+columns[e].width,t+=columns[e].width}function setColumns(t){columns=t,columnsById={};for(var e=0;e<columns.length;e++){var i=columns[e]=$.extend({},columnDefaults,columns[e]);columnsById[i.id]=e,i.minWidth&&i.width<i.minWidth&&(i.width=i.minWidth),i.maxWidth&&i.width>i.maxWidth&&(i.width=i.maxWidth)}updateColumnCaches(),initialized&&(invalidateAllRows(),createColumnHeaders(),removeCssRules(),createCssRules(),resizeCanvas(),applyColumnWidths(),handleScroll())}function getOptions(){return options}function setOptions(t){getEditorLock().commitCurrentEdit()&&(makeActiveCellNormal(),options.enableAddRow!==t.enableAddRow&&invalidateRow(getDataLength()),options=$.extend(options,t),validateAndEnforceOptions(),$viewport.css(\"overflow-y\",options.autoHeight?\"hidden\":\"auto\"),render())}function validateAndEnforceOptions(){options.autoHeight&&(options.leaveSpaceForNewRows=!1)}function setData(t,e){data=t,invalidateAllRows(),updateRowCount(),e&&scrollTo(0)}function getData(){return data}function getDataLength(){return data.getLength?data.getLength():data.length}function getDataLengthIncludingAddNew(){return getDataLength()+(options.enableAddRow?1:0)}function getDataItem(t){return data.getItem?data.getItem(t):data[t]}function getTopPanel(){return $topPanel[0]}function setTopPanelVisibility(t){options.showTopPanel!=t&&(options.showTopPanel=t,t?$topPanelScroller.slideDown(\"fast\",resizeCanvas):$topPanelScroller.slideUp(\"fast\",resizeCanvas))}function setHeaderRowVisibility(t){options.showHeaderRow!=t&&(options.showHeaderRow=t,t?$headerRowScroller.slideDown(\"fast\",resizeCanvas):$headerRowScroller.slideUp(\"fast\",resizeCanvas))}function getContainerNode(){return $container.get(0)}function getRowTop(t){return options.rowHeight*t-offset}function getRowFromPosition(t){return Math.floor((t+offset)/options.rowHeight)}function scrollTo(t){t=Math.max(t,0),t=Math.min(t,th-viewportH+(viewportHasHScroll?scrollbarDimensions.height:0));var e=offset;page=Math.min(n-1,Math.floor(t/ph)),offset=Math.round(page*cj);var i=t-offset;if(offset!=e){var r=getVisibleRange(i);cleanupRows(r),updateRowPositions()}prevScrollTop!=i&&(vScrollDir=i+offset>prevScrollTop+e?1:-1,$viewport[0].scrollTop=lastRenderedScrollTop=scrollTop=prevScrollTop=i,trigger(self.onViewportChanged,{}))}function defaultFormatter(t,e,i,n,r){return null==i?\"\":(i+\"\").replace(/&/g,\"&amp;\").replace(/</g,\"&lt;\").replace(/>/g,\"&gt;\")}function getFormatter(t,e){function i(t,e,i,n,r){return s.format(t,e,i,n,r)}var n=data.getItemMetadata&&data.getItemMetadata(t),r=n&&n.columns&&(n.columns[e.id]||n.columns[getColumnIndex(e.id)]),o=r&&r.formatter||n&&n.formatter||e.formatter||options.formatterFactory&&options.formatterFactory.getFormatter(e)||options.defaultFormatter;if(void 0!==o.format){var s=o;o=i}return o}function getEditor(t,e){var i,n=columns[e],r=data.getItemMetadata&&data.getItemMetadata(t),o=r&&r.columns;return i=o&&o[n.id]&&void 0!==o[n.id].editor?o[n.id].editor:o&&o[e]&&void 0!==o[e].editor?o[e].editor:n.editor||options.editorFactory&&options.editorFactory.getEditor(n),void 0!==i.default_view&&(i=i.default_view),i}function getDataItemValueForColumn(t,e){return options.dataItemColumnValueExtractor?options.dataItemColumnValueExtractor(t,e):t[e.field]}function appendRowHtml(t,e,i,n){var r=getDataItem(e),o=n>e&&!r,s=\"bk-slick-row\"+(o?\" loading\":\"\")+(e===activeRow?\" active\":\"\")+(e%2==1?\" odd\":\" even\");r||(s+=\" \"+options.addNewRowCssClass);var a=data.getItemMetadata&&data.getItemMetadata(e);a&&a.cssClasses&&(s+=\" \"+a.cssClasses),t.push(\"<div class='bk-ui-widget-content \"+s+\"' style='top:\"+getRowTop(e)+\"px'>\");for(var l,u,c=0,h=columns.length;h>c;c++){if(u=columns[c],l=1,a&&a.columns){var p=a.columns[u.id]||a.columns[c];l=p&&p.colspan||1,\"*\"===l&&(l=h-c)}if(columnPosRight[Math.min(h-1,c+l-1)]>i.leftPx){if(columnPosLeft[c]>i.rightPx)break;appendCellHtml(t,e,c,l,r)}l>1&&(c+=l-1)}t.push(\"</div>\")}function appendCellHtml(t,e,i,n,r){var o=columns[i],s=\"bk-slick-cell l\"+i+\" r\"+Math.min(columns.length-1,i+n-1)+(o.cssClass?\" \"+o.cssClass:\"\");e===activeRow&&i===activeCell&&(s+=\" active\");for(var a in cellCssClasses)cellCssClasses[a][e]&&cellCssClasses[a][e][o.id]&&(s+=\" \"+cellCssClasses[a][e][o.id]);if(t.push(\"<div class='\"+s+\"'>\"),r){var l=getDataItemValueForColumn(r,o);t.push(getFormatter(e,o)(e,i,l,o,r))}t.push(\"</div>\"),rowsCache[e].cellRenderQueue.push(i),rowsCache[e].cellColSpans[i]=n}function cleanupRows(t){for(var e in rowsCache)(e=parseInt(e,10))!==activeRow&&(e<t.top||e>t.bottom)&&removeRowFromCache(e)}function invalidate(){updateRowCount(),invalidateAllRows(),render()}function invalidateAllRows(){currentEditor&&makeActiveCellNormal();for(var t in rowsCache)removeRowFromCache(t)}function removeRowFromCache(t){var e=rowsCache[t];e&&(rowNodeFromLastMouseWheelEvent==e.rowNode?(e.rowNode.style.display=\"none\",zombieRowNodeFromLastMouseWheelEvent=rowNodeFromLastMouseWheelEvent):$canvas[0].removeChild(e.rowNode),delete rowsCache[t],delete postProcessedRows[t],renderedRows--,counter_rows_removed++)}function invalidateRows(t){var e,i;if(t&&t.length)for(vScrollDir=0,e=0,i=t.length;i>e;e++)currentEditor&&activeRow===t[e]&&makeActiveCellNormal(),rowsCache[t[e]]&&removeRowFromCache(t[e])}function invalidateRow(t){invalidateRows([t])}function updateCell(t,e){var i=getCellNode(t,e);if(i){var n=columns[e],r=getDataItem(t);currentEditor&&activeRow===t&&activeCell===e?currentEditor.loadValue(r):(i.innerHTML=r?getFormatter(t,n)(t,e,getDataItemValueForColumn(r,n),n,r):\"\",invalidatePostProcessingResults(t))}}function updateRow(t){var e=rowsCache[t];if(e){ensureCellNodesInRowsCache(t);var i=getDataItem(t);for(var n in e.cellNodesByColumnIdx)if(e.cellNodesByColumnIdx.hasOwnProperty(n)){n=0|n;var r=columns[n],o=e.cellNodesByColumnIdx[n];t===activeRow&&n===activeCell&&currentEditor?currentEditor.loadValue(i):i?o.innerHTML=getFormatter(t,r)(t,n,getDataItemValueForColumn(i,r),r,i):o.innerHTML=\"\"}invalidatePostProcessingResults(t)}}function getViewportHeight(){return parseFloat($.css($container[0],\"height\",!0))-parseFloat($.css($container[0],\"paddingTop\",!0))-parseFloat($.css($container[0],\"paddingBottom\",!0))-parseFloat($.css($headerScroller[0],\"height\"))-getVBoxDelta($headerScroller)-(options.showTopPanel?options.topPanelHeight+getVBoxDelta($topPanelScroller):0)-(options.showHeaderRow?options.headerRowHeight+getVBoxDelta($headerRowScroller):0)}function resizeCanvas(){initialized&&(viewportH=options.autoHeight?options.rowHeight*getDataLengthIncludingAddNew():getViewportHeight(),numVisibleRows=Math.ceil(viewportH/options.rowHeight),viewportW=parseFloat($.css($container[0],\"width\",!0)),options.autoHeight||$viewport.height(viewportH),options.forceFitColumns&&autosizeColumns(),updateRowCount(),handleScroll(),lastRenderedScrollLeft=-1,render())}function updateRowCount(){if(initialized){var t=getDataLengthIncludingAddNew(),e=t+(options.leaveSpaceForNewRows?numVisibleRows-1:0),i=viewportHasVScroll;viewportHasVScroll=!options.autoHeight&&e*options.rowHeight>viewportH,makeActiveCellNormal();var r=t-1;for(var o in rowsCache)o>=r&&removeRowFromCache(o);activeCellNode&&activeRow>r&&resetActiveCell();var s=h;th=Math.max(options.rowHeight*e,viewportH-scrollbarDimensions.height),maxSupportedCssHeight>th?(h=ph=th,n=1,cj=0):(h=maxSupportedCssHeight,ph=h/100,n=Math.floor(th/ph),cj=(th-h)/(n-1)),h!==s&&($canvas.css(\"height\",h),scrollTop=$viewport[0].scrollTop);var a=th-viewportH>=scrollTop+offset;0==th||0==scrollTop?page=offset=0:scrollTo(a?scrollTop+offset:th-viewportH),h!=s&&options.autoHeight&&resizeCanvas(),options.forceFitColumns&&i!=viewportHasVScroll&&autosizeColumns(),updateCanvasWidth(!1)}}function getVisibleRange(t,e){return null==t&&(t=scrollTop),null==e&&(e=scrollLeft),{top:getRowFromPosition(t),bottom:getRowFromPosition(t+viewportH)+1,leftPx:e,rightPx:e+viewportW}}function getRenderedRange(t,e){var i=getVisibleRange(t,e),n=Math.round(viewportH/options.rowHeight),r=3;return-1==vScrollDir?(i.top-=n,i.bottom+=r):1==vScrollDir?(i.top-=r,i.bottom+=n):(i.top-=r,i.bottom+=r),i.top=Math.max(0,i.top),i.bottom=Math.min(getDataLengthIncludingAddNew()-1,i.bottom),i.leftPx-=viewportW,i.rightPx+=viewportW,i.leftPx=Math.max(0,i.leftPx),i.rightPx=Math.min(canvasWidth,i.rightPx),i}function ensureCellNodesInRowsCache(t){var e=rowsCache[t];if(e&&e.cellRenderQueue.length)for(var i=e.rowNode.lastChild;e.cellRenderQueue.length;){var n=e.cellRenderQueue.pop();e.cellNodesByColumnIdx[n]=i,i=i.previousSibling}}function cleanUpCells(t,e){var i=0,n=rowsCache[e],r=[];for(var o in n.cellNodesByColumnIdx)if(n.cellNodesByColumnIdx.hasOwnProperty(o)){o=0|o;var s=n.cellColSpans[o];(columnPosLeft[o]>t.rightPx||columnPosRight[Math.min(columns.length-1,o+s-1)]<t.leftPx)&&(e!=activeRow||o!=activeCell)&&r.push(o)}for(var a;null!=(a=r.pop());)n.rowNode.removeChild(n.cellNodesByColumnIdx[a]),delete n.cellColSpans[a],delete n.cellNodesByColumnIdx[a],postProcessedRows[e]&&delete postProcessedRows[e][a],i++}function cleanUpAndRenderCells(t){for(var e,i,n,r=[],o=[],s=0,a=t.top,l=t.bottom;l>=a;a++)if(e=rowsCache[a]){ensureCellNodesInRowsCache(a),cleanUpCells(t,a),i=0;var u=data.getItemMetadata&&data.getItemMetadata(a);u=u&&u.columns;for(var c=getDataItem(a),h=0,p=columns.length;p>h&&!(columnPosLeft[h]>t.rightPx);h++)if(null==(n=e.cellColSpans[h])){if(n=1,u){var d=u[columns[h].id]||u[h];n=d&&d.colspan||1,\"*\"===n&&(n=p-h)}columnPosRight[Math.min(p-1,h+n-1)]>t.leftPx&&(appendCellHtml(r,a,h,n,c),i++),h+=n>1?n-1:0}else h+=n>1?n-1:0;i&&(s+=i,o.push(a))}if(r.length){var f=document.createElement(\"div\");f.innerHTML=r.join(\"\");for(var g,m;null!=(g=o.pop());){e=rowsCache[g];for(var _;null!=(_=e.cellRenderQueue.pop());)m=f.lastChild,e.rowNode.appendChild(m),e.cellNodesByColumnIdx[_]=m}}}function renderRows(t){for(var e=$canvas[0],i=[],n=[],r=!1,o=getDataLength(),s=t.top,a=t.bottom;a>=s;s++)rowsCache[s]||(renderedRows++,n.push(s),rowsCache[s]={rowNode:null,cellColSpans:[],cellNodesByColumnIdx:[],cellRenderQueue:[]},appendRowHtml(i,s,t,o),activeCellNode&&activeRow===s&&(r=!0),counter_rows_rendered++);if(n.length){var l=document.createElement(\"div\");l.innerHTML=i.join(\"\");for(var s=0,a=n.length;a>s;s++)rowsCache[n[s]].rowNode=e.appendChild(l.firstChild);r&&(activeCellNode=getCellNode(activeRow,activeCell))}}function startPostProcessing(){options.enableAsyncPostRender&&(clearTimeout(h_postrender),h_postrender=setTimeout(asyncPostProcessRows,options.asyncPostRenderDelay))}function invalidatePostProcessingResults(t){delete postProcessedRows[t],postProcessFromRow=Math.min(postProcessFromRow,t),postProcessToRow=Math.max(postProcessToRow,t),startPostProcessing()}function updateRowPositions(){for(var t in rowsCache)rowsCache[t].rowNode.style.top=getRowTop(t)+\"px\"}function render(){if(initialized){var t=getVisibleRange(),e=getRenderedRange();cleanupRows(e),lastRenderedScrollLeft!