diff --git a/dmu1/dmu1_ml_SPIRE-NEP/1.1_PanSTARRS.ipynb b/dmu1/dmu1_ml_SPIRE-NEP/1.1_PanSTARRS.ipynb
index 157712dc..2dc67804 100644
--- a/dmu1/dmu1_ml_SPIRE-NEP/1.1_PanSTARRS.ipynb
+++ b/dmu1/dmu1_ml_SPIRE-NEP/1.1_PanSTARRS.ipynb
@@ -23,9 +23,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This notebook was run with herschelhelp_internal version: \n",
+      "04829ed (Thu Nov 2 16:57:19 2017 +0000)\n"
+     ]
+    }
+   ],
    "source": [
     "from herschelhelp_internal import git_version\n",
     "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))"
@@ -33,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -58,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "collapsed": true
    },
@@ -83,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
     "collapsed": true
    },
@@ -128,11 +137,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "collapsed": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n",
+      "Check the NumPy 1.11 release notes for more information.\n",
+      "  ma.MaskedArray.__setitem__(self, index, value)\n"
+     ]
+    }
+   ],
    "source": [
     "# Adding flux and band-flag columns\n",
     "for col in catalogue.colnames:\n",
@@ -159,9 +178,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<Table masked=True length=10>\n",
+       "<table id=\"table140560236474888-688313\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>idx</th><th>ps1_id</th><th>ps1_ra</th><th>ps1_dec</th><th>m_ap_gpc1_g</th><th>merr_ap_gpc1_g</th><th>m_gpc1_g</th><th>merr_gpc1_g</th><th>m_ap_gpc1_r</th><th>merr_ap_gpc1_r</th><th>m_gpc1_r</th><th>merr_gpc1_r</th><th>m_ap_gpc1_i</th><th>merr_ap_gpc1_i</th><th>m_gpc1_i</th><th>merr_gpc1_i</th><th>m_ap_gpc1_z</th><th>merr_ap_gpc1_z</th><th>m_gpc1_z</th><th>merr_gpc1_z</th><th>m_ap_gpc1_y</th><th>merr_ap_gpc1_y</th><th>m_gpc1_y</th><th>merr_gpc1_y</th><th>f_ap_gpc1_g</th><th>ferr_ap_gpc1_g</th><th>f_gpc1_g</th><th>ferr_gpc1_g</th><th>flag_gpc1_g</th><th>f_ap_gpc1_r</th><th>ferr_ap_gpc1_r</th><th>f_gpc1_r</th><th>ferr_gpc1_r</th><th>flag_gpc1_r</th><th>f_ap_gpc1_i</th><th>ferr_ap_gpc1_i</th><th>f_gpc1_i</th><th>ferr_gpc1_i</th><th>flag_gpc1_i</th><th>f_ap_gpc1_z</th><th>ferr_ap_gpc1_z</th><th>f_gpc1_z</th><th>ferr_gpc1_z</th><th>flag_gpc1_z</th><th>f_ap_gpc1_y</th><th>ferr_ap_gpc1_y</th><th>f_gpc1_y</th><th>ferr_gpc1_y</th><th>flag_gpc1_y</th></tr></thead>\n",
+       "<tr><td>0</td><td>190652646414518463</td><td>264.64134902</td><td>68.88146611</td><td>22.0529994965</td><td>0.314444005489</td><td>22.2623996735</td><td>0.27905601263</td><td>21.0958003998</td><td>0.122387997806</td><td>20.9841003418</td><td>0.0891629979014</td><td>19.4955005646</td><td>0.0314770005643</td><td>19.6376991272</td><td>0.027682999149</td><td>19.0534992218</td><td>0.0409910008311</td><td>19.1441001892</td><td>0.0399129986763</td><td>18.6991004944</td><td>0.0481240004301</td><td>18.9386997223</td><td>0.0791210010648</td><td>5.48024786338</td><td>1.58715448714</td><td>4.51897699671</td><td>1.16146785595</td><td>False</td><td>13.2336559643</td><td>1.49174417324</td><td>14.6676272036</td><td>1.20453716827</td><td>False</td><td>57.7829585161</td><td>1.67520822263</td><td>50.6897733221</td><td>1.29243636308</td><td>False</td><td>86.8161077864</td><td>3.27766462132</td><td>79.8656304567</td><td>2.93595883487</td><td>False</td><td>120.326089371</td><td>5.33331462214</td><td>96.498399675</td><td>7.03214091045</td><td>False</td></tr>\n",
+       "<tr><td>1</td><td>190652647080590904</td><td>264.70830086</td><td>68.87514</td><td>21.5997009277</td><td>0.146503999829</td><td>21.6203994751</td><td>0.137224003673</td><td>21.2325000763</td><td>0.08011200279</td><td>21.353099823</td><td>0.0629680007696</td><td>21.6562995911</td><td>0.179582998157</td><td>21.3862991333</td><td>0.0909639969468</td><td>21.1693992615</td><td>0.0874449983239</td><td>21.2663993835</td><td>0.168685004115</td><td>21.5648994446</td><td>1.06137001514</td><td>22.9951992035</td><td>6.88903999329</td><td>8.31992916763</td><td>1.12265106019</td><td>8.16281981339</td><td>1.03168229183</td><td>False</td><td>11.6680953507</td><td>0.860940699216</td><td>10.4414321521</td><td>0.605557873917</td><td>False</td><td>7.89732777485</td><td>1.30623423353</td><td>10.1269891967</td><td>0.848448647404</td><td>False</td><td>12.3663147316</td><td>0.995980760555</td><td>11.3094177537</td><td>1.75708350883</td><td>False</td><td>8.59093082696</td><td>8.39813238424</td><td>2.30101960326</td><td>14.6000621539</td><td>False</td></tr>\n",
+       "<tr><td>2</td><td>190652648134289545</td><td>264.81361165</td><td>68.88225324</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>20.8104000092</td><td>0.0849540010095</td><td>20.809299469</td><td>0.0864399969578</td><td>20.2933006287</td><td>0.0395760014653</td><td>20.2933006287</td><td>0.0543010011315</td><td>19.9645996094</td><td>0.101228997111</td><td>20.0834999084</td><td>0.144172996283</td><td>19.6802997589</td><td>0.119498997927</td><td>19.4638996124</td><td>0.118602000177</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>17.2123431749</td><td>1.34678885446</td><td>17.2297990529</td><td>1.37173631236</td><td>False</td><td>27.7127579491</td><td>1.01015342806</td><td>27.7127579491</td><td>1.38600011141</td><td>False</td><td>37.5111307812</td><td>3.49736347821</td><td>33.6201801804</td><td>4.46436444776</td><td>False</td><td>48.7393907839</td><td>5.36438624107</td><td>59.4894775719</td><td>6.49842107004</td><td>False</td></tr>\n",
+       "<tr><td>3</td><td>190652649235243252</td><td>264.92334201</td><td>68.87709343</td><td>22.5447006226</td><td>0.0644539967179</td><td>22.6408004761</td><td>0.190547004342</td><td>22.6278991699</td><td>0.318242996931</td><td>22.3239002228</td><td>0.138026997447</td><td>22.0174999237</td><td>0.148524001241</td><td>22.2409000397</td><td>0.16440500319</td><td>21.4211997986</td><td>0.214842006564</td><td>21.8537006378</td><td>0.427886992693</td><td>20.3500003815</td><td>0.550024986267</td><td>20.6345996857</td><td>0.854929983616</td><td>3.48433377701</td><td>0.206845122087</td><td>3.18918571086</td><td>0.559702974656</td><td>False</td><td>3.22730738697</td><td>0.945964563349</td><td>4.27011833871</td><td>0.542849736845</td><td>False</td><td>5.66239328828</td><td>0.774590829787</td><td>4.60935315896</td><td>0.697960257273</td><td>False</td><td>9.80663656428</td><td>1.94050586863</td><td>6.58445364988</td><td>2.59492320365</td><td>False</td><td>26.3026706776</td><td>13.3247155385</td><td>20.2376520969</td><td>15.9355242091</td><td>False</td></tr>\n",
+       "<tr><td>4</td><td>190652651323768747</td><td>265.13234027</td><td>68.88166902</td><td>19.6702003479</td><td>0.0131069999188</td><td>19.7518997192</td><td>0.0214600004256</td><td>18.7723007202</td><td>0.0133579997346</td><td>18.8430995941</td><td>0.0110740000382</td><td>18.433599472</td><td>0.00955399964005</td><td>18.5160999298</td><td>0.00882299989462</td><td>18.3134994507</td><td>0.0291390009224</td><td>18.4046993256</td><td>0.0211689993739</td><td>18.3486003876</td><td>0.0487940013409</td><td>18.4775009155</td><td>0.0443940013647</td><td>49.1948749363</td><td>0.593880188365</td><td>45.6289118904</td><td>0.901873276672</td><td>False</td><td>112.48114068</td><td>1.38387486829</td><td>105.380477558</td><td>1.07483144376</td><td>False</td><td>153.659781459</td><td>1.35213829134</td><td>142.416408065</td><td>1.15731606613</td><td>False</td><td>171.632773185</td><td>4.60628236789</td><td>157.804822028</td><td>3.07677883825</td><td>False</td><td>166.172764497</td><td>7.46795958183</td><td>147.570528891</td><td>6.03392079244</td><td>False</td></tr>\n",
+       "<tr><td>5</td><td>190652651676001023</td><td>265.16724357</td><td>68.87522383</td><td>24.9347991943</td><td>3.16834998131</td><td>nan</td><td>nan</td><td>21.4668998718</td><td>0.0950720012188</td><td>21.5953998566</td><td>0.12712199986</td><td>20.8299007416</td><td>0.0998110026121</td><td>20.9472999573</td><td>0.0922420024872</td><td>20.6364994049</td><td>0.114725999534</td><td>20.7912006378</td><td>0.180850997567</td><td>21.3675994873</td><td>0.499045014381</td><td>20.7479991913</td><td>0.415744006634</td><td>0.385549658039</td><td>1.1250948863</td><td>nan</td><td>nan</td><td>False</td><td>9.40242875373</td><td>0.823319434331</td><td>8.35295337751</td><td>0.977994593375</td><td>False</td><td>16.9059547947</td><td>1.554153109</td><td>15.1732990391</td><td>1.28909350317</td><td>False</td><td>20.2022731145</td><td>2.13470451272</td><td>17.5194208313</td><td>2.91820860376</td><td>False</td><td>10.3029170926</td><td>4.73560648167</td><td>18.2305731859</td><td>6.98074864441</td><td>False</td></tr>\n",
+       "<tr><td>6</td><td>190652645689133416</td><td>264.56873393</td><td>68.87709666</td><td>21.7124004364</td><td>0.320946007967</td><td>21.7401008606</td><td>0.518769979477</td><td>22.3859996796</td><td>0.500540018082</td><td>22.3514995575</td><td>0.376888990402</td><td>21.9405002594</td><td>0.216536998749</td><td>21.9796009064</td><td>0.251024007797</td><td>25.5308990479</td><td>6.72490978241</td><td>nan</td><td>nan</td><td>20.6203994751</td><td>0.212321996689</td><td>20.179599762</td><td>0.525663018227</td><td>7.49962978882</td><td>2.21690704556</td><td>7.31071166711</td><td>3.49309318865</td><td>False</td><td>4.03273911995</td><td>1.85915078006</td><td>4.16294024452</td><td>1.44507140776</td><td>False</td><td>6.0785486401</td><td>1.21229325642</td><td>5.86353656089</td><td>1.35565935899</td><td>False</td><td>0.222659064914</td><td>1.37912148201</td><td>nan</td><td>nan</td><td>False</td><td>20.5040763321</td><td>4.00969075915</td><td>30.7723097412</td><td>14.8985224454</td><td>False</td></tr>\n",
+       "<tr><td>7</td><td>190652646850983471</td><td>264.6848681</td><td>68.87729108</td><td>22.5167007446</td><td>0.89126098156</td><td>21.7322006226</td><td>0.395891994238</td><td>22.7495994568</td><td>0.395267993212</td><td>22.7117004395</td><td>0.676388025284</td><td>21.9482002258</td><td>0.296386003494</td><td>22.0086994171</td><td>0.181031003594</td><td>21.3656005859</td><td>0.229386001825</td><td>21.4668998718</td><td>0.354966014624</td><td>20.0373001099</td><td>0.228589996696</td><td>19.8572998047</td><td>0.364841014147</td><td>3.57535938307</td><td>2.93494708864</td><td>7.36410124884</td><td>2.68517225123</td><td>False</td><td>2.88509565881</td><td>1.05033429509</td><td>2.9875819315</td><td>1.86119301739</td><td>False</td><td>6.03559249261</td><td>1.64760567969</td><td>5.70847670523</td><td>0.951806951278</td><td>False</td><td>10.3219028134</td><td>2.18073230609</td><td>9.40242875373</td><td>3.07399039275</td><td>False</td><td>35.0816455288</td><td>7.38606044485</td><td>41.407601789</td><td>13.9142375136</td><td>False</td></tr>\n",
+       "<tr><td>8</td><td>190652654718150071</td><td>265.47174246</td><td>68.87439888</td><td>21.7723999023</td><td>0.103105999529</td><td>22.0270004272</td><td>0.172511994839</td><td>21.1399993896</td><td>0.0679989978671</td><td>21.3309993744</td><td>0.0870210006833</td><td>20.1347999573</td><td>0.0351100005209</td><td>20.1578006744</td><td>0.0401160009205</td><td>19.4722003937</td><td>0.0675550028682</td><td>19.6007995605</td><td>0.0592209994793</td><td>20.067199707</td><td>0.220589995384</td><td>19.8537006378</td><td>0.132204994559</td><td>7.09643189329</td><td>0.673906516374</td><td>5.61306186797</td><td>0.891856139412</td><td>False</td><td>12.7057481947</td><td>0.795753278378</td><td>10.6561481617</td><td>0.854082854013</td><td>False</td><td>32.0686012174</td><td>1.03701856907</td><td>31.3963910885</td><td>1.16004020893</td><td>False</td><td>59.0363967229</td><td>3.67327158518</td><td>52.4421122511</td><td>2.86043174088</td><td>False</td><td>34.1287291824</td><td>6.93396441956</td><td>41.5450938978</td><td>5.05875081687</td><td>False</td></tr>\n",
+       "<tr><td>9</td><td>190652647959247381</td><td>264.79584431</td><td>68.8805265</td><td>16.0041007996</td><td>0.00706999981776</td><td>16.0475006104</td><td>0.00243399990723</td><td>15.5197000504</td><td>0.00229500001296</td><td>15.5717000961</td><td>0.0024619998876</td><td>15.3445997238</td><td>0.00182500004303</td><td>15.4083003998</td><td>0.00250599998981</td><td>15.2847995758</td><td>0.0029649999924</td><td>15.3421001434</td><td>0.00301299989223</td><td>15.2400999069</td><td>0.00592599995434</td><td>15.3145999908</td><td>0.00493500009179</td><td>1439.99067649</td><td>9.37680237217</td><td>1383.56560119</td><td>3.10167288351</td><td>False</td><td>2249.67602412</td><td>4.75530472493</td><td>2144.46993324</td><td>4.86276934624</td><td>False</td><td>2643.38310844</td><td>4.44322871937</td><td>2492.75640077</td><td>5.75355918643</td><td>False</td><td>2793.05938545</td><td>7.62747066951</td><td>2649.47571186</td><td>7.35249501614</td><td>False</td><td>2910.44929297</td><td>15.88537096</td><td>2717.44024934</td><td>12.3515894755</td><td>False</td></tr>\n",
+       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
+       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
+       "display: inline-block; margin-right: 1em; }\n",
+       ".paginate_button { margin-right: 5px; }\n",
+       "</style>\n",
+       "<script>\n",
+       "require.config({paths: {\n",
+       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
+       "}});\n",
+       "require([\"datatables\"], function(){\n",
+       "    console.log(\"$('#table140560236474888-688313').dataTable()\");\n",
+       "    $('#table140560236474888-688313').dataTable({\n",
+       "        \"order\": [],\n",
+       "        \"iDisplayLength\": 50,\n",
+       "        \"aLengthMenu\": [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
+       "        \"pagingType\": \"full_numbers\"\n",
+       "    });\n",
+       "});\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "catalogue[:10].show_in_notebook()"
    ]
@@ -182,9 +246,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n",
+      "Check the NumPy 1.11 release notes for more information.\n",
+      "  ma.MaskedArray.__setitem__(self, index, value)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The initial catalogue had 2675 sources.\n",
+      "The cleaned catalogue has 2674 sources (1 removed).\n",
+      "The cleaned catalogue has 1 sources flagged as having been cleaned\n"
+     ]
+    }
+   ],
    "source": [
     "SORT_COLS = ['merr_ap_gpc1_r', 'merr_ap_gpc1_g', 'merr_ap_gpc1_i', 'merr_ap_gpc1_z', 'merr_ap_gpc1_y']\n",
     "FLAG_NAME = 'ps1_flag_cleaned'\n",
@@ -211,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "collapsed": true
    },
@@ -223,9 +306,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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PEzj7XIvFgsLCQtx9990YMGAABgwYgM8++wzz5s3DK6+8gvvuuw+nTp2yO/f06dPQaDRo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\nrkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fd6bce7ceb8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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BW+0fpdOXolghhhn7p9wiwReUMHdClFqTlKjirSNURbEEh6QJCxwuEEblPe98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OAAAV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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fd6bacd6ef0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n",
     "                    gaia_coords.ra, gaia_coords.dec)"
@@ -233,9 +337,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "RA correction: -0.00015501241250603925 arcsec\n",
+      "Dec correction: -0.0003735176392183348 arcsec\n"
+     ]
+    }
+   ],
    "source": [
     "delta_ra, delta_dec =  astrometric_correction(\n",
     "    SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n",
@@ -248,7 +361,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
     "collapsed": true
    },