=scrollLeft&&cleanUpAndRenderCells(e),renderRows(e),postProcessFromRow=t.top,postProcessToRow=Math.min(getDataLengthIncludingAddNew()-1,t.bottom),startPostProcessing(),lastRenderedScrollTop=scrollTop,lastRenderedScrollLeft=scrollLeft,h_render=null}}function handleHeaderRowScroll(){var t=$headerRowScroller[0].scrollLeft;t!=$viewport[0].scrollLeft&&($viewport[0].scrollLeft=t)}function handleScroll(){scrollTop=$viewport[0].scrollTop,scrollLeft=$viewport[0].scrollLeft;var t=Math.abs(scrollTop-prevScrollTop),e=Math.abs(scrollLeft-prevScrollLeft);if(e&&(prevScrollLeft=scrollLeft,$headerScroller[0].scrollLeft=scrollLeft,$topPanelScroller[0].scrollLeft=scrollLeft,$headerRowScroller[0].scrollLeft=scrollLeft),t)if(vScrollDir=scrollTop>prevScrollTop?1:-1,prevScrollTop=scrollTop,viewportH>t)scrollTo(scrollTop+offset);else{var i=offset;page=h==viewportH?0:Math.min(n-1,Math.floor(scrollTop*((th-viewportH)/(h-viewportH))*(1/ph))),offset=Math.round(page*cj),i!=offset&&invalidateAllRows()}(e||t)&&(h_render&&clearTimeout(h_render),(Math.abs(lastRenderedScrollTop-scrollTop)>20||Math.abs(lastRenderedScrollLeft-scrollLeft)>20)&&(options.forceSyncScrolling||Math.abs(lastRenderedScrollTop-scrollTop)<viewportH&&Math.abs(lastRenderedScrollLeft-scrollLeft)<viewportW?render():h_render=setTimeout(render,50),trigger(self.onViewportChanged,{}))),trigger(self.onScroll,{scrollLeft:scrollLeft,scrollTop:scrollTop})}function asyncPostProcessRows(){for(var t=getDataLength();postProcessToRow>=postProcessFromRow;){var e=vScrollDir>=0?postProcessFromRow++:postProcessToRow--,i=rowsCache[e];if(i&&!(e>=t)){postProcessedRows[e]||(postProcessedRows[e]={}),ensureCellNodesInRowsCache(e);for(var n in i.cellNodesByColumnIdx)if(i.cellNodesByColumnIdx.hasOwnProperty(n)){n=0|n;var r=columns[n];if(r.asyncPostRender&&!postProcessedRows[e][n]){var o=i.cellNodesByColumnIdx[n];o&&r.asyncPostRender(o,e,getDataItem(e),r),postProcessedRows[e][n]=!0}}return void(h_postrender=setTimeout(asyncPostProcessRows,options.asyncPostRenderDelay))}}}function updateCellCssStylesOnRenderedRows(t,e){var i,n,r,o;for(var s in rowsCache){if(o=e&&e[s],r=t&&t[s],o)for(n in o)r&&o[n]==r[n]||(i=getCellNode(s,getColumnIndex(n)),i&&$(i).removeClass(o[n]));if(r)for(n in r)o&&o[n]==r[n]||(i=getCellNode(s,getColumnIndex(n)),i&&$(i).addClass(r[n]))}}function addCellCssStyles(t,e){if(cellCssClasses[t])throw\"addCellCssStyles: cell CSS hash with key '\"+t+\"' already exists.\";cellCssClasses[t]=e,updateCellCssStylesOnRenderedRows(e,null),trigger(self.onCellCssStylesChanged,{key:t,hash:e})}function removeCellCssStyles(t){cellCssClasses[t]&&(updateCellCssStylesOnRenderedRows(null,cellCssClasses[t]),delete cellCssClasses[t],trigger(self.onCellCssStylesChanged,{key:t,hash:null}))}function setCellCssStyles(t,e){var i=cellCssClasses[t];cellCssClasses[t]=e,updateCellCssStylesOnRenderedRows(e,i),trigger(self.onCellCssStylesChanged,{key:t,hash:e})}function getCellCssStyles(t){return cellCssClasses[t]}function flashCell(t,e,i){function n(t){t&&setTimeout(function(){r.queue(function(){r.toggleClass(options.cellFlashingCssClass).dequeue(),n(t-1)})},i)}if(i=i||100,rowsCache[t]){var r=$(getCellNode(t,e));n(4)}}function handleMouseWheel(t){var e=$(t.target).closest(\".bk-slick-row\")[0];e!=rowNodeFromLastMouseWheelEvent&&(zombieRowNodeFromLastMouseWheelEvent&&zombieRowNodeFromLastMouseWheelEvent!=e&&($canvas[0].removeChild(zombieRowNodeFromLastMouseWheelEvent),zombieRowNodeFromLastMouseWheelEvent=null),rowNodeFromLastMouseWheelEvent=e)}function handleDragInit(t,e){var i=getCellFromEvent(t);if(!i||!cellExists(i.row,i.cell))return!1;var n=trigger(self.onDragInit,e,t);return t.isImmediatePropagationStopped()?n:!1}function handleDragStart(t,e){var i=getCellFromEvent(t);if(!i||!cellExists(i.row,i.cell))return!1;var n=trigger(self.onDragStart,e,t);return t.isImmediatePropagationStopped()?n:!1}function handleDrag(t,e){return trigger(self.onDrag,e,t)}function handleDragEnd(t,e){trigger(self.onDragEnd,e,t)}function handleKeyDown(t){trigger(self.onKeyDown,{row:activeRow,cell:activeCell},t);var e=t.isImmediatePropagationStopped();if(!e)if(t.shiftKey||t.altKey||t.ctrlKey)9!=t.which||!t.shiftKey||t.ctrlKey||t.altKey||(e=navigatePrev());else if(27==t.which){if(!getEditorLock().isActive())return;cancelEditAndSetFocus()}else 34==t.which?(navigatePageDown(),e=!0):33==t.which?(navigatePageUp(),e=!0):37==t.which?e=navigateLeft():39==t.which?e=navigateRight():38==t.which?e=navigateUp():40==t.which?e=navigateDown():9==t.which?e=navigateNext():13==t.which&&(options.editable&&(currentEditor?activeRow===getDataLength()?navigateDown():commitEditAndSetFocus():getEditorLock().commitCurrentEdit()&&makeActiveCellEditable()),e=!0);if(e){t.stopPropagation(),t.preventDefault();try{t.originalEvent.keyCode=0}catch(i){}}}function handleClick(t){currentEditor||(t.target!=document.activeElement||$(t.target).hasClass(\"bk-slick-cell\"))&&setFocus();var e=getCellFromEvent(t);!e||null!==currentEditor&&activeRow==e.row&&activeCell==e.cell||(trigger(self.onClick,{row:e.row,cell:e.cell},t),t.isImmediatePropagationStopped()||activeCell==e.cell&&activeRow==e.row||!canCellBeActive(e.row,e.cell)||(!getEditorLock().isActive()||getEditorLock().commitCurrentEdit())&&(scrollRowIntoView(e.row,!1),setActiveCellInternal(getCellNode(e.row,e.cell))))}function handleContextMenu(t){var e=$(t.target).closest(\".bk-slick-cell\",$canvas);0!==e.length&&(activeCellNode!==e[0]||null===currentEditor)&&trigger(self.onContextMenu,{},t)}function handleDblClick(t){var e=getCellFromEvent(t);!e||null!==currentEditor&&activeRow==e.row&&activeCell==e.cell||(trigger(self.onDblClick,{row:e.row,cell:e.cell},t),t.isImmediatePropagationStopped()||options.editable&&gotoCell(e.row,e.cell,!0))}function handleHeaderMouseEnter(t){trigger(self.onHeaderMouseEnter,{column:$(this).data(\"column\")},t)}function handleHeaderMouseLeave(t){trigger(self.onHeaderMouseLeave,{column:$(this).data(\"column\")},t)}function handleHeaderContextMenu(t){var e=$(t.target).closest(\".bk-slick-header-column\",\".bk-slick-header-columns\"),i=e&&e.data(\"column\");trigger(self.onHeaderContextMenu,{column:i},t)}function handleHeaderClick(t){var e=$(t.target).closest(\".bk-slick-header-column\",\".bk-slick-header-columns\"),i=e&&e.data(\"column\");i&&trigger(self.onHeaderClick,{column:i},t)}function handleMouseEnter(t){trigger(self.onMouseEnter,{},t)}function handleMouseLeave(t){trigger(self.onMouseLeave,{},t)}function cellExists(t,e){return!(0>t||t>=getDataLength()||0>e||e>=columns.length)}function getCellFromPoint(t,e){for(var i=getRowFromPosition(e),n=0,r=0,o=0;o<columns.length&&t>r;o++)r+=columns[o].width,n++;return 0>n&&(n=0),{row:i,cell:n-1}}function getCellFromNode(t){var e=/l\\d+/.exec(t.className);if(!e)throw\"getCellFromNode: cannot get cell - \"+t.className;return parseInt(e[0].substr(1,e[0].length-1),10)}function getRowFromNode(t){for(var e in rowsCache)if(rowsCache[e].rowNode===t)return 0|e;return null}function getCellFromEvent(t){var e=$(t.target).closest(\".bk-slick-cell\",$canvas);if(!e.length)return null;var i=getRowFromNode(e[0].parentNode),n=getCellFromNode(e[0]);return null==i||null==n?null:{row:i,cell:n}}function getCellNodeBox(t,e){if(!cellExists(t,e))return null;for(var i=getRowTop(t),n=i+options.rowHeight-1,r=0,o=0;e>o;o++)r+=columns[o].width;var s=r+columns[e].width;return{top:i,left:r,bottom:n,right:s}}function resetActiveCell(){setActiveCellInternal(null,!1)}function setFocus(){-1==tabbingDirection?$focusSink[0].focus():$focusSink2[0].focus()}function scrollCellIntoView(t,e,i){scrollRowIntoView(t,i);var n=getColspan(t,e),r=columnPosLeft[e],o=columnPosRight[e+(n>1?n-1:0)],s=scrollLeft+viewportW;scrollLeft>r?($viewport.scrollLeft(r),handleScroll(),render()):o>s&&($viewport.scrollLeft(Math.min(r,o-$viewport[0].clientWidth)),handleScroll(),render())}function setActiveCellInternal(t,e){null!==activeCellNode&&(makeActiveCellNormal(),$(activeCellNode).removeClass(\"active\"),rowsCache[activeRow]&&$(rowsCache[activeRow].rowNode).removeClass(\"active\"));var i=activeCellNode!==t;activeCellNode=t,null!=activeCellNode?(activeRow=getRowFromNode(activeCellNode.parentNode),activeCell=activePosX=getCellFromNode(activeCellNode),null==e&&(e=activeRow==getDataLength()||options.autoEdit),$(activeCellNode).addClass(\"active\"),$(rowsCache[activeRow].rowNode).addClass(\"active\"),options.editable&&e&&isCellPotentiallyEditable(activeRow,activeCell)&&(clearTimeout(h_editorLoader),options.asyncEditorLoading?h_editorLoader=setTimeout(function(){makeActiveCellEditable()},options.asyncEditorLoadDelay):makeActiveCellEditable())):activeRow=activeCell=null,i&&trigger(self.onActiveCellChanged,getActiveCell())}function clearTextSelection(){if(document.selection&&document.selection.empty)try{document.selection.empty()}catch(t){}else if(window.getSelection){var e=window.getSelection();e&&e.removeAllRanges&&e.removeAllRanges()}}function isCellPotentiallyEditable(t,e){var i=getDataLength();return i>t&&!getDataItem(t)?!1:columns[e].cannotTriggerInsert&&t>=i?!1:getEditor(t,e)?!0:!1}function makeActiveCellNormal(){if(currentEditor){if(trigger(self.onBeforeCellEditorDestroy,{editor:currentEditor}),currentEditor.destroy(),currentEditor=null,activeCellNode){var t=getDataItem(activeRow);if($(activeCellNode).removeClass(\"editable invalid\"),t){var e=columns[activeCell],i=getFormatter(activeRow,e);activeCellNode.innerHTML=i(activeRow,activeCell,getDataItemValueForColumn(t,e),e,t),invalidatePostProcessingResults(activeRow)}}navigator.userAgent.toLowerCase().match(/msie/)&&clearTextSelection(),getEditorLock().deactivate(editController)}}function makeActiveCellEditable(t){if(activeCellNode){if(!options.editable)throw\"Grid : makeActiveCellEditable : should never get called when options.editable is false\";if(clearTimeout(h_editorLoader),isCellPotentiallyEditable(activeRow,activeCell)){var e=columns[activeCell],i=getDataItem(activeRow);if(trigger(self.onBeforeEditCell,{row:activeRow,cell:activeCell,item:i,column:e})===!1)return void setFocus();getEditorLock().activate(editController),$(activeCellNode).addClass(\"editable\"),t||(activeCellNode.innerHTML=\"\"),currentEditor=new(t||getEditor(activeRow,activeCell))({grid:self,gridPosition:absBox($container[0]),position:absBox(activeCellNode),container:activeCellNode,column:e,item:i||{},commitChanges:commitEditAndSetFocus,cancelChanges:cancelEditAndSetFocus}),i&&currentEditor.loadValue(i),serializedEditorValue=currentEditor.serializeValue(),currentEditor.position&&handleActiveCellPositionChange()}}}function commitEditAndSetFocus(){getEditorLock().commitCurrentEdit()&&(setFocus(),options.autoEdit&&navigateDown())}function cancelEditAndSetFocus(){getEditorLock().cancelCurrentEdit()&&setFocus()}function absBox(t){var e={top:t.offsetTop,left:t.offsetLeft,bottom:0,right:0,width:$(t).outerWidth(),height:$(t).outerHeight(),visible:!0};e.bottom=e.top+e.height,e.right=e.left+e.width;for(var i=t.offsetParent;(t=t.parentNode)!=document.body;)e.visible&&t.scrollHeight!=t.offsetHeight&&\"visible\"!=$(t).css(\"overflowY\")&&(e.visible=e.bottom>t.scrollTop&&e.top<t.scrollTop+t.clientHeight),e.visible&&t.scrollWidth!=t.offsetWidth&&\"visible\"!=$(t).css(\"overflowX\")&&(e.visible=e.right>t.scrollLeft&&e.left<t.scrollLeft+t.clientWidth),e.left-=t.scrollLeft,e.top-=t.scrollTop,t===i&&(e.left+=t.offsetLeft,e.top+=t.offsetTop,i=t.offsetParent),e.bottom=e.top+e.height,e.right=e.left+e.width;return e}function getActiveCellPosition(){return absBox(activeCellNode)}function getGridPosition(){return absBox($container[0])}function handleActiveCellPositionChange(){if(activeCellNode&&(trigger(self.onActiveCellPositionChanged,{}),currentEditor)){var t=getActiveCellPosition();currentEditor.show&&currentEditor.hide&&(t.visible?currentEditor.show():currentEditor.hide()),currentEditor.position&&currentEditor.position(t)}}function getCellEditor(){return currentEditor}function getActiveCell(){return activeCellNode?{row:activeRow,cell:activeCell}:null}function getActiveCellNode(){return activeCellNode}function scrollRowIntoView(t,e){var i=t*options.rowHeight,n=(t+1)*options.rowHeight-viewportH+(viewportHasHScroll?scrollbarDimensions.height:0);(t+1)*options.rowHeight>scrollTop+viewportH+offset?(scrollTo(e?i:n),render()):t*options.rowHeight<scrollTop+offset&&(scrollTo(e?n:i),render())}function scrollRowToTop(t){scrollTo(t*options.rowHeight),render()}function scrollPage(t){var e=t*numVisibleRows;if(scrollTo((getRowFromPosition(scrollTop)+e)*options.rowHeight),render(),options.enableCellNavigation&&null!=activeRow){var i=activeRow+e,n=getDataLengthIncludingAddNew();i>=n&&(i=n-1),0>i&&(i=0);for(var 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+       "                \n",
+       "                }}function commitCurrentEdit(){var t=getDataItem(activeRow),e=columns[activeCell];if(currentEditor){if(currentEditor.isValueChanged()){var i=currentEditor.validate();if(i.valid){if(activeRow<getDataLength()){var n={row:activeRow,cell:activeCell,editor:currentEditor,serializedValue:currentEditor.serializeValue(),prevSerializedValue:serializedEditorValue,execute:function(){this.editor.applyValue(t,this.serializedValue),updateRow(this.row),trigger(self.onCellChange,{row:activeRow,cell:activeCell,item:t})},undo:function(){this.editor.applyValue(t,this.prevSerializedValue),updateRow(this.row),trigger(self.onCellChange,{row:activeRow,cell:activeCell,item:t})}};options.editCommandHandler?(makeActiveCellNormal(),options.editCommandHandler(t,e,n)):(n.execute(),makeActiveCellNormal())}else{var r={};currentEditor.applyValue(r,currentEditor.serializeValue()),makeActiveCellNormal(),trigger(self.onAddNewRow,{item:r,column:e})}return!getEditorLock().isActive()}return 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t=\"\";t+=\"\\ncounter_rows_rendered:  \"+counter_rows_rendered,t+=\"\\ncounter_rows_removed:  \"+counter_rows_removed,t+=\"\\nrenderedRows:  \"+renderedRows,t+=\"\\nnumVisibleRows:  \"+numVisibleRows,t+=\"\\nmaxSupportedCssHeight:  \"+maxSupportedCssHeight,t+=\"\\nn(umber of pages):  \"+n,t+=\"\\n(current) page:  \"+page,t+=\"\\npage height (ph):  \"+ph,t+=\"\\nvScrollDir:  \"+vScrollDir,alert(t)},this.eval=function(expr){return eval(expr)},$.extend(this,{slickGridVersion:\"2.1\",onScroll:new Slick.Event,onSort:new Slick.Event,onHeaderMouseEnter:new Slick.Event,onHeaderMouseLeave:new Slick.Event,onHeaderContextMenu:new Slick.Event,onHeaderClick:new Slick.Event,onHeaderCellRendered:new Slick.Event,onBeforeHeaderCellDestroy:new Slick.Event,onHeaderRowCellRendered:new Slick.Event,onBeforeHeaderRowCellDestroy:new Slick.Event,onMouseEnter:new Slick.Event,onMouseLeave:new Slick.Event,onClick:new Slick.Event,onDblClick:new Slick.Event,onContextMenu:new Slick.Event,onKeyDown:new 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$=require(\"jquery\"),$1=require(\"jquery_event_drag\"),$2=require(\"jquery_event_drop\"),Slick=require(\"./slick.core\"),scrollbarDimensions,maxSupportedCssHeight;module.exports=SlickGrid},{\"./slick.core\":233,jquery:17,jquery_event_drag:227,jquery_event_drop:228}]},{},[67])}();\n",
+       "                /* END /Users/BekkBlando/asd/lib/python3.4/site-packages/bokeh/server/static/js/bokeh.min.js */\n",
+       "        </script>\n",
+       "        <script type=\"text/javascript\">\n",
+       "            Bokeh.set_log_level(\"info\");\n",
+       "        </script>\n",
+       "    <div>\n",
+       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
+       "        <span>BokehJS successfully loaded.</span>\n",
+       "    </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "output_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'parallel_coordinates' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-29-39810bd135b5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mparallel_coordinates\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'gist_rainbow'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m: name 'parallel_coordinates' is not defined"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10edcf908>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "parallel_coordinates(test, colormap='gist_rainbow')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "want the average? y/n n\n",
+      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
+      "Want standard Deviation? y/n n\n",
+      "Want hypothesis testing? y/n n\n",
+      "Are you going to use groupby? y/n n\n",
+      "household\n",
+      "weight\n",
+      "Age_of_youngest_child\n",
+      "Age\n",
+      "Gender\n",
+      "Notsure\n",
+      "PTDTRACE\n",
+      "PEHSPNON\n",
+      "GTMETSTA\n",
+      "labor_force_status\n",
+      "last_7_Days__more_then_one_job\n",
+      "full time or part time\n",
+      "student_status\n",
+      "allocation_flag\n",
+      "spouse_parter_in_house\n",
+      "employment_status_of_SO\n",
+      "weekly_earning_main_job\n",
+      "num_house_child\n",
+      "full/part_employ_SO\n",
+      "total_hours_worked_per_week\n",
+      "day_of_interview\n",
+      "flag_if_interviewday_was_holiday\n",
+      "totaltimespent_providing_eldercare\n",
+      "totaltimespend_childcare\n",
+      "sleeping\n",
+      "sleeplessness\n",
+      "washing,dressingandgroomingoneself\n",
+      "GroomingNEC\n",
+      "Health-relatedselfcare\n",
+      "selfcareNEC\n",
+      "Personal/Private_activities\n",
+      "InteriorCleaning\n",
+      "Laundry\n",
+      "Sewing,repairing&maintaintextiles\n",
+      "Storing/interioritems,food\n",
+      "housework\n",
+      "food/drinkprep\n",
+      "foodpresentation\n",
+      "kitchen/foodcleanup\n",
+      "food/drinkprep/present/clean\n",
+      "interiorarrange,decorate,repair\n",
+      "building/repair,furniture\n",
+      "healing/cooking\n",
+      "interiormaintenance,repairdecorate\n",
+      "exteriorcleaning\n",
+      "exteriorrepair,improve,decorate\n",
+      "exteriormaintenance,repair,decorateNEC\n",
+      "lawn,garden,houseplantcare\n",
+      "ponds,pools,hottubs\n",
+      "lawn/garden\n",
+      "animals/pets\n",
+      "walking/exercising/playingwithanimals\n",
+      "pet/animalcareNEC\n",
+      "vehiclerepair(byself)\n",
+      "vehiclesNEC\n",
+      "appliance,tool,toysetup,repair(byself)\n",
+      "appliances/toolsNEC\n",
+      "financialmanagement\n",
+      "household/personalorganize/planning\n",
+      "HH/personalmail/messages\n",
+      "hh/personal/email/messages\n",
+      "homesecurity\n",
+      "household,managementNEC\n",
+      "householdactivities\n",
+      "physicalcare,forhhchildren\n",
+      "reading_to_hh_children\n",
+      "playing_with_hh_children_not_sports\n",
+      "arts/crafts_children\n",
+      "playing_sports_hh_children\n",
+      "talking/listening_hh_children\n",
+      "organization/planning_for_hh_children\n",
+      "watching_hh_children\n",
+      "attending_hh_child_event\n",
+      "waiting_for/with_hh_children\n",
+      "pickingup/droppingoff_hh_children\n",
+      "caring/helping_hh_children\n",
+      "homework_hhchildren\n",
+      "meeting_school_conferences\n",
+      "homeschool_hh_children\n",
+      "activities,relatedto_hh_education\n",
+      "providing_medical_care_to_hh_child\n",
+      "obtaining_medical_care_hh_child\n",
+      "waiting_associated_hh_child_health\n",
+      "activities_related_childhealthNEC\n",
+      "physical_care_hh_adults\n",
+      "looking_after_hh_adult\n",
+      "medical_care_hh_adult\n",
+      "obtaining_medical_car_hh_adult\n",
+      "waiting_associated_caring_hh_adult\n",
+      "caring_hh_adults\n",
+      "helping_hh_adults\n",
+      "organization/planning_hh_adults\n",
+      "picking_up/dropping_off_hh_adult\n",
+      "waiting_associated_helping_hh_adults\n",
+      "helping_household_adultsNEC\n",
+      "caring_helping_hh_membersNEC\n",
+      "physical_car_nonhh_children\n",
+      "reading_to/with_nonhh_children\n",
+      "playing_nonhh_children_notsport\n",
+      "arts/crafts_nonhh_children\n",
+      "playing_sports_nonhh_children\n",
+      "talking/listening_nonhh_children\n",
+      "organization_planning_nonhh_children\n",
+      "looking_after_nonhh_children\n",
+      "attending_nonhh_children_event\n",
+      "waiting_for/with_nonhh_children\n",
+      "dropping_off/picking_up_nonhh_childrenNEC\n",
+      "caring_helping_nonhh_childrenNEC\n",
+      "homework_nonhh_children\n",
+      "activities_related_nonhh_educNEC\n",
+      "providing_medical_car_nonhh_children\n",
+      "obtaining_medicalcare_nonhh_children\n",