@@ -260,9 +373,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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I8PbvBI1GkNy8ohEAjZMC1/ZalFAXVHsaQeDjuRNOgx0AvP3223bL51SloKAA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\nTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fd6ba43ca90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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YKzXkghJgSu3sEwmwc8aBNZ8DjB1T+TiKYmnMNLWyYB/XxEuisCg6CBeY4GLa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\nYGAYhmEYJiksMDAMwzAMk5T/Hzewry74hBCnAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fd6baa6dc18>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n",
     "                    gaia_coords.ra, gaia_coords.dec)"
@@ -277,7 +411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "collapsed": true
    },
@@ -290,9 +424,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "730 sources flagged.\n"
+     ]
+    }
+   ],
    "source": [
     "GAIA_FLAG_NAME = \"ps1_flag_gaia\"\n",
     "\n",
@@ -316,7 +458,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "collapsed": true
    },
diff --git a/dmu1/dmu1_ml_SPIRE-NEP/2_Merging.ipynb b/dmu1/dmu1_ml_SPIRE-NEP/2_Merging.ipynb
index 9098cb1e..ccec98e2 100644
--- a/dmu1/dmu1_ml_SPIRE-NEP/2_Merging.ipynb
+++ b/dmu1/dmu1_ml_SPIRE-NEP/2_Merging.ipynb
@@ -19,7 +19,7 @@
      "output_type": "stream",
      "text": [
       "This notebook was run with herschelhelp_internal version: \n",
-      "04829ed (Thu Nov 2 16:57:19 2017 +0000) [with local modifications]\n"
+      "04829ed (Thu Nov 2 16:57:19 2017 +0000)\n"
      ]
     }
    ],
@@ -32,16 +32,7 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/rs548/anaconda/envs/herschelhelp_internal/lib/python3.6/site-packages/seaborn/apionly.py:6: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n",
-      "  warnings.warn(msg, UserWarning)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "#%config InlineBackend.figure_format = 'svg'\n",
@@ -166,55 +157,35 @@
      "data": {
       "text/html": [
        "&lt;Table length=10&gt;\n",
-       "<table id=\"table4658799448-188404\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table140188094236152-206894\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>idx</th><th>ps1_id</th><th>ra</th><th>dec</th><th>m_ap_gpc1_g</th><th>merr_ap_gpc1_g</th><th>m_gpc1_g</th><th>merr_gpc1_g</th><th>m_ap_gpc1_r</th><th>merr_ap_gpc1_r</th><th>m_gpc1_r</th><th>merr_gpc1_r</th><th>m_ap_gpc1_i</th><th>merr_ap_gpc1_i</th><th>m_gpc1_i</th><th>merr_gpc1_i</th><th>m_ap_gpc1_z</th><th>merr_ap_gpc1_z</th><th>m_gpc1_z</th><th>merr_gpc1_z</th><th>m_ap_gpc1_y</th><th>merr_ap_gpc1_y</th><th>m_gpc1_y</th><th>merr_gpc1_y</th><th>f_ap_gpc1_g</th><th>ferr_ap_gpc1_g</th><th>f_gpc1_g</th><th>ferr_gpc1_g</th><th>flag_gpc1_g</th><th>f_ap_gpc1_r</th><th>ferr_ap_gpc1_r</th><th>f_gpc1_r</th><th>ferr_gpc1_r</th><th>flag_gpc1_r</th><th>f_ap_gpc1_i</th><th>ferr_ap_gpc1_i</th><th>f_gpc1_i</th><th>ferr_gpc1_i</th><th>flag_gpc1_i</th><th>f_ap_gpc1_z</th><th>ferr_ap_gpc1_z</th><th>f_gpc1_z</th><th>ferr_gpc1_z</th><th>flag_gpc1_z</th><th>f_ap_gpc1_y</th><th>ferr_ap_gpc1_y</th><th>f_gpc1_y</th><th>ferr_gpc1_y</th><th>flag_gpc1_y</th><th>ps1_flag_cleaned</th><th>ps1_flag_gaia</th></tr></thead>\n",
        "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
-       "<tr><td>0</td><td>190722653882417246</td><td>265.388181797</td><td>68.9387146457</td><td>19.2134990692</td><td>0.00342800002545</td><td>nan</td><td>nan</td><td>nan</td><td>4.99999987369e-05</td><td>nan</td><td>nan</td><td>18.8502006531</td><td>0.00138799997512</td><td>nan</td><td>nan</td><td>18.7789993286</td><td>0.00228199991398</td><td>nan</td><td>nan</td><td>19.0373001099</td><td>0.00218400009908</td><td>nan</td><td>nan</td><td>74.9204491495</td><td>0.236546686447</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>104.693504787</td><td>0.13383967616</td><td>nan</td><td>nan</td><td>False</td><td>111.789308198</td><td>0.234958722546</td><td>nan</td><td>nan</td><td>False</td><td>88.1211093989</td><td>0.177258997917</td><td>nan</td><td>nan</td><td>False</td><td>False</td><td>3</td></tr>\n",
-       "<tr><td>1</td><td>190482652731951974</td><td>265.273177477</td><td>68.7343304857</td><td>13.1686000824</td><td>0.000174000000698</td><td>13.2056999207</td><td>0.000456999987364</td><td>12.7111997604</td><td>0.000100999997812</td><td>12.6421003342</td><td>0.000666000007186</td><td>12.8554000854</td><td>8.80000006873e-05</td><td>12.869799614</td><td>0.000577000027988</td><td>12.5587997437</td><td>0.000125000005937</td><td>12.6094999313</td><td>0.000254999991739</td><td>12.5476999283</td><td>0.000113000001875</td><td>12.5921001434</td><td>0.000345999986166</td><td>19613.7198148</td><td>3.14329322952</td><td>18954.8360235</td><td>7.97832823965</td><td>False</td><td>29889.5994995</td><td>2.780463128</td><td>31853.6985917</td><td>19.5393350595</td><td>False</td><td>26172.1840563</td><td>2.12128158281</td><td>25827.3682268</td><td>13.7256104424</td><td>False</td><td>34393.7953297</td><td>3.95973220896</td><td>32824.6442134</td><td>7.70931646802</td><td>False</td><td>34747.2171764</td><td>3.61638083806</td><td>33354.923016</td><td>10.6294722894</td><td>False</td><td>True</td><td>3</td></tr>\n",
-       "<tr><td>2</td><td>190722653912264533</td><td>265.391174867</td><td>68.9364847957</td><td>12.7490997314</td><td>0.00017499999376</td><td>12.785200119</td><td>0.000911000010092</td><td>12.4386997223</td><td>0.000100999997812</td><td>12.4645004272</td><td>0.000361000013072</td><td>12.2482995987</td><td>6.60000005155e-05</td><td>12.288599968</td><td>0.000490000005811</td><td>12.2592000961</td><td>0.000113000001875</td><td>12.29529953</td><td>0.000292999990052</td><td>12.1958999634</td><td>9.40000027185e-05</td><td>12.1674003601</td><td>0.000339999998687</td><td>28864.2387026</td><td>4.65236543712</td><td>27920.2917696</td><td>23.4268563325</td><td>False</td><td>38416.7048576</td><td>3.57369229244</td><td>37514.5575839</td><td>12.4733390292</td><td>False</td><td>45780.4608845</td><td>2.78291396081</td><td>44112.3315367</td><td>19.9081900508</td><td>False</td><td>45323.1370016</td><td>4.71708923743</td><td>43840.9733774</td><td>11.8310550087</td><td>False</td><td>48044.0947342</td><td>4.15952329473</td><td>49321.9065446</td><td>15.4452325408</td><td>False</td><td>False</td><td>3</td></tr>\n",
-       "<tr><td>3</td><td>190672651606062514</td><td>265.160522787</td><td>68.8931333257</td><td>12.815199852</td><td>0.000167000005604</td><td>12.9259004593</td><td>0.000843000016175</td><td>12.7364997864</td><td>0.000109000000521</td><td>13.3079996109</td><td>0.00110700004734</td><td>15.7264995575</td><td>0.000335999997333</td><td>nan</td><td>nan</td><td>12.2652997971</td><td>0.000119999996969</td><td>nan</td><td>nan</td><td>16.6851997375</td><td>0.000732999993488</td><td>nan</td><td>nan</td><td>27159.3929856</td><td>4.17745927686</td><td>24526.7393785</td><td>19.0433381536</td><td>False</td><td>29201.1587594</td><td>2.93158347859</td><td>17250.4391546</td><td>17.5882842232</td><td>False</td><td>1859.51710233</td><td>0.575459986215</td><td>nan</td><td>nan</td><td>False</td><td>45069.2240732</td><td>4.98123460235</td><td>nan</td><td>nan</td><td>False</td><td>768.988960157</td><td>0.519158245177</td><td>nan</td><td>nan</td><td>False</td><td>True</td><td>3</td></tr>\n",
-       "<tr><td>4</td><td>190622643128955464</td><td>264.312914227</td><td>68.8539061457</td><td>nan</td><td>nan</td><td>13.0476999283</td><td>0.00121300003957</td><td>12.7306995392</td><td>0.000109000000521</td><td>12.7356996536</td><td>0.000487999990582</td><td>nan</td><td>nan</td><td>13.108499527</td><td>0.00134499999695</td><td>12.265999794</td><td>0.000119999996969</td><td>12.3839998245</td><td>0.000560000014957</td><td>12.206199646</td><td>9.300000238e-05</td><td>12.241399765</td><td>0.000284999987343</td><td>nan</td><td>nan</td><td>21924.0118777</td><td>24.4938200998</td><td>False</td><td>29357.5753567</td><td>2.94728656476</td><td>29222.6864701</td><td>13.1345631284</td><td>False</td><td>nan</td><td>nan</td><td>20730.0423443</td><td>25.6801852675</td><td>False</td><td>45040.1763622</td><td>4.97802413076</td><td>40401.740067</td><td>20.8383721043</td><td>False</td><td>47590.4861874</td><td>4.07641866348</td><td>46072.3212757</td><td>12.0937396422</td><td>False</td><td>False</td><td>3</td></tr>\n",
-       "<tr><td>5</td><td>190412643390086959</td><td>264.339006877</td><td>68.6801702857</td><td>12.9955997467</td><td>0.000155999994604</td><td>13.0321998596</td><td>0.000372999988031</td><td>12.8657999039</td><td>0.000110000000859</td><td>12.8879995346</td><td>0.000265000009676</td><td>12.7673997879</td><td>8.09999983176e-05</td><td>12.7856998444</td><td>0.00034900000901</td><td>12.6052999496</td><td>0.000125999999</td><td>12.6520004272</td><td>0.000241999994614</td><td>12.5761003494</td><td>0.000113000001875</td><td>12.6241998672</td><td>0.000371000001905</td><td>23001.7088163</td><td>3.30491553611</td><td>22239.245863</td><td>7.64019695056</td><td>False</td><td>25922.6883368</td><td>2.62632463284</td><td>25398.0390244</td><td>6.19900170754</td><td>False</td><td>28381.8097692</td><td>2.11738959563</td><td>27907.44402</td><td>8.97059356751</td><td>False</td><td>32951.8665512</td><td>3.82407359568</td><td>31564.5664921</td><td>7.0354335497</td><td>False</td><td>33850.0925341</td><td>3.52301093309</td><td>32383.2217005</td><td>11.0654643918</td><td>False</td><td>False</td><td>3</td></tr>\n",
-       "<tr><td>6</td><td>190952649882595991</td><td>264.988190407</td><td>69.1293964657</td><td>13.8341999054</td><td>0.000265999988187</td><td>13.8683004379</td><td>0.0010300000431</td><td>12.7707004547</td><td>0.000111000001198</td><td>nan</td><td>nan</td><td>nan</td><td>1.80000006367e-05</td><td>nan</td><td>nan</td><td>12.3580999374</td><td>0.000125000005937</td><td>nan</td><td>nan</td><td>nan</td><td>0.000691999972332</td><td>nan</td><td>nan</td><td>10624.7822425</td><td>2.60301898252</td><td>10296.2676823</td><td>9.76770979</td><td>False</td><td>28295.6593322</td><td>2.89280048505</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>41377.097719</td><td>4.76371464622</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>True</td><td>3</td></tr>\n",
-       "<tr><td>7</td><td>190662649544425294</td><td>264.954403137</td><td>68.8871358757</td><td>13.3626003265</td><td>0.000213999999687</td><td>13.4056997299</td><td>0.000449000013759</td><td>12.7811002731</td><td>0.000112000001536</td><td>12.8009996414</td><td>0.000246999989031</td><td>12.3708000183</td><td>7.20000025467e-05</td><td>12.405500412</td><td>0.000479999987874</td><td>12.2262001038</td><td>0.000118000003567</td><td>12.265999794</td><td>0.000285999994958</td><td>12.0875997543</td><td>8.80000006873e-05</td><td>12.1350002289</td><td>0.000260000000708</td><td>16404.3818289</td><td>3.23332471632</td><td>15765.9486612</td><td>6.51991813001</td><td>False</td><td>28025.9208239</td><td>2.89103666395</td><td>27516.940416</td><td>6.2599772865</td><td>False</td><td>40895.9209504</td><td>2.71199062873</td><td>39609.543319</td><td>17.5112336031</td><td>False</td><td>46721.8422232</td><td>5.07782417575</td><td>45040.1763622</td><td>11.8642909355</td><td>False</td><td>53083.5670329</td><td>4.30247597428</td><td>50815.9335437</td><td>12.1688331838</td><td>False</td><td>False</td><td>3</td></tr>\n",
-       "<tr><td>8</td><td>190482652739931913</td><td>265.273932197</td><td>68.7343666057</td><td>14.8704996109</td><td>0.000380999990739</td><td>nan</td><td>nan</td><td>13.0739002228</td><td>0.00011899999663</td><td>nan</td><td>nan</td><td>nan</td><td>1.59999999596e-05</td><td>nan</td><td>nan</td><td>12.7314996719</td><td>0.000134999994771</td><td>nan</td><td>nan</td><td>12.8277997971</td><td>0.000127999999677</td><td>nan</td><td>nan</td><td>4090.72378222</td><td>1.43549208022</td><td>nan</td><td>nan</td><td>False</td><td>21401.2879744</td><td>2.34564637862</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>29335.9482762</td><td>3.64761978695</td><td>nan</td><td>nan</td><td>False</td><td>26846.0306186</td><td>3.16494181133</td><td>nan</td><td>nan</td><td>False</td><td>True</td><td>2</td></tr>\n",
-       "<tr><td>9</td><td>190572663265346158</td><td>266.326548637</td><td>68.8128311657</td><td>13.3256998062</td><td>0.000243000002229</td><td>13.3695001602</td><td>0.000342999992426</td><td>12.9804000854</td><td>0.000121999997646</td><td>13.0089998245</td><td>0.000273000012385</td><td>12.730799675</td><td>7.50000035623e-05</td><td>12.7702999115</td><td>0.000159999995958</td><td>12.7189998627</td><td>0.000140999996802</td><td>12.7716999054</td><td>0.000257000006968</td><td>12.6738996506</td><td>0.00011600000289</td><td>12.7285995483</td><td>0.000364000006812</td><td>16971.4941011</td><td>3.79841170103</td><td>16300.4628345</td><td>5.14955530106</td><td>False</td><td>23325.9835932</td><td>2.62105097995</td><td>22719.5680493</td><td>5.71266052624</td><td>False</td><td>29354.8678769</td><td>2.02776253172</td><td>28306.0999208</td><td>4.17134093261</td><td>False</td><td>29675.6373343</td><td>3.8538502731</td><td>28269.6243675</td><td>6.69158275057</td><td>False</td><td>30934.2890864</td><td>3.3050179295</td><td>29414.4126426</td><td>9.86136996753</td><td>False</td><td>True</td><td>3</td></tr>\n",
+       "<tr><td>0</td><td>190582648149477540</td><td>264.814910507</td><td>68.8223297362</td><td>14.2279996872</td><td>0.00633599981666</td><td>14.305100441</td><td>0.000615000026301</td><td>13.748000145</td><td>3.70000016119e-05</td><td>13.8243999481</td><td>0.00379400001839</td><td>13.5951004028</td><td>0.0022450000979</td><td>13.6630001068</td><td>0.00166599999648</td><td>13.5431003571</td><td>0.0016680000117</td><td>13.6027002335</td><td>0.00132399995346</td><td>13.5167999268</td><td>0.00312400003895</td><td>13.5798997879</td><td>0.00324900005944</td><td>7392.64965642</td><td>43.1410748416</td><td>6885.8859237</td><td>3.90041338367</td><td>False</td><td>11502.7039422</td><td>0.391992145547</td><td>10721.1166356</td><td>37.4639037866</td><td>False</td><td>13242.1907313</td><td>27.381162531</td><td>12439.4150118</td><td>19.0875695911</td><td>False</td><td>13891.8427035</td><td>21.3418265787</td><td>13149.8229838</td><td>16.0355387821</td><td>False</td><td>14232.4618806</td><td>40.9512101325</td><td>13428.8890239</td><td>40.1851398577</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>1</td><td>190632649450999463</td><td>264.945037767</td><td>68.8656346562</td><td>14.2491998672</td><td>0.000959999975748</td><td>14.3062000275</td><td>0.00042699999176</td><td>13.9289999008</td><td>0.00045299998601</td><td>14.0030002594</td><td>0.00479699997231</td><td>13.8473997116</td><td>0.00335499993525</td><td>13.899600029</td><td>0.00277099991217</td><td>13.795999527</td><td>0.00254400004633</td><td>13.8442001343</td><td>0.0031429999508</td><td>13.7894001007</td><td>0.00314199994318</td><td>13.8352003098</td><td>0.00204900000244</td><td>7249.70029559</td><td>6.41013174052</td><td>6878.91572756</td><td>2.70535047658</td><td>False</td><td>9736.43658741</td><td>4.06231791715</td><td>9094.94121263</td><td>40.1832715479</td><td>False</td><td>10496.3937834</td><td>32.4345824605</td><td>10003.6845478</td><td>25.5312560102</td><td>False</td><td>11005.2570089</td><td>25.7865347197</td><td>10527.3714341</td><td>30.4747394022</td><td>False</td><td>11072.3539319</td><td>32.0421620577</td><td>10614.9970082</td><td>20.0326090265</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>2</td><td>190692655307894027</td><td>265.530709447</td><td>68.9110899862</td><td>15.5255002975</td><td>0.00400999980047</td><td>15.5634002686</td><td>0.00243099988438</td><td>14.5818996429</td><td>0.000727000006009</td><td>14.6403999329</td><td>0.00201299996115</td><td>14.1426000595</td><td>0.00152100005653</td><td>14.1857995987</td><td>0.00115300004836</td><td>13.9314002991</td><td>0.000998000032268</td><td>13.9735002518</td><td>0.0016230000183</td><td>13.7867002487</td><td>0.00202600006014</td><td>13.8350000381</td><td>0.0015269999858</td><td>2237.6897935</td><td>8.26456333143</td><td>2160.92598842</td><td>4.83838597716</td><td>False</td><td>5336.29884185</td><td>3.57314168312</td><td>5056.38374901</td><td>9.37474521502</td><td>False</td><td>7997.60547107</td><td>11.2037881027</td><td>7685.64216844</td><td>8.16178529652</td><td>False</td><td>9714.93457884</td><td>8.92989013415</td><td>9345.44313605</td><td>13.9699259492</td><td>False</td><td>11099.9213236</td><td>20.7126198525</td><td>10616.955199</td><td>14.9318871076</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>3</td><td>190832651577179648</td><td>265.157657507</td><td>69.0324273262</td><td>15.2238998413</td><td>0.00406700000167</td><td>15.2693996429</td><td>0.00790099985898</td><td>14.6610002518</td><td>0.000783000024967</td><td>14.7079000473</td><td>0.00157099997159</td><td>14.4495000839</td><td>0.0011569999624</td><td>14.5092000961</td><td>0.0022150001023</td><td>14.3676996231</td><td>0.00196200003847</td><td>14.4252004623</td><td>0.00537100015208</td><td>14.317199707</td><td>0.00185899995267</td><td>14.3607997894</td><td>0.00362000009045</td><td>2954.20115416</td><td>11.065980895</td><td>2832.95804491</td><td>20.6156900868</td><td>False</td><td>4961.35038537</td><td>3.57797544062</td><td>4751.60117527</td><td>6.87530293145</td><td>False</td><td>6028.37092325</td><td>6.42405116547</td><td>5705.84489136</td><td>11.6404398809</td><td>False</td><td>6500.10168696</td><td>11.7461310621</td><td>6164.81168808</td><td>30.4965463702</td><td>False</td><td>6809.57671954</td><td>11.6593724552</td><td>6541.5412484</td><td>21.8104359117</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>4</td><td>190982647386142438</td><td>264.738555327</td><td>69.1513914262</td><td>14.8620996475</td><td>0.00308299995959</td><td>14.9170999527</td><td>0.00701199984178</td><td>14.4414997101</td><td>0.00082499999553</td><td>14.4989004135</td><td>0.00559099996462</td><td>14.2973003387</td><td>0.00254700006917</td><td>14.3661003113</td><td>0.00255699991249</td><td>14.2636003494</td><td>0.0020389999263</td><td>14.3268995285</td><td>0.00170999998227</td><td>14.2371997833</td><td>0.00266700005159</td><td>14.3076000214</td><td>0.00342199997976</td><td>4122.49503239</td><td>11.7060221097</td><td>3918.86243811</td><td>25.3091521454</td><td>False</td><td>6072.95573989</td><td>4.61455410283</td><td>5760.23013128</td><td>29.662312373</td><td>False</td><td>6935.5333515</td><td>16.2698856763</td><td>6509.68352624</td><td>15.3308512086</td><td>False</td><td>7154.17995683</td><td>13.435466498</td><td>6749.01181763</td><td>10.6294789083</td><td>False</td><td>7330.27194304</td><td>18.0060640555</td><td>6870.05148069</td><td>21.6528802529</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>5</td><td>191022651184291037</td><td>265.118397937</td><td>69.1835778862</td><td>14.2899999619</td><td>0.00245700008236</td><td>14.3538999557</td><td>0.00548799987882</td><td>13.9597997665</td><td>0.000900999992155</td><td>14.0179004669</td><td>0.00256099994294</td><td>13.8449001312</td><td>0.00201900000684</td><td>13.9139003754</td><td>0.00277699995786</td><td>13.8359003067</td><td>0.00089999998454</td><td>13.8867998123</td><td>0.00273699988611</td><td>13.8187999725</td><td>0.0032389999833</td><td>13.8866996765</td><td>0.00340100005269</td><td>6982.32428609</td><td>15.8008651372</td><td>6583.24499604</td><td>33.2758984938</td><td>False</td><td>9464.11684249</td><td>7.85381307491</td><td>8970.97844615</td><td>21.1604579345</td><td>False</td><td>10520.586404</td><td>19.5637429502</td><td>9872.78887331</td><td>25.2517454654</td><td>False</td><td>10608.1555022</td><td>8.79342490946</td><td>10122.320289</td><td>25.5170541028</td><td>False</td><td>10776.5565194</td><td>32.1489384192</td><td>10123.2538983</td><td>31.7104531382</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>6</td><td>190822654421335368</td><td>265.441837017</td><td>69.0204656262</td><td>15.1218996048</td><td>0.00309600005858</td><td>15.189499855</td><td>0.00392499985173</td><td>14.717499733</td><td>0.00105399999302</td><td>14.7691001892</td><td>0.00235199998133</td><td>14.5580997467</td><td>0.00131099997088</td><td>14.6118001938</td><td>0.00171600002795</td><td>14.5367002487</td><td>0.00341799994931</td><td>14.5911998749</td><td>0.00274699996226</td><td>14.5080003738</td><td>0.00274199992418</td><td>14.5721998215</td><td>0.00413300003856</td><td>3245.19021703</td><td>9.2537294584</td><td>3049.2993275</td><td>11.0233953293</td><td>False</td><td>4709.7744223</td><td>4.57210709791</td><td>4491.17444682</td><td>9.72910562323</td><td>False</td><td>5454.56474722</td><td>6.58625381879</td><td>5191.34536865</td><td>8.20489245794</td><td>False</td><td>5563.13886166</td><td>17.5132856985</td><td>5290.78422579</td><td>13.3861098164</td><td>False</td><td>5712.15324942</td><td>14.4259017137</td><td>5384.18621035</td><td>20.495624736</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>7</td><td>190952647902459389</td><td>264.790211417</td><td>69.1320948362</td><td>12.3435001373</td><td>0.00108600000385</td><td>12.8218002319</td><td>0.00108600000385</td><td>11.1414003372</td><td>0.00108600000385</td><td>13.3312997818</td><td>0.0824650004506</td><td>11.5027999878</td><td>0.00161899998784</td><td>11.8860998154</td><td>0.00169099995401</td><td>10.4279003143</td><td>0.00108600000385</td><td>nan</td><td>nan</td><td>10.0581998825</td><td>0.0</td><td>10.0796003342</td><td>0.0</td><td>41937.2496622</td><td>41.9474390695</td><td>26994.7871348</td><td>27.0013460027</td><td>False</td><td>126893.642811</td><td>126.924473899</td><td>16884.1844249</td><td>1282.40568023</td><td>False</td><td>90966.1899263</td><td>135.644606617</td><td>63908.7133063</td><td>99.5358087793</td><td>False</td><td>244816.043102</td><td>244.875525553</td><td>nan</td><td>nan</td><td>False</td><td>344128.028951</td><td>0.0</td><td>337411.48894</td><td>0.0</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>8</td><td>190762653395766088</td><td>265.339526907</td><td>68.9711315762</td><td>12.8346004486</td><td>0.00108600000385</td><td>12.8804998398</td><td>0.00108600000385</td><td>12.2329998016</td><td>0.00108600000385</td><td>12.5298995972</td><td>0.00108600000385</td><td>12.926199913</td><td>0.0191849991679</td><td>13.6634998322</td><td>0.0420270003378</td><td>11.8736000061</td><td>0.00909799989313</td><td>11.9169998169</td><td>0.0109440004453</td><td>11.7222003937</td><td>0.00293099996634</td><td>11.7566003799</td><td>0.00384699995629</td><td>26678.4025026</td><td>26.6848844992</td><td>25574.0826321</td><td>25.5802963144</td><td>False</td><td>46430.149211</td><td>46.4414302489</td><td>35321.5831713</td><td>35.3301651837</td><td>False</td><td>24519.9756628</td><td>433.268883019</td><td>12433.6909137</td><td>481.287010547</td><td>False</td><td>64648.7299718</td><td>541.728401242</td><td>62115.5125588</td><td>626.111751754</td><td>False</td><td>74322.4200552</td><td>200.637143466</td><td>72004.5346572</td><td>255.127756139</td><td>False</td><td>False</td><td>3</td></tr>\n",
+       "<tr><td>9</td><td>190722653912264533</td><td>265.391174837</td><td>68.9364848762</td><td>12.714099884</td><td>0.00119099998847</td><td>12.758099556</td><td>0.00108600000385</td><td>12.3028001785</td><td>0.00108600000385</td><td>12.3551998138</td><td>0.00108600000385</td><td>12.6942996979</td><td>0.21552400291</td><td>12.6447000504</td><td>0.160992994905</td><td>12.1927995682</td><td>0.00108600000385</td><td>12.2520999908</td><td>0.00108600000385</td><td>12.1868000031</td><td>0.000859999970999</td><td>12.2322998047</td><td>0.00065000000177</td><td>29809.8675493</td><td>32.6999797481</td><td>28625.9677464</td><td>28.6329229389</td><td>False</td><td>43539.148234</td><td>43.5497268513</td><td>41487.7683448</td><td>41.4978485426</td><td>False</td><td>30358.4868158</td><td>6026.30968016</td><td>31777.518473</td><td>4711.97133078</td><td>False</td><td>48181.4840553</td><td>48.1931906114</td><td>45620.4960959</td><td>45.6315804141</td><td>False</td><td>48448.4624333</td><td>38.3755060437</td><td>46460.0933557</td><td>27.8143628545</td><td>False</td><td>False</td><td>3</td></tr>\n",
        "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
        ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
        "display: inline-block; margin-right: 1em; }\n",
        ".paginate_button { margin-right: 5px; }\n",
        "</style>\n",
        "<script>\n",
-       "\n",
-       "var astropy_sort_num = function(a, b) {\n",
-       "    var a_num = parseFloat(a);\n",
-       "    var b_num = parseFloat(b);\n",
-       "\n",
-       "    if (isNaN(a_num) && isNaN(b_num))\n",
-       "        return ((a < b) ? -1 : ((a > b) ? 1 : 0));\n",
-       "    else if (!isNaN(a_num) && !isNaN(b_num))\n",
-       "        return ((a_num < b_num) ? -1 : ((a_num > b_num) ? 1 : 0));\n",
-       "    else\n",
-       "        return isNaN(a_num) ? -1 : 1;\n",
-       "}\n",
-       "\n",
        "require.config({paths: {\n",
        "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
        "}});\n",
        "require([\"datatables\"], function(){\n",
-       "    console.log(\"$('#table4658799448-188404').dataTable()\");\n",
-       "    \n",
-       "jQuery.extend( jQuery.fn.dataTableExt.oSort, {\n",
-       "    \"optionalnum-asc\": astropy_sort_num,\n",
-       "    \"optionalnum-desc\": function (a,b) { return -astropy_sort_num(a, b); }\n",
-       "});\n",
-       "\n",
-       "    $('#table4658799448-188404').dataTable({\n",
-       "        order: [],\n",
-       "        pageLength: 50,\n",
-       "        lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
-       "        pagingType: \"full_numbers\",\n",
-       "        columnDefs: [{targets: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 34, 35, 36, 37, 39, 40, 41, 42, 44, 45, 46, 47, 50], type: \"optionalnum\"}]\n",
+       "    console.log(\"$('#table140188094236152-206894').dataTable()\");\n",
+       "    $('#table140188094236152-206894').dataTable({\n",
+       "        \"order\": [],\n",
+       "        \"iDisplayLength\": 50,\n",
+       "        \"aLengthMenu\": [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
+       "        \"pagingType\": \"full_numbers\"\n",
        "    });\n",
        "});\n",
        "</script>\n"
@@ -294,7 +265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -318,7 +289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {
     "collapsed": true
    },
@@ -338,7 +309,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {
     "collapsed": true
    },
@@ -352,7 +323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -380,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {
     "collapsed": true
    },
@@ -391,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {
     "collapsed": true
    },
@@ -409,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -418,7 +389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -430,7 +401,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "metadata": {
     "collapsed": true
    },
@@ -469,7 +440,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "metadata": {
     "collapsed": true
    },
@@ -480,7 +451,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "metadata": {
     "collapsed": true
    },
@@ -497,7 +468,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "metadata": {
     "collapsed": true
    },
@@ -531,7 +502,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "metadata": {
     "collapsed": true
    },
@@ -556,7 +527,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "metadata": {
     "collapsed": true
    },
@@ -586,14 +557,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "14 master list rows had multiple associations.\n"
+      "4 master list rows had multiple associations.\n"
      ]
     }
    ],
@@ -630,7 +601,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -654,7 +625,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "metadata": {
     "collapsed": true
    },
@@ -677,7 +648,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "metadata": {
     "collapsed": true
    },
@@ -698,7 +669,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 28,
    "metadata": {
     "collapsed": true
    },
@@ -720,7 +691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -738,7 +709,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/dmu1/dmu1_ml_SPIRE-NEP/3_Checks_and_diagnostics.ipynb b/dmu1/dmu1_ml_SPIRE-NEP/3_Checks_and_diagnostics.ipynb
index aff18b5a..0a4d1019 100644
--- a/dmu1/dmu1_ml_SPIRE-NEP/3_Checks_and_diagnostics.ipynb
+++ b/dmu1/dmu1_ml_SPIRE-NEP/3_Checks_and_diagnostics.ipynb
@@ -20,7 +20,7 @@
      "output_type": "stream",
      "text": [
       "This notebook was run with herschelhelp_internal version: \n",
-      "04829ed (Thu Nov 2 16:57:19 2017 +0000) [with local modifications]\n"
+      "04829ed (Thu Nov 2 16:57:19 2017 +0000)\n"
      ]
     }
    ],
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,14 +61,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Diagnostics done using: master_catalogue_spire-nep_20171115.fits\n"
+      "Diagnostics done using: master_catalogue_spire-nep_20171122.fits\n"
      ]
     }
    ],
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {
     "collapsed": true
    },
@@ -113,7 +113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 5,
    "metadata": {
     "collapsed": true
    },
@@ -138,7 +138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 6,
    "metadata": {
     "scrolled": false
    },
@@ -147,7 +147,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/rs548/anaconda/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
+      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
       "  warnings.warn(\"No labelled objects found. \"\n"
      ]
     },
@@ -155,7 +155,7 @@
      "data": {
       "image/png": 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IbAEAJBJbAACJxBYAQCKxBQCQSGwBACQSWwAAicQWAEAisQUAkEhsAQAkElsAAInEFgBA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\nSUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x113bf1080>"
+       "<matplotlib.figure.Figure at 0x7f0e78e67128>"
       ]
      },
      "metadata": {},
@@ -163,9 +163,9 @@
     },
     {
      "data": {
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pmfSxE56j9b///U8ffvihpI/+AvH111/X0qVLVVFRoc7OTklSZ2enKisrJUkVFRXq6urS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\nRK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1143dc0b8>"
+       "<matplotlib.figure.Figure at 0x7f0e78cbeef0>"
       ]
      },
      "metadata": {},
@@ -173,9 +173,9 @@
     },
     {
      "data": {
-      "image/png": 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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x114352b00>"
+       "<matplotlib.figure.Figure at 0x7f0e78c78978>"
       ]
      },
      "metadata": {},
@@ -183,9 +183,9 @@
     },
     {
      "data": {
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KK66Yfry3tzfDw8NJkuHh4axfv3768ZGRkTz//PM5ePBgDhw4kDVr1pzoPgAAtLwZV7Se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\nRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x113dfdd68>"
+       "<matplotlib.figure.Figure at 0x7f0e78b78e10>"
       ]
      },
      "metadata": {},
@@ -193,9 +193,9 @@
     },
     {
      "data": {
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t23LnnXemubn5ba9VKpVUKpUJ7binpyc9PT1Jkq1bt6a9vX1C7ZuamibcZqZRo/GpT2PT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\nAACFCFoAAIUIWgAAhfz/5h7kftMpUMIAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x113e3ae80>"
+       "<matplotlib.figure.Figure at 0x7f0e78b27dd8>"
       ]
      },
      "metadata": {},
@@ -203,9 +203,9 @@
     },
     {