+      "physical_car_nonhh_adults\n",
+      "looking_after_nonhh_adult(primary activity)\n",
+      "providing_medical_car_to_nonhh_adult\n",
+      "obtaining_medical_car_services_nonhh_adult\n",
+      "waiting_associated_with_caring_nonhhadults\n",
+      "caring_for_nonhh_adultsNEC\n",
+      "housework,cooking_shopping,assistance_nonhh_adults\n",
+      "house_lawn_repair_assistance_nonhh_adults\n",
+      "animal/pet_care_assist_nonhh_adults\n",
+      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
+      "financial_manage_assist_nonhh_adults\n",
+      "household_manage_paperwork_assistance_nonhh_adults\n",
+      "picking_up/dropping_off_nonhh_adult\n",
+      "associated_helping_nonhh_adults\n",
+      "nonhh_adultsNEC\n",
+      "work,mainjob\n",
+      "work,otherjob\n",
+      "security_procedures_related_work\n",
+      "waiting_associated_working\n",
+      "workingNEC\n",
+      "socializing,relaxing,leisure_part_of_job\n",
+      "eating/drinking_part_job\n",
+      "waiting_associated_with_work-related_activities\n",
+      "income-generating_hobbies/crafts/food\n",
+      "income-generating_performances\n",
+      "income-generating_rental_property_activities\n",
+      "income-generating_rental_property_activities\n",
+      "waiting_associated_other_income_generating_activities\n",
+      "other_income_generatingNEC\n",
+      "job_search_activites\n",
+      "job_interviewing\n",
+      "associated_job_search_interview\n",
+      "work/work-related_activitiesNEC\n",
+      "taking_class_dagree,certification,licensure\n",
+      "taking_class_personal_interest\n",
+      "waiting_associated_taking_classes\n",
+      "taking_classNEC\n",
+      "extracurricular_club_activities\n",
+      "extracurricular_music/performance_activities\n",
+      "education-related_extracurricular_actNEC\n",
+      "research/homework_class_degree,cert,licensure\n",
+      "research/homework_class_pers.interest\n",
+      "associated_research/homework\n",
+      "research/homeworkNEC\n",
+      "admin_activities_class_dagree/cert/licensure\n",
+      "admin_act_class_personal_interst\n",
+      "associated_w/admin.activites(education)\n",
+      "admin_educationNEC\n",
+      "educationNEC\n",
+      "grecery_shopping\n",
+      "purchasing_gas\n",
+      "purchasing_food\n",
+      "shopping,except_food/gas\n",
+      "associated_with_shopping\n",
+      "comparison_shopping\n",
+      "paid_childcare_services\n",
+      "banking\n",
+      "using_financial_services\n",
+      "waiting_associated_with/banking/financial_services\n",
+      "legal_services\n",
+      "health_car_services_outside_home\n",
+      "in-home_health_care_services\n",
+      "waiting_associated_medical_services\n",
+      "medical_services\n",
+      "personal_care_services\n",
+      "waiting_associated_w/personal_care_services\n",
+      "act_purchasing/selling_real_estate\n",
+      "waiting_associated_w/purchasing/selling_real_estate\n",
+      "veterinary_services\n",
+      "waiting_associated_vetinary_services\n",
+      "professional_personal_services\n",
+      "interior_cleaning_services\n",
+      "clothing_repair_cleaning_services\n",
+      "using_household_services\n",
+      "home_maint/repair/decor/construction\n",
+      "waiting_associated_w/home/repair/decor/constr\n",
+      "pet_services\n",
+      "associated_pet_services\n",
+      "using_pet_servicesNEC\n",
+      "lawn_garden_services\n",
+      "lawn_garden_servicesNEC\n",
+      "vehicle_maint_repair_services\n",
+      "waiting_associated_vehicle_main_repair\n",
+      "using_vehiclemaint/repair_svcs,NEC\n",
+      "household_servicesNEC\n",
+      "police_fire_services\n",
+      "social_services\n",
+      "obtaining_licenses/paying_fines_fees_taxes\n",
+      "using_government_servicesNEC\n",
+      "civic_obligations/participation\n",
+      "waiting_associated_using_government_services\n",
+      "security_procedures_rel_govt_svcs/civic_obligations\n",
+      "government_servicesNEC\n",
+      "eating/drinking\n",
+      "waiting_associated_w/eating_drinking\n",
+      "socializing_communicating\n",
+      "attending/hosting_parties/receptions/ceremonies\n",
+      "attending_meeting_personal_interst(not_volunteering)\n",
+      "attending/hosting_social_eventsNEC\n",
+      "relaxing,thinking\n",
+      "tobacco/drug_use\n",
+      "TV/movies(nonR)\n",
+      "TV(R)\n",
+      "listen_to_radio\n",
+      "listen_to/playing_music\n",
+      "playing_games\n",
+      "computer_use_leisure\n",
+      "arts/crafts_as_hobby\n",
+      "collecting_hobby\n",
+      "hobbies,except_arts/crafts_collecting\n",
+      "reading_personal_interest\n",
+      "writing_personal_interest\n",
+      "relaxing/leisureNEC\n",
+      "attending_performing_arts\n",
+      "attending_museums\n",
+      "attending_movies/film\n",
+      "attending_gambling_establishments\n",
+      "arts_entertainmentNEC\n",
+      "waiting_assoc.w/socializing_communicating\n",
+      "waiting_assoc.w/attending/hosting_social_events\n",
+      "waiting_assoc.w/_relaxing/leisure\n",
+      "waiting_assoc./w_arts/entertainment\n",
+      "waiting_assoc./w_socializingNEC\n",
+      "socializing/relaxing/leisureNEC\n",
+      "doing_aerobics\n",
+      "playing_baseball\n",
+      "playing_basketball\n",
+      "biking\n",
+      "playing_billiards\n",
+      "boating\n",
+      "bowling\n",
+      "climbing,spelunking,caving\n",
+      "dancing\n",
+      "participating_equestrian_sports\n",
+      "fishing\n",
+      "playing_football\n",
+      "golfing\n",
+      "doing_gymnastics\n",
+      "hiking\n",
+      "playing_hockey\n",
+      "hunting\n",
+      "participating_martial_arts\n",
+      "playing_racquet_sports\n",
+      "rollerblading\n",
+      "playing_rugby\n",
+      "running\n",
+      "skiing,ice_skating,snowboarding\n",
+      "playing_soccer\n",
+      "softball\n",
+      "using_cardiovascular_equipment\n",
+      "vehicle_touring/racing\n",
+      "playing_vollyball\n",
+      "walking\n",
+      "participating_water_sports\n",
+      "weightlifting/strength_training\n",
+      "working_out,unspecified\n",
+      "wrestling\n",
+      "doing_yoga\n",
+      "playing_sportsNEC\n",
+      "watching_baseball\n",
+      "watching_basketball\n",
+      "watching_biliards\n",
+      "watching_boating\n",
+      "watching_bowling\n",
+      "watching_equestrian_sports\n",
+      "watching_football\n",
+      "watching_gymnastics\n",
+      "watching_hockey\n",
+      "watching_racquet_sports\n",
+      "watching_rodeo_competitions\n",
+      "watching_rollerblading\n",
+      "watching_rugby\n",
+      "watching_running\n",
+      "watching_skiing,ice_skating,snowboarding\n",
+      "watching_soccer\n",
+      "watching_softball\n",
+      "watching_vehicle_touring/racing\n",
+      "watching_volleyball\n",
+      "watching_water_sports\n",
+      "watching_wrestling\n",
+      "attending_sporting_eventNEC\n",
+      "waiting_related_playing_sports_exercising\n",
+      "waiting_related_attending_sporting_events\n",
+      "sports,exercise,recrationNEC\n",
+      "attending_religous_services\n",
+      "participation_religous_practices\n",
+      "waiting_associated.w/religious&spiritual_activities\n",
+      "religious_education_act\n",
+      "religous_spirtual_actNEC\n",
+      "computer_use\n",
+      "organizing/preparing\n",
+      "reading\n",
+      "telephone_calls(except_hotline_counseling)\n",
+      "writing\n",
+      "fundraising\n",
+      "administrative&support_activeNEC\n",
+      "food_prep,presentation,clean-up\n",
+      "collecting&delivering_clothing&other_goods\n",
+      "providing_car\n",
+      "teaching,leading,counseling,mentoring\n",
+      "social_service&care_activitiesNEC\n",
+      "building_houses,wildlifesites&other_structures\n",
+      "indoor&outdoor_maintenance,repair&clean-up\n",
+      "indoor&outdoor_maintenance,building&clean-up_activities\n",
+      "performing\n",
+      "serving_volunteering_events&cultural_activities\n",
+      "participating_performance&cultural_activitiesNEC\n",
+      "attending_meetings,conferences,training\n",
+      "attending_meetings,conferences&trainingNEC\n",
+      "public_heatlh_activities\n",
+      "public_safety_activities\n",
+      "public_health_safety_activitiesNEC\n",
+      "waiting_associated_volunteer_activities\n",
+      "security_procedures_related_volunteer_act\n",
+      "volunteer_activitiesNEC\n",
+      "telephone_calls_to/from_family_members\n",
+      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
+      "telephone_calls_to/from_education,services,providers\n",
+      "telephone_calls_to/from_salespeople\n",
+      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
+      "telephone_calls_to/from_household_services_providers\n",
+      "telephone_calls_to/from_paid_child/adult_car_providers\n",
+      "telephone_calls_to/from_government_officials\n",
+      "telephone_callsNEC\n",
+      "waiting_associated_with_telephone_calls\n",
+      "telephone_callsNEC\n",
+      "travel_related_personal_car\n",
+      "travel_related_personal_carNEC\n",
+      "travel_related_housework\n",
+      "travel_related_food/drink_prep/clean-up/presentation\n",
+      "travel_related_interior_maintenance/repair&decoration\n",
+      "travel_related_exterior_maintenance/repair/decoration\n",
+      "travel_related_lawn/garden/houseplantcare\n",
+      "travel_related_careAnimals/pets\n",
+      "travel_related_vehiclecare/maintenance(by_self)\n",
+      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
+      "travel_related_household_management\n",
+      "travel_related_to_household_act\n",
+      "travel_related_caring_helping_hhchildren\n",
+      "travel_related_hhchildrens_education\n",
+      "travel_related_hhchildrens_health\n",
+      "travel_related_caring_hhadults\n",
+      "travel_related_helping_hhadults\n",
+      "travel_related_caring/helping_nonhh_children\n",
+      "travel_related_nonhh_childrens_education\n",
+      "travel_related_nonhh_childrens_health\n",
+      "travel_related_caring_nonhh_adults\n",
+      "travel_related_helping_nonhh_adults\n",
+      "travel_related_working\n",
+      "travel_related_work-related_activities\n",
+      "travel_related_income-generating_activities\n",
+      "travel_related_job-search&interviewing\n",
+      "travel_related_workNEC\n",
+      "travel_related_taking_class\n",
+      "travel_related_extracurricular_activites(sports)\n",
+      "travel_related_research/homework\n",
+      "travel_related_registration/administrative_activities\n",
+      "travel_related_educationNEC\n",
+      "travel_related_grocery-shopping\n",
+      "travel_related_purchasing-gas\n",
+      "travel_related_purchasing-food\n",
+      "travel_related_shopping/exgroceries/food/gas\n",
+      "travel_related_consumer-purchasesNEC\n",
+      "travel_related_childcare_services\n",
+      "travel_related_financial_services/banking\n",
+      "travel_related_legal_services\n",
+      "travel_related_medical_services\n",
+      "travel_related_personal_care_services\n",
+      "travel_related_real_estateservices\n",
+      "travel_related_veterinary_services\n",
+      "travel_rel_using_prof.&personal_car_servicesNEC\n",
+      "travel_related_household_services\n",
+      "travel_related_home./repair/decor/construction\n",
+      "travel_related_pet_services(not_vet)\n",
+      "travel_related_lawn/garden-services\n",
+      "travel_related_vehicle/maintenance&repair-services\n",
+      "travel_related_household_servicesNEC\n",
+      "travel_related_government-services\n",
+      "travel_related_civic-oligations&participation\n",
+      "travel_rel.govtsvcs&civicobligationsNEC\n",
+      "travel_related_eating/drinking\n",
+      "travel_related_socializing/communicating\n",
+      "travel_related_hosting_socialevents\n",
+      "travel_related_relaxing/leisure\n",
+      "travel_related_arts/entertainment\n",
+      "travel_entertainment\n",
+      "travel_rel.socializing/relaxing&leisureNEC\n",
+      "travel_related_participating_sports/exercise/recreation\n",
+      "travel_related_attending_sporting/recration_events\n",
+      "travel_related_religious\n",
+      "travel_rel.religousNEC\n",
+      "travel_related_volunteering\n",
+      "travel_related_volunteer_activitiesNEC\n",
+      "travel_related_phone_calls\n",
+      "security_procedures_related_traveling\n",
+      "travelingNEC\n",
+      "insufficient_detail\n",
+      "missing_travel_or_destination\n",
+      "respondent_refused_provide_information\n",
+      "Gap/cant_remember\n",
+      "unable_to_code_activity_1st_tier\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?travel_related_personal_car\n",
+      "['travel_related_personal_car']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?computer_use\n",
+      "['travel_related_personal_car', 'computer_use']\n",
+      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
+      "What columns do you want?DONE\n",
+      "Want to graph your data? y/ny\n",
+      "What type of plot? bar or line (more to come)bar\n",
+      "['grayscale', 'bmh', 'fivethirtyeight', 'dark_background', 'ggplot']\n",
+      "What style plot? Type it correctly!ggplot\n",
+      "Your data sir        travel_related_personal_car  computer_use\n",
+      "6925                           10            10\n",
+      "7899                           10            30\n",
+      "Whats your figure size, just enter one number no floats8\n",
+      "Want a legend True/FalseTrue\n",
+      "Want to stack it? True/FalseFalse\n",
+      "x label?Travel(car)/Computer Use\n",
+      "y label?Minutes\n",
+      "Want a grid True/FalseTrue\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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AAAKK16K9YcMGhYWFaezYsSoqKtLEiRM1cOBA9evXT3379vXWagEACFhei3a3bt3UrVs3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\nAAAYgmgDAGAIog0AgCGINgAAhvh/WxnQ24C933sAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10ed56940>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "test9 = datasets(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a, b = test9"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "      travel_related_personal_car  computer_use\n",
+      "6925                           10            10\n",
+      "7899                           10            30\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Axes(0.125,0.125;0.775x0.775)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.4.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/atus.ipynb b/atus.ipynb
index 884caba..ac54ab7 100644
--- a/atus.ipynb
+++ b/atus.ipynb
@@ -34,6 +34,13 @@
     "%matplotlib inline"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## The goal of this ipython notebook is to learn how to do basic data analysis and how to make the data analysis and cleaning of data more efficent"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 5,
@@ -660,447 +667,28 @@
     "average_minutes(test, 'Age')\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### The following is a function I wrote to clean and analyze the data for me.  Please refer to the other ipython notebook in the Bekksroom folder in this repository.  That notebook contains the newest version which can also perform basic analysis on your atus data and graph your data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##TEST ME"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 1,
    "metadata": {
     "collapsed": false,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "want the average? y/ny\n",
-      "Want your data cleaned?  We drop zeros and nan. y/ny\n",
-      "Automatically including weight and household because you want the average\n",
-      "household\n",
-      "weight\n",
-      "Age_of_youngest_child\n",
-      "Age\n",
-      "Gender\n",
-      "Notsure\n",
-      "PTDTRACE\n",
-      "PEHSPNON\n",
-      "GTMETSTA\n",
-      "labor_force_status\n",
-      "last_7_Days__more_then_one_job\n",
-      "full time or part time\n",
-      "student_status\n",
-      "allocation_flag\n",
-      "spouse_parter_in_house\n",
-      "employment_status_of_SO\n",
-      "weekly_earning_main_job\n",
-      "num_house_child\n",
-      "full/part_employ_SO\n",
-      "total_hours_worked_per_week\n",
-      "day_of_interview\n",
-      "flag_if_interviewday_was_holiday\n",
-      "totaltimespent_providing_eldercare\n",
-      "totaltimespend_childcare\n",
-      "sleeping\n",
-      "sleeplessness\n",
-      "washing,dressingandgroomingoneself\n",
-      "GroomingNEC\n",
-      "Health-relatedselfcare\n",
-      "selfcareNEC\n",
-      "Personal/Private_activities\n",
-      "InteriorCleaning\n",
-      "Laundry\n",
-      "Sewing,repairing&maintaintextiles\n",
-      "Storing/interioritems,food\n",
-      "housework\n",
-      "food/drinkprep\n",
-      "foodpresentation\n",
-      "kitchen/foodcleanup\n",
-      "food/drinkprep/present/clean\n",
-      "interiorarrange,decorate,repair\n",
-      "building/repair,furniture\n",
-      "healing/cooking\n",
-      "interiormaintenance,repairdecorate\n",
-      "exteriorcleaning\n",
-      "exteriorrepair,improve,decorate\n",
-      "exteriormaintenance,repair,decorateNEC\n",
-      "lawn,garden,houseplantcare\n",
-      "ponds,pools,hottubs\n",
-      "lawn/garden\n",
-      "animals/pets\n",
-      "walking/exercising/playingwithanimals\n",
-      "pet/animalcareNEC\n",
-      "vehiclerepair(byself)\n",
-      "vehiclesNEC\n",
-      "appliance,tool,toysetup,repair(byself)\n",
-      "appliances/toolsNEC\n",
-      "financialmanagement\n",
-      "household/personalorganize/planning\n",
-      "HH/personalmail/messages\n",
-      "hh/personal/email/messages\n",
-      "homesecurity\n",
-      "household,managementNEC\n",
-      "householdactivities\n",
-      "physicalcare,forhhchildren\n",
-      "reading_to_hh_children\n",
-      "playing_with_hh_children_not_sports\n",
-      "arts/crafts_children\n",
-      "playing_sports_hh_children\n",
-      "talking/listening_hh_children\n",
-      "organization/planning_for_hh_children\n",
-      "watching_hh_children\n",
-      "attending_hh_child_event\n",
-      "waiting_for/with_hh_children\n",
-      "pickingup/droppingoff_hh_children\n",
-      "caring/helping_hh_children\n",
-      "homework_hhchildren\n",
-      "meeting_school_conferences\n",
-      "homeschool_hh_children\n",
-      "activities,relatedto_hh_education\n",
-      "providing_medical_care_to_hh_child\n",
-      "obtaining_medical_care_hh_child\n",
-      "waiting_associated_hh_child_health\n",
-      "activities_related_childhealthNEC\n",
-      "physical_care_hh_adults\n",
-      "looking_after_hh_adult\n",
-      "medical_care_hh_adult\n",
-      "obtaining_medical_car_hh_adult\n",
-      "waiting_associated_caring_hh_adult\n",
-      "caring_hh_adults\n",
-      "helping_hh_adults\n",
-      "organization/planning_hh_adults\n",
-      "picking_up/dropping_off_hh_adult\n",
-      "waiting_associated_helping_hh_adults\n",
-      "helping_household_adultsNEC\n",
-      "caring_helping_hh_membersNEC\n",
-      "physical_car_nonhh_children\n",
-      "reading_to/with_nonhh_children\n",
-      "playing_nonhh_children_notsport\n",
-      "arts/crafts_nonhh_children\n",
-      "playing_sports_nonhh_children\n",
-      "talking/listening_nonhh_children\n",
-      "organization_planning_nonhh_children\n",
-      "looking_after_nonhh_children\n",
-      "attending_nonhh_children_event\n",
-      "waiting_for/with_nonhh_children\n",
-      "dropping_off/picking_up_nonhh_childrenNEC\n",
-      "caring_helping_nonhh_childrenNEC\n",
-      "homework_nonhh_children\n",
-      "activities_related_nonhh_educNEC\n",
-      "providing_medical_car_nonhh_children\n",
-      "obtaining_medicalcare_nonhh_children\n",
-      "physical_car_nonhh_adults\n",
-      "looking_after_nonhh_adult(primary activity)\n",
-      "providing_medical_car_to_nonhh_adult\n",
-      "obtaining_medical_car_services_nonhh_adult\n",
-      "waiting_associated_with_caring_nonhhadults\n",
-      "caring_for_nonhh_adultsNEC\n",
-      "housework,cooking_shopping,assistance_nonhh_adults\n",
-      "house_lawn_repair_assistance_nonhh_adults\n",
-      "animal/pet_care_assist_nonhh_adults\n",
-      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
-      "financial_manage_assist_nonhh_adults\n",
-      "household_manage_paperwork_assistance_nonhh_adults\n",
-      "picking_up/dropping_off_nonhh_adult\n",
-      "associated_helping_nonhh_adults\n",
-      "nonhh_adultsNEC\n",
-      "work,mainjob\n",
-      "work,otherjob\n",
-      "security_procedures_related_work\n",
-      "waiting_associated_working\n",
-      "workingNEC\n",
-      "socializing,relaxing,leisure_part_of_job\n",
-      "eating/drinking_part_job\n",
-      "waiting_associated_with_work-related_activities\n",
-      "income-generating_hobbies/crafts/food\n",
-      "income-generating_performances\n",
-      "income-generating_rental_property_activities\n",
-      "income-generating_rental_property_activities\n",
-      "waiting_associated_other_income_generating_activities\n",
-      "other_income_generatingNEC\n",
-      "job_search_activites\n",
-      "job_interviewing\n",
-      "associated_job_search_interview\n",
-      "work/work-related_activitiesNEC\n",
-      "taking_class_dagree,certification,licensure\n",
-      "taking_class_personal_interest\n",
-      "waiting_associated_taking_classes\n",
-      "taking_classNEC\n",
-      "extracurricular_club_activities\n",
-      "extracurricular_music/performance_activities\n",
-      "education-related_extracurricular_actNEC\n",
-      "research/homework_class_degree,cert,licensure\n",
-      "research/homework_class_pers.interest\n",
-      "associated_research/homework\n",
-      "research/homeworkNEC\n",
-      "admin_activities_class_dagree/cert/licensure\n",
-      "admin_act_class_personal_interst\n",
-      "associated_w/admin.activites(education)\n",
-      "admin_educationNEC\n",
-      "educationNEC\n",
-      "grecery_shopping\n",
-      "purchasing_gas\n",
-      "purchasing_food\n",
-      "shopping,except_food/gas\n",
-      "associated_with_shopping\n",
-      "comparison_shopping\n",
-      "paid_childcare_services\n",
-      "banking\n",
-      "using_financial_services\n",
-      "waiting_associated_with/banking/financial_services\n",
-      "legal_services\n",
-      "health_car_services_outside_home\n",
-      "in-home_health_care_services\n",
-      "waiting_associated_medical_services\n",
-      "medical_services\n",
-      "personal_care_services\n",
-      "waiting_associated_w/personal_care_services\n",
-      "act_purchasing/selling_real_estate\n",
-      "waiting_associated_w/purchasing/selling_real_estate\n",
-      "veterinary_services\n",
-      "waiting_associated_vetinary_services\n",
-      "professional_personal_services\n",
-      "interior_cleaning_services\n",
-      "clothing_repair_cleaning_services\n",
-      "using_household_services\n",
-      "home_maint/repair/decor/construction\n",
-      "waiting_associated_w/home/repair/decor/constr\n",
-      "pet_services\n",
-      "associated_pet_services\n",
-      "using_pet_servicesNEC\n",
-      "lawn_garden_services\n",
-      "lawn_garden_servicesNEC\n",
-      "vehicle_maint_repair_services\n",
-      "waiting_associated_vehicle_main_repair\n",
-      "using_vehiclemaint/repair_svcs,NEC\n",
-      "household_servicesNEC\n",
-      "police_fire_services\n",
-      "social_services\n",
-      "obtaining_licenses/paying_fines_fees_taxes\n",
-      "using_government_servicesNEC\n",
-      "civic_obligations/participation\n",
-      "waiting_associated_using_government_services\n",
-      "security_procedures_rel_govt_svcs/civic_obligations\n",
-      "government_servicesNEC\n",
-      "eating/drinking\n",
-      "waiting_associated_w/eating_drinking\n",
-      "socializing_communicating\n",
-      "attending/hosting_parties/receptions/ceremonies\n",
-      "attending_meeting_personal_interst(not_volunteering)\n",
-      "attending/hosting_social_eventsNEC\n",
-      "relaxing,thinking\n",
-      "tobacco/drug_use\n",
-      "TV/movies(nonR)\n",
-      "TV(R)\n",
-      "listen_to_radio\n",
-      "listen_to/playing_music\n",
-      "playing_games\n",
-      "computer_use_leisure\n",
-      "arts/crafts_as_hobby\n",
-      "collecting_hobby\n",
-      "hobbies,except_arts/crafts_collecting\n",
-      "reading_personal_interest\n",
-      "writing_personal_interest\n",
-      "relaxing/leisureNEC\n",
-      "attending_performing_arts\n",
-      "attending_museums\n",
-      "attending_movies/film\n",
-      "attending_gambling_establishments\n",
-      "arts_entertainmentNEC\n",
-      "waiting_assoc.w/socializing_communicating\n",
-      "waiting_assoc.w/attending/hosting_social_events\n",
-      "waiting_assoc.w/_relaxing/leisure\n",
-      "waiting_assoc./w_arts/entertainment\n",
-      "waiting_assoc./w_socializingNEC\n",
-      "socializing/relaxing/leisureNEC\n",
-      "doing_aerobics\n",
-      "playing_baseball\n",
-      "playing_basketball\n",
-      "biking\n",
-      "playing_billiards\n",
-      "boating\n",
-      "bowling\n",
-      "climbing,spelunking,caving\n",
-      "dancing\n",
-      "participating_equestrian_sports\n",
-      "fishing\n",
-      "playing_football\n",
-      "golfing\n",
-      "doing_gymnastics\n",
-      "hiking\n",
-      "playing_hockey\n",
-      "hunting\n",
-      "participating_martial_arts\n",
-      "playing_racquet_sports\n",
-      "rollerblading\n",
-      "playing_rugby\n",
-      "running\n",
-      "skiing,ice_skating,snowboarding\n",
-      "playing_soccer\n",
-      "softball\n",
-      "using_cardiovascular_equipment\n",
-      "vehicle_touring/racing\n",
-      "playing_vollyball\n",
-      "walking\n",
-      "participating_water_sports\n",
-      "weightlifting/strength_training\n",
-      "working_out,unspecified\n",
-      "wrestling\n",
-      "doing_yoga\n",
-      "playing_sportsNEC\n",
-      "watching_baseball\n",
-      "watching_basketball\n",
-      "watching_biliards\n",
-      "watching_boating\n",
-      "watching_bowling\n",
-      "watching_equestrian_sports\n",
-      "watching_football\n",
-      "watching_gymnastics\n",
-      "watching_hockey\n",
-      "watching_racquet_sports\n",
-      "watching_rodeo_competitions\n",
-      "watching_rollerblading\n",
-      "watching_rugby\n",
-      "watching_running\n",
-      "watching_skiing,ice_skating,snowboarding\n",
-      "watching_soccer\n",
-      "watching_softball\n",
-      "watching_vehicle_touring/racing\n",
-      "watching_volleyball\n",
-      "watching_water_sports\n",
-      "watching_wrestling\n",
-      "attending_sporting_eventNEC\n",
-      "waiting_related_playing_sports_exercising\n",
-      "waiting_related_attending_sporting_events\n",
-      "sports,exercise,recrationNEC\n",
-      "attending_religous_services\n",
-      "participation_religous_practices\n",
-      "waiting_associated.w/religious&spiritual_activities\n",
-      "religious_education_act\n",
-      "religous_spirtual_actNEC\n",
-      "computer_use\n",
-      "organizing/preparing\n",
-      "reading\n",
-      "telephone_calls(except_hotline_counseling)\n",
-      "writing\n",
-      "fundraising\n",
-      "administrative&support_activeNEC\n",
-      "food_prep,presentation,clean-up\n",
-      "collecting&delivering_clothing&other_goods\n",
-      "providing_car\n",
-      "teaching,leading,counseling,mentoring\n",
-      "social_service&care_activitiesNEC\n",
-      "building_houses,wildlifesites&other_structures\n",
-      "indoor&outdoor_maintenance,repair&clean-up\n",
-      "indoor&outdoor_maintenance,building&clean-up_activities\n",
-      "performing\n",
-      "serving_volunteering_events&cultural_activities\n",
-      "participating_performance&cultural_activitiesNEC\n",
-      "attending_meetings,conferences,training\n",
-      "attending_meetings,conferences&trainingNEC\n",
-      "public_heatlh_activities\n",
-      "public_safety_activities\n",
-      "public_health_safety_activitiesNEC\n",
-      "waiting_associated_volunteer_activities\n",
-      "security_procedures_related_volunteer_act\n",
-      "volunteer_activitiesNEC\n",
-      "telephone_calls_to/from_family_members\n",
-      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
-      "telephone_calls_to/from_education,services,providers\n",
-      "telephone_calls_to/from_salespeople\n",
-      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
-      "telephone_calls_to/from_household_services_providers\n",
-      "telephone_calls_to/from_paid_child/adult_car_providers\n",
-      "telephone_calls_to/from_government_officials\n",
-      "telephone_callsNEC\n",
-      "waiting_associated_with_telephone_calls\n",
-      "telephone_callsNEC\n",
-      "travel_related_personal_car\n",
-      "travel_related_personal_carNEC\n",
-      "travel_related_housework\n",
-      "travel_related_food/drink_prep/clean-up/presentation\n",
-      "travel_related_interior_maintenance/repair&decoration\n",
-      "travel_related_exterior_maintenance/repair/decoration\n",
-      "travel_related_lawn/garden/houseplantcare\n",
-      "travel_related_careAnimals/pets\n",
-      "travel_related_vehiclecare/maintenance(by_self)\n",
-      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
-      "travel_related_household_management\n",
-      "travel_related_to_household_act\n",
-      "travel_related_caring_helping_hhchildren\n",
-      "travel_related_hhchildrens_education\n",
-      "travel_related_hhchildrens_health\n",
-      "travel_related_caring_hhadults\n",
-      "travel_related_helping_hhadults\n",
-      "travel_related_caring/helping_nonhh_children\n",
-      "travel_related_nonhh_childrens_education\n",
-      "travel_related_nonhh_childrens_health\n",
-      "travel_related_caring_nonhh_adults\n",
-      "travel_related_helping_nonhh_adults\n",
-      "travel_related_working\n",
-      "travel_related_work-related_activities\n",
-      "travel_related_income-generating_activities\n",
-      "travel_related_job-search&interviewing\n",
-      "travel_related_workNEC\n",
-      "travel_related_taking_class\n",
-      "travel_related_extracurricular_activites(sports)\n",
-      "travel_related_research/homework\n",
-      "travel_related_registration/administrative_activities\n",
-      "travel_related_educationNEC\n",
-      "travel_related_grocery-shopping\n",
-      "travel_related_purchasing-gas\n",
-      "travel_related_purchasing-food\n",
-      "travel_related_shopping/exgroceries/food/gas\n",
-      "travel_related_consumer-purchasesNEC\n",
-      "travel_related_childcare_services\n",
-      "travel_related_financial_services/banking\n",
-      "travel_related_legal_services\n",
-      "travel_related_medical_services\n",
-      "travel_related_personal_care_services\n",
-      "travel_related_real_estateservices\n",
-      "travel_related_veterinary_services\n",
-      "travel_rel_using_prof.&personal_car_servicesNEC\n",
-      "travel_related_household_services\n",
-      "travel_related_home./repair/decor/construction\n",
-      "travel_related_pet_services(not_vet)\n",
-      "travel_related_lawn/garden-services\n",