      "data": {
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V19dLkurq6tTd3a2RkRH19vbqxIkTqqqqmspxAAAAzGsTzmjFYjHt2bNHiURCyWRSDQ0N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\nAAAjBC0AAAAj/xda74olR4o7NAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x114352940>"
+       "<matplotlib.figure.Figure at 0x7f0e789ee470>"
       ]
      },
      "metadata": {},
@@ -229,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "metadata": {
     "scrolled": false
    },
@@ -260,7 +260,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 8,
    "metadata": {
     "collapsed": true
    },
@@ -282,7 +282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 9,
    "metadata": {
     "collapsed": true
    },
@@ -300,7 +300,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 10,
    "metadata": {
     "scrolled": false
    },
@@ -311,16 +311,16 @@
      "text": [
       "GPC1 g (aperture) - SDSS g (fiberMag):\n",
       "- Median: -0.51\n",
-      "- Median Absolute Deviation: 0.21\n",
-      "- 1% percentile: -2.017239799499512\n",
-      "- 99% percentile: 2.0109528732299635\n"
+      "- Median Absolute Deviation: 0.23\n",
+      "- 1% percentile: -2.928476228713989\n",
+      "- 99% percentile: 1.917575302124025\n"
      ]
     },
     {
      "data": {
-      "image/png": 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yCevWrRv1HNM0+cd//EfOOOMMFz3LIilftmwZX/ziFwcd27hxI/Pnz+eRRx5h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rnnUlBQ0OO7xOyAXVavXs3q1asBuPXWW6mqqtrPE93oRghNRugMSyydbMrxgHMwuWvi3lse5Nl0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\nc9RRR3HCCSdw7733x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0hm58Ypug8Jne3JTlmCNC09ErM/koRNmsyMZ8MyWVcqfu6y0+m2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MHkSjUaNH0bUrHBmDJ/+yi9qaata0HcdPfvBv8+9rb8jtuJYV70GjiY/TLO3d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\nAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x114d29668>"
+       "<matplotlib.figure.Figure at 0x7f0e786c2eb8>"
       ]
      },
      "metadata": {},
@@ -332,16 +332,16 @@
      "text": [
       "GPC1 g (total) - SDSS g (petroMag):\n",
       "- Median: -0.51\n",
-      "- Median Absolute Deviation: 0.21\n",
-      "- 1% percentile: -2.017239799499512\n",
-      "- 99% percentile: 2.0109528732299635\n"
+      "- Median Absolute Deviation: 0.23\n",
+      "- 1% percentile: -2.928476228713989\n",
+      "- 99% percentile: 1.917575302124025\n"
      ]
     },
     {
      "data": {
-      "image/png": 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yCRs2bBj3HNM0+bu/+ztOP/10Fz3LISlfuXIlX/rSl4Yde+qpp1i8eDEPP/ww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MHkSjUaNH0bUrHBmDJ/+yi9qaata0HcdPfvBv8+9rb8jtuJYV70GjiY/TLO3d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\nK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FpVFrvaY5xTdxn8KUm3C345/myP2ZaleWdnJJkU+45Szn4qFKmA\nCkIV09LS4rcLgaVSnwMqMRWCTq41USFb9X7z0MO8a595zOqayR0rb05eH5/AsA/orvM5/C7GzvT+\nfLqzbXUs1k+nY6SPV4yd7oOXWt2mUmLsNuXQ7Zaf7oynApa3BcqZsiEJqCBUMfKojupDYioEmVBs\nF6FwPEEsZXvcmgcf5gNnncfyE47j/h/fhbYsUKB3vgkNHWDWwJzF6H88hLJi6O4XYOaBucdW/h68\nktW2LdTT+/jmV7yhrPPm7VuB8SvErpb4FWIHyS/TgOlTwkTlECJfkQRUEIRJSaU+B1QQgozCKqoK\nlG7vNn0aR7/vCL5/y00opdCD27DeehIVHYo/YsUIoawI6sAPwNT5GHXNOcdMoMGRX57YkEyu3Bzf\n0RgO7lPK/fbhPlVL/BzF2EH8PLdd8M01X4J0CNEkRRJQQahiVq9eDcDy5ct99iR4rF27lnA4XHEJ\nqMRUCDYKS1sZDyHKZf/pL4+x/8IFHLD/Qtasune8T30bxt7HoHe8jGqchqptQm9/CdWyJ4QbUsbJ\nNke2xWghfnlqxxscj5PtdUm6HVYbs/nk1n3KN3dZY2zzy+u5sr0O7Gc73S7Ct0KuOdWqFOigbH0N\n1n7gsjE5676CIAiCILhOxGwiEk1N/PLZDz78O4458TS+dMV/TuyjzPghQx3zoK4lbnfuA+GGZJ/E\n4SKJhekEO0ufYnwMop1XdwY779iQv0+FaJ2UMU57b1B0FGN7HWNLQ3d/JEBbXw2HP5WJVEAFoYpZ\nsmSJ3y4ILiMxFQKNUkRimprQ+MLQXoHItCDcsaOXBe/el69f8eWsfXLZzl12/2H36f55sVjPpsUP\nrfli7IXWYvBEd7yhZE2VqrskTWk+5bOzacl3vRAdlmURC8jXP4GUz9BkQhJQQahiWltb/XZBcBmJ\nqRBkzNgQDbXZDyGyt/3z+ReZN3dvzjrjA5z+gfcTMg2IDqHNGlDmeH9toSNDEK5PVi2K2nqXtngu\np+2HX3nnzWXHGxz54LomH+OXd1tpUHxJ2PEGz+fyyy87pY5jGoqpzaGs45adSZqAVm7tVhCEvGzc\nuJGNGzf67YbgIhJTIcgYOpJ8Xh+MbyG0/wD8/g9/5MDFx3DDd1ailCJkDWO98Rj6pYfQr/8F9Nhh\nRoPbsV7/K7zyMPrtp0DHJmy9y2UrpZLVl2LeVxabiVst3bD90pQe43Lfp2qJXyC1Oo0xBEa3oRSm\noVAEqQw6+ZAEVBCqmC1btrBlyxa/3Qgk999/Pw899JDfbhSNxFQINhOrVek/AA8+/Dtmz+riI/92\nZryfWYsx9d3QMBU9vBO9+Q/oXVuhpjHZTvPuqZVR2xzZ7HJXouwVokx2OfwoxxyFxLjcfpRrvmRc\nbdckxnlsl/x2S5OC4BxCNEm/A1q5nguCkJeuri66urr8dkNwEYmpEGQiZgMxK75ATVQdYLx6sWNH\nD0oprr3q33n0kf9j+vRp8b5mGFXXAmYYrAiM7ETrGITqUPWtqJmHoxqnAyVu/yumv85+umg+2641\nk51cAKvxh0BMaPcpgdNap5xe7FR3Jk2F2BP8gsztbur2KsbFai1HjF38bLsW4zLqtizNjl1RAnMI\nkVLOfiqUgNx9QRC8YNGiRSxatMhvNwLJbbfdxo033ui3G0UjMRUCjTIZHB3f2mZfsG549M/MWXgI\nq371fyilaGmZMrFfdHT8+XxmXeqC1zDKtuUw3fdSbLfeX5Ytki7pdvp+r+Pqqu4garXNEagYp73X\nz8921NKMRFOrqr6iJmcC6ugQoksuuYS6ujoMw8A0TVasWMHAwAA33XQTW7duZerUqXz+85+nqanJ\nLX8FQSiC3t5eoDIProldeLKn41fqc0ArOaZC9WPERmiqy7xN9vpvr2T6tKkcevBB49e1BnT8D2VA\nYycM74g/OmVwG7quJWWMkmwlhxAVbMcbHPnguiYf45fTVip5r3z3JWHHGzyfyy+/7JQ6TthUtNab\nKbHzl8lZC3R8Cu7XvvY1pkwZ/y3mqlWrWLhwIaeeeiqrVq1i1apVnHPOOU6nEQShBDZs2ADA8uXL\nffZEcAuJqRBkTD2SrDgktr1FIhHC4TA/+eHt9PXtZMaM6Sil0JFhdO8r0Psq1Lejdj8Eo3NfdOM0\n2LUV1Tor3q/EbYPJrX+QfBZosWN4akMyuXI6Zq4tj0WN5+A+2SnXfXKkNUDxcxpvN+LneYxL9M21\nz7bNrqsxiMkhRL7ietr92GOPceSRRwJw5JFH8thjj7k9hSAIgiAIFcBf//YE7zpwMU/+fSMNDQ3s\nttuM5DU93APbn4fYKBjh5D49Vd+G6piHMsPjfbVGv/Y4etMv0SO7slRl80iDMwAAIABJREFULKzt\nL6K3/RNtxSb4UmyFJSg49btcur0cr1C/nVTUgoJXut32ze3xgvzZ9hTZglsaV199NYZhcNxxx7Fs\n2TL6+vpoa2sD4lvE+vr6HDspCEJpSJWs+pCYCkEmatRjRgdRCizL4hOfvgzQdLS3pywK44niPwBQ\nHfugOuZBhhN0k/Zjd6PfegasGGraPjD9XRP7vPoH9OgAoFEte0K4Md5u8y/fgrXYBMaRHW8o/7y5\ndAdxuysU178U3aX6FZD4JW1btS+9T1D98trO1LZrxKI2FJCtr0E5DKnMOEpAr776atrb2+nr6+Oa\na65h9913T7me/uVfO2vXrmXt2rUArFixgs7OTieulJ1QKFRxPtsR//2n0jV47f87Lo2T+C7p9Ace\nTWkPh8MopSQGPlLp/gsT0UaY/pEYzbXxsyFW3fu/KKXomrln6na4kZ0oPbYFrq4FZcSXI1m3z/W+\ngYqNxvtPmZG5z+gASo9VPsMNZduWmM1O3pNsfX3yK6cNjraVeuJXEO9TIsYB8sWN+HkWYxf8suNk\nnNGoRf9wjNqmoFQPg+JHeXGUgLa3twPQ0tLCIYccwosvvkhLSws9PT20tbXR09OT8v1QO8uWLWPZ\nsmXJ19u2bXPiStnp7OysOJ/tiP/+Uw4N69evB2Dp0qWuj11pMUj39Sc/+UnFaYDUmFai/3a89D/9\nF6KTiZUrV/LEE0/Q0tLCDTfckHLtV7/6FXfffTd33HFH1v8/O0HpKM8/+wyXX3EV9919B7O6ZqZc\nTy4Eww1oZYKOYUSG8lc0GtrQQz3xCuhQL7q+dWKfUC06Ogxao2KjaLN2zCnvq3rZrmVbDJfLr6Lt\neENJWu2vc+ou1g7IfZpwLd7grlan9phPTscp5FpRul30q9T3JuywqWioMZL+CP5Qct13eHiYoaGh\npL1x40a6uro4+OCDWbduHQDr1q3jkEMOccdTQRCKpq+vT7bBVxkSUyEfRx11FF/96lcntG/bto2N\nGzd6WnWO7urhA2edy0uvvMrArl3JnVCJRWrS7twXY7cDUA1Toa4t+X57tSPFXnwBat/jUDMWQG1z\n5j57HYVqmYWasif2qoK9vpB1/BLtrPry2F775aVdrNb0KlbRNhTXv1wxznM//PLXDbvsMS6z3VJv\nQlAOIVJKvgNaDH19fVx//fUAxGIxlixZwgEHHMCcOXO46aabeOSRR5KPYREEwR8WLlzotwuB5bbb\nbqOhoaHiHsMiMRXyMX/+fLq7uye0/8///A9nn3021113nWdz19XVcs+dtzKra8+U6mf6NjqlFEzZ\nE5r3SF6zVw3TbWWEUO86LmO1JdnHDKNmLMq6bc+LxaxTMml1ajvVVKruQq67rbUcup1SSVo9izEk\nv8sbBN16zKdAIN8BLY7p06dn/J9Yc3MzV155pSOnBEFwh1mzZvntQmCp1OeASkyFUnjsscdob29n\nr7328mT8Z599lrvvvpvbv3sTRy5dnGx3e/tcKXaiShCEbZxebEvMZJc8Rtpi348tkhPseENB/asl\nfoXYXsTPsxi7+HfQ6RgaiEQ1KiCHELn5y45MPPXUU9x1111YlsWxxx7LqaeemnJ9/fr1/OIXv0Br\nTX19PRdccIFn/5+w4/gUXEEQgsvmzZuByklaEgcGCdmptJgK/jMyMsIDDzzAFVdckbdvKQcEbt++\nnQ9/+MPU1NTQ3TPA7lNbMfVossKQqDbYqw5ltzNUPry2KaSvy34VPG8uW6mS31tN8SvofgfRLwfx\nK8T2yy87znQYqLpGQuFwQA7B8y4RtiyLO++8kyuuuIKOjg6+8pWvcPDBB7Pnnnsm+0ybNo2rrrqK\npqYmnnzySb73ve/xjW98wzOfEkgCKghVzKZNmwBJVqoJialQLO+88w7d3d188YtfBOIJ4+WXX843\nv/lNWltbU/qWekDgZZddxpIlS5gxfRqxkZ2YpkqtxigFY9UHVUY7QUr9Js0vL+2cPhKvyLitNYUy\navUsxnnuU4Kyxzju2KT6PJccY6XiCWAAPttax+jr30FLW0fRh+BV2uF2L774IjNmzGD69OkALF68\nmMceeywlAd13332T9rx589i+fXtZfJMEVBCqmJaWFr9dEFxGYioUS1dXF3fccUfy9SWXXMI3v/lN\nx6fgvvDCCzz66KOcd955ya3s4dguMMeTBiC5UE9QyrY5lVw8FmFHRyA6jN7xEmrafDBrS/rOmWd2\nlm2JJWktQlNOG1J8KaedU1+OPq7odjF+jrU6ifHYHL5/tsutuwjbUNDZFCKiA3QIkUfs2LGDjo6O\n5OuOjg5eeOGFrP0feeQRDjzwQM/8sSMJqCBUMV48fkXwF4mpkI+bb76ZZ599lv7+fi666CLOPPNM\njjnmGFfneP311znjjDNQSnHKKafYKqm2BeTITlTtFIy0BVZiYVmMDSUkE31b0DtegtgIur4do22v\npA9FHVhSgr8F2fFJXNGanlgUo88t3XbKFWNfdcffNDm0uhFj29x+67YsjcpeWy0vLiSgX/7yl5N2\n+i6WQnn66af53e9+x9e//nXH/hSCJKCCIExK7r///op/jqYgZOLSSy/Nef2WW25xPMeMGTM46aST\n+OhHP5qyjVdjokf74Y2/wshOdEMn7Ple0k96LEvlpX0Oqm02enAHqqHT18pPRjve4Mn4JY/hsEJm\nx4/7VC3xK8T2In6exdhBtTjddjqGhrGfYBxC5MZ3QFesWJGxvb29PWVL7fbt22lvb5/Qb/Pmzdx+\n++185Stfobm5ecJ1LwjK3RcEwQNWr17N6tWr/XZDcBGJqeAnL7/8Mo8++iihUIhrr72WefPmpVyP\nmg0M7XgdPbIT0FDfBsrIWIVQSnlsG/HHtzRORRlGGef1Q6ua8FPSOCX4nK7VD91+2IHU6pE/6VqL\n1u2CX44/22O2ZWm6d0ZcqTwGnTlz5vDWW2/R3d1NNBrl0Ucf5eCDD07ps23bNq6//no+/elPl/U7\nrlIBFQRhUlKpzwEVBL949dVXOeOMMzBNk/Xr11NbW5uxn0pZ2GXf5lbINj9XcHncYqtEiWuZtLqt\n24vx8tmF+lO2eLtAkGPsNpUSY/fGUwTnIaB4mgibpsn555/Ptddei2VZHH300cycOZMHH3wQgOOP\nP57777+fgYGB5DkBpmlmrai6iSSgglDFLFmyxG8XAkulPgdUYir4xZQpU5g7dy5XXXVV1uQzFNtF\nqH0mjG5D7+qG3i3QMBUaxh93UPZtlMrfg1ey2raFuu++JOx4Q1nnrZb4FWJXY/wKsYPkl2HA9Clh\nopPgECKAgw46iIMOOiil7fjjj0/aF110ERdddJGnPmRCElBBqGLSH7EgVD4SU6HcbNmyBaUUM2fO\n5N57783ZV2GhwnUw83Cs534BsRF47VHY9+S8VRK37cSCU0HmR3r4bUMyuXJbd8ljOLhPdvy4T9US\nP0cxdhA/z20XfHPDF0XADiGapN+GlARUEKqYjRs3ArBo0SKfPRHcQmIqlJPXXnuN008/nba2Nn7z\nm98UsAVOYWkr/p2vfd+P7nsjecXrCof9td61Ff3WE/HGPd8LtS0TFqPl8iurHW9wrDXbtWyL8Jzv\nd1htLMQ/J/cp39wl63bol9ef52zXyqbVqV2Eb4Vcc6pbKdBB2Ycb4O3ZXjI5025BmCRs2bKFLVu2\n+O2G4CISU6Gc9PX1EQ6Huf766wv6/lXEbGI0mljkGaiWPVAte6a81ys7WeFQCv36nyE6DNERqJ0y\n3m5bsHrpS1m1FmHnHRvy96lG3QG0S9IKRc8TNNvrGFsauvsjpJ/MLZQXqYAKQhXT1dXltwuCy0hM\nhXKy3377sW7dOkKhApcLShGNaWpDauylkVKB8HoBmySlajLxemLh6qWdPp9nWrPMk+26l7q90ppP\nVz480R1vcF1fILU6jXGaf/nsbLryXS9Eh2VZxALy9U9g0ibCkoAKQhUj2zSzU6nPAZWYCuWm4OQT\nMGNDNNTGF1SZtr453sqnLXRkCML1yYVbxv6ts6BvbKfAUA+6vs3ZvCXaOa+nLerdnrOkceINjnxw\nXZNH98mVbaVB8SVhxxs8n8svv+yUOo5pKKY2h7KOW34m5xZcSUAFoYrp7e0F5OAagNiFJydt8/u/\n9NETZ0hMhSBj6EiyUpG+NS6Bvb0YWw90Y+14CTXYjW6djZq2AGWYGfsbM/ZHt84GNKpu4vc/A2FD\nMrlyc3xHY0DJ73Ujxk7uU7XEz1GMHcTP8xi74JsbOhSAATECUgZ1WPGuVCZn3VcQJgkbNmxgw4YN\nfrsRSG677TZuvPFGv90oGompEGwmVqsSP5ZlYe14Bf3q79E738CyrJR++WxqmjA694H6DmianrsC\nClDbDLVTiprDqW2vEJVjvkx2ueezx3hS6S73fJUcY5f8dkuTSvPJV5Th7KdCqVzPBUEQHLB27VrW\nrFnjtxuCUFVEzQZilp5QNVFKwY4X0FufhpGd6MgQShX+nTOtdXzbbX07qusIVMPU8XZ7n0y2zb9S\nFqzFVojS7az68vQp1V9HWsuhu9B4J2zI3O6mbgcVQVe1liPGDrVWum5La3oGo6BMBP+QLbiCUMUs\nX77cbxcEl5GYCkFGK5PBUYspdfHFXcqiMzaKSjz83axB2X57n2uRCxkWxYaRud2DrX/pOgq17eTT\nV7BuL7dIOtBqX+yXqjWrbgf3w1Pd8QZ3tTq1x3wKXIxhQrtfn+1I1GI4ommaMKpPZNA3GZAEVBAE\nQRAEVzBiozTXjX8vM4HWGuraYOxUXDW0A90yM/W6V7aPlRc//Mo7by473uDIh2qKX05bqeS98t2X\nhB1v8Hwuv/yyU+o4YVPRUm+mxM5fJAEVBKHKWL9+PQBLly712RPBLSSmQpAx9XD27Xste6LrW6Hv\nNVTrXsmqilfVLXulKrHU9HrOouy4Q+5qzWAXNR6VdQiRa7p9jp9rMXYQP89jXKJvXsS4vsYI0CFE\nk/PbkJKACkIV09fX57cLgstITIVKJLH4UzVN0PmujAvaYsdLt7W20D2vQCwKHXPHDymyYugdL4IR\ngrbZJA5KyrfADiKFVIYyvaeYxMKJb26Pl88u1B+JsXu+SYwFN5AEVBCqmIULF/rtQmCp1OeASkyF\nIBM16jCjQ8mvNZW6Ta4ke/N69Eg/oFFT9oCaxvj1lx9Gx0ZBGagpe4JZk3Wcsvobbyj/vLl0B3G7\nKxTXv1CtbvgVkPgl7bTvPNrtoPrlhZ3v+q4Ri9pQUCqPkzNplgRUEKqYWbNm+e2C4DISUyHIaKOG\n/pEBptSZGbfSebpVcaQfpWNxR2oaxto1Ojo0tl3SACNUtm22yXuSrS/eH65T7m2lnvgVxPuUiHGA\nfHEjfp7F2AW/7DgZZzRq0T8co7YpIInfJK3aSgIqCFXM5s2bgeAmLbELTwbA/P4vyz73bbfdRkND\nAx/5yEfKPrcTgh5TYXKjdJSm2vHHG9irD4nX2RaImd5TlB2qRUeHQWtUbBRt1qI1YITRVhR0DKUt\ntFYkqg5O5i2kX06tQa025qkiFXLN1Rj7eJ9y9os3FJT8lM33MZ+cjlPItaK0uuhXqe9N2GFT0VBj\nJP3xn8mZgAal/iwIggds2rSJTZs2+e1GIKnU54BKTIUgE4oNYRoqpVKSzYaJFQ5H9l5HoVpmxbff\n2q6rvY9F1TSCttCvPAKjg87nUpkPRClUN2R+NEUl2MVozai7WBuK6++y1qy6c9wPcPmzXe0xLrPd\nUm9CYA4hUs5+KhSpgApCFdPS0uK3C4LLSEyFYJO5qpBpG12mBb4TW5lh1IxFExbDhGrRrXuhdr4B\nwz3o6CBG7fhTAN1a2BaK27rTbTc1FaO1kOvVqHsyaS05xjDhJOpSbLf06TGfBP+QBFQQqhh5VEf1\nITEVgoylajCskeRrt7fPlWKjFKptb2jdC2IRMMO+ben0YltiJrvkMdIW+35skZxgxxsK6l8t8SvE\n9iJ+nsU4kfj5+dkeszUQiWlUYA4hmpzI3RcEYdIRu/Bk9D9lG6sguE3MrGNgJH4QUGJ7XsLO1FZW\n2zAhVIsyzLLM64dWx/M6jJXvMS6n7ff8HsTPsxi74Jfjz/aYHYtptg9Ek0mx7yjl7KdCkQqoIFQx\nq1evBmD58uU+e5KbxGFEQn4qJabCJEWnPt4gvXJi3x5bDhtwtfpSrF12rRkoa7W5TFqz6fajAlpO\nrUHQXZK/jG959fuzbRiKsBmkxC1IvpQPqYAKgjApue+wfXnooYf8dkMQqopwbFdycefm4rfUhTrE\nl3f2hLAY220dXupO+G63i9bNOMX4qxnf3ui61jx9StZagTHOq7uI+1Gsv7rI/l5ozaq7CK2Ggs6m\nEGg5hMhPpAIqCFXMkiVL/HZBcBmJqRBsvHmGH5SWZNjJtZjNZTtZOOdNrFTuZyOWotuJ1lJ1J97t\ntMrlNJEsa4zjAzj+HJRba6m60/8mF63VNrffMbYsjcpyYJpQHiQBFYQqprW11W8XAsvtL79N0403\nVtxzQCWmQpDRmGgdTUlEMvYrY5WJtMV+YOx4gyfjlzyGgwpZOn7cp2qJXyG2F/HzLMYu/h10OoaG\nsZ+gVA+D4kd5kS24glDFbNy4kY0bN/rtRiB5uLuPX1x3bcV9/1RiKgSZqNnA0Gh8a1u+ioRSATi0\nxUU7CFrtPyWNU4LPQdBdLjuX1kDo9sgHx1pd8MvxZ3vMtixN984IqICkQEo5+6lQAnL3BUHwgi1b\ntrBlyxa/3RBcRGIqBJ1C10SFVFiCSCl+F1tZKhUv76ObuoOOU78nk+7K+2yrgBUdlcOfykS24ApC\nFdPV1eW3C0kqrdIYVIIUUyGYrFy5kieeeIKWlhZuuOEGAO6++24ef/xxQqEQ06dP5+KLL6axsdH1\nuUOxXYTC8d9t+7XFboKtgnPgTIo9lqn7sn3U522l1Ri/QuxqiV+xdpD8MgyY3hwmGpRDiCYpkoAK\nQhWzaNEiv10QXEZiKuTjqKOO4oQTTuCWW25Jti1atIgPf/jDmKbJPffcwwMPPMA555zj+twKK7nl\nTWv/HlGh0sqwGnz3ZYINyeTKzfEdjeHgPqXcbx/uU7XEz1GMHcTPc9sF39zwRQGWDtAhRBW8jdYJ\nkoAKQhXT29sLyME11YTEVMjH/Pnz6e7uTmnbf//9k/Y+++zDn//8Z49mV1jayngIkRd2If0KWZh6\n6WNWO95Q0nsLuVaSVofVxkL8c3Kf8s1d1hjb/Cr3ZzuTvkB9ttPtIvwp5JpTrUohhxD5jHwHVBCq\nmA0bNrBhwwa/3Qgk9x22L/cdtq/fbhSNxFRwyiOPPMIBBxzgydgRs4nRaGri56VtTzKTFY50Gya0\nQ+ritVz+llV3Bjvv2JC/j8+6i9E66WI89v5K1+1ljC0N3f1yCJHfSAVUEARBECYJP//5zzFNk6VL\nl2a8vnbtWtauXQvAihUr6OzsLGr8UCiEtupAjwIkE8CxF+MJjkc2mWw7Y+12v7yy7XNm9NfezyXd\n6fOWW7cncSX1PuXSV06tyj6vX5/taolxAVozfbZL0aGUQVvbFEKhUNH/vnlD5SaRTpAEVBCqmOXL\nl/vtQmAPH7r95bcB+OTeM3z2pDiCEFOhMvn973/P448/zpVXXpm6mLOxbNkyli1blny9bdu2ouaY\n3taIsuLJp33jnE77s6y2SttWWkYf/PAr77y5bKXGt5WWOE41xS+nbbtXvvuSsF2IXyG2X35RQJ/8\ndgw12keUFrZt355l9MzsvvvuRfUXshOQ+rMgCEJ5ebi7j4e7+/x2QxDKwlNPPcUvfvELLr/8cmpr\naz2bx9ARDOXdM/yKtZWtsuLH/Dlt8GR8vzR5FuMCdVVL/AKp1WmMITC6DaUwDYVCTsH1E6mACkIV\ns379eoCs2+2EVOzVWvP7vyy4fyF93UJiKuTj5ptv5tlnn6W/v5+LLrqIM888kwceeIBoNMrVV18N\nwLx58/jEJz7hwewKrVNPwk1eUf48TsPuSzltO+XU7YfWRGz9irEvuuMNk0NrhtgW5Xux/T3WrdJ8\n8pOEb5MNSUAFoYrp65MKX7UhMRXycemll05oO+aYY8oyd9RsQI32YxqpCacTGxwu3G3+lTJOwpdi\n7bz6xubwTHcpdoaEw3XdxWqF/H0c2iVpHXu/r5/tHPHzTHcpWov0yws74YulNb2DUZpaTIKBJKCC\nIFQZCxcu9G3uoH73s9LxM6aCkA+tTAZHLabUxRd36Ytt+2/7i7EdVT0cjpOuo1DbTrl02ynpnsUn\nd5RQua7Vwf3wNMZj98oz3Q7j55XukrQW6ZcXn+2ET5GoxXBE0zRhVJ/IoG8yIAmoIFQxs2bN8tsF\nwWUkpkKQMWKjNI8ln5mqETmrFVoDGltz3B57XELJFRAfq4p++JV33lx2vMGRD65r8jF+OW2lkvfK\nd18SdrzB87n88stOqeOETUVLvZkSO6H8SAIqCFXM5s2bAUlaMmF/BmglVWslpkKQMfVwSdULPboL\nvfN16HkZahqhYSr0vAItM1FTF6AMI+t7U8bJVL2BCdslva6oeVGtKlp3BtvLamO+GLt1n1zTGqD4\nuRZjB/HzPMYl+uZFjOtrDGKBOYRIKqCCIFQZmzZtAiRZqSYkpkIlkm0RO97BQm9/HqUtGBpFD/XE\nl2UjfZDhuJBCKiSF+pPXtwDhpu5KQmJc3Pu90u3lfSxFd6laA/VJqJDPpdvIY1gEoYppaWmhpaXF\nbzcCye0vv518FmglITEVgkxM1WFZ8YM+hkYtLD1mR2x2ot2Kt2utsUKNDDfuhcYgpsIM105Do4gN\nDzI8PILWmmhMMxyN949ampGoTtqjY+2RmGZ0rH00Fn+tgdHomK01oxGLqBW3R6Lj9nDUIjrWZ9jW\nZzhiERuzh+z2qDWuNZO+DLZO6B610EDMdg9iVnyupFabbdeasO1aIzGbvmiqndA0Esmhdcy2MJP6\nCtJt0zc4EssZ42xaJ+i2xXIkGo9f3hin67ZpKjbGwxm0Ju5BSiwhrju9vUDdUauwGI9k0p0lxhZm\nymc7ZjEe+1gerQXEOKNdgFYNWT/bwym6J2ot6LOdK8axcU0JfbtGLHRgUiDl8KcykQqoIFQx8qiO\n7CSeAfrJvWfk7OfHo1ZyITEVgoxl1rC1ZyeMfT1ODcWAse132OzhGOi43adiaA007cvOhtloZYIy\n6Y+NYBlhGDUwIhGssaKIoWI2m7ztnR3tbO/dkaF/JjtWkK3s+hK2Xd9QFq02O9TQwrYxv3am+J7N\nzud7sfZEfe0dLWzbti1jH0UsNa6ZYpxNdyLGBWuNpcRvWzJ+btwPhzEes0MNrWzfvh09pilTjIvX\nnc33wnS3d7SwrTdz/BzpLjDGCTtda3t7Bz2D2wvU7WGMh8btzqbKTd6qAUlABUFwTNCSNK+ppO+M\nCkK50cn/pG6eTbF1FtuoSdqWWTtu2/oUaycOMXI6jpXBZydavfDLS3uC1hJ1ByF+jmKc6KPGH8WS\n9fMcoPgVarvx2Z4w9tg20yDoS/lsBYFJugVXElBBqGJWr14NwPLlyx2PNdmSzKDiZkwFQRAEQfAT\nSUAFQRAEQRAEQRCEciAVUEEQqo0lS5a4PmaiEvoO1V0NDeo2Wy9iKgiCIAiCH0gCKghCldHa2urp\n+OlJWlCTtkzYnwMaZNK3PnsdU0EQBEEQBC+RBFQQqpiNGzcCsGjRopLHqKSk0kuCch/ciKkgCIIg\nCAFgchZAA/MQHEEQPGDLli1s2bLFbzcCSaU+B1RiKgiCIAjVgjwHVBCEKiJ24cnsOWNvjDPOz9kH\nqvu7nNko9DmghZCpOpq4p27f466uLlfGEQRBEATBZ+QQInd56qmnuOuuu7Asi2OPPZZTTz3Vq6kE\nQcjCwrdfxkzbqpkpWQrK9tJqxn6P05PRXNfSWbRoEbELT44/8v6BR/PONxl/uSAIgiAIlYG3CWi+\nfExrzV133cWTTz5JbW0tF198MXvvvbenPoFHCahlWdx5551cccUVdHR08JWvfIWDDz6YPffc04vp\nBGFSkCmh+H/t3XtcFGX///HXLmdBEVAhJPMEmZqGogWlaFqpt2Z2J7dl3Zr6NUs7mXbUzNKytDQT\n01DTqPROyzx10EwwwAoVSkFNrDygyGFB5LgsO78/fDg/VnY5CcySn+fj4ePh7s7OvGf24rr22rnm\nmuo6GRdc3dHn5cnENXamJh1+W8vk5eVhdnXHs6SQ86PCgLp3MmvTSa1NJ1kIIYQQ2qpJfywpKYmM\njAyWLl3K8ePHWbVqFW+++WaDZ2uQa0DT0tLw8/PD19cXR0dHwsLCSExMbIhNCSGqEN++B3FxcVrH\nEPUoLi6O+PYyAZEQQgjR5Ol0V/evCjXpj+3fv5/+/fuj0+kICgqisLCQ3NzchtxjoIHOgBoMBnx8\nfNTHPj4+HD9+vCE2VYkMO6sfjX2242o/t6b0uV/tfTSrOntm7TXl2CHKt3zUJI6NsP35Xn5e6RJa\np/U1xOdfX+uWs6tCCCGuTQ03BLcm/TGDwUCrVq0sljEYDHh5eTVYLtBwEqIffviBH374AYAFCxbg\n7+9fPyvesb9+1lMD9ZZZI1Xmb8TjWNftWeRv7LxXo65Za/K+K5Z5rD63/w+zr7E2VM/H2+pnWtft\n1iabtWXrYd/8/f2lTNqxurRz9tg22mMmsM9ckqnm7DGXPWYC+8xlF5matap+mSoUFxczd+5c9fHg\nwYMZPHjw1aZqcA0yBNfb25ucnBz1cU5ODt7e3hbLDB48mAULFrBgwYKGiNDgXnzxRa0jXBXJr72m\nvg9NPT80/X2Q/MLe2ONnao+ZwD5zSaaas8dc9pgJ7DOXPWaqCzc3N7U/tWDBAovOZ036Y97e3mRn\nZ1e5TENokA5op06dOHfuHJmZmZhMJhISEggJCWmITQkhhBBCCCGEqKAm/bGQkBD27t2Loij88ccf\nNGvWrMGH30IDDcF1cHBgwoQJzJ8/H7PZzMCBA7n++usbYlNCCCHSqRnfAAAebElEQVSEEEIIISqw\n1R/buXMnAHfffTfBwcEcPHiQp556CmdnZ5544onGyfbaa6+91hArvu666xg6dCjDhg3jpptuaohN\naK4x7pPTkCS/9pr6PjT1/ND090HyC3tjj5+pPWYC+8wlmWrOHnPZYyawz1z2mKm+WeuPderUiU6d\nOgGg0+no1asXw4YN45577mmU4bcAOkVRlEbZkhBCCCGEEEKIa1qDXAMqhBBCCCGEEEJcSbPbsDRF\n+/btY+PGjaSnp/Pmm2+qp68BNm/ezI8//oher+fRRx/llltu0TBpzfz9999ERUVhNBpxcHBg0qRJ\ndO7cWetYtfLtt9/y/fffo9fr6dWrFw8//LDWkWpt27ZtREdHs2rVKlq0aKF1nFqJjo7mwIEDODo6\n4uvryxNPPIG7u7vWsaqVnJzMxx9/jNlsZtCgQdx3331aR6qx7OxsIiMjycvLQ6fTMXjwYIYNG6Z1\nrDoxm828+OKLeHt7/2NmJLyWLF++nIMHD+Lp6cm7775r8ZpW9ZqtTFq2FdYyad3+2qpHCgoKWLx4\nMVlZWbRu3Zpnn30WDw8PzXNp2dZUV+dqVdaryqVVebeVScvybjQamTNnDiaTifLycm677TYiIiI0\nL+vXPEXU2OnTp5X09HRlzpw5SlpamsXzM2bMUIxGo3L+/Hll2rRpSnl5uYZJa+aNN95QDh48qCiK\nohw4cECZM2eOtoFq6dChQ8rrr7+uGI1GRVEUJS8vT+NEtZeVlaXMmzdPefzxx5ULFy5oHafWkpOT\nFZPJpCiKokRHRyvR0dEaJ6peeXm5Mm3aNCUjI0MpKytTZsyYoZw+fVrrWDVmMBiUEydOKIqiKEVF\nRcpTTz3VpPJXtG3bNmXJkiXKW2+9pXUUUQcpKSnKiRMnlOnTp1s8r2W9Zi2T1m2FtUxat7+26pHo\n6Ghl8+bNiqIoyubNmxu9TreVS8u2pqo6V8uybiuXluXdViYty7vZbFaKi4sVRVGUsrIy5aWXXlKO\nHTumeVm/1skQ3FoICAiwetPaxMREwsLCcHJyok2bNvj5+ZGWlqZBwtrR6XQUFxcDUFRU1CjTLten\nnTt3MnLkSJycnADw9PTUOFHtrVu3jrFjx6LT6bSOUic9e/bEwcEBgKCgIAwGg8aJqpeWloafnx++\nvr44OjoSFhZGYmKi1rFqzMvLS504wc3NjbZt2zaJ436lnJwcDh48yKBBg7SOIuqoa9euVs8YaFmv\nWcukdVthLZPW7a+teiQxMZHw8HAAwsPDG71utJVLy7amqjpXy7JuK5eW5d1WJi3Lu06nw9XVFYDy\n8nLKy8vR6XSal/VrnQzBrQcGg4HAwED1sbe3d5P4Qjhu3Djmz59PdHQ0ZrOZefPmaR2pVs6dO8fR\no0fZsGEDTk5OPPLII01qCHFiYiLe3t60b99e6yj14scffyQsLEzrGNUyGAz4+Pioj318fDh+/LiG\nieouMzOTv/76q0mV+8vWrl3Lww8/rH4pEf8M9liv2WNbYU/tb8V65MKFC2rnoGXLlly4cMEuclWk\nZVtTMZM9lfWKuaKjo+2ivFfMpHV5N5vNvPDCC2RkZHDPPfcQGBhoV2X9WiQd0Cu88cYb5OXlVXp+\nzJgx9OnTR4NEV6eq/Tl06BDjxo3jtttuIyEhgRUrVjB79mwNUtpWVX6z2UxBQQHz58/nxIkTLF68\nmGXLltnV2cSq8m/evJlZs2ZpkKp2avI38dVXX+Hg4EC/fv0aO941q6SkhHfffZfx48fTrFkzrePU\nyoEDB/D09KRjx46kpKRoHUfUk9LSUrus1+yxrdi5c6ddtL9V1SM6nU6zY2Qrl5ZtTcVMDg4OdlPW\nrzxW9lDer8y0YcMGTcu7Xq9n4cKFFBYWsmjRIk6dOmXxupZl/VolHdAr1OUPwtvbm5ycHPWxwWBo\ntPvoVKeq/Vm2bBmPPvooAKGhoaxcubKxYtVYVfl37txJ37590el0dO7cGb1ez8WLF+1qIh9b+U+d\nOkVmZiYzZ84ELg1HfOGFF3jrrbdo2bJlY0asVnV/EzExMRw4cIBXX321SVTgV/695uTk2M3fa02Z\nTCbeffdd+vXrx6233qp1nFo7duwY+/fvJykpCaPRSHFxMUuXLuWpp57SOpq4CufPn7fLes3b29vu\n2orY2FjN219r9Yinpye5ubl4eXmRm5uryTGyVb9p2dZcmcle2nBrx0rr8m4tkz2UdwB3d3e6detG\ncnKyXZT1a5lcA1oPQkJCSEhIoKysjMzMTM6dO6f58J6a8Pb2JjU1FYDDhw/j5+encaLa6dOnj3r2\n5OzZs5hMJpo3b65xqppp164dq1atIjIyksjISHx8fHj77bftrvNZneTkZLZs2cILL7yAi4uL1nFq\npFOnTpw7d47MzExMJhMJCQmEhIRoHavGFEVhxYoVtG3bluHDh2sdp04eeughVqxYQWRkJM888wzd\nu3eXzuc/gL3Wa/bYVmjd/tqqR0JCQoiNjQUudRoae+SXrVxatjXWMtlDWbd1rLQs77YyaVne8/Pz\nKSwsBC7NiPv777/Ttm1bzcv6tU6nKIqidYim4tdff2XNmjXk5+fj7u5O+/bteeWVV4BLw0L27NmD\nXq9n/PjxBAcHa5y2ekePHlVvReHk5MSkSZPUi8ebApPJxPLlyzl58iSOjo488sgjdO/eXetYdTJ1\n6lTeeuutJvcL3JNPPonJZFIn2AgMDGTy5Mkap6rewYMHWbduHWazmYEDB3L//fdrHanGjh49yquv\nvkq7du3UswAPPvggvXr10jhZ3aSkpLBt2za5DUsTtGTJElJTU7l48SKenp5ERERw5513qq9rUa9Z\ny9S/f39N2wprmfz9/TVtf23VI4GBgSxevJjs7GxNbk1hK9fHH3+sWVtTkzpXi7JuK1ePHj00K++2\nMjVr1kyz8n7y5EkiIyMxm80oikJoaCgPPPAAFy9e1LSsX+ukAyqEEEIIIYQQolHIEFwhhBBCCCGE\nEI1COqBCCCGEEEIIIRqFdECFEEIIIYQQQjQK6YAKIYQQQgghhGgU0gEVQgghhBBCCNEopAMq/nFm\nz57NX3/91SjbSklJYcqUKerjl156idOnTzfKtu3VkiVL+PXXX7WO0WjKysp45plnyM/P1zqKEEI0\nSbt27WLt2rVax2hUixYtIikpSesYQmjCUesAwv7Ex8ezY8cOTp8+jYuLC23atCE8PJy7774bnU5H\nZGQkcXFxODo64ujoSMeOHZkwYQJt27YFLt34eMOGDaSkpGAymWjdujUDBgxg2LBh6PV6Vq5cSWpq\nKhkZGTz++OMMGDCg3rLv378fV1dXOnToAMAXX3xBRkZGjW9yX9vlrzRixAj+97//MWPGjDq9H+DH\nH39k69atGAwGXFxc6NixI8888wxubm7qsXdycgKgdevW9O7dm/vuu49mzZoBl+6P+vnnn5OQkEBh\nYSEtWrSgT58+jB8/Hrh0n65PP/2U06dPo9frCQgIYNy4cXTu3LnOmS87efIkJ0+e5Omnn77qdcXE\nxLB7927eeOONq1rH8uXLGTZsmLr/AImJiSxcuJDw8HCmTp16VTmdnJwYOHAgX3/9Nf/973+val1C\nCFEXVdXrMTExfPjhhzg7OwPQokULunXrxn333Ye/v7+6jqranpycHD7++GOOHDmCyWSiVatWjBgx\nol7ab5PJxFdffcX8+fOvel2ZmZlMmzaN9evX4+DgcFXraN++Pe+88476fH5+Po899hje3t5ERkZe\nddb77ruPqKioJnHfeCHqm3RAhYVt27axdetWJk6cSM+ePXF1deXvv/9m27Zt3HnnnWrHZ+TIkYwZ\nM4bS0lJWrlzJ8uXLmT9/PhkZGbzyyisMGDCARYsW4eXlxdmzZ9m0aRPFxcW4u7tzww03EBYWxmef\nfVbv+Xft2kX//v3rfb01FRISQlRUFHl5ebRs2bLW709NTWX9+vW8/PLLdOjQgYKCAvbv32+xzOVj\nbzQaOXXqFJ999hmzZ89m/vz5uLq6snnzZk6cOMGbb76Jl5cXWVlZHDlyBICioiIWLFjApEmTCAsL\nw2QyceTIEfVzvVq7du2iX79+6g2oG5rZbEavr3ogh6+vL/v27eORRx5Rv5DExsZy3XXX1VuOO+64\ng+eff54HH3yw3o6lEELURE3q9aCgIN544w3MZjOZmZls376dF198kXnz5tGuXbtq255ly5Zxww03\nEBkZiZOTE6dOnSIvL69e8icmJuLv74+3t3e9rK865eXlNeqclpaWcurUKdq1awdAXFwcbdq0wWQy\n1UuOzp07U1xczIkTJ+jUqVO9rFOIpkI6oEJVVFTEF198wdSpU7ntttvU5zt06GDzjKCLiwt33HEH\nixcvBi6dQQwKCmLcuHHqMv7+/hbvHzJkCECNvqhfvHiRyMhIjhw5gr+/Pz179iQlJcXqWTGTycTh\nw4eZPHkyAMnJyWzevBm41MD5+fmxcOFCDAYDUVFRHD16FA8PD0aOHMngwYNtLr9nzx62bt1KTk4O\nLVq0YOTIkdx1111W8zo7O9OxY0eSk5Pr9MtwWloagYGB6hlcDw8Pm+txdnamc+fOPP/88zz99NPE\nxMQwZMgQTpw4Qd++fdXGvE2bNrRp0waAc+fOAZc6TJfX0bNnT5t5jEYjH330EQcOHKBly5YMGDCA\nb7/9lhUrVlhdPjk5mWnTpqmPL5/FbN++PXv37sXLy4uJEydy8803A5fK3Lp160hKSkKn0zFw4EAi\nIiI4e/YsUVFRmEwmteO4du1aIiMjcXZ2Jjs7m9TUVGbOnEnnzp1Zs2YNSUlJuLi4MGjQIEaNGqV2\nTFu2bImrqyu//fYbvXr1oqCggGPHjtG/f3+LYbPvvfceR44cwWg00r59eyZNmsT1118PVF8OfXx8\ncHd35/jx43Tt2rWKT1gIIepXbep1vV6Pn58fkyZNIjs7m40bN/Lcc89V2/akpaUxbtw4XF1dAdTl\nbNmyZQs7duxAp9MRERHBypUrWbp0KX5+fpWWTUpKsqg3L5+BnDx5Mhs3bkRRFIYPH869994LXPrh\ncevWrezevZvCwkK6d+/O5MmT8fDwYM6cOQDqiJfZs2dz9uxZdu/eTadOndi7dy933303ERERbN68\nmd27d2M0GrnllluYMGGCOpIIoH///sTGxvLII48AsHfvXsLDw9m9e7e6zNdff83u3bu5cOECPj4+\nPPjgg/Tt21fN+emnnxIbG4urqysjRoxgzZo1Fmdnu3btysGDB6UDKq45cg2oUP3xxx+UlZXRp0+f\nGr+npKSEn376SW2MDh06ZNF5vVqrV6/G1dWVjz76iKlTpxIbG2tz2XPnzqHX6/Hx8QHglltuYdSo\nUYSGhhIdHc3ChQsBeP/99/Hx8WHlypU899xzrF+/nsOHD9tc3tPTkxdeeIF169bxxBNPsG7dOv78\n80+bOdq2bcvJkyfrtL+BgYH89ttvfPHFFxw9epSysrJq3+Pm5kaPHj3Us5yBgYFs376d77//nlOn\nTqEoirrsddddh16vZ9myZSQlJVFQUFDlujdu3EhWVhYffPABs2bN4qeffrK5bElJCZmZmRZDugCO\nHz+Or68vq1evJiIigkWLFqnbjYyMxMHBgaVLl/LOO+/w22+/sXv3bgICAvi///s/goKCiI6Otrg2\nKC4ujlGjRrFu3Tq6dOnCmjVrKCoqYtmyZbz22mvs3buXmJgYiwzh4eFq2YmPj6dPnz6VfgC55ZZb\nWLp0KatWraJDhw4sXbpUfa0m5bBt27b8/fffVR5PIYSob7Wt1y/r27cvR48eBapve4KCgli9ejXx\n8fFkZ2dXud7k5GS2b9/O7NmzWbp0KSkpKVUuf/r06UrtBsDhw4d5//33mTVrFlu2bOH3338H4Lvv\nviMxMZHXXnuNlStX4uHhwapVqwCYO3cuAGvXriU6OpqgoCDg/7dDUVFR3H///cTExBATE8OcOXNY\ntmwZJSUlrF692mL7/fr1IyEhAbPZzJkzZygpKal0qYqvry9z585l7dq1jB49mg8++IDc3FwAfvjh\nB5KSknjnnXd4++23SUxMrLSPAQEBdf6+IERTJh1QocrPz6d58+YWQ1NmzZrF+PHjGTt2LKmpqerz\n27ZtY/z48Tz55JOUlJTwxBNPAFBQUICXl1e95DGbzfzyyy9ERETg4uJCQEAA4eHhNpcvLCxUf521\nJTs7m6NHjzJ27FicnZ1p3749gwYNqrJj26tXL/z8/NDpdHTt2pUePXqojbY1bm5uFBYWVr+DVtx0\n003MmDGDP//8kwULFjBhwgTWrVuH2Wyu8n1eXl7ql45Ro0YxcuRI4uLiePHFF5kyZYraIWvWrBmv\nv/46Op2OlStXMmnSJN5++22bQ6n27dvHqFGj8PDwwMfHh6FDh9rMUFRUBFDpM/D09ORf//oXjo6O\nhIWF4e/vz8GDB8nLyyMpKYnx48fj6uqqLpeQkFDlvvbp04cuXbqg1+txdHQkPj6ehx56CDc3N9q0\nacPw4cPZu3evxXv69u1LamoqRUVF7N271+ow7TvvvBM3NzecnJwYPXo0J0+epKioqMbl0M3NTT0G\nQgjRWGpbr1/m7e2tthvVtT3PPvssXbp04csvv2Tq1KnMnDmTtLQ0q+tNSEhg4MCBXH/99bi4uBAR\nEVFljsLCQtzc3Co9P3r0aFxdXWnXrh0DBw4kPj4euHSpx5gxY/Dx8VHr619++YXy8nKb2/Dy8mLo\n0KE4ODjg7OxMXFwcw4cPx9fXF1dXVx566CESEhIs1uHj44O/vz+///47sbGxVtuN0NBQvL290ev1\nhIWF4efnpx6Xffv2MWzYMHx8fNTRVldydXWt8/cFIZoyGYIrVM2bN+fixYsW10fMmzcPgClTplic\nSRsxYgRjxoyptA4PDw/117+rlZ+fT3l5uXpGE7D4v7Vtl5SUVLnO3NxcPDw8LBq7Vq1aceLECZvv\nSUpKYtOmTZw9exZFUSgtLVWvCbHm8rWu1kyfPp2srCwAXn75ZW666aZKywQHBxMcHIzZbCYlJYX3\n3nsPf39/m8N+AQwGAx4eHsClIVZDhgxhyJAhGI1GfvzxRz788EM6d+5MQEAAAQEB6sQ76enpfPDB\nB6xdu5Znnnmm0npzc3Np1aqV+riq43956FJJSYk62QVc+pJT8ZrQ1q1bYzAYyM7Opry8XB0yDaAo\nSpXbuDLD5TJSMePl9Vfk7OxMcHAwX375JRcvXqRLly4kJyerr5vNZtavX8/PP/9Mfn6+mjc/Px+j\n0VijclhcXGwxfEsIIRpLber1yyq2G1B12+Ph4cHYsWMZO3Ys+fn56iihFStWVLrmPzc312JIaXV1\nuru7O8XFxZWer/i+Vq1acerUKQCysrJYtGiRxXb1ej0XLlywuY2KbcTljK1bt7Z4vby8vNI6+vfv\nT0xMDH/88Qevv/46Z8+etXg9NjaW7du3q+16SUkJFy9eVLdx5T5cqaSkxOb3BSH+yaQDKlRBQUE4\nOTmRmJhY52G0N998M7/88gsDBw686jwtWrTAwcGBnJwcdXhOTk6OzeX9/PxQFAWDwaBe/3hlw3j5\nTGFxcbHaCc3Ozra5fFlZGe+++y7Tpk0jJCQER0dHi1nxrElPT6dfv35WX3vvvfeqfG9Fer2em2++\nme7du1d5a5eSkhIOHTrE/fffX+k1Z2dnhgwZwsaNGzlz5gwBAQEWr7dt25YBAwawa9cuq+tu2bIl\nOTk56vuqOv6urq74+vpy9uxZWrRooT5vMBhQFEU9ttnZ2YSEhODj44OjoyOrV6+u1WyFFT+jy2Uk\nOztbzVjx86woPDyc119/nQceeKDSa3Fxcezfv5/Zs2fTunVrioqKePTRRy22UV05TE9PZ8SIETXe\nDyGEaAjV1euX/frrr3Tp0qXS89W1PS1atGDEiBHExsZSUFBA8+bNLV738vKyqCOrajcAbrjhBvU6\n1opycnLU2fWzs7PV0VU+Pj48/vjjVrNf7ghW5/IEfZdlZ2fj4OCAp6enRd5bb72VNWvW0LFjR1q1\namXRAc3KymLlypW8+uqrBAUFodfrmTlzpvpjvZeXl8WPodaGLp85c4YbbrihRpmF+CeRIbhC5e7u\nzgMPPMDq1av5+eefKS4uxmw28/fff1NaWlqjdURERHDs2DGio6PV4T8ZGRksXbpUHWZiMpkwGo0W\n/7c2xFSv19O3b182btxIaWkp6enpVQ6VdXR05Oabb7YYKuzp6UlWVpa6/latWnHjjTfy+eefYzQa\nOXnyJHv27FE7jFcubzKZKCsrUzshSUlJ6nUo1hiNRv7880969OhRo+N1pcTEROLj4ykoKEBRFNLS\n0khNTSUwMLDSsmVlZfz5558sXLgQd3d3dcKIHTt2kJKSop65i4mJobi4mA4dOpCens62bdvUBjY7\nO5v4+Hir64dLw4u+/vprCgoKMBgMfPfdd1XmDw4Otjj+ABcuXODbb7/FZDKxb98+0tPTCQ4OxsvL\ni549e/LJJ5+oQ10zMjLU97ds2RKDwVDljIN6vZ7Q0FDWr19PcXExWVlZbN++3eoPAF27dmXWrFlW\nhxEXFxfj6OiIh4cHpaWlrF+/3mIb1ZVDg8FAQUGBzeMohBANpTb1+uVZcNesWUNKSgqjR48Gqm97\nPv30U06dOkV5eTnFxcXs3LkTPz+/Sp1PuNRuxMTEcObMGUpLS9m0aVOV+a21GwBffvklpaWlnD59\nmpiYGMLCwgC466672LBhg9qBzM/PV6+vbNGiBTqdjvPnz1e5zdtvv50dO3aQmZlJSUkJ69evJzQ0\ntNKPoa6urrz66qs89thjldZRWlqKTqdTf3Dds2ePRYc9NDSUb775BoPBQGFhIVu2bKm0jiNHjsht\nWMQ1Sc6ACgsjR47E29ubLVu2sGzZMlxcXPD19WXs2LHceOON1b7fz8+P+fPns2HDBqZPn055eTlt\n2rRhwIAB6hnHefPmqY3NsWPH+Oijj5gzZw7dunWrtL6JEycSGRnJ5MmT8ff35/bbb69yAqC77rqL\n7777Tp0NMDQ0lJ9++omJEyfSpk0b3n77bZ5++mmioqJ47LHH8PDwYPTo0WqH0dryjz76KIsXL6as\nrIzevXsTEhJic/sHDhygW7dudZ5O3t3dnW+//ZY1a9ZQVlaGl5cX9957r0WHasuWLXzzzTcoikLr\n1q3p1asX06dPV6+9dHFx4ZNPPiEjIwOdTsd1113Hc889h6+vLwaDgePHj7N9+3aKiopo1qwZvXv3\n5uGHH7aa54EHHiAqKopp06bh5eXFHXfcUWmCn4oGDx7MkiVLGDVqlHqmMjAwkHPnzjFx4kRatmzJ\n9OnT1S8t06ZN47PPPmP69OkUFxfj6+urXifTvXt3dTIivV5faYKIyyZMmMCaNWuYNm0azs7ODBo0\nyOoZeJ1Op86+e6Xw8HB+++03pkyZgoeHB//5z3/YuXOn+np15TAuLo7w8HC5BYsQotG5ublVW6//\n8ccf6myuzZs3p2vXrrz11lvqyJHq2h6j0ciiRYvIzc3F2dmZwMBAnn/+eat5goODGTp0KHPnzkWv\n1/Pvf/+bvXv34uho/Stn7969Wbt2rcXoJbj0o+FTTz2F2WxmxIgR6sy+w4YNAy59l8jNzcXT05PQ\n0FD69OmDi4sL999/P7Nnz6a8vJyXX37Z6jYHDhxIbm4uc+bMwWg00rNnTyZMmGB1WVsz1AYEBDB8\n+HBeeeUV9Ho9/fv3t/ieNGjQIM6ePcuMGTNwc3Nj6NChpKamqjO0p6Wl4erqWi/34BaiqdEpFS/s\nE8LOffrpp+Tl5Vnc6uNKs2fPZsKECdVOE98QXn75ZaZMmVLlNaJN2c6dO4mPj1dnGrTm/fffJzQ0\nlL59+6q3YbF225ymrGI5LCsrY+bMmcydOxdPT0+towkhhF05c+YMzz33HJ9//rnNyy1++OEHzpw5\nw/jx49XbsFS8Xck/QVJSElFRUSxfvhyARYsWceedd9KrVy+NkwnR+OQMqLBr6enpmEwm2rVrx4kT\nJ9izZ4/VoTAVadnZefPNNzXbdkPIzc3l/PnzBAUFkZGRwbZt29T7uNry9NNPN1K6xlNVOXRycmLJ\nkiUaJxRCCPvx66+/EhwcTGlpKZ999hm9e/eusjM5ePDgRkzXOIxGI4cPH6Znz55cuHCBTZs2qfcI\nBZgxY4aG6YTQlnRAhV0rLi7m/fffV4fZDB8+vFb3KRVXx2QyERUVRWZmJs2aNeP222/nnnvu0TpW\no5NyKIQQNbdr1y4iIyPR6/V07dqVSZMmaR2p0SmKwsaNG1myZAnOzs706tWr2lvSCHGtkCG4Qggh\nhBBCCCEahcyCK4QQQgghhBCiUUgHVAghhBBCCCFEo5AOqBBCCCGEEEKIRiEdUCGEEEIIIYQQjUI6\noEIIIYQQQgghGoV0QIUQQgghhBBCNIr/B7oP32VWa38uAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x113dc24a8>"
+       "<matplotlib.figure.Figure at 0x7f0e78436358>"
       ]
      },
      "metadata": {},
@@ -352,17 +352,17 @@
      "output_type": "stream",
      "text": [
       "GPC1 r (aperture) - SDSS r (fiberMag):\n",
-      "- Median: -0.39\n",
-      "- Median Absolute Deviation: 0.13\n",
-      "- 1% percentile: -1.6427641677856444\n",
-      "- 99% percentile: 1.028401260375976\n"
+      "- Median: -0.38\n",
+      "- Median Absolute Deviation: 0.12\n",
+      "- 1% percentile: -1.6758414459228517\n",
+      "- 99% percentile: 0.773529739379882\n"
      ]
     },
     {
      "data": {
-      "image/png": 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mpiZaWlowTZPm5uaB8ubm5rRvgQVhpNHQ0OC3hCF56qmnGDt2LIcPH/ak/SB7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\nn991110Dr1MrFZK0CoIDpk6d6rcE3yh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9r9/SXEWrwm45ir05Ler4gpQWj5ta3brBLwQ3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\nSxM4DPPsw6Js+XNVICPNYOgQ6wBPILs2zILi6ZuPnBYpKqUu6RR0XB1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OO+9w2WWX4fP5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Xnyta99LSWvXr16SMdyIF566SXmzp3bY2vwpk2bCAQCtLa2cscdd1BfXz/o7qCPf/zjTJ06lRde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\nvfI3GTf1RYz09/QG9U5rMipoVShssHnzZ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3V6DiMP7UY++1Nk6x7obYPDuyHa64g+oj3I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\nK42iKIqrg6gvJ0+eVB9R7eXlxZgxY9Sbxt2dwWBQ7zvz9PTkqaee4q677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2D/iq1UkY04L90DGZskhb0QhDqzUTKAGoIAiu2bx5c9guVIRq0SkIfjOatFAK\nmhJmLvOgtb3wiIb8Y2HbAfuTpZJ+eXquD/4spvYruY0hFxi7KSOZTFJbW8u1H7uSKz7wXpqbmxZE\nPXkuo8R68rtvJ9MW/WOZWWUKlaVaA29BEMpgYGCAgYGBsN0InGrRKQh+YxpQF58eWszMnPiVhdFa\n52VE/LCD8q+SWp2fMHT7WdacvpdRN0H6B5S0rU9PTy+vPfVN7PzGPwPQ1NToTnepdgk+ubU9lzWj\nnEr37ZihqI1FZ+6qobx9FioSgAqC4JoHH3yQBx98MGw3AqdadAqC33Q2xomZBabYOa6ZOSD0kn3y\nZDt8ymZ2yrELaXJjl5Kt8qx1DnterQ7fy9UdWhuXqrUSbaw1X7r5Fp7r3s/GDccvGt1RaeP5dBuG\nor0hhhmRCEip6nwHNCLVLwiCIAjCQsceFM1eAVNR+Pj0fcHYlXxGqXZQPgWpdS7dzk+ltJaqWydH\nwEp51lrQLnB9sXKv+9tPcf9//JStr/9fgWkFPC34E1gbe/CpXB0zbQ2ospdG85dqXQVX3gEVBME1\n27dvD9uFOfFrH9Co6xSEqDKRskjEjUgtQlT0fHYwGpJfBW0lixC5sovUU7H7LCsDR/4AEwNoZcCK\nEyFWU9F6ymQyfOgj13Dh+edyxumnctKWEzw919W19gF/9BUg6P4URN/WgGVBJiKLEFUrCzl4FgRB\nEAQhQgyMZRhL2hu852VKps57yRguJLvsMjzW01wZqkjrDrqe0pMwMQDaglgCzJj/uuepg+v+7018\n/VvfYfdvH41uPVWijcssx6++nbE0h4dTkdmKRSlvn4WKZEAFQXDNAw88AMDWrVtD9qQwO3fupL6+\n3vM2LFHXKQhRRQGmY1A0M3Pi5V2xme+NBYGfWSK/tJaiu9RrXdkOP+a7vhxNFWljpaYzgejc9Etf\n2xvyMv8zNX3gkotoaW7mI1d8wM7EVWvfpnA9ufHfj75tKIWhICoJ0GrNBFarbkEQymBwcJDBwcGw\n3ShKV1cXd911l+dyoq5TEKJKZ1OM2qlVcGdNBczaPgyEswP4YrZSqqA9371++liWDXNeU4ruyGv1\n0saOa13pNmuh7RWgDJS20JlkxXT84N/u4IUDL7Js2VKuvPz9vvbtUuqpElq92JXq24aCpc3xyKwg\nW62r4EoGVBAE12zatClsFypCtegUBL8xDYVRLOvhczZwLhvH87IUzcZU0C9X2SGPuotqDdgvJ5Wu\np/l0G4aQlK3ZAAAgAElEQVQBLUdhNa1AKSMXzPjtl2WlMcx47vi///hnXPjey7j04nfztX+80Zdn\nzac1z7YvjEbf9tjPS9I9n23ZmVDLUW5YLOAY0hMSgAqC4Jq1a9eG7UJFqBadguA36YwmZlJwEaKw\nMixFz5cwtbRitk/15KtfJU7B9e25c9lF6mm++5QySrrerW2lJqD3jzAxgNW0EtW+DlActWol55z9\nZ9z0xc/7XgeurrUP+Kq1kv0psL6tiETwWc3MG4D29PRwyy23MDAwgFKKbdu2cdZZZzEyMsJNN93E\nkSNHWLJkCVdddRWNjfZGunfccQf33nsvhmFwySWXcMIJJwQuRBCE4Onu7gYWf4BWLToFwW96RtK0\n1Zv2Srhqxl6SU9fkHS/BrnQWphwfPdsF6qnSGapQdJejdZ72q6jWoQPoiQH7h5eaRp784zMcvXY1\np5x8Inf84NuV79vz1FOobWx/Ca0/ZzT0DKei8w5olaZA530H1DRNLrroIm666Sauu+46fvGLX3Dg\nwAF+/OMfs2nTJr7yla+wadMmfvzjHwNw4MABHnroIW688Ub+5m/+hm9+85tYlhW4EEEQgmfv3r3s\n3bs3bDcCp1p0CkIQOAd22cFgoe+l2pXGq69e7i9Xtx/1FabuSuNnG2W//fGZbs448xwuu/LjJd1f\nSRZiG/vxd0IpBVpHJvgEu994+SxU5g1A29raWLduHQB1dXWsWrWKvr4+du/ezRve8AYA3vCGN7B7\n924Adu/ezWmnnUY8Hmfp0qUsX76cp59+OkAJgiBUipaWFlpaWsJ2oyi3334799xzj+dyoq5TEIrR\n09PD5z73Oa666iquvvpq7rzzzrzzP/vZzzjvvPMYGhoK5Plt9SZ1NdPTHHPT5qbO5x1bxHbZZXis\nJ+dnQen2Uk9WBiaH0Nqa/17LQqeT6OHDtu2X7sZlYNYCit8+/BtM0+CTH/9oKG3gZ38KpI3LLMev\nvm0YiqXNcUKM//OQRYhccPjwYZ577jnWr1/P4OAgbW1tALS2tuZWjOzr6+PYY4/N3dPe3k5fX5+P\nLguCEBbVsi1JtegUFh/ZWUvr1q1jfHyca6+9ls2bN3PUUUfR09PDnj176OzsDOz5tXGj4CJEQN67\nX5WaVpql6LV4n8bpq+2DP2H55aq+ffZHDx7AGnoRlZmE9mMxmlfMeZ+17y7ofQbSE+iTL8Fo6PTF\nL6O2ibGOV1OrUrzrfafzlndeQkNDQ6DTSl1dC75Od/WtjSmvn/uhQ9lfMJUircNPhRoqfB/CwHUA\nOjExwY4dO7j44oupr6/PO6eUKtg556Krq4uuri4AbrjhhkD/Q/SLWCy2IPwshPheeRaq3xBt31+G\nor7deOONmKbJRz7ykco65QNRrvP5WMi+Lzba2tpyPw47Zy0dddRR/Mu//AsXXnghX/rSlwJ7vtag\nHZuJZLMPTE19m3V8hj3XuXLtIIIAv33NfffhGb5rLcGnWXrm0lqGrVPj6N6nwEpD5/HQsASjtgk9\neABV3z5/8PGK09Edx0DPU6hEi29tPDo6ypnnvIOtrz+VL3zu0zQ0NPiqu1hZrgK9Uq73qY3n1F3i\n/UH0baXy/50SKo+rADSdTrNjxw62bt3KKaecAthT1Pr7+2lra6O/v5/m5mbAznj29vbm7u3r66O9\nvX1Wmdu2bWPbtm257z09PZ6EVILOzs4F4WchxPfKs1D9huK+79q1C4Dt27dX2qU8itXrT3/6U+Lx\nOBdeeKGn8sPQuRj7S5isXLkybBdCxzlraffu3bS3t3P00UcH+sye4RTtDTFipsplLKDw4jp+2lDG\ngN5RhjPD4sYOSody+BiY7qhoLaeNDz6GtlL2uVgtKBPMGtTSje60JpqhphGWHOer7n/+7g/4r/95\nmKv/6kO5Z4fat7M6otjeSgWj1aU+y9L0jabJRGR5mgU8i9YT8wagWmt27tzJqlWr8gZjJ510Evfd\ndx9vfetbue+++zj55JNzx7/yla+wfft2+vv7OXjwIOvXrw9OgSAIgiAIeThnLZmmyR133MGnP/3p\nee/zY3aSykyATtr21CB46sv0YCsAOy/b49Ke6aOf9nSFVE63kzB0B65VW47jRuFMn9N2Bjm524zC\nxz208Yc+8F5OPvG1vO6kLfntEXbfBvSUnwumjYtocuKpPyuD5rbZazyENZNnIb/H6YV5A9Ann3yS\n+++/nzVr1nDNNdcAcMEFF/DWt76Vm266iXvvvTe3DQvA6tWrOfXUU7n66qsxDIP3ve999gbAgiAs\neE4//fSwXagI1aJTWJzMnLW0f/9+Dh8+nPs/vLe3l0984hN84QtfoLW1Ne9er7OTGmsNGhMmMGOq\nnbKn4OYdC9uemXkJ4Fkl3+dDPZX13LnsEusp0Dara0OP99nBx+Qwura5+PXaAm2hlWnXq/M4Go1B\nNowpxx+tNdd+5vNsec1mzj/3rZx80pZcPYXet7N2QH/vPJWhpqfjh9O3M1hj/fSNZfLKczOTJ4iZ\nNVUaf84fgG7YsIHbbrut4LnPfOYzBY+//e1v5+1vf7s3zwRBiBwzB6uLlWrRKSw+Cs1aWrNmDd/4\nxjdy11xxxRV84QtfyL064yeNCTNSixA5p94VfUcuRL+C8Ccsv5wEVU/G0o3o8X575dva5jy9zmut\nwRdhvAcmBmH5CRgJu69bA90w1gvJUVh1Eka8rmxfvvO92/jSTf/IX33o/bzzHW/zrf18bWPI/YDg\nx/N9a+My68kPHQqoiRvEDIt0lPZjqTJKWgVXEITqZs+ePQBs3rw5ZE+CpVp0CouPYrOWtmzZUhkH\nisyZKzaVrmARHt8HK2Rnv/s9CPeT7Ptxc+mIstZS7vOkL9GaCySK6VY19WirGVLjKCPuON6EzqQg\nk0Ip05Puc9/2Fxzp6eWqv7rM9T2FNGmt0UMvQnIE2l4BZs38dYDLtiR/OrLX9vbSN3J2seMV7Nuz\n897hIVNwBUEQ5mH//v1AdAOz22+/3ZcFcaKuUxCKMdespSy33HJLYM/vG0vTVh/LDapyg8eZ0zij\nYDv8LuXe+c6rKGot0y4lKI6U7kQrqrYZWo/OP17Xhkq0QPsx8+sucv7nd9/D6qNWsvnVr+JjH7l8\n+ppyfzx4+XH05CBoC9W0IheAhtbec5z3pY19+JHFqz00kSEdkUWIqvUlRQlABUFwzZo1a8J2oSJU\ni05B8JtkWjMymaE5Yc6aCljutLvA7ID8wVFulPwKup6yRMavYhnOOTKf89kP/Pq/OPfC9/KG00/l\nFz/9t/w2tsWXXnZ6AqWnoqFYItL93Jc2LrOenHjRkUxbjE5GJPokF49XHRKACoLgmqhnBHfu3El9\nfT3vec97PJUTdZ2CEFVqY4rG2qlFiJxZh+yfIWY9ZtkVyNiVfF8EskOz7BLrqSJ+eaknbYEyyrp3\nxfJlbPvfZ/CtnV+Z1c7avqh0v+J16MwkaI1KjaPnmoI7pV1blrs6CKg/eSrDPlDWvU7K9SFuKhpr\nDUYiEoRW6xTcas38CoJQBgMDAwwMDITtRlG6urq46667PJcTdZ2CEFXa6mOYhsplG5TyZmcJxHb4\nPd/1XnVESncJtlLT22MsCq1jfei+Z9EH/gcyqdlai9jd+1+gv3+A9cesY9e/f4/Ozo7Z15dYTzm/\nlr4K1foKVOMyiNcX9V1PDqKHXkS/8N8wOeRb3VRT38760pQwiVVr5BcRJAMqCIJrHnzwQYC8PYEX\nI9WiUxB8p8iYrtyhnlI+bHzvKKtcu9KEqbVc3V7uK1lrgXud3/XoYZQZh7r2PN90agxSo5BJobWV\nW7F5Lg4depk/Ofv/sHrVSn5594996xdZX5VSqJZVs6aMztKdSWElh1FWCm0l83wv2pYznlfILtVn\nrygo2H6V/HtcOKcaDkH/K3PrrbfyyCOP0NLSwo4dO2ad11rzrW99i0cffZTa2louv/xy1q1bF7BX\nEoAKgiAIguATw+MZmurMvJU3AVAqN+0u73gF7cU43bWYHdZ0Vydh1JNlWXDwUXR6HI3CWHUSmDXT\nwUzLKmheiR2CuJuGu++PTzMyMsINn///8s5VvD/Vd2LUtYM+zn0/sQ/46ouToPtTUH17MhWdLViC\n/qHrjW98I29+85uLLj736KOPcujQIb7yla/w1FNP8Y1vfIPrr78+UJ9AAlBBEEqgWjKC1aJTEPxm\nNGmhFDRV8SJEMweUlfTL03N98Cf09tMZdGoMhbZXkzViM64xQLkrf2Jigng8zhvPeD3PPL6bxsbG\nudsYcoFhYLrLWUCphParSBuXWU+z6rtMH5Jpi/6xzKwywyLg+JONGzdy+PDhoucffvhhzjjjDJRS\nHHfccYyOjtLf309bW1ugfsk7oIIgCIIg+IJpQF18emgxM3PiZ0bImRHxww7Kv0rqdn7C0F0xrUWv\nmToOaG3lAp1Sn51KJbngLz/Auy75IJZl0dDQMKd/2WcGrrtU20efnHgqa45y/Ojb8/kRMxQ1sfCm\n10eNvr4+Ojs7c987Ojro6+sL/LmSARUEwTUPPPAAAFu3bg3Zk8L4tQ9o1HUKQlTpbIzP3gOUuQed\nyhEklGKDx3dEHX55KaeQJjd2QX2OsgPTXU49+RhUBtnGyjBhxWuh9ykw4/ZCQ1OryrouJzXB3T/9\nd3686y7+/kvX5WXRgtQaahv70J9d657jmkroMwxFR0OMw8MpMlFYCNeHFOi1116bs7dt28a2bds8\nlxk0EoAKguCawcHBsF2oCNWiUxD8RqnC0/1yJ2ccD3rQme9b+YuXzGfP1OTGLui7o1wvAUQYWp2U\nrLtUu0A95XysbUR3HocyTFSsFmtyxF6QKFaLTo6gYrV5QSmAHjqIauiwr+l7mrNPWsv//PCLnPSm\nt4C2UEbhqa9aW+iJIVSiJW+aubYy6MlhSLQEFiS6ajNHm0SmjSn/h59SdRTVB6g8T8LDh/iTG264\noex729vb83607+3tpb293btT8yABqCAIrtm0aVPYLsyJX/uARl2nIESViZRFIm5EahGiouc9ZLYC\ns33KRPnqVwn15CSMerIsy85+jh2xs2vxekiPT9l1kJpAGwasPBHMGqzUBDx+B3r4IMQbuPk3KVKW\n5uNXvJcTUejDT9hbo6w4gZl7h1qTI3D492Cl0IlWWLoRUFjjg3DkCdAZdP1S6Dw2kDpwda19wNfn\nOwm6PwXRtzVgWZCpkkWI5uOkk07i7rvv5vWvfz1PPfUU9fX1gb//CRKACoJQAmvXrg3bhTnp6uoi\nHo97DkCjrlMQosrAWIbmOmioMfKzI1BVixCF5ZeTMOop9PbTGfTo4amzoFOj0z+GpMZsO1Y/vTjR\nyGGs4ZdRVoZ79/Vy9adu4v+8dTt64h2gtb2YUW0zKDX7WeO9WJlJu8xEK0rZ7z7rkYNg2XuM0tCx\n6Pq55zIg9wNCGH07nbE4MpyeVWZYBB2A3nzzzTzxxBMMDw9z2WWXcd5555FO2/rPPPNMXvva1/LI\nI49w5ZVXUlNTw+WXXx6oP1kkABUEwTXd3d3A4g/QqkWnIASB6RhPzcyc+DWoDgo/s0RhaPVyX1G7\nxAxo+G3s8Mfh//RZPR2UOqZhbn3NMXz5+s/y4cvej0oNOkqZI7voLDfnu5qa4mk/X/p2gYC4TP/9\n6NuGUhgKIpIADZyPfvSjc55XSnHppZdWyJtpZBVcQRBcs3fvXvbu3Ru2G4FTLToFwW+WNMWonVoF\nt9hg3Y+BsNb+r4Lr1wDdkw2zjgelNVK6S21jx7V5OpQJHcfZ39NJGDpkX2jUoBpX2HZyFD2wH60t\nqG/hof2TdD22n7hOc/WH3ktNTQ3UtaOaltnXZ5JgWbN9bFyBquuwD6THc8EmrWtRidapZ40ARVZo\n1RZaW+ihlyA9GUwbB9Q2ftlh9G1DwdLm6cXSQsfw+FmgSAZUEATXtLS0hO1CRagWnYLgN6ahMCo8\n3XUuO0vRa0PyK0h/wvLLVX37YGttB4OGMmYct/9UTcuxXnwM9fLvQVuw/DXQeSyGaWJNDKFSIzD0\nAtbwi/zhqW7OuWYnq1au5NErbiQej2Nl0vYCRh3HYjWvwYjXFvTFiNXAsldhpSbzrjHiCVi+GSuT\nxjBjxXVMDGH1/BGVmURPDqA6N9ir+PrZxlDWdNeo9nPfnm/ZmVDLEaCGRdCZ76giAaggCK6plm1J\nqkWnIPhNxtJgUHARorCyLUXPlzC1tGK2T/Xkq18lTsH17bkFbGusF3r+CNrCWroxl2mcqVsdtw1e\ncTrWYz9A7fs5xOuxOo6BQ3vRZg0s3wCxWpa0N3PG5ldw43tfj/nY97BWb4GJfnS8ER1PwFgPVqIV\ntWQjTK2Em/MlPWkveDTeh9W4HNWxHnCs3jrj+ll2bQvGUSejhw+h6ttnLXLkSxvbB3xtg0r2p8D6\ntiISwSf4swruQkQCUEEQFg1+7QMqCEJ5HBlO01Zv2ivhKn+2Xggrq1eOj57tAvVUiaxUKFrLaeMj\n+0Bn7HumtjgpeL0Rs9t3YhC0BckR9MHfoQBlGBweGGNscpC1HQl+9KntKG2hrSSM96KUgU6NQGpk\natGiBBjGbH+HD6HH++xr4vWAKk23mlrYqGlFxbONC6a9A+jbGQ09w6nIvANarRnQBTx7WBCESrNr\n1y527doVthuBUy06BSEInAO7mYMr5/dS7Urj1Vcv95er24/7wtQ9PyVEDVpTaLmb4bEk2z90PWe+\n73OkU6lpPxzFz1CUyyLm+51frvRtl7YPPpd7n1J2W0Yl+KxmJAMqCMKiwa99QAVBKI+2enPORYgi\nMw0QAp8WHMb0xJmEUU+B1am2oK4dPdZjZynH+6Guvej1uqYBlhwPR/ahtWUfB/YfPMLBI/3c+tkP\nEqtrAmXa5yeH7QWKahun28GyYOglVE0Tumkp2fBJa42u60CNHIJ0EiYG0c0r884HUgel2j70J1dt\nrDWkJ9BmHIzY3GXYB8p6vpNyfTcMxdLmOEeGUxQpurJUZwJUAlBBENxz+umnh+3CnPi1D2jUdQpC\nVKmNGwUXIQLyBsOVmHrnpJTpiaHaPvgTll+u6rtcTSMvYw0eQKVGUY3LofkojJr6OXUbhgEbz8Z6\ndAQ1uJ9MxiLZspZXnbaFP979v0kMvYB6aQ9YGVuflYFDT6CP2oKKxe1y9v0SNfSyXfY7/gEVq5ku\nv7YRvep16IkhVKK54tNKXV0LuR8Q/Pz7lOdLJok+/ARMDkGsDrVyy/yLKbnoT0H1bTvTrTGVIh2B\nCDTMTHiYSAAqCIJrWltbw3ahIlSLTkHwG61BF9o3UU1PY8w7PsOe61y5dhBBgN++5r77lAENKvhx\n82zXWkvRlGjFiDegB7pRzasgXodOjaF7ngI0uvkoGHwBbZiojuMgVmvf3/ssdD+MZaW58t+f4/FD\nv+I/bvs65uN3MnDX14m1L6Vx20UYG/4M3fc8PPsrOLgX3dCBOupEjDd8BP38/8BYHxixwv0r0YzW\nFnrwAAwfQresQTUt90W35zaGvAXBgmhjrUzUkg3ogf1Q0wCqwAwIpz3j/kB0zxeEqvx/p8KkSuNP\nCUAFQXDPnj17ANi8eXPIngRLtegUBL/pGUnRXh8jZs5YkAU8L0I0lw1lDOgdZTgzLG7soHQoh4++\nap1hl6Q7KK2l2GYNmDWopRvtllMK/dKj6KkFiTjyhP2nMqazlJMj8J870FaaPUc0X//Zf/OxKy8n\nlhxn4N9vgnQSq301xqa3oeK16IkBW7eVRscbUR3HocwYvPLMqaKN4j4O7IfBA1O9yv4oNcf1lWrj\nMtq7VH+VMlCxBHSsd3evKr5Yk2+659BnWZq+sTQZCyFEJAAVBME1+/fvBxZ/YFYtOgXBbzIWjKcs\nmkx7Ct7MwaVzupnfdsnZEMf9QQROTiql1clcdVCSphLqKQits3VnM2zWdHaPbKZPTV9vpdHKnnJ5\nwroV7P7lzzlhyxbS3XshVgPpJKqmDp1Jo+K1KCuDViboDMqMk+0hzu1Uiraxlcldj2HmfPSu1Vu2\nOogffor7rtzpgzmvCbpvpzIWyXQ0sp8gU3AFQRDmZc2aNWG7UBGqRacg+E1DrUFjYvr9ryxZy89M\nh2fb58xLIbvk+2YMpL080zcdJdZTWc/RFmiNVip/Cqe2QFtoZcw+XtOInhzKv1dnUGMD6JoGtDL5\n4e6DPLTvADdeeDInHHsUZFIY7Ssxauux0kkyPS+AzqAzaXSiBaXTdl8dPYzSGnvxomyb2M8B0DM3\nkahtgZFDaA1qvB/dsNTfNijX9qE/+dbGWds+UNa9Tsr1IW4q2upN+scyBcutOBKACoIgzE3UM4J+\n7QMadZ2CEFWaEmakFiHK2kXP41/GyRfbB3/C8stJSf5ODqFHXobhQ/aemG3r7Omu433o0SMw8jK0\nvQLVtMo+PnoEa/QIKjmMGu1Fj/aixgfQGKjxIfRvfsB4bCmPP7qXv9z5a163ponkkRcxvvN+1FnX\nomrraL30OiZ//xCxZWvh8O/QfS/DS3ttH47bimpagn5xN2r1/0IZdrBp9T0Loz12kLv61DwdRuMS\ndKIZRo+gGpcF1w6ltjHkfkDw4/nltnE5/SnIvl0bN4gZFukI7MdSpfGnBKCCILhnYGAAWPyL9FSL\nTkHwnem5kG4Oz1+cT5mb7Hc/Bt5B4VfGKvvd74DDjf9l3adiUNsM430Qr8t1FG3E7eOjvTByGJ2a\nQLeshuGDMDEAmTT6pSdgYhidaCL9zO8gk8RsbkM/dS/HpQa5/rQm3nP+NmrrDBgdQE/0A2mUGaN2\n8xn2g8xa6FwHE4OgNeqYN8HkAKTGpn2cHIahF+0vtU0FdahYLTSvmrMOKt6fYd5FiErBy305u9jx\nCvbt6doJH5mCKwiCMA8PPvggANu3bw/Zk8L4tQ9o1HUKQlTpH0vTWh/DyAYR2cFjBaa7lmw7/J7v\n+kj4G4LtV1A8l63idXbg2bAEtB0yaa1RNY1Q04AePohOjkBqDDVyEJ0NH373M0hNoC2L1OMP2eVq\nzR+ePsCjLyc5f1M7V11zARhxMExY/Vr7T+Vo+6ltQ1AGrHj11HkD9LIp3QprrA+OPGHfU9+B0bmh\nsKaA6ykou+LPjEA9DU1kSMsiRKEiAaggCIsGv/YBFQShPCbTmpHJDM0Jc9ZUwMU43XUuO0vU/ArS\nH2/PJDfddfq4QqcncxmrqfDU/pYcQ00FnWTSKOCl4TTn/PAlJjOas17ZTq0yUIaCeI29INHMzGCs\nBrS2r4nVTD9XmdN2ZgJLZ69P5FZxndXG4Ot016j2c89llFlPs+q7TB8m0xajk9GJPqs0ASoBqCAI\n7qmWjGC16BQEv6mNKRprZRGimSyk7NAsu8R68vf52t7TM5maPg5gWfZeoMlx+zrDRGuL1oTBqUcl\n+MgpbTTFAW1vwUEqaduWZZeglJ1JzaTztlfJPVdbU7pBGzVkg1/Sybytcpxo++YA6sCDHVB/8lSG\nfaCse52U60ONqWioNaIThFZpBCoBqCAIgiAIvtBWH8Mw/MvCZAeNgdhMB8bzXV+JbFWgWsu0K5GV\nLfZ8a3IYJkcgNUEWBeihIzDai0onyYyNoCfHGJ1I8+xAklcvreWfz1kOsThGzET/8TeoZa9AJ8dR\nT+2GV78JxodQ/S/CKRdC0wrytm4B9GgPevSw/Q5oyxp7RVw01HegmpaT3d/Tj2xxpNq4Un0725Yh\n6m5OmEymrEhMw63S+FMCUEEQ3PPAAw8AsHXr1pA9CZZq0SkIvlNkMFXuGMuvQWf2e7l2JfBrcJ79\n7oddqv/l3ldQx3gveuAFFBo1eAidGoeOo9H7f4c++EdUfSPpvkNMDgzwrp8cYffBSX5/xXra4hax\nlnYMw4B0Et17AGVlIJ2E398LNQmI10DvAVT9ErAy6EOPQ8sqVOMSdHIYkqOQHkf37LP7rhFDdb4y\nN0XYDyrSxjOeV8gu1edy7yv0ww+TQ3a7OlYOnnV9AH27gCehUel/Z6KCBKCCILhmcHAwbBcqQrXo\nFAS/GZ7I0JQw81beBOyf+X2eBliqPeuYI0sTpl959ozBtm9avdgl1JMTL8+1ep+yt19Bo59+CHq7\nAUXy1/+GHh0CnSEzNorOpDkykub5IYsbzlrL0iWtqJZOMGum4oupbJy2YOAIemIUJsegdSn84W54\n6l5YcrS9h2iiBU68CNW6Fl3fCQcfs59f04ixfPP8bVPh/uTqWvuAr8934qU/Wb1P23unAkqZ6IZO\nV+X4ocPOfoYffFYzEoAKguCaTZs2he3CnPi1D2jUdQpCMXp6erjlllsYGBhAKcW2bds466yz+M53\nvsNvf/tbYrEYy5Yt4/LLL6ehocH3549OWijs/UDzpuER7DTOsuyA/clSSb88PdcHf3x75lgfaLsv\n6f4X7QwmoIf77WASsJKTjKZgeb3BIx/dRF2NaQc3sZrpcpS95Ya2LDTankprxEApVPY9TyttX1/X\nOhWwGpAax1LKXuSopgkw5m9jyAWpofftAPu55zKy9TQ+3cbUtVSsbyfTFv1jmVllhoVkQAVBEOZh\n7dq1YbtQEapFpxA9BgcH+d3vfsfzzz/P2NgY9fX1HH300WzevNnVvrSmaXLRRRexbt06xsfHufba\na9m8eTObN2/mXe96F6Zp8t3vfpc77riDd7/73b77bxpQF5+epjgzc+LnALvQM0qyZ2S0fCvXYQcR\nWMz3bDd6StJR4rN90WqY6MzUFFIzjk4nAQ2Ggc5oQLPjt2N878lJ/uPtbayOT01f1jMmVmptZzcx\n7GDSPjQ7Qw9oKzO9Cq8zY2+lAQsosFgRU22sta+B3nz17LotnLaf5XoNiAGUiUbZPwpYGbRRmb4d\nMxQ1MUUyHY0MaJXGn/g3mV0QhEVPd3c33d3dYbtRlJ07d3LjjTd6LifqOoXFx4EDB9ixYwdXXXUV\n999/P5lMhtbWVjKZDPfffz9XX301O3bs4MCBA3OW09bWxrp16wCoq6tj1apV9PX18ZrXvAbTtFen\nPaTmx4wAACAASURBVO644+jr6wtER2djnJhZYCDtuGauwWGp2T5PtsOnbGbHrT2fjrK1Mn8Q41l3\niVqVD1rn1Z21Myl0ctTOUmbr41V/Cg1tANQcdQwqFufg4CQ3PTLOlmVxOlsS6HSGTDLJ5NAwvb/d\njTU+hk5OwHA/pFP2ZyqwVbEYaAttxOxsqbagtglV1wqWhU5PQGrc1p2eRL/0GPqp/0Rra5YmrTU6\nPYHufxY9sN9Tfw61jSvRt2fayzah6jsgXg+Z6VWOg9ZtGIqOhhhmVCIgpbx9FiiSARUEwTV79+4F\nopsh9Gsf0KjrFBYft956K+eccw5XXnkl8Xh81vlUKsXDDz/MV7/6Va677jpXZR4+fJjnnnuO9evX\n5x2/9957Oe2003zxeyb2mKjI9DmXmR8vg+eZdr5v/g3u59PhNss1y3fHM7wEEH5rdaPbSbltTHIE\na6AblRxGZVLoTApqG1Ada9Fjg6h4DSpRz9J4H/ee28orljZjtrRhxOMMdb/AWE8faBh99inq21sx\na+LokYw9hVdraF9hd0NtoetboL7JDkpPuABV12IHlC/811TWExjuQQ0fhIED6KUbUC1HoQzHHqFo\n9JF9MDkERhxaV6OU4UprRdrY0SZRaeNshlrFalBLN5bWP0rUUVQfoCKyCFG1IgGoIAiuaWlpCduF\nilAtOoXocP311895Ph6Pc+qpp3Lqqae6Km9iYoIdO3Zw8cUXU19fnzv+ox/9CNM0i67w3NXVRVdX\nFwA33HADnZ2dLhXY6MwYWk8N3h0BVR7O40HbYTzTo7+eywnRd0q5vpBd14aRaEXv/x/0gd2ARieT\n0LsftEXX7qf4+v3Ps/PPl7DcmODQvhdAHaBjRRumlaKmNk4ymWH4wEsMv3SIJSefQjz773nzUqhv\ntvcCff4x6DsINQ2ot14HiSasdAqO/B6sNNqIYyx7NWrNafa2LI/+ALXndnTTcjjhfDBiuZVU1fLN\n9gq7ygAqVN8LuY0joFspg9a2dnAEp7FYrOR/7/ygQGxfFUgAKgiCa6plW5Jq0SlEl3Q6zVNPPUV/\nfz+nnXYaExP2XoiJRMLVvTt27GDr1q2ccsopueO/+tWv+O1vf8tnPvOZghkNgG3btrFt27bc93IW\n9GqpM6mvmb1oi9eMoe825L0L6Gf5YWlyEkY9+fJMpdAH99hTYwHd9wJKW/QMT/KOf36CVU0xJjIw\ncGQw6xRGZhKUsgfzln2fEa8h3txsl2nG0Q3NKGWgJ0bQkxP2O6Gdr4DWVShlQLIfKzmCAns6brwe\nZZgwfMiefqstaF4JGNP1gR3M6Fht+P25QvZC79upjMWR4TQwmVemmwUMV65cOef5cij2b/FiRwJQ\nQRAEQYgQ+/fv54tf/CLxeJze3l5OO+00nnjiCe677z6uuuqqOe/VWrNz505WrVrF9u3bc8cfe+wx\nfvKTn/C5z32O2traQP03HOMp59S57He/B6NB4fS9VDv7vdJavdxX1Hb4NN/1M30oPwid/YJeZ1Mt\n//DmpZy6KkF7nUn/fDMo9cyTU/Wipm/UUyvh5i7P3uO4VedNZJ1DN+X/oFEJvPRnX9uY/KnBpfjv\nR99WSmEoiMouLFUaf8oiRIIguGfXrl3s2rUrbDcCp1p0CtHk61//Oueffz4333wzsZj9O/HGjRvZ\nt2/fvPc++eST3H///Tz++ONcc801XHPNNTzyyCN885vfZGJigs9//vNcc801fO1rXwvE9yVNMWrj\n+e/AQX6c4MdAWGsduO2nv65tmHV80WrN2lYGbWXQB38H4wNoKwOrTkCbNWjgoNXEP/zns2TSKd56\nfDMr6hWZtIVZl8jV1+jwZH6QpBRoi1TfYTSg0fYCRwCJRtSSNXaQO3wE3fuM/cxMCsb67LoZ6EYf\n+r1d5pINqGWvBBRMDtv++lwHgbWxn+0UgB1G3zYVLG2O5/1QFipTWf+yPwsUyYAKgrAgyLz/HMyv\n/3TOa/zaB1QQwuTAgQOzpoEnEgmSyeS8927YsIHbbrtt1vEtW7b45t9cmIbCKJb1CHHaXtFrQ/Ir\nSH/C8stVfRfyd/gg1h/uRE0OoRMt6CXrUWYMWlYxtH8fZ1+3i2de7GNrppvVdRaDw0n6R9JYaYu6\nGCTiCiuVYWw4iRmzy25Zu5r6jlaUstD1bRhN7fYWLspEkYGla9Gb3oxKNMF4D9buX6PGB+xlacwa\nVCYJ7IUlx2LE62DDn2OteyNGTV0k+pPra8Ge0lzic6xMGsOMBaejzHry7fmWxlAKyxGgCpVFAlBB\nEFxz+umnh+1CRagWnUI0WbJkCc8++yzHHHNM7tjTTz/N8uXLQ/TKHRlLg8HsfRaVv9s8lGIXPV/C\n1NKK2T7Vk69+lTgFt+Tym1ZgnHIp+omfo/d1wfOPMFnTSf/9d5Ia6uPUpU38f69sYnWdhVFTw/J1\nHSxH0XdkiLYlTShg9EgfiXp79WjLqKW+vcWuy9p61Fg/enIYtfktGMe+CSaH0f3dGCs2Q3oCPTGI\nseb1MHoEPXIEY9mr0MOHYLwfYgmsTAr6noXRl7HqOlBLNoAqsCdohfuTq2vtA66vtzJp6H8WRg5h\n1bWjOjfYe7KG1J8C69uKyASf8g6oIAjCPLS2tobtwpzs3LmT+vp6z9uwRF2nsLg5//zzueGGG/jT\nP/1T0uk0d9xxB/fccw8f/OAHw3ZtXo4Mp2mrN0nEjVzGAsjb8CDveJl2UFkYr355tgvUU6UyaqHp\nNkzbfuExSE2ggCP/cRu/e2mUE9oN/u740Zy/dW3NKMOe4t25vBWlbA31jTXZSqPhqFX29cqAhhb7\nx5C6NtSxb0KZcahvt78rhY7Xo+L1tt24DNW4FKUMaF4Bzcvt46M96NHDdjmx2qnFjvytg0pk1V35\nMtabr9UwfNdaMd1F+nZGQ89wSt4BDRl5B1QQBNfs2bOHPXv2hO1GUbq6urjrrrs8lxN1ncLi5sQT\nT+RTn/oUQ0NDbNy4kSNHjvDxj3+c17zmNWG75grnwG7mr/vO717soPDTvzC0+nFfaLqtjB2Aa81f\nPzTK2+9N8tywNYfTcwiaeV6ZuUzg3L6qAnZehy5476zHRaQ/O3Hnk8axb0nO9rVvl+W9f31bax2Z\n4BNsn7x8FiqSARUEwTX79+8HYPPmzSF7EizVolOIHpZlceutt/LBD36QSy+9NGx3SqZ1KvsJBaYC\nzjwWtu3IjgRRfhjTE2cSRj25vtbKoMcHINFkB4hHvw6996eMjifpnozx4VdarG00GBrL0FhnAtDb\nO0JbeyMaxcBIirbGGErBZApqYvY7j5nxccy6Oshk0OMjGPVNMNYLQy9C6xrbgdQ4uqaebDg0l586\n0YaK16FTE6jJIdCgC6yGq+0v/tW7H3aJ/UnXtqLidZAah4khQHtr40K2faCse52U64NpKJY2xTky\nnJpzEeWKsXBjSE9IACoIgmvWrFkTtgsVoVp0CtHDMAz27NmzYH/ZTsSNgosQAXmD4UpMvXMy3/TE\nSvsVpD9h+eWqvrM+Dh/GeuZe1MAL6FitHeSNHGIgHaOh7znueucK+nuGeHr/IOOTSXvBGNNkbGIM\nFRsgpUyGRpIc226ysl6TSabpXN1Jc0cT1uQ4VioF2oKBPmKvPw/zqFfC0AtY4332AkNWClaeiFHT\nMK+/RrwOvfJEmBhEJab2Eg25P7m+FnI/ILi53ogn0Cu3oCcGUbX2dOdy29hrfwqqbysAQ2MainSU\nUqFVhgSggiC4ploygtWiU4gmZ599NrfddhvnnXdebhuWhYIukh1CqVzWI+/4DHuuc+XaQQcE5fpX\n8JyP5YahdU5tTmqbMI77M/Qz96FJQW0z//LT+/jk1+7i3vcfx+qYYqhvjIROM2pB95giaVmsrNOs\nqkmjSHOoKc6GYztJxBRD/WO0bNxELG6SSVnETtqOnhgl0/0HzJPeBaYBI4cx2taik6Mw2ouKJUrS\nrRIted/dtJ3begusjaHkvUnn0+pG25w63FwTcN9W5P87FSbZd5qrjYX1P5sgCKEyMDAALP5FeqpF\npxBN7r77bgYGBvj5z39Oc3Nz3rmvfvWrIXnljp6RFO31MWLmjIVawNdFiLJ4sh1+OzMspdp+alIO\nHwPTXapWP/Vl7XgCVVOHXrIOxgeYmJzks//vP3j18jqO7qjj6d88x8TYJDEFz40oJiz7B4xjmjS1\nph1MbD5xJSpmolC0vuZEMAwwTIyTzwNl/P/svXmcFNW5uP+cqu6enp59g2FXBGQPIiIqCCqgQTQE\nUWMkLmiil1zXRG9MXK8aNcY1UUkUNd7c3OhPE70xy9cQlEWMF6MGFBcwrLIMs689Pd11fn/0TNM9\n0zNT3V3dVTNzns9n9K2qU+e873uKmfPWe+ochObCdfKVINoH+L7ScCDi9kHOIPv6OBPPdgr9nXb7\nRPeLOGXCVsOQVDcHCfXweXFGiZNdHgioAFShUJhm48aNACxevNhmTeJj1T6gTrdT0b+55ppr7FYh\naUIGtLQZ5Onhb/Y6Dy6jp/JZIaeUDelUT2d9U5WjyZTd0fTkg4RsimrbTOCUkE1GECEg25vFmzfM\nooQGslwaoTYDjHCEEJJHsucuAR0aabpGpCfbs1oIDUn74iyaHtPWEX219PRxtGz3s93pObfCVsv+\nHffip3Q/220hg0DQGdlPQAWgCoVCoVAo7GfixIl2q5A0OVkaed7wwD8mM9Hx/zRleJKS05hx6ozp\n+zoNpFNp0zI7EvST6bLSYMvOSv7jrgf51T0rGXnMWNjzAcGQJKcoF/+BViSCfLekqlXgcmnUBSWl\n3nAdrU2tZOVmIzQdGWwDTzagIdr8SG9ueFVdI4gUGkgDkEipWeLjuH0cvmBp3SnLFtuacB/Hk8Mn\nkro3mmR1cOuCIp9OTXMobr2KzKACUIVCYRqnZwSt2gfU6XYq+jcvvvhit9cuvPDCDGqSOHlevfvs\nhdWZnQTknrJDmdalR9kCfezSK5pedQw00Vq1l69ffgOtfj9f/um3NG/fRED30OD2sWtXDYEQtIQE\nXzZLjhnsZcKIPMYP99FS34w0JFk5WeilQ9FKhyNKhiCKjkYMGo8cMhnRfBihuxGuLIy6fdBSFV7V\ndejxaB6fo/vP0j6GyAsEK9pPpI/T4Ser7Mhya7g0wxGLEAnR974BDQaDbN++nd27d9PU1EROTg6j\nRo1i7NixptctUAGoQqHoN6xZswa3251yAKpQ2ElVVVXMcW1tLdu2bWPmzJk2aZQAEuJtK9DN6d6r\nszBLZdXAOxPYaWuydvd0n5QSWqqQjYeRBSPhX5twf7qGVf/xTdp2bKN285tkew2+aGjjy+ZmClwG\nAtCFxK0LpkwdzbGjCpA1FeQNKkVoglAgiDbhVLTCMkT9QSgahvTlhVe4bW1A6h7wFiLcPmTQD20t\n9LSCbabJSB9Dr4sQJapzsvdF5O7OZ/DZdtSk1z40BbehoYHf//73rFu3jtzcXIYNG4bX68Xv9/Pn\nP/+ZxsZG5s6dy5IlS7qsX9AZFYAqFArTbNiwAYA5c+bYrEl6GSh2KpzJypUru5z78MMPI98mO5ma\n5iCFPhda+5gqMnjMwHTXhOUovXsrnzG9HOYnKS2axlm7G1m/D6RB/boXeOLFNXx/zmAK/7mbffvr\naG6TfFYDAakRklDkBp9HkCfhnKWnkFdSiEvXgBDSCAEC/atXtu8hqiELhoIMQt0+RN1eJAKEC5E/\nFLKLwqu6Fh/Tu62p+CtN013TLWe8TQf4qcEfckT2E0h7APrhhx/y3HPPYRgGZ5xxBkuWLIm53tzc\nzOOPP05VVRWhUIhzzjmH0047LW5dt99+O6eddhoPPvggxcXFXa5XV1ezceNG7rjjDh555JEe9VIB\nqEKhME1dXZ3dKmSEgWKnou