-      "travel_related_vehicle/maintenance&repair-services\n",
-      "travel_related_household_servicesNEC\n",
-      "travel_related_government-services\n",
-      "travel_related_civic-oligations&participation\n",
-      "travel_rel.govtsvcs&civicobligationsNEC\n",
-      "travel_related_eating/drinking\n",
-      "travel_related_socializing/communicating\n",
-      "travel_related_hosting_socialevents\n",
-      "travel_related_relaxing/leisure\n",
-      "travel_related_arts/entertainment\n",
-      "travel_entertainment\n",
-      "travel_rel.socializing/relaxing&leisureNEC\n",
-      "travel_related_participating_sports/exercise/recreation\n",
-      "travel_related_attending_sporting/recration_events\n",
-      "travel_related_religious\n",
-      "travel_rel.religousNEC\n",
-      "travel_related_volunteering\n",
-      "travel_related_volunteer_activitiesNEC\n",
-      "travel_related_phone_calls\n",
-      "security_procedures_related_traveling\n",
-      "travelingNEC\n",
-      "insufficient_detail\n",
-      "missing_travel_or_destination\n",
-      "respondent_refused_provide_information\n",
-      "Gap/cant_remember\n",
-      "unable_to_code_activity_1st_tier\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?travel_related_personal_car\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?performing\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?DONE\n",
-      "   performing  travel_related_personal_car\n",
-      "0    0.371779                     0.802889\n",
-      "   performing  travel_related_personal_car\n",
-      "0    0.371779                     0.802889\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"TEST ME\")\n",
     "agequery = test.Age < 18\n",
@@ -1170,478 +758,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "want the average? y/n y\n",
-      "Want your data cleaned?  We drop zeros and nan. y/n y\n",
-      "Automatically including weight because you want the average\n",
-      "Want hypothesis testing? y/n n\n",
-      "household\n",
-      "weight\n",
-      "Age_of_youngest_child\n",
-      "Age\n",
-      "Gender\n",
-      "Notsure\n",
-      "PTDTRACE\n",
-      "PEHSPNON\n",
-      "GTMETSTA\n",
-      "labor_force_status\n",
-      "last_7_Days__more_then_one_job\n",
-      "full time or part time\n",
-      "student_status\n",
-      "allocation_flag\n",
-      "spouse_parter_in_house\n",
-      "employment_status_of_SO\n",
-      "weekly_earning_main_job\n",
-      "num_house_child\n",
-      "full/part_employ_SO\n",
-      "total_hours_worked_per_week\n",
-      "day_of_interview\n",
-      "flag_if_interviewday_was_holiday\n",
-      "totaltimespent_providing_eldercare\n",
-      "totaltimespend_childcare\n",
-      "sleeping\n",
-      "sleeplessness\n",
-      "washing,dressingandgroomingoneself\n",
-      "GroomingNEC\n",
-      "Health-relatedselfcare\n",
-      "selfcareNEC\n",
-      "Personal/Private_activities\n",
-      "InteriorCleaning\n",
-      "Laundry\n",
-      "Sewing,repairing&maintaintextiles\n",
-      "Storing/interioritems,food\n",
-      "housework\n",
-      "food/drinkprep\n",
-      "foodpresentation\n",
-      "kitchen/foodcleanup\n",
-      "food/drinkprep/present/clean\n",
-      "interiorarrange,decorate,repair\n",
-      "building/repair,furniture\n",
-      "healing/cooking\n",
-      "interiormaintenance,repairdecorate\n",
-      "exteriorcleaning\n",
-      "exteriorrepair,improve,decorate\n",
-      "exteriormaintenance,repair,decorateNEC\n",
-      "lawn,garden,houseplantcare\n",
-      "ponds,pools,hottubs\n",
-      "lawn/garden\n",
-      "animals/pets\n",
-      "walking/exercising/playingwithanimals\n",
-      "pet/animalcareNEC\n",
-      "vehiclerepair(byself)\n",
-      "vehiclesNEC\n",
-      "appliance,tool,toysetup,repair(byself)\n",
-      "appliances/toolsNEC\n",
-      "financialmanagement\n",
-      "household/personalorganize/planning\n",
-      "HH/personalmail/messages\n",
-      "hh/personal/email/messages\n",
-      "homesecurity\n",
-      "household,managementNEC\n",
-      "householdactivities\n",
-      "physicalcare,forhhchildren\n",
-      "reading_to_hh_children\n",
-      "playing_with_hh_children_not_sports\n",
-      "arts/crafts_children\n",
-      "playing_sports_hh_children\n",
-      "talking/listening_hh_children\n",
-      "organization/planning_for_hh_children\n",
-      "watching_hh_children\n",
-      "attending_hh_child_event\n",
-      "waiting_for/with_hh_children\n",
-      "pickingup/droppingoff_hh_children\n",
-      "caring/helping_hh_children\n",
-      "homework_hhchildren\n",
-      "meeting_school_conferences\n",
-      "homeschool_hh_children\n",
-      "activities,relatedto_hh_education\n",
-      "providing_medical_care_to_hh_child\n",
-      "obtaining_medical_care_hh_child\n",
-      "waiting_associated_hh_child_health\n",
-      "activities_related_childhealthNEC\n",
-      "physical_care_hh_adults\n",
-      "looking_after_hh_adult\n",
-      "medical_care_hh_adult\n",
-      "obtaining_medical_car_hh_adult\n",
-      "waiting_associated_caring_hh_adult\n",
-      "caring_hh_adults\n",
-      "helping_hh_adults\n",
-      "organization/planning_hh_adults\n",
-      "picking_up/dropping_off_hh_adult\n",
-      "waiting_associated_helping_hh_adults\n",
-      "helping_household_adultsNEC\n",
-      "caring_helping_hh_membersNEC\n",
-      "physical_car_nonhh_children\n",
-      "reading_to/with_nonhh_children\n",
-      "playing_nonhh_children_notsport\n",
-      "arts/crafts_nonhh_children\n",
-      "playing_sports_nonhh_children\n",
-      "talking/listening_nonhh_children\n",
-      "organization_planning_nonhh_children\n",
-      "looking_after_nonhh_children\n",
-      "attending_nonhh_children_event\n",
-      "waiting_for/with_nonhh_children\n",
-      "dropping_off/picking_up_nonhh_childrenNEC\n",
-      "caring_helping_nonhh_childrenNEC\n",
-      "homework_nonhh_children\n",
-      "activities_related_nonhh_educNEC\n",
-      "providing_medical_car_nonhh_children\n",
-      "obtaining_medicalcare_nonhh_children\n",
-      "physical_car_nonhh_adults\n",
-      "looking_after_nonhh_adult(primary activity)\n",
-      "providing_medical_car_to_nonhh_adult\n",
-      "obtaining_medical_car_services_nonhh_adult\n",
-      "waiting_associated_with_caring_nonhhadults\n",
-      "caring_for_nonhh_adultsNEC\n",
-      "housework,cooking_shopping,assistance_nonhh_adults\n",
-      "house_lawn_repair_assistance_nonhh_adults\n",
-      "animal/pet_care_assist_nonhh_adults\n",
-      "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n",
-      "financial_manage_assist_nonhh_adults\n",
-      "household_manage_paperwork_assistance_nonhh_adults\n",
-      "picking_up/dropping_off_nonhh_adult\n",
-      "associated_helping_nonhh_adults\n",
-      "nonhh_adultsNEC\n",
-      "work,mainjob\n",
-      "work,otherjob\n",
-      "security_procedures_related_work\n",
-      "waiting_associated_working\n",
-      "workingNEC\n",
-      "socializing,relaxing,leisure_part_of_job\n",
-      "eating/drinking_part_job\n",
-      "waiting_associated_with_work-related_activities\n",
-      "income-generating_hobbies/crafts/food\n",
-      "income-generating_performances\n",
-      "income-generating_rental_property_activities\n",
-      "income-generating_rental_property_activities\n",
-      "waiting_associated_other_income_generating_activities\n",
-      "other_income_generatingNEC\n",
-      "job_search_activites\n",
-      "job_interviewing\n",
-      "associated_job_search_interview\n",
-      "work/work-related_activitiesNEC\n",
-      "taking_class_dagree,certification,licensure\n",
-      "taking_class_personal_interest\n",
-      "waiting_associated_taking_classes\n",
-      "taking_classNEC\n",
-      "extracurricular_club_activities\n",
-      "extracurricular_music/performance_activities\n",
-      "education-related_extracurricular_actNEC\n",
-      "research/homework_class_degree,cert,licensure\n",
-      "research/homework_class_pers.interest\n",
-      "associated_research/homework\n",
-      "research/homeworkNEC\n",
-      "admin_activities_class_dagree/cert/licensure\n",
-      "admin_act_class_personal_interst\n",
-      "associated_w/admin.activites(education)\n",
-      "admin_educationNEC\n",
-      "educationNEC\n",
-      "grecery_shopping\n",
-      "purchasing_gas\n",
-      "purchasing_food\n",
-      "shopping,except_food/gas\n",
-      "associated_with_shopping\n",
-      "comparison_shopping\n",
-      "paid_childcare_services\n",
-      "banking\n",
-      "using_financial_services\n",
-      "waiting_associated_with/banking/financial_services\n",
-      "legal_services\n",
-      "health_car_services_outside_home\n",
-      "in-home_health_care_services\n",
-      "waiting_associated_medical_services\n",
-      "medical_services\n",
-      "personal_care_services\n",
-      "waiting_associated_w/personal_care_services\n",
-      "act_purchasing/selling_real_estate\n",
-      "waiting_associated_w/purchasing/selling_real_estate\n",
-      "veterinary_services\n",
-      "waiting_associated_vetinary_services\n",
-      "professional_personal_services\n",
-      "interior_cleaning_services\n",
-      "clothing_repair_cleaning_services\n",
-      "using_household_services\n",
-      "home_maint/repair/decor/construction\n",
-      "waiting_associated_w/home/repair/decor/constr\n",
-      "pet_services\n",
-      "associated_pet_services\n",
-      "using_pet_servicesNEC\n",
-      "lawn_garden_services\n",
-      "lawn_garden_servicesNEC\n",
-      "vehicle_maint_repair_services\n",
-      "waiting_associated_vehicle_main_repair\n",
-      "using_vehiclemaint/repair_svcs,NEC\n",
-      "household_servicesNEC\n",
-      "police_fire_services\n",
-      "social_services\n",
-      "obtaining_licenses/paying_fines_fees_taxes\n",
-      "using_government_servicesNEC\n",
-      "civic_obligations/participation\n",
-      "waiting_associated_using_government_services\n",
-      "security_procedures_rel_govt_svcs/civic_obligations\n",
-      "government_servicesNEC\n",
-      "eating/drinking\n",
-      "waiting_associated_w/eating_drinking\n",
-      "socializing_communicating\n",
-      "attending/hosting_parties/receptions/ceremonies\n",
-      "attending_meeting_personal_interst(not_volunteering)\n",
-      "attending/hosting_social_eventsNEC\n",
-      "relaxing,thinking\n",
-      "tobacco/drug_use\n",
-      "TV/movies(nonR)\n",
-      "TV(R)\n",
-      "listen_to_radio\n",
-      "listen_to/playing_music\n",
-      "playing_games\n",
-      "computer_use_leisure\n",
-      "arts/crafts_as_hobby\n",
-      "collecting_hobby\n",
-      "hobbies,except_arts/crafts_collecting\n",
-      "reading_personal_interest\n",
-      "writing_personal_interest\n",
-      "relaxing/leisureNEC\n",
-      "attending_performing_arts\n",
-      "attending_museums\n",
-      "attending_movies/film\n",
-      "attending_gambling_establishments\n",
-      "arts_entertainmentNEC\n",
-      "waiting_assoc.w/socializing_communicating\n",
-      "waiting_assoc.w/attending/hosting_social_events\n",
-      "waiting_assoc.w/_relaxing/leisure\n",
-      "waiting_assoc./w_arts/entertainment\n",
-      "waiting_assoc./w_socializingNEC\n",
-      "socializing/relaxing/leisureNEC\n",
-      "doing_aerobics\n",
-      "playing_baseball\n",
-      "playing_basketball\n",
-      "biking\n",
-      "playing_billiards\n",
-      "boating\n",
-      "bowling\n",
-      "climbing,spelunking,caving\n",
-      "dancing\n",
-      "participating_equestrian_sports\n",
-      "fishing\n",
-      "playing_football\n",
-      "golfing\n",
-      "doing_gymnastics\n",
-      "hiking\n",
-      "playing_hockey\n",
-      "hunting\n",
-      "participating_martial_arts\n",
-      "playing_racquet_sports\n",
-      "rollerblading\n",
-      "playing_rugby\n",
-      "running\n",
-      "skiing,ice_skating,snowboarding\n",
-      "playing_soccer\n",
-      "softball\n",
-      "using_cardiovascular_equipment\n",
-      "vehicle_touring/racing\n",
-      "playing_vollyball\n",
-      "walking\n",
-      "participating_water_sports\n",
-      "weightlifting/strength_training\n",
-      "working_out,unspecified\n",
-      "wrestling\n",
-      "doing_yoga\n",
-      "playing_sportsNEC\n",
-      "watching_baseball\n",
-      "watching_basketball\n",
-      "watching_biliards\n",
-      "watching_boating\n",
-      "watching_bowling\n",
-      "watching_equestrian_sports\n",
-      "watching_football\n",
-      "watching_gymnastics\n",
-      "watching_hockey\n",
-      "watching_racquet_sports\n",
-      "watching_rodeo_competitions\n",
-      "watching_rollerblading\n",
-      "watching_rugby\n",
-      "watching_running\n",
-      "watching_skiing,ice_skating,snowboarding\n",
-      "watching_soccer\n",
-      "watching_softball\n",
-      "watching_vehicle_touring/racing\n",
-      "watching_volleyball\n",
-      "watching_water_sports\n",
-      "watching_wrestling\n",
-      "attending_sporting_eventNEC\n",
-      "waiting_related_playing_sports_exercising\n",
-      "waiting_related_attending_sporting_events\n",
-      "sports,exercise,recrationNEC\n",
-      "attending_religous_services\n",
-      "participation_religous_practices\n",
-      "waiting_associated.w/religious&spiritual_activities\n",
-      "religious_education_act\n",
-      "religous_spirtual_actNEC\n",
-      "computer_use\n",
-      "organizing/preparing\n",
-      "reading\n",
-      "telephone_calls(except_hotline_counseling)\n",
-      "writing\n",
-      "fundraising\n",
-      "administrative&support_activeNEC\n",
-      "food_prep,presentation,clean-up\n",
-      "collecting&delivering_clothing&other_goods\n",
-      "providing_car\n",
-      "teaching,leading,counseling,mentoring\n",
-      "social_service&care_activitiesNEC\n",
-      "building_houses,wildlifesites&other_structures\n",
-      "indoor&outdoor_maintenance,repair&clean-up\n",
-      "indoor&outdoor_maintenance,building&clean-up_activities\n",
-      "performing\n",
-      "serving_volunteering_events&cultural_activities\n",
-      "participating_performance&cultural_activitiesNEC\n",
-      "attending_meetings,conferences,training\n",
-      "attending_meetings,conferences&trainingNEC\n",
-      "public_heatlh_activities\n",
-      "public_safety_activities\n",
-      "public_health_safety_activitiesNEC\n",
-      "waiting_associated_volunteer_activities\n",
-      "security_procedures_related_volunteer_act\n",
-      "volunteer_activitiesNEC\n",
-      "telephone_calls_to/from_family_members\n",
-      "telephone_calls_to/from_friends/neighbors/acquaintances\n",
-      "telephone_calls_to/from_education,services,providers\n",
-      "telephone_calls_to/from_salespeople\n",
-      "telephone_calls_to/from_professional/personal_care_svcs_providers\n",
-      "telephone_calls_to/from_household_services_providers\n",
-      "telephone_calls_to/from_paid_child/adult_car_providers\n",
-      "telephone_calls_to/from_government_officials\n",
-      "telephone_callsNEC\n",
-      "waiting_associated_with_telephone_calls\n",
-      "telephone_callsNEC\n",
-      "travel_related_personal_car\n",
-      "travel_related_personal_carNEC\n",
-      "travel_related_housework\n",
-      "travel_related_food/drink_prep/clean-up/presentation\n",
-      "travel_related_interior_maintenance/repair&decoration\n",
-      "travel_related_exterior_maintenance/repair/decoration\n",
-      "travel_related_lawn/garden/houseplantcare\n",
-      "travel_related_careAnimals/pets\n",
-      "travel_related_vehiclecare/maintenance(by_self)\n",
-      "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n",
-      "travel_related_household_management\n",
-      "travel_related_to_household_act\n",
-      "travel_related_caring_helping_hhchildren\n",
-      "travel_related_hhchildrens_education\n",
-      "travel_related_hhchildrens_health\n",
-      "travel_related_caring_hhadults\n",
-      "travel_related_helping_hhadults\n",
-      "travel_related_caring/helping_nonhh_children\n",
-      "travel_related_nonhh_childrens_education\n",
-      "travel_related_nonhh_childrens_health\n",
-      "travel_related_caring_nonhh_adults\n",
-      "travel_related_helping_nonhh_adults\n",
-      "travel_related_working\n",
-      "travel_related_work-related_activities\n",
-      "travel_related_income-generating_activities\n",
-      "travel_related_job-search&interviewing\n",
-      "travel_related_workNEC\n",
-      "travel_related_taking_class\n",
-      "travel_related_extracurricular_activites(sports)\n",
-      "travel_related_research/homework\n",
-      "travel_related_registration/administrative_activities\n",
-      "travel_related_educationNEC\n",
-      "travel_related_grocery-shopping\n",
-      "travel_related_purchasing-gas\n",
-      "travel_related_purchasing-food\n",
-      "travel_related_shopping/exgroceries/food/gas\n",
-      "travel_related_consumer-purchasesNEC\n",
-      "travel_related_childcare_services\n",
-      "travel_related_financial_services/banking\n",
-      "travel_related_legal_services\n",
-      "travel_related_medical_services\n",
-      "travel_related_personal_care_services\n",
-      "travel_related_real_estateservices\n",
-      "travel_related_veterinary_services\n",
-      "travel_rel_using_prof.&personal_car_servicesNEC\n",
-      "travel_related_household_services\n",
-      "travel_related_home./repair/decor/construction\n",
-      "travel_related_pet_services(not_vet)\n",
-      "travel_related_lawn/garden-services\n",
-      "travel_related_vehicle/maintenance&repair-services\n",
-      "travel_related_household_servicesNEC\n",
-      "travel_related_government-services\n",
-      "travel_related_civic-oligations&participation\n",
-      "travel_rel.govtsvcs&civicobligationsNEC\n",
-      "travel_related_eating/drinking\n",
-      "travel_related_socializing/communicating\n",
-      "travel_related_hosting_socialevents\n",
-      "travel_related_relaxing/leisure\n",
-      "travel_related_arts/entertainment\n",
-      "travel_entertainment\n",
-      "travel_rel.socializing/relaxing&leisureNEC\n",
-      "travel_related_participating_sports/exercise/recreation\n",
-      "travel_related_attending_sporting/recration_events\n",
-      "travel_related_religious\n",
-      "travel_rel.religousNEC\n",
-      "travel_related_volunteering\n",
-      "travel_related_volunteer_activitiesNEC\n",
-      "travel_related_phone_calls\n",
-      "security_procedures_related_traveling\n",
-      "travelingNEC\n",
-      "insufficient_detail\n",
-      "missing_travel_or_destination\n",
-      "respondent_refused_provide_information\n",
-      "Gap/cant_remember\n",
-      "unable_to_code_activity_1st_tier\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?travel_related_religious\n",
-      "['weight', 'travel_related_religious']\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?softball\n",
-      "['weight', 'travel_related_religious', 'softball']\n",
-      "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n",
-      "What columns do you want?DONE\n",
-      "Want to graph your data? y/ny\n",
-      "What type of plot? bar or line (more to come)bar\n",
-      "['ggplot', 'dark_background', 'fivethirtyeight', 'bmh', 'grayscale']\n",
-      "What style plot? Type it correctly!fivethirtyeight\n",
-      "Your data sir     softball  travel_related_religious\n",
-      "0  0.062652                    1.1917\n",
-      "Whats your figure size, just enter one number no floats10\n",
-      "Want a legend True/FalseTrue\n",
-      "Want to stack it? True/FalseFalse\n",
-      "x label?Testing the Function\n",
-      "y label?Testing the Function\n",
-      "Want a grid True/FalseTrue\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "(   softball  travel_related_religious\n",
-       " 0  0.062652                    1.1917,\n",
-       " <matplotlib.axes._subplots.AxesSubplot at 0x1046645c0>)"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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Hqk6dOmrfvr0WLlwof39/dezY0To2P5/7/ffflyRt2rRJtWrVkiT16dNHbdu2feDvo0GD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\nHkykRQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1090b2f28>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "messy.datasets(test)"
    ]

From d824094549a43a40a58035d0b41f55bb05c7e4a6 Mon Sep 17 00:00:00 2001
From: Bekk Blando <bekkblando@gmail.com>
Date: Tue, 18 Aug 2015 09:43:06 -0400
Subject: [PATCH 7/7] Update README.md

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index 88b27af..a24416f 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,5 @@
+After manually creating and analyzing graphs based of the data, I created a program to let me clean and format the data easily and then automatically graph it.
+
 # American Time Use Analysis
 
 ## Description