8wderUXv+gO4HWoKSxNUR+56m40C+nu/Ykd+A0vdKpT7fXA80IaRAM\nhjjv/v9l/ecVnHFMDo31fkKBAABBNELtQYHHJRDtQUNOQS5ul9Zep3Fk4aHsfET7QkNHMn3tq/Yi\nCb8FaV+QSOjp72OwdLqrU5/zlOtI0k9d/J2kDoGgQWOrU5bA7bqYlZUYhsHq1au59dZbKSkp4ZZb\nbmHGjBkMHz48UuYvf/kLw4cP5wc/+AH19fVcd911zJkzJ+5U2gcffLDHKbbFxcWce+65LFq0qFfd\neg1An3zySd5//30KCgp46KGHAHjppZf429/+FkmvXnTRRUyfPh2A3//+96xduxZN07j88suZNm1a\nr0ooFIq+wZQpU+xWISMMFDsVzuTQoUMxx62trWzcuJHS0lKbNDKPxyXIzVKLEHWmL2WHusgJ+inu\ndbcX2QK6rrHwuKO59Ct5nDAil/cOuqmrFRgG6BgEhYYkHCS4PWFftNQ34vYUIXQdNBdhNwlobUJm\nFwAdLzjC5QUyLIfaENJAGiKtfo2cC19IWztJyWmyO6U6wieSujeaZHVw64KcLI0mBwWh6WLHjh2U\nl5czePBgAE4++WQ2b94cE4AKIfD7/Ugp8fv95ObmonWzN2l08Pnss8+yYsWKLmWef/55Lrvssl51\n6zUAnTdvHmeddRZPPPFEzPmzzz6bc889N+bcvn372LRpEw8//DA1NTXcfffdPPbYY90aolAo+haj\nRo2yW4WMMFDsVDiTa6+9NubY4/Fw9NFH893vftcmjcxT7HOhadZlYToGjWmRORIYJ3JvurJVabU1\nSTnl/gu1gb8W2VzFhk3vccrQLK6fqhGq02k6XE25bMTvkRz0Q54bPCEDEHh08AhJtgsqN72Na94C\ncsZNgmlfQxzcAZoHcdSc8OJCSMgfhqj7EoQGeUMQu99GNhxE7t+CmPZNyC7MTB/34ien9Ksltib7\nbIPtdud7dVrbDIJOiEHTuAhRdXU1JSUlkeOSkhK2b98eU+ass87iJz/5CVdddRUtLS3ccMMNpuK2\ndevWxQ1A169fb00AOnHiRCoqKnqtCGDz5s2cfPLJuN1uBg0aRHl5OTt27GDcuHGm7lcoFM5m9+7d\ngHMDNKv2AXW6nYr+TU+r4DqebmaTJTvJzKpBZ8exFXK6sGpw3pPu6bQ17n3SQPrruPPR57nnqZf4\nyzeHc+pIL9VVjez8opLybAkCagMCny4ZnAPF2YLaZigdPoQhQ4pp3v4JwaIxMOlshL8aJp4OOWUI\nbz4iu+BIkFM8OqKD4S1CNB6GQAsy6EdzUh9n8nnu1HY8OVH9k70v1Rc/8XRIVu6qiX0ILfXn7gc/\n+EFEnj9/PvPnzzd97z//+U9GjRrF7bffzqFDh7j77rsZP348Pp8vbvm1a9cCEAqFInIHFRUV5OXl\nmWo36W9A//KXv7B+/XpGjx7NJZdcQm5uLtXV1YwdOzZSpri4mOrq6mSbUCgUDmPr1q1A/w/MBoqd\nCmfyk5/8hJtvvrnL+Z/+9Kd8//vft0Ej8zT6Q5F9QCF2GidRg0grpgEmKnc5F5WlsVOvGLnTYNsy\nW1ORE/BTNFJK0D0Y+aPY9sm/uGxaIbNHevlkdx3/+KwGCXxwGJqCAolgxCDBpDIdgWDS/HnkHjs5\nHDBc8QDa0MkIlwdZ8TGyuQrRUgODs5BZ+XHtFsOmwZApYIRAd2Wm/zL8PJkqGz5hafvR2OEnK+wI\ntDljCxYg4o9UuP/+++OeLy4ujllVvaqqqsviQW+++SZLlixBCEF5eTmDBg1i//79jBkzJm6dHYs0\nBoPBiNxBQUGB6Zk6SQWgCxcuZNmyZUD4Te0LL7wQd9W+nlizZg1r1qwBwo7rC9+2uFyuPqFnPJTu\nmaev6g3d697xHYEddh1qb7fj//F4+OGH0XWd6667LqW27LCzPz4viuT4+OOPEzrvJBpbw4vE5KpF\niCJkUq+U2rVAn87n6usbKCjI578u+QqhT2vQgL2H/ZHFhvyGhiElIBlZ4EIX4RZzjhqD7nYDIIZO\nQniyw3W21oezetKArLwedNFA15CaK3N9DJEXCLY/22l8zlOuI0k/dfF3kjoEggbVzaEuddpGGqfg\nHnPMMRw4cICKigqKi4vZtGlTl088SktL2bp1KxMmTKC2tpb9+/czaNCgbuu84447APjtb3/LN77x\njaR1SyoALSwsjMhnnHEGDzzwANA10q6uro67TC90TRGnOmUuE1gxtc8ulO6Zp6/qDd3rfsIJJwD2\n/XvtaLe79v/3f/8Xt9vNxRdfnFI7dtjZH58XOxk6dKjdKiRMx9TbYDDYZRruoUOHKCsrs0OthNA1\n8LqPDKg6Z07SNdiO116vcgYyVnbYGk1PZdKRsYrW9//9dS0XXX4Vr7/838zw5oCugzRw61HTKqOC\nmkBIItEQSIy2ABIRXs02FEDKcAAaXs02/OGekEZk4SHLbE1Cjgn0OvnACjlZ/Tp0strulG2iez+Z\nadusft3JLk3g0QWBkEMyoGlE13VWrFjBvffei2EYnHbaaYwYMYI33ngDCCcUzzvvPJ588km+973v\nAXDxxRf3uocnEAk+6+rq8Pv9Mdc6XuL3RFIBaE1NDUVFRQD83//9HyNGjABgxowZPP744yxevJia\nmhoOHDjQbQpXoVAoFArFETpe4BqGEfMyF8JB/gUXXGCHWglRmuvuugco5gfCHcFIojIk8U1dVPuJ\n3tubHYnKEZui2rHUVov8ZMYmKQ2kv4k7bvsRowYXMb68gKatVQSrG9C8WWTp4RcVRgjKsyVNIWgz\nIBiSaPkl6L58OGYBQmuA5hoItIC3IKzLkGlQtT18c7AV3L602W1Fv0bLGX22O2QhbLG7R5t6KJOS\nrSZlTROU5LqoaGgj5IBFiOJleK1k+vTpkZ1KOli4cGFELi4u5tZbb0243g8//JCnnnqK2traLtfM\nrGPQawD66KOPsm3bNhoaGrj66qu54IIL+Pjjj9m1axdCCMrKyvjOd74DwIgRIzjppJO48cYb0TSN\nK664Qq2Aq1D0I15//XUAFi9ebLMm6WWg2KlwFitXrsQwDMaNG8fcuXNxt09B7EsIET/rF7nY6Xy8\nDIiVg85Y3YSlckpZoO7sjmojlcDJalvN2N2BDPgJ/b97ef1HX6Wlrp7mu88Ew6Ch1eC9AyGQ4NMk\nuVkCfwiG5sH4IV4IBvGOOY7i5XeiFY+M35Y7G1E+tUsWLdO2div3cG9HvVYFx6bsgMTKm+zj3vzR\nox1g/yJEEoRDFiEijm/7AqtXr+a8885j3rx5eDyehO/vNQC9/vrru5w7/fTTuy2/dOlSli5dmrAi\nCoVCoVAMdDRN44UXXkhoFUMn0dpmkOXWugYHQoRHfZ3PZ0Du9nqnAbMjZIsyUZbqlYCfdr2/gUu/\ndQk/m5vNqOIcAlUNGIZBdYvkHwcMAiEoyoJj8ySakOjZWQwZmotLA1E2iuyJY5BbX8YYPRcxfHrC\nfrK1/zL8PJkqGz5hafvR2OGnVO2QgAGEurEp4/TRALSxsZEFCxYkncFNehVchUIx8Jg9e7bdKmSE\ngWKnwplMmDCBzz//vE9uYVbTHKIgG3weLTY7Qs/ZIVvkNOpjl17RZNpPABddeQ2fHGimqdWDv7oG\nwx8AYGedEfnmbqhP4mqfHDeoLBt3eOUhvBOOR3O5QYYQZWNs7b9E5Y5nvCMwdope6fBTynUk6ado\nUtEhFDKoaAh2qVORGKeffjpvvvlmj0nJnlABqEKhME30AmROxKp9QJ1up6J/U1ZWxn333ceMGTMo\nKSmJGYBdeOGFNmpmjuht7TpnTlIZOGaaVLNEVgUQieqcqr+SzVgJIfjZd75K9abfMaXURXP9kZVG\nYz7GkkRNoZVHZBn1QZ7MzMd5qWbTYuqCpBchyjR2Ptup6Jzsv4kYWQg0Ac7ZhaVvfqq4fft2/vzn\nP/Paa691GTPdddddvd6vAlCFQmGaLVu2ADB16lSbNUkvA8VOhTMJBAKRlZj72l7aZbkudD1OwBJV\nJtnBr1XBQkS2aLqrpTJ0Oe8IvXqQA3UV/PjRVdz0/e9x3FlLaG36kNCh3YQQBEPhxW/HlbhoDgap\n8xvI3Dw8rgBtLX5CWjaaR0e2tRGqrkArKAtny2v3gbew+/adOH06BTltdTvQTzJ8YFv7uoBB+W4q\n6tucEYT20Sm4p59+etLZT1ABqEKhSIA9e/YAzg3MVq1ahc/n45JLLkmpHqfbqejfJLqvtpPQdYHm\noOmSHXRb1ia90qlPJvUy9rzDipt+ym9eX89Xsg6w5KRj8Eydw6e/+BBhGAgBeXlZ5Lgls4/ykDtk\nEFkeHTQNLbcIlw4yOx9GTQ5Pvy0cCeO/ipaVk7A+/aX/LO1j6FfTgi1r35BoQrTvQWsvInrKSB9i\n3rx5Kd2vAlCFQmGakSNH2q1Cj6xZswa3251yAOp0OxX9ny+//JJ33nmHuro6rrjiCvbv309bWxuj\nRo2yW7UeCRkStDgrlNqYbez2ugOzQ1b5yVK9evCTGDGLs89cyCRPLV8N/pO6Dw7yzkcV7DkII/Jd\nHH9MLr5snUCbxJ2Ti9utQ14p7lMuRJQMg4P/Qht3OqJ4BHL/VkTJ0eDxJe0nW/svw8+TqbLhExnV\nq1c5RT9Z8+8MRwSfAPTRKbhr167t9pqZzKgKQBUKhWkGSkZwoNipcCbvvPMOzzzzDCeeeCJvv/02\nV1xxBS0tLfzmN7/htttus1u9HqlsCFLo0/G6tUjGAlLbeiGenK4sTKp6pSz34qd0ZtQS1fet9W8z\n79RTOP9YH8EDATDg4/c/Ze/OOgDKy7z4fC4EkJ2fg3C7EYBrxmJE6QiEEIjjzgNvQVifYdMSszVO\n/6XL1kzK6co2OsW+tNpqoo8NCYcbHDL9tg+zYcOGmOPa2loOHjzI+PHjVQCqUCispWPD4f6+SM9A\nsVPhTF566SVuu+02jjrqKN555x0ARo0axa5du+xVzAQSCEUN7KIHgB3HVsjpwqoBdk+6p9PuZH3U\no01xyvzy2Re4+trv89yqx7n46BDSCCEIZ5U6ymjiyHY8CHFE1t1H9BRan+3jLv3dqY1k5XThlJub\nigAAIABJREFUmGc7Bf0TKdudHYZhOCv4zEDfp4M77rijy7m1a9fy5Zdfmrq/b+Z9FQqFLWzcuJGN\nGzfarUbaGSh2KpxJXV1dl6m2QoiMDFJTpdCn4/OEhxYyKhjpGO/FnOvHctJ1pOin6J+02WeE+Pzz\nzzh74Wl887xzYMgkDCkwDMnwEi8uLbzK6JdVfkIhCQhkKBQeaGsaoX/9AxkKhs83V9rip7T0d6p9\nnw45DX5KuY4k67Hq2dY1waA8d9KBsNV0/G5P9sdJzJs3r8epudGoDKhCoVAoFA5i9OjRrF+/nrlz\n50bOvf3224wZM8ZGrczhdWtxFyECYr79StfUu7jt9lSW5KZxpk22QJ906lVbW0f+7jf4yaISggsK\nqH18Ba3b34NQG4daNOrr/YzOhaI8FyXZ0FTvp3Tc0ejebPB4kYNHh1e6rd0H489G+IqT0zmOn/pL\n/1naxwAW+iYaO/xkhR0CQAsHokEnpEIdFkSaxTBit0oKBAKsX7+enJwcU/erAFShUJhm8eLFdqvQ\nI1btA+p0OxX9m8svv5x77rmHtWvX0trayr333sv+/fu59dZb7VatV6QEGbWZSEf2ASHCFzufj3Ns\ntZzugCBZ/eJes7BeK+wzDAPRUoWs2cl72w+z8OJr+MVtK1g6cxQHNvyVz9evpyRbkO8Btz9Etg5Z\nWS5KsjWEJvANKg0Hn64stBkXISacjty1CYpGxQSfCdsax09W2p1UH/egk9Wyad0h6b1Je2rbrH5x\nZTNl0vxsC2J/T9lKH12E6KKLLupyrri4mKuuusrU/SoAVSgUCoXCQQwbNoxHH32Uf/zjHxx//PGU\nlJRw/PHH4/V6e723srKSJ554gtraWoQQzJ8/n0WLFtHY2MgjjzzC4cOHKSsr44YbbiA3N9dy3Ssb\n2yj2uXDpIia4CA/4wsScT0GGFAf0UXpHZ1gSla20SUTpmDa7O8k92tdSg6z8DKTBT372CwpyvJw0\nfRJffrqFbX99EyMoafJLPIZE16AkW8fr1RFA/rBycgaXhQf8c76NGD8f4XLD+EWAOf9l1NZM9fFA\nt1sIW201DElNc5BQbAJPkSA///nPY46zsrLIz883fb8KQBUKhWk6Vj2bM2eOzZrEx6p9QJ1up6L/\nk5WVxfjx46murqa4uNhU8Amg6zrf+ta3GD16NC0tLfzgBz9g6tSpvPXWW0yZMoUlS5bw6quv8uqr\nr7J8+XLL9Q4Z0NJmkKfrQPoX5kkpG9Kpns76pipHkym7ozHrjx7tkCEMGQ6Mf3XftRysqmXY4BJ2\nfdQSFTTH9m+HJsIVtdhQdkE4+AwXQkRlfZLuYzNlErE11T6Olu1+tjv5yUq7U7Yvjp/M2BFNKn3c\nFjJoDTok+0liiys5ibKyMiD80rPj71QiqABUoVCYpq6uzm4VesSqfUCdbqeif1NZWcnjjz/O9u3b\nycnJoampibFjx3LNNddE/uh3R1FREUVFRQBkZ2czbNgwqqur2bx5M3feeScAc+fO5c4770xLAJrj\n0cj1hoPPmMxEx//TlPVISk5jFqYzpu/rNJBOpc2k65Hh1JBEUN3Uxvkrbufe6y9m5uRjGFVeihEK\nkjdsJBghQNAakkgJQhOEggbSoyN0jUBDA77SItDciH3/RI6eRUf4kbJ/LfCT5X0cvuAYvdLpp5Tq\nCJ9I6t5oktXBrQuKfDo1zaG49WYcrW8GoDU1NTz66KN8/vnn5OXl0dDQwLhx47juuutMBaMqAFUo\nFKaZMmWK3SpkhIFip8KZPPHEE4wePZof/vCHeL1e/H4/v/3tb3niiSciQaQZKioq2LlzJ2PGjKGu\nri4SmBYWFqbtJUtetu6oRYg6ZCuzaGmVLdAnlfaN2t3QXAVtzYjhM/nuTXfw9gef0VixD7G/GYw2\nPnvvEw6893dk+yIkfkPwZYtkTJGGpz34zBszlpxhwxC+Qhh9KmLSmQihpdVP/aX/LO1jUIsQxZGz\n3BouzXDEIkSij34D+vTTTzNq1ChuueWWyN+p//mf/+Hpp5/mP/7jP3q9XwWgCoXCNJ23huivDBQ7\nFc7kX//6Fz/60Y9wucJ/or1eL8uXL2fFihWm6/D7/Tz00ENcdtll+Hy+mGtCdL98/5o1a1izZg0A\n999/P6WlpQnpLoL10Q1FRAkxe0LGKxNPlhbJCHFEhyRks/qmLLdjl63CnYN0t4ARBDQevPdOLv7q\nqZxy+HcEvxyB4cqm9e0/orWE8OpQnAU1AcjKy6V8QjlNFVVo+SXkTTsJ0VQLQyYipn/9yCDbqv6O\n46c+08cOeJ6TtTvZf8dOsfuIKoKiokKk0CPnXC5Xwr/vBjKfffYZN954Y5e/U1dffbWp+1UAqlAo\nTLN7926g/wdoA8VOhTMZO3YsO3bsYPz48ZFzX3zxBePGjTN1fzAY5KGHHmLOnDmceOKJABQUFFBT\nU0NRURE1NTXdLhYxf/585s+fHzlOdEXpLJeg0OeKzCqLBAui03TXqHtsk4UgMhWwl/IZ08tuP/lK\nkFkF3PvgY3zn8lEMMSop3PowobYALV98Qu2hevJdBrm57d96CigfWkTpsUej6RrZo8cjho4FzQVj\n5yGOngOkwaY0+CnlOtqfJ0c82x2CCT9lXC8b/dTx/wZ/iMbWGqIxs4L+0KFDe7yeFN28DHQ6OTk5\n7Nu3j6OOOipybv/+/V1eeHaHCkAVCoVptm7dCvT/wGyg2KlwJoMHD+a+++5j+vTplJSUUFVVxQcf\nfMDs2bN58cUXI+UuvPDCLvdKKVm1ahXDhg2L2U5oxowZrFu3jiVLlrBu3TpOOOGEtOjeGpQ0tobI\n9+pdpgJKsGT6XF+ZLtmB0/TqTb7t7ge476ePUVRYwNWnjAgHk7QSCrRFBsuaAIQG0sDjy0LTtXBA\n6s1F6O1Dy5wyhMvTZ/sv4T6GSMBnt17p9FPKdSTppy7+TlKHQNCgsdVBS+D20QD03HPP5e677+b0\n00+nrKyMw4cP89Zbb8X9uxQPFYAqFArTFBQU2K1Cj1i1D6jT7VT0b9ra2iKZy/r6etxuNzNnziQQ\nCFBVVdXjvZ999hnr169n5MiR3HTTTUB4v7YlS5bwyCOPsHbt2sg2LOnA4xLkZh2Z1hadfel8bLvc\nOTtkkRx9HD0ANlVHouXTIC884zRChsF3r7qC4I7NyLZWAHSXDh2bzwtBx2JFwdZA+LymRcoCCH8d\nUhp0TNq0VF+b/RR9HB3o0X7O9meb9PjJEr3CJ1JqPxUd3Logx6PRFHBGENrd5xBOZ/78+ZSXl7Nx\n40b27NlDUVER1157rek1NFQAqlAoTDNQtiUZKHYqnMnKlSuTvnf8+PG89NJLca/dfvvtSddrlmKf\nC01LLQsTPbBPq9yuV6L3pitblTG7u5HXb9zESSeewNw5JzPv1FOoee9vVL31Co07Khk9pgRvoY/S\nnBwaDteRU5SH0AUNB6tw0Ubr4YN4p56KGD0jvPBQsA1RMpruFh6y29a09TE9P+dOsc9yuxOxFWy3\nNT9bpzVoEHRCDNpHFyECmDx5MpMnT07q3r5rtUKhUHRi1apVPPzww3aroVBYQktLCxUVFRw6dCjy\n43i6eZmfyDv+6IyAVbLVdaUDO239w5/+H6cvWsqP7/ghNFcRCvj57KF/5/BbrxBoDREISCQCT46P\nsikT8Bblk1WQT+mMGXgL8jFCQcSIyYj8QZA7CDF5CaJgmClbaWtGNh5CSkP1sUnZ9D0Jlu+NZMum\nolM6+vjIKyhFsvz0pz/lk08+iTn3ySef8NBDD5m6X2VAFQqFaV5//XWAmG/LnIRV+4A63U5F/2bf\nvn08/vjjkcWwoon+BtSJNPpD5Hr1yNAuMgVOiMi0u5jzGZTTPT3REjkqU5NKPYnet3vnF5wwbig3\nzCuj5c0n+Md//YZgcxMuYEiRm+aaetraDMpmTkHoOgw5GkqGhX14zBSo3o/c9R60tqDN+TfT7Rq1\ne6Fud/jRMIKQPywlP9nafxl+nkyVDZ+wtP1o7PBTqnZIIBCUjtiCBYj4o6+xbds2brzxxphz48aN\n48EHHzR1v8qAKhQKhULhIJ555hkmTZrEs88+i8/n47nnnmPBggV897vftVu1XmlsNWhqDW/wLsSR\n7V46hlgx5/q5nNR9Kfop0XarqqoRQvDvy7/GWz/9FnlZGk0VhzBaW5DBNrJcAqHpCCnx5OWDFl5c\nSmRlg+YKXwu1gaYhpIEoG4fQXOZ1b64EaSAwENlFGfNTWvoYbNUlU35KuY4k60n631QnORiSVDcF\ncQrx7Evkxy7cbjd+vz/mnN/vR9f1bu6IRQWgCoXCNLNnz2b27Nl2q5F2BoqdCmeye/duLr74YnJy\ncpBS4vP5WL58ueOznwC6AK/ryNCic+YkXRmh6OxIInImdMqk3dE/vdn9xb92MmXmqTz8+FNIzYWn\nvds0lwsjGB6gS6EhCH8oZ3BkwCuj/yt06NhPMRRAGiHzdmguZEeYZITM29qDD+LZmpE+BlP3JNtG\nUs92GnRKuS6T9STybCeih0sTeHQHZR01LbUfm/jKV77CL3/5S5qbmwFobm5m9erVTJs2zdT9KgBV\nKBSmKSwspLCw0G410s5AsVPhTNxuN6FQeBCfl5dHZWUlUkoaGxtt1qx3SvPcuPQ4U+yiyvQ0OIwE\nOAnKkMT3YFHtC5HYQia92ZGoHB3Ypd3udjt+8ewLBNraOHPuieCvBU0n0NhIW30dXreGJ8tN/qBi\n8kYMRS8YhGvymTBtGehuwgunSPDkIMYvREw5B7ILwOVFygTsLhuPyCkDlzc8BTdNtiYj96Z7onJG\nn22bbc203YnYqmmCklwXulMiICFS+7GJSy65hJaWFlasWMGVV17JihUraG5u5rLLLjN1v/oGVKFQ\nmGbLli0ATJ061WZN0stAsVPhTMaPH88777zDvHnzmDVrFj/+8Y9xu91MmjTJbtV6JTwmij+YxMTg\nM1zMutUuY3VLbUDfWU5lcN2t3VFtpBI4mRms3/+ft3H1FZcybMfvMA42o2Vl8fFvX6SttgZNwLS5\n0/B43UgpyV9xF9qIKQhXFkZrFaJ+P0gDMesqhNae/Zy0KNKOaR/obkTZ+MSfgzj2mOmzROWE+7KH\ne3u1ycI+jshgurzZoLCDhJ/tDhmSfs5N292rrSBiNFEkSm5uLrfccgu1tbVUVlZSWlqa0It7FYAq\nFArT7NmzB3BuYGbVPqBOt1PRv4le2OGiiy5ixIgR+P1+Tj31VBu1Mkdrm0GWW3PUIkTdXu80SHaE\nbFFWqrvrLS0tnPfNy7n6ystYvPA08v74Yyo+XIOUcFjmUV9di6ZrTJ4xDneWC8MwCDU1In9zA5SO\nIuuyXyK+cgEEmsMZy/ZtVuJhh59s7b8MP0+myoZPWNp+NHb4KVU7JGAAoW5syjh9aBuWtrY23G53\nzLl4M8biletM37FaoVDYzsiRIxk5cqTdaqSdgWKnwvlomsapp57KwoUL8Xq9dqvTKzXNIVraN3gX\nYuAuQpR0HSn6KfonXpk7732QP7/xNxobmwju30Hrlrcg2Ia/pZX6g4fC2c6iXPIKc8L3BduQoSAY\nQfQh48MZS01HePMgu9A6uzPsp7T0d6Z9YJOfUq4jyXp6e7bNyoYhqahvwynxJ0Kk9pNBbr75Zl57\n7TWqq6vjXq+pqeG1117j5ptv7rUulQFVKBSmcXpGcNWqVfh8vpS3YXG6nYr+x69+9Su+9rWv9TiF\nqba2ltdee41LL700g5oljhY1JuqcOUl4SmM30/8yQapZIjts7a2OH950PTOmT+P8pecS2PsJUhpx\nKukshqcqRpd1mt3JYmVWUEJM5r+/2t1x7LRn22wdCIEmwCm7sPSlDOhdd93Fq6++yk033URubi5D\nhgwhOzublpYWDhw4QHNzM3PnzuWuu+7qtS4VgCoUCtPU1tYCOHaBHqv2AXW6nYr+x9ChQ7nlllsY\nPnw4EyZMYOjQoTF/2Ldt28b+/ftZunSp3ar2SGmuK6VFiHqSnTrd1VI5TXU/9PiTLD7zDI4dWc55\nUwuRba3IrFxC3mL04EFyCnIZUprPgR17CQSCBIMGusuFVn4s0luMse1vyLpDyGAr6K4EdJBICbKp\nEtzZ4MnpsbxTp7umW05b3Q70kwwf2Na+LmBQvpuK+jbnBKF9hPz8fC655BK++c1vsn37dvbs2UNT\nUxO5ubmMHDmSMWPG4HKZCy1VAKpQKEyzceNGABYvXmyzJulloNipcA4LFizgtNNO47333uODDz5g\n8+bNNDc3k5OTw8iRI1mwYAHHH3+86T3W7MKlC7R4GRBIOmNiRbal27I26ZVOfTqfe+rp57jph3dy\n8P2/8ZOvDgYZYtfPvk/Tvr1ghBh1+qn4SooYIgRHHTsCl9Eanq544eNoJaNwCYHx1ZsQ3ty49cfL\nSkV0CQaQ+z8AIwCubBg6PbJokdV+6i/9l0wfdytD5EWL7b6xwE+WtW9INCEwpAMiUJuy4KngcrmY\nMGECEyZMSL4OC/VRKBQKhUKRJC6Xi1mzZjFr1iy7VUmakCFBI+4iRJnMdkQfRw9AY645MDuUqp+i\nz3XYPXf2yfzbhV/lvgU5SBmiesdOmvbuBgnF047HN3FGeEGh8q+QNfFMZOVu5KHPESXh7+AlILy5\nMW311n7kvOZGjDgR2XAIPNl0XrQoFT/Fa9vW/svQ8xR9rttnu0MOn8iIXunwU2/HyT8/OCP4hD41\nBbeDhoYG3n33Xfbu3UtLSwvZ2dmMGDGCE088kby8PFN19D2rFQqFbSxevHhAZAUHip0KhdVUNgQJ\ntB1ZhKiD6Hf8MeeTlDsWFOlO7hicd5Z7u9dKHZOSoccyidj99jvv0tDQyMRjhvPzhTnohGhraqbi\nw60gJVklJQw65VSErkPJUYiJZyF0D2LQGLQpX0VEDYyTtqldF5E3GJGVb11/Q9/t4ww+206xKVm7\n09HHhoTDTpp+K0SfWYQIYOvWrVx77bVs2LABKSXFxcVIKdmwYQPXXnstH330kal6VAZUoVAoFAqF\nJUggKCGr/bhj4EjUsRVyuojWNxW5J93TaXdH2Xfe3cyCc87nG8uWsPqRe4hseRiVgUJokeyYiJEF\nkUSRSGxvUrvsTgSr+riL3Z3aSFa2ko5u72jDEc92tH5JPNtmy3Znh2EYhJwSfAJ9LQP67LPPcvXV\nV3PiiSd2ufbuu++yevVqHnnkkV7r6VtWKxQKW9mwYQMbNmywW41uefnll/nrX/+acj1Ot1OhcCqF\nPh2fJzy0kFIembLZfj3mXD+Wk64jRT91/ByqOMwxRx/Fj+/8IVJzEdRykaEQepaHrFwfaBptDXUE\n/f7wPfUHkFW7wt9sBluhpRZpGJmzO8N+Skt/Z9oHNvkp5TqSrCf6JxUddE0wKM9NekL+/k9lZSXT\np0+Pe2369OkcPnzYVD0qA6pQKExTV1dntwoZYaDYqXAehmGwbds2xo8fb3o1QSfhdWtxFyECIpm3\n6PPpljvotixkTBdTcor6VFfXUFhYwJJzFrH4qwvx/+UJat79HUbVPgyPj5DfTxYBSk5fgG/UaNy5\nuRhffoaor0JufRN5/BJEqAWCfsRJ/4bIyjWtlyl/p9FP/aH/zMqmywJY6BvL+jhJP1lhhwDQwoFo\n0AnzcNOU/U4XY8aM4be//S3nn39+zN7Ufr+fl19+mbFjx5qqp+/9dVMoFLYxZcoUu1XoEav2AXW6\nnYr+i6Zp/OQnP+GFF16wW5WkkBJk1KYrHdkHhAhf7Hw+zrHVcroDgmT1i3sthXoPH65kzoLFLDx5\nKo/dcS0NDQbv/OYF9MYKpk4dTdFZlxCsq6b5g/XkzlmKphkQDKFPuQB58FPkrs1okxYj6/fDv9Yh\nP/gNsmwc4qhTQHOZsrs721L1lRk/dRzb1sc96GS1bFp3SHpv0rT1caLl09DHgtjfU7bSxwLQlStX\n8thjj3HFFVcwePBgfD4fLS0tHDp0iKOOOorrr7/eVD0qAFUoFKYZNWqU3Sr0iFX7gDrdTkX/ZsKE\nCXz++eeMGzfOblUSprKxjWJfeC/QmG+vIC3foqUkR+kdnWFJVLbSJhGlY6K2vvzqH9izdx/L5q8g\n2HiYP628FCMYwp3tpfTS29FcLtxDJdkTZ4ZvdHkRw2aEt0UpHIaYuAAhNKTRFrbPX4dsqgoP2NNt\nd7r6uJPsiD4e6HYLkVZbe7PbMCQ1zUFCBs6gj30DWlZWxj333MOBAwfYu3cvfr8fr9fLiBEjGDJk\niOl6VACqUChMs3v3bqD/B2gDxU6FMykrK+O+++5jxowZlJSUxEx/u/DCC23UrHdCBrS0GeS171fa\neaAZbYsVckrZkE71dNY3VTmadNpqGAaaprHyOytYOCGX0SPKCba2IkMhkAa6y32kvBBHsmK6i44w\nXOiuI7qHgkhNh1AIobsgwcApY31spkwn2awdSfVxtGz3s93JT1banbJ9cfxkxo5oUunvtmCQ1qBD\nsp8Z4MMPP+S5557DMAzOOOMMlixZ0qXMxx9/zPPPP08oFCIvL4+77rqr13qHDBmSUMDZGRWAKhQK\n02zduhXo/4HZQLFT4UwCgQAnnHACANXV1TZrkxg+j0auNxx8xmQjOv6fgayHaTkDWZiE7+s0eO5N\nDoVCfOuKlcw++URWfvsyRo8ejWxtBGmQP2gQjRUVhAKttNbVoJeUgtbeNwDBVoQRQqLFtCt9RQih\nITUXorkmYT9lpP8S9FM65ci58AXH6JVOP6VUR/hEUvdGk5QO0sDVsI+ClkbqfGOckX2ME2BbhWEY\nrF69mltvvZWSkhJuueUWZsyYwfDhwyNlmpqaeOaZZ/jRj35EaWlpSmtgBINB7r33Xu64445ey6oA\nVKFQmKagoMBuFTLCQLFT4UxWrlxptwpJk5+tO2oRog65p+xQpnXpUU5Qn1+s/hW/ffn3HDdxNLLq\nc2hrpuWjv9Pyyf8xLauShsnDyRtSjm/7XyH7LERu6ZF2jCBy3//BsBlo7uxI3Vp2IXLWVXBgC6Jo\nJCLO959WZais9FNf7D/Ln+fOMkReIFjRvmV9nKSfUmnTqN0DzZUQaMSLRpPRQlDP6WJXxkljELxj\nxw7Ky8sZPHgwACeffDKbN2+OCUA3btzIiSeeSGlp+HdDKuMfKSXbtm0zVVYFoAqFwjRz5syxW4WM\nMFDsVCgsJzK/09TpxKpOMUtl1cA7E5i178rLllNUkMeFw2qR7/8ejp6BFmrE5RZouQWMueh7uL06\n7NwEJceCOwsa94fvB4TmCmc7O9kqXB4YfnxC9lvhr1Qye5116C99HE/uODYV6MUpn4rOKdfRqb5E\n5M46JCILVzbS5YVAI9b8RrKIND5/1dXVlJSURI5LSkrYvn17TJkDBw4QDAa58847aWlpYdGiRcyd\nO7fbOv/93/+922ud+6onVACqUCj6DS+//DKlpaVUVlbarYpCMSCpaQ5S6HOhtY+pIgOSDEx3TViO\n0ru38hnTy6Sfnn7uv5hw7FhOOelELgy9ify4AqSB0AyyiorwFMykcOXzSD0rPL79ytdBSqQMQdNB\nkAboHsSwGSBip0ybCfb6o5xyHX3IT7a2b5efckoRvmJkYyGNTX6CWjaOwIIM6A9+8IOIPH/+fObP\nn2/63lAoxM6dO7ntttsIBALceuutjB07lqFDh8Yt39jYyLe+9S0GDRrU5VowGOT+++831a4KQBUK\nhWlef/11ABYvXmyzJulloNipUFhNa1DS2Boi36t3mQrY16e7Jip3YLVer73+Z6665ntccN7XmH3y\nLKg/iAi1hRtzeRAY4Qymx4emHQkuhSagrQ2DjkWI3GDGBwn4qT/1X8J9HHamM57tNPop5TqS9FMX\nfyejg9Bpyx5MkxHqUmdfprugr7i4mKqqqshxVVUVxcXFMWVKSkrIy8vD6/Xi9XqZMGECu3fv7jYA\nPfroo/F4PHG3q2trazOtswO+vlUoFAprWLVqFQ8//LDdaigUAxaPS5CbpUeOo7MQHcfRWZj+KPd2\n3KNsovwJxx/HlZct59mnHkMG28BXhCFpX1gogDQkEgGhtq71CD3yMkAaIUCzxNbOfZyw3YnK6a4/\nmT6Ost0Jz6FVfuo4jialPk7ST9E/qdjkdmn4PA4Kf4RI7acHjjnmGA4cOEBFRQXBYJBNmzYxY8aM\nmDIzZszg008/JRQK0drayo4dOxg2bFi3dS5btqzb1W9dLpepBYhAZUAVCkUCzJ49224VesSqfUCd\nbqdi4CGl5JNPPmHixIl2q9IjxT4XmpZ6Fg2s3S4jrtyuV6L3Wp1NMtv+h//cyqBBZQwdUs4vf/4w\nrTu30LT7I+rf+we5RdloLp3WP/0PuYuuwD1iaszUvojuuhuGnQA1O8Hti/kMrjc/2WW3HXK6so1O\nsc9yuxOxFWy3tSBbJxA0CDphL9A0LkKk6zorVqzg3nvvxTAMTjvtNEaMGMEbb7wBwMKFCxk+fDjT\npk3j+9//PpqmcfrppzNy5Mhu65w0aVK314QQpv9GqQBUoVCYprCw0G4VMsJAsVPRdwgGg9x11128\n+OKLdqvSM928kO/5PX2nsmkYdHYcWyFbidnB+aefbWfh1y5g6qSJrPnjKwA0bnyFxjXPIwgRGDwF\nPcuLcfAgRlYpYvhxoLuRzVXhPT6zCpDNlQg9C+HNh9Jj4wYPqdidaNmU+jVOPT3pbmcfR5Px57lT\n273JZvRPpKyVL34SsaM3uasmNpLm52769OlMnz495tzChQtjjs8991zOPffchOo9dOhQ3PNut5vC\nwkI0refAWgWgCoXCNFu2bAFg6tSpNmuSXgaKnQpnsW7dum6vBYPBDGqSPI3+ELlePWblTSA8yIoa\nREob5C7nogIwO/WKkTsNtjvk2ro6SouLeeqxBwE49MS1NL3zGjIYYNDFN5B97HFhFwfbEO4sjEMf\nIYSOxGgPMMMyQoOhx4PuMa9XAn6Kxg4/2dp/GX6eTJUNn7C0/Wjs8JMVdgSCkqDhgODakPKrAAAg\nAElEQVQT0poBTSfXXnttt9c0TeP444/nyiuv7PaFvgpAFQqFafbs2QP0/8BsoNipcBZPPvkko0eP\nxu12d7nW3QDQaTS2GggBuVlqEaIOUtGrpqYWny+bWTNnsHXzelyu8LCt+b2/INtaAcgePx3N7QFA\nuLM6WkXKYNSLgHZZ94DmSpuf+lP/JdzHEAmM7dYrnX5KuY4k/dTF30nqEAgaVDf1jRd6Tuaqq67i\n448/5vzzz4/sPvDKK68wbtw4Jk6cyH//93+zevVqvve978W9XwWgCoXCND19F5AJQt9ObIpIstht\np2JgMmTIEC6++GImT57c5VogEOBb3/qWDVolhiYgy3XkjX7nwDkTA+94bceVM5CxSsWOlpYWzj7v\nIkqKi/nf/+/X6LqONAyEpiGysqGlAaREtgWQ7QFoZzq/tpDSSNxXCWZAM9LHSeiULjkm0EuDDxLR\nqcu1NPggZZsw56fu2jZldw+yrgk8uiAQcshLvTgBdl/gpZde4vHHH8fjCf/uKS8v58orr+S6665j\nwYIFrFy5kuuuu67b+1UAqlAoTOP0jKBV+4A63U5F/2TixIns378/bgCqaZrjFyACKMtzd90DlOQG\nwh3ZlkRlMPltWVSbZsononvStka1uXbdRjb/40P+55ePIKv30bb+GfRJZyIKBlM89hjqdmrgLSTk\nKkPPcoM0IH841O8LW5c/DOr2guaCvHKo24vQPeHVcXWPs+xOVx8nKKfT1mTtTskmIWy3u4tNJn2Q\nkt09yLomKMl1UdHQRqifL0KUTqSUHD58OGbF3MrKSgwj7FSv10so1P12NyoAVSgUpqmtrQX6/yI9\nA8VOhbP4zne+0+21RJa3f/LJJ3n//fcpKCjgoYceAmDXrl08/fTTBAIBdF3nyiuvZMyYMZboHY0Q\n8bN+kYudzveWAUl10Bmrm0hZNqt7MlmuzoPzs89awPYt7zK0agtNP78IlxYi+NEbGAaIpjrKFl1J\n1sJrEC53TJ0yp+xI3THyoG77ple7TfggmrT3cZR+0QGP7X1ssp6k7U7UVjBd3ox90STdx2D/IkQS\nxABZhChdLFq0iP/8z/9k3rx5lJSUUF1dzZtvvsmiRYsAeP/99xk3bly396sAVKFQmGbjxo0ALF68\n2GZN4rNq1Sp8Pl/K27A43U5F/0TK8LRLn8/X5VpzczPZ2dlxB4KdmTdvHmeddRZPPPFE5Nyvf/1r\nli1bxnHHHcf777/Pr3/9a+68804r1QfC31d5XJqjFiHq9nqnQbITZAnc+B+34Xa7eODu2ynZ9z77\nfnEjMtBC0bTpFJwQ3iLKyB2Ja/oy0F3x67FSrwT8FE1afdZN9s7W/svw82SqbPiEpe1HY4efUrVD\nEvZLqBubFOb42te+xqhRo3jnnXfYuXMnhYWF/Nu//RvTpk0DYObMmcycObPb+1UAqlAo+g1W7QOq\nUNjBH//4R3bu3Mk111zT5drq1as55phjIm+Xe2LixIlUVFTEnBNC0NLSAoSD2aKiImuU7kR1U4iC\nbPB5tNiMCOazQxmT06hPsvf96S9v8NgTv+C6ld9BCEH1iw8gW5sByJ0yA6GHh22u6edFFhxKNUNl\npZ/6S/8l1d+gFiEyIyfpp2hS0SEUMqhocNAiRH10Ci7AtGnTIgFnoqgAVKFQmGagZAQHip0KZ7Fu\n3TpuvPHGuNfOP/98Hn74YVMBaDwuvfRS7r33Xv7rv/4LwzC45557UlG1R7So8WLnzEkqA0c7SSZL\nlIyti85cwG+e+wUXLluCEAIRvZdeTP3dZ6RS9VcqGavOOvTnPu5iN4ktQmQnKdtqQx9b9mwLgSbA\nKbuw4IDnIRmCwSC/+93vWL9+PTU1NRQVFXHqqaeydOnSyGrdPdFriXjfkjQ2NvLII49w+PBhysrK\nuOGGG8jNzQXg97//PWvXrkXTNC6//PKkI2OFQqFQKAYSlZWVDBkyJO618vJyDh8+nHTdb7zxBpde\neimzZs1i06ZNrFq1ittuu61LuTVr1rBmzRoA7r//fkpLSxNqxxVsRBBehELCkeDFAjkyXrRK7qjb\nTHkL7Ygn//4PfyIUDLLs6+dw4aJTEG3NSFcWJfMWc/jVpwm1tdFS7ye3oBQhQ8jafVA21lp/ZMjW\njPaxg+0eSLY6yW5dwOACD216bkz20eVyJfz7zhL6aAb017/+NV988QXf/va3KSsr4/Dhw7zyyis0\nNzdz2WWX9Xp/rwFovG9JXn31VaZMmcKSJUt49dVXefXVV1m+fDn79u1j06ZNPPzww9TU1HD33Xfz\n2GOPoWl907kKhSKWDRs2ADBnzhybNUkvA8VOhbPQNI3a2tq4i1/V1tam9Ld03bp1XH755QCcdNJJ\n/OIXv4hbbv78+cyfPz9ynOiK0uUF7vgZEBLLDlkld+CIqZDdyO+8u5lvXnYVx39lEl8/rgRNGBgV\nO5EfrcHbXMPwRecgJy1Ez8mD7DIoPgrNnR1Tj5ThFUQ1TbPNjoz6m67PkxP6MlOy3e33dbsNQ1Jb\nX0MwKg1qZgX9oUOH9ng9KeL8++kL/P3vf+fBBx8kLy8PCPvm6KOP5qabbjIVgPb612zixImR7GYH\nmzdvZu7cuQDMnTuXzZs3R86ffPLJuN1uBg0aRHl5OTt27EjUJoVC4VDq6uqoq6uzW420M1DsVDiL\nSZMm8Yc//CHutddff51JkyYlXXdxcTHbtm0D4KOPPqK8vDzpunoiZEiM9mAIiARGmZZ7O5ZSRrIj\ndunYIU+aMJ7LLvwar353JuLdXyN3boYvtyC8XuSwSegLb8Y14UwoPApRMhrh8sbW01KD3Pcu7HsX\n6a+P1N2t3YnKJuuJ/slkH0djqd1p8pMVdpu2Naqc3c95Mn7qbKdpu3uTBRid6lUkRud+SZSkvgGt\nq6uLLGBQWFgYGahVV1czduzYSLni4mKqq6tTUlChUDiHKVOm2K1Cj1i1D6jT7VT0T77xjW/wox/9\niC+//JJZs2ZRVFRETU0N7777Lp9//rnp7zYfffRRtm3bRkNDA1dffTUXXHABV111Fc899xyGYeB2\nu7nqqqvSYkNlQ5CiHBdZrk77D0LSWy/0JqeURYuTYUmHjvHkHV/8C7+/lcmTJvDk+WOQhz4J++ng\nZ5Ey2mnXQcGQsJ4FI+Jncyo+Btm+oWFWXkLZpEzZalsf90G7LbUVHGGTk/rYkFDZ2Oagb0D75izR\nk046iQceeIBly5ZFxl2vvPIKs2bNMnV/yosQCSEiHZ8IqX5nYge2zQ+3AKV75umrekP3uttpzyGT\neljhdzvs7I/PiyIxhg4dyn333cdLL73Eb37zGxoaGsjLy2PKlCn8+Mc/ZvDgwabquf766+Oef+CB\nB6xUNy4SCIYkWa7wuCB6ANhxbLVsJVYOqjvXGy0fOHCQM792Abqus+0fb6OFArF7NnYIuqt3W5PM\nRJi2KYHy8Wy1QraStPVxpzaSla0kHS9+zNrRrRytXwJ2J1q2OzsMwyBkmK4q/Wjp6ft0s3z5cl55\n5RVWr15NTU0NxcXFnHzyySxbtszU/UkFoAUFBZEVj2pqasjPzwfCGc+qqqpIuerqaoqLi+PWkep3\nJnZgRWbFLpTumaev6g3d6757924ARo0alVF9Qt8+N+a4O79atQ+oHXb2x+fFTtLyrU4GKC8v59pr\nr7VbjaQpzNbxesJv9KMHrNHT7nCK3GlQnQ65u+uNTU34sn088+Qj6ISQQ6YiD7d/smSEkJqOcHmQ\n+z6A8Qt7bid/GDTsD8v+WqS3sOfyicoJ+ikj/ReV8Up7W73IkXPhC47RK51+SqmO8Imk7o0mWR10\nTVCW56ayoa2btaQzTJpePqSDjz76KOZ40qRJTJo0KSYL/emnnzJ58uRe60oqAJ0xYwbr1q1jyZIl\nrFu3jhNOOCFy/vHHH2fx4sXU1NRw4MABxowZk0wTCoXCgWzduhXIfABqFqv2AXW6nYr+yf79+3ny\nySfZu3cvRx99NCtXrmTQoEF2q5UQXo+GFmdqHBAzGLZyul1PcgfdlqXrNNx0yn6/n9bWAGOOGc0/\n330LUbOX0J/uRex5Pxzo6W5EMADDvwInLkcbMqHXOrXi0ci8IUhpIDw56dHdhJ9M+TuN+mTyubL7\neTJdFiIvEKz892SXn6ywQwBoEl0TMYsQ2UYfmoL71FNPxT3f2cc///nPe62r1wA03rckS5Ys4ZFH\nHmHt2rWRbVgARowYwUknncSNN96IpmlcccUVagVchaIfUVBQYLcKGWGg2KlwFs8++yyDBg1i6dKl\nbNiwgeeff56bb77ZbrUSQkqQxMlACBHJesScj3NstZzJQKQnPYLBIBdddhW79+zl72/9BY/bhQzU\nI46eBq11ICQipwiq9iMmn40oP9a0rbi8MVMb7bI1mrT2cRw97LQ7WifLbY0jm9YXUlp9uru2e9Kp\nVznR8mnoY0Hs7ymFOaJ3REmVXgPQ7r4luf322+OeX7p0KUuXLk1NK4VC4UgGyrYkA8VOhbPYuXMn\nTz31FB6Ph4kTJ3LdddfZrVLCVDa2Uexz4dLTswgRWDigj9K7c5mONhOVe9L9o48/4Y2/vcUDd99O\nVlYWxuFPka21iLxS5MjJ0FyLECAW/QgKhiOElvZAxpR9UXaYtdUq2Va7k+hjZasJWQhb7TYMSU1z\n0DnfgcbJLg8EUl6ESKFQKBQKReoEg0E8Hg8AXq+XQCBgs0aJEzKgpc0gT9eB9CxQY0UGBOhxGmBn\n3ZORO3PctKl8+sEmRo4Y3u6sAJElfozQkXGoJwehHxmeJWJTNGb90atNUXqYCaKs6GNTdifom3T3\ncfSR7c92Jz9ZYatlfRzHT5l8tttCBq1BB2U/+9AUXCtRAahCoTDN66+/DsDixYtt1iS9DBQ7Fc6i\nra2NF198MXIcCARijgEuvPDCTKuVED6PRq43HHzGZCM6/p+BrIdpOQNZGICHf/YU7/3jQ57/xeOM\nGBb+VhMjBO5cZFMlaDpkFyADTQihIWv2QE5p93W3b7kiJZHBa+c2LbUjQT9lpP86BRl2ypFz4QuO\n0SudfkqpjvCJpO6NJlkd3Lqg0KdT2xyKW2/GUQGoQqFQ9G2s2gdUobCD2bNnx6wkf8opp8Qc9wXy\ns3VHLULUIfeUHUpn+//c+hHfv+UOli1ZjNawD9lyGOlvwtj7OcH3X0UrG4VrzjcRhcOgYCjo2Yih\nU7rVWbZUI5uqoPEAFI9B5JUjooLQHm1NRTbhp2jS3q9x9LHjuUrGT2l9njvLoBYhiiN73RouzXDG\nIkQDFBWAKhQK08yePdtuFTLCQLFT4SxWrlxptwppQxI79S6pOlLMUqUy2E5KX389U8rdvPLCKs6c\nMIjgH+5DTFuArD1IcFM4sy2KRyHKxkH9PvCVIYqOAgSysQLpr4OiUaC5j9QpdHBng+YC3UWHV1O1\n1Qq7rarDlBwns9dZh0z0sVWk7Xkm/iJEqeiZch2d6ktE7qxDX+rjblEZUIVCoeiZwsLC3gvZiFX7\ngDrdTkX/JRgM4nKF/zR/+umnGMaRlTKOPfZY9PZvK51KTVOQQp8rsrd6ZPCYgemuCctRescrk0rd\nG9b+mX9seotrlp/N2d5PCPz3PRhtAUK7PkTP8iEB12lX4Z55IbizIG8IyHC4ICs/QzZXgpSI7GLw\nFUfqF1n54MmD/KHt5a33jZlgr7/IltbXh/xka/sZ9lO8c43+kHOyn30lULYYFYAqFArTbNmyBYCp\nU6farEl8rNoH1Ol2Kvonb7zxBp999hnXXHMNAPfccw95eXkAtLa2snz5ck4//XQ7VeyV1qCksTVE\nvlfvMhUwU9MTTctp0udfO3dx7vLvMqgojyuWnoFe9SW0tQKEp8saQQSglY9HeLKP1NG+bZ0MNCHa\nv/PE4+vaTsdURE1LWsd0+ak/9F8y2bWOZ9zK6a5O9VPKdSTppy7+TlKHQNCgsdUpS+CiMqAKhULR\nG3v27AH6f2A2UOxUOIt169bx7W9/O3LsdrsjG3/v2rWLp59+2vEBqEcX5HqOZGmjsw8dx9GDwnjl\nMiZbmJWNPh45YjiXf+Pr/PuyU8jxeQnklRJyZyHbWpGhILjcSCSy9kukEYpdSEgIcHmRbS2AgQj6\nkS6vY/3U3XHa+9jmZyj6uLvprnbolQ4/dXecdB+HTyStS7J2dMhuXeDzaDQHHBKEqgBUoVAoembk\nyJF2q5ARBoqdCmdRUVHBUUcdFTkePnx4RB41ahQVFRU2aJUYxTkuNC31LBqkf4/JjqxsKvVE6374\ncCWfbd/B7JNn8fDDDyGbq5H1X+I580b0o2YRePUOXHkFiOwCZPFR6MMmRQafMXUPmgj1X0JrPUQF\nnxn1TRw/WZ1Fs9WmJPtY2WqB3WC7rQXZOoGgQdAhMehARAWgCoXCNAMlIzhQ7FQ4C7/fj9/vx+sN\nBx1333135Fprayt+v98u1czTzedMiXzlZOVAs3O9Vssd1Nc38NWvf4Odu3bzxdpfUTh6OkZQ0vjx\nP8mdNRLX+Dno8y5Dfr4OikeiLX0gstdn58G5EAJRMDxulsmM3em2tTsSLZtSH8epJxmbrLC7N9IR\nRJm2o5MevclmbEmkrNUvfsza0ZvcVRMbsfBZ60uoAFShUJimtrYW6P+L9AwUOxXOYuTIkWzZsoWZ\nM2d2ufbhhx8yYsQIG7RKjEZ/iFyv3nUqohCRaXcx5zMgd3u9U3CXitza2opHh1/dcBb5h/6P5vdf\n5tCfXwUJzVvWUX7dKsScqxCnXBHe91No8evsNNhOVrbUjwn4KZq09ms3fsrkc5XO58mMbKps+ISl\n7Udjh59StUMCgaB00CJEagquQqFQ9MjGjRsBWLx4sc2axMeqfUCdbqeif7Jo0SKeeeYZAGbMmIGm\naRiGwXvvvcezzz6b8uJamaCx1UAIyM0aGIsQhUIhDh+upLx8MBtfuBd2bUQYQVr27kS2tgCQPekU\nhKaDpiOlK616RWOHn/pa/6Uqx/gaIoGx3Xql008p15Gkn7r4O0kd2oIG1U3BLnXahgpAFQqFQqFQ\n2MUpp5xCdXU1P/vZzwgGg+Tn51NfX4/b7WbZsmV9Yn9aTUCW68iAqnPmJBMD73htx9PDikzMyutv\n5k//bw3//PtbFOpuZHumV3N7wvt0hoJIfzMyFEK0b6ETX3dJWKXUbe1iZzfH6chYJaJ7Sn1swgfJ\n9muickygl2Yf9KZTl2vdnU9BTtkOzPmpu7ZN2d2DrGsCty5oC6kMqJ2oAFShUJjG6RlBq/YBdbqd\niv7LOeecwxlnnMHnn39OQ0MDeXl5jBs3Dp/PZ7dqpijNc6O3jy5THQh3ZFsSlcHkt2VRbZop31nH\nfV/u53ev/ZEVl36TIp8Luf8g1FchC8rIm3M2Rs4gGja/FZ5y252tRggpQ8jaPZBdBL6S9NiagpxI\nnyUqp72PHWSrLXYLYbvdXeww6YOEbTUpawJKc11UNLQRUosQ2YYKQBUKRZ8j9O1z0Z/+3y7nrdoH\nVKGwE5/Px7Rp0+xWIyk0ET+LB8Rkrcxme1IddEYTfZys3KGjYRgMHzaUf777FuWDBxF84TI0T1a4\n/aNPQM8ppvjM0ZR8+2c92ipDrRiVnyMCDdDWBNmFIFwpB1FW2Pr/s3fmcVIUd///VM/MXuzu7MW1\nwAJyxKCAIqASEBBCkAcVTUIkigcBL9TgFVHxiIjiiUEhGEHkQZ8QNIKCPxJckUs0WS5BEAVUFuVY\ndpe9r5np+v0xO7M953ZPn7Pzfb9eo9/prq76fKqKmaqtmu4A32HqIDiWonsbS/Rp7Vuu9oirewb0\nbdmeANnp5fiTEnMbA6bfhEgUORjdhMhUaAJKEIRstm3bBgAYMWKEyUr0JVF8EoTWNLlFJNkF029C\nJHLeogGBq53+tEGDZLnx31e/jzeWr8SaVSvQMY2h/rXrIP50EEK7DKT0Og/46t/guT0hXDaz9Twd\naRA6DwRvqgWzpwDMpolvTetUQT1J0bWNgyYluvhWGsfYn3RtY+8BTcuXYmQ9adXGHN568UTwZDgJ\nugU3MV0TBBETlZWVqKysNFuG7iSKT4LQmvJaD+qbH/DOmrf/AS0rMQHHdIxZhFht/iUlZ/CHO2fB\n4/EgKckBz8FPIZ76FuAibGnpABPAuAjWqR+Q1E5m3gJYUjqYzaFao+DzbEAdh4sNKxOI2N5Geg3w\nbVAdKPIaVE+WaOMY89Gqb4six+kqF6wy/wQT1L3iFFoBJQhCNv379zdbgiEkik+C0ANBsqMseOVE\n6ZZGq+Dz0bFjB6z9xwoMGXQhUlNT0cSa7+aJcJv5fGuvxvnWuu5iWQGN9zaWG4dcDyi6CZFViMW3\n0ja2St/2+mAQGGCVp7AkKjQBJQhCNt27dzdbgiEkik+C0Jq8dDvstjATFkkaJQNeI7dxRosPfXMY\nb696D0899hB+efko73HRA1e7fDQ0Aql2QBQBnpQC5moEqk55bzAkmY3L3jKpt2+LxVbe7mo530pj\nC9YT974xrXybAHTIdKCkymWNSagQv6uYaqAJKEEQsjl27BgA607QtHoOqNV9EoRVsdu8W+WAoBUQ\nIOYVEy1WWyKmlaGrrKwcv7p6MpqamnDHjJvRtUs+AOCbOy+F69QPAICfzbgTtrR23sIuuQ1CSmZs\n2jWoJ13qVIYuWfWtox4j+5We7Scnlp0W8P+hxfS60aCeNCtf5BAYg8gtMAO12Iq4UdAElCAI2ezf\nvx9A25+YJYpPgtAaj8gBAWFvQqT3Ckekc5EGo3JXh7Kzs3DrtKmY8Ivzke86Cs+PJ9C0+2N0Tq9B\nfc/OcIybBfu4m8DLjgKiCyw5I3YfMdRTpPdMpr9WY4VbcFWVJTcOo8n3XjPfSmMdy430PmLf9qXx\nHtBNlxH9SZc2ZrDG5BOI699xqiExXRMEERNOpxNOp9NsGRFZsmQJXn75ZdX5WN0nQViV0mo3mtyB\nEz8Aih4HoTRmjAWsjsiNW8u7trYWH/3rYwiCgEfuuhkDu7UDwOH+eivcX/wDjAGZl16F7DFTwAQB\nLK8XWIdz1XlSUE+xeJXj24pxiA9Akza2eqxX37ZiHK6v6uFV5MCZaotsvwXoJkQEQRCtYfXHkmj1\nHFCr+yQIq8IBuD0cyfaWgaF0BUKPAaxapBp9cVNTE35z/TR8snkbvv3yC/Ro3w7+xRPR03KtzQ4w\nW/O1Qsiqa6yeYvWtpF7C+Q4bK0ivpT+921iLOKCMoPK0iNXCgJifualbG0v1KeyvrZ2X40MURXhE\n2cUSOhG/U2eCIAiCICyFM9WGtGTv0IJz7h/4+YauAccsHLtcLtjtdvz1Ly+gR7cu4IIDaKgGF0Ww\n/D5g6dmAIxnu4n0A94TNJ6byVdZTzOVqFBtWpsp60ioO7uNm91sj6kl1HjHmo1XftgkM7TMc0G6a\nrxLG1L1aYe/evfjjH/+Iu+++G2vXro2Y7siRI7juuuvwxRdfaOkuIrQCShCEbNavXw8AmDhxoslK\n9CVRfBKE1qQmCWFvQgTAP1iSHtc79hExLRBwHAB+OnESXfI7Y91774AxBs/GF4FjO4HGGmDc3bBl\n5CB1yhMQm2yw9xgE5kjRTnuQnlhiXepUhi5Z9a2jHiP7lZ7tJyeWnRYANKwbzdo4xnrSwgcDAME7\nEXVbYR+ujttoRVHEsmXLMGfOHOTm5uLhhx/G4MGD0bVr15B077zzDgYOHKiblmBoBZQgCIIgCE3g\nPMLqBQKP+87pHSu9Zt7zC3De4OE4fOQ7AIDn+yI07dkAV8UZ8PY9AZvDO3hu1x72vr8AktLClhcp\n1sofdzdCLDkIfnofeFN9QBqtymgtDmljHnmFyghNRpQRtY0N1CH7Gg01adbGKjRp4QPwbU22wOQT\n0PU3oEeOHEGnTp3QsWNH2O12DBs2DEVFRSHpNmzYgIsvvhiZmZl6uQyBJqAEQchm+PDhGD58uNky\ndCdRfBKE1pTVuPyrCtF+9+UfCMbw+zPNYokmzjlqamqw4p1VuGrCr9C7V0+IJw+hadUDQFMduLMz\n2EWTvL/5TM0ByzsXjLVsNZb7O7hWvUo0RvV9ci94XSl4QyVgs2lWN0pWq1rzqsi3Xm2s1KuMWEuv\nierbTK+iyFFe67bO70B1nICWl5cjNzfX/z43Nxfl5eUhaf773/9i3LhxutiLBG3BJQhCNllZWWZL\niIpWzwG1uk+CsCpuEahvEpGR4rsxj/Y3qFEziI40sfJ4PMjIyMDnmzYgMzMDgiDA01gDCA4ATRCS\nkuGbsjKhZegUbbAtRXPfortlUs9smm2RDOtJhldT2lhpejleFcZSgv/IoptvFf1cC99q/PnriSnf\nTitFTRu7PCIa3RZZ/dSI2bNn++OxY8di7Nixsq996623cP3110MQjF2TpAkoQRCy2bdvHwBgwIAB\nhpXpmXGVYWX5MMMnQbQF0pIEpDdPPsOtNhq9AhI1bh6YfrplOx545Al8sPp/0bVzR28atwssoz0g\nusGZAF5dDjABHAzMVe+/trWyFOsKGjxHjFOc4A0VXhtNteDJGSFlqqobhNaT3PSGtJ/cejIg9h/z\nnrCMLj3rSVUe3gMxXSslVg0OG0NWmg0VdS13szaVMBNspcyfPz/s8ZycHJSVlfnfl5WVIScnJyDN\n0aNH8Ze//AUAUFVVhT179kAQBAwdOlS1rmjQBJQgCNkUFxcDsO7EbMmSJUhLS1P9GBar+ySIaCxe\nvBi7d++G0+nESy+95D++YcMG/Pvf/4YgCBg0aBBuuOEGzcvOTLVZ5iZEwSsg4dLWNzTghj/cgezs\nLKSePQJe+hlQdQKuBjs8R/4Dz9kSJA29ErYeA7zbbzO7gqW3h++RK3qvVkWMO5wHVlcG7mkCkjMC\nPJqlS4rubYzwK3RG9CtN2s+Avs05p5sQRYhTHALsgtjmb0LUq1cvnDx5EiUlJcjJycGOHTtwzz33\nBKRZtGhRQHzRRRfpPvkEaAJKEIQCCgoKzJYQFa2eA2p1nwQRjVGjRmH8+PEBA05epY0AACAASURB\nVIuvvvoKO3fuxAsvvACHw4HKykpDNXFA9WMP1KyW+M4FD0ZTUlKw9h//i84dcpFTdwC8oQ5MdAOl\nh4GGcrDMDnBcNgPgDYCrFiyrW8AWXCMI548xBp6WC4bQ7ZG+dLFOLNTo1Dq/iHGEcszwrQV69G0g\n8N+dFr4NbeMwcbCGeGrjiOg4AbXZbJg2bRrmzZsHURQxevRodOvWDRs3bgQAw3/3KYUmoARByCZR\nVgQTxSfRNunXrx9KSkoCjm3cuBFXX301HA4HAMDpdOpSdkWtG1lpdv/8wD94VLiNU+/4xMlTmP/y\nQjw/93EMvuB84Kci8JR0QLCB15XBnt8T9h4DIAy5BbDZ/R4AnX2YVE9yJntmt5kesab5xVE9mVq+\nwfUU7lhNg8caq58GMGjQIAwaNCjgWKSJ58yZM42QBIAmoARBKKCiwvubo7Z+k55E8UkkDidPnsSh\nQ4ewatUqOBwOTJ06Fb1799a8nAY3R3WjB5kptsDVCMCw7YmtxS6XCxOumYLvfvgBt91yI87rUwAR\nzStF3AMOAQweIC0bYAATbDGV5UOxRovUUyx6rKpLrzigjQFNt7tatZ5U5xFjPYXUd4wamtwiahqt\ncgtcaPIb0HiEJqAEQchm+/btAICJEyearERfEsUnkTiIooiamhrMmzcPR48exYIFC/Daa6+FDO4K\nCwtRWFgIwHtji7y8PEXlMO6G3VPnf8+BlgEWYy1bAlnL3VWNjh1JSbj7zuno3q0bzut3Lri7EYyL\nzVoFgIvemw25GwHBLivPYK++c1KvZvuOOZb4ac133HtN1DZW4Ns0r1JU5OOwC+iQnQFRSAqY/Nnt\ndsWfd5qg4xZcK0MTUIIgCIJo4+Tk5GDo0KFgjKF3794QBAHV1dUhDx4PvoW/0kcadcp0gAnyf4sm\nXVUBoGvsdruxdt3/w68nXYk/3Hi993hDJVB/1quwvgqorwADB5xdgbw+XtVR8tRiNSkgb8YiPgvU\nSrEmXtXEBtaT5m1sZKyinnTz6r3A1LqxiQ0or6yGW7IQKucRbvn5+VHPxwRNQAmCIKJj9RVBrZ4D\nanWfBKGUIUOG4MCBAzj//PNx4sQJuN1uZGSEf3SHKiLsJmttk5leA00fnHPcetd9eOvtVdheuB6/\nuPRicM4hHvwXIDCwrE6AkATmcXlXRc69AkJqlv9aaV7htgTGStjBuUrfwRr1iCN5ae28Zm0cJk8j\nvSpBj74t20eQDiVxJC+tnW/VBxBzP4/FR7g4VImJ0ASUIAiCIIh455VXXsHBgwdRXV2N22+/HZMn\nT8bll1+OxYsX4/7774fdbsfMmTM1HWT7qG3w+J8DCrSsvIC1rCQGHDcgBrxbkO12B5589E8YdslQ\niO4m8H8+CH72R0CwQ5jyKlhaDgAOiG7AlmSoRmk9aZGPprokq1ytpZdiRj2Z0mZQXk+GtbH3gKbl\nSzGjntT64ABcbp4wNyGyKjQBJQhCNtu2bQMAjBgxwmQl4dHqOaBW90kQ0Zg1a1bY48HPf9OD6kYR\nYEB6snVuQnSs+Di6F3TD3157qeV4fQX42eNg7iYguwOQkul9zicALtg1KdeH4jxU1JOqcjXQY2S7\nmtWfIrYx4J8Ym61Lz3pSnUeM9RRS3zFqcLlFlNW6Q/I0DUH7PwTGA4m57ksQRExUVlYa8vxAz4yr\n4JlxleLrCgsLsWHDBtXlG+WTINoaAgOS7S1Di+CVEyNWh6QrJctX/h19B16Crds/ByAZiDM7IHp/\nAMY9LkByp1utdRjpW/oysmwphniVxpL2NqPO/e8BWddoUZ5s3zpoUp1XDPlo2bdtAoPDZqFJHxPU\nveIUWgElCEI2/fv3N1uCISSKT4LQmrwMB3xjOy0Hwr6VFzkx4J1oejwevLniHYwcPgwXX3AuUH0K\n/Kc9QNfBYPUV4O27A9VlYJmdgIYa8LQs/7XSfAyd1EjKjNW3FrEhXjVoY7N9c+8bXb2q8s2Y9do4\nhjpQ7DtKLDAgL92OkmoXPFZ4GkscTyLVQBNQgiBk0717d7MlGEKi+CQIrRFY+O1+AAJ++6V0+5z3\ncvkDTY/HA5vNhn998A9wzuE4+R/wk/sA0Q3x281g9VVgXAQmPAqh08/D6g0Xx6Jd6XZJpV6D40ja\nlcbBuvTeIqnIa5h60sV3KzGLoZ60mijL8gRETaO0naTE3MaIvZ/L9t1KLIocjG5CZCqJ6ZogiJg4\nduwYjh07ZrYM3UkUnwShNU1uDpGHbg/kkhg6x/u+OoD+Qy7Dvv0HkJaWhjRXKeBwgHcZCO5IAzLz\nwDv0BC65BaxDX8N0GRGLeuTd3LatpZe+jPKqq2+d6knLNm7VN6Bp+Zq0cYz1pFUbi80aPNwCk88E\nhlZACYKQzf79+wG0/RXCRPFJEFpTXuuGM9WGtCQhcBUD8leH1MQAcMtt96CquhpOZ6a31MriFg2u\nem/6lEyw7kPAJL/91FKP3zeL4aYtKupJuk6lmScFevRq10ircf7YwHIjtrH3jf6+I8R69CfN+7aK\netKqb3s8IkqqLXQTojCry4kATUAJgpCN0+k0W0JUtHoOqNV9EoSViTaeimWSoaxshnffXoaGhkZ0\nL+gGziU/8mIAWtZfgFafThqoW0kc7no9fYcrRws45wFbpwOOh4mDNejpVWtUtzFaelRC+TbIq3b5\nMTAGWGcB1Fr9wShoAkoQhGwS5bEkieKTILQmL90Ouy3MhEWSRsmAV27aqqpqPPjok3j2z3NwTs8e\nzcdFgItAUjrQVAvYU8C6DQF+2gOIHvD6CiAtG/C4wevPAukdYtKoaWx2+SbEMV2nYFJs1diQcixS\nTyF93Mg6CIptAtAx04GSKhcs8SjQBP0NKE1ACYJoM2j1HFCCIGLDbmMQDNgGKI0555g89Q/YtGU7\nrvvNNRg9cjgYYxDPFjdvv+VAVg+wzC5ggg1iwSVggh3MZod4+iBQXwaAg9tTIKQ6ddEoO9agnszS\nJcWMejKtzQzq5zF5BQzZFmxUPWlWvsghMOb/XSlhPDQBJQhCNuvXrwcATJw40WQl4SksLITD4VA9\nAbW6T4KwKh4RgMADtiIC8A+CEXxco/jeu2/HTddfh9Ejh3uPnzwIfLEMXPSAXXgtWGa+f6WB2ZO9\naQCw9j8D3A3gdaVgKRmmrxTFUk+R3kcahCvWpXALruL8FcTRNPneq/KqJtax3EjvW21j7wHddOlR\nT3LOqW1jxmCdyafFtmQbRWKu+xIEQRAEoTml1S643L5BXsvASjrECjiuIgaA/1v9T4iiiPG/HIMp\nk68FY83PPdz6GtBQDeZqAOsx3LviKVlB8eXDBBvgSANzFoBJtsJppVFxLPHWWnq/V4mn1mLT/cUY\nh3gCZPm2gnZNfcuMraA91lhvryIHSqotsv0WgHcqpuYVn9AKKEEQshk+fLih5XlmXGVoeT6M9kkQ\nbQUOwOXhSLK3DAylKxBaDlTn/PkZzHt+AQQmYMrka4OE+G4+xFpdYZBq1DIOLkPrOJIXzb0quNZI\nr0owpI2DytMiVgsDNHm2rKZtLNVnQt8WRdG7U8MqaNje8QRNQAmCkE1WVpbZEgwhUXwShNY4U21I\nTfL+VT5kK2DwMZVxamoqpt88Fb/7zST/OX+a3iOB77Z749Kj4Hm9QvMJGlTrtXVS0XVM3dbCmMuN\nFiusJyts4zQy9h/znrCMLj3rSVUe3gMxXSslVg02gaF9hh2l1W6Ez9lgaAJKEAQRnX379gEABgwY\nYLISfUkUnwShNalJQtibEAEIGAwzFfGx4uPo0b0Ajzw4qznb0JuTCIOngPcZ6T3vzI+cH6BKi+ax\nBnrM0iXFjHpqK+0nJ5adFvD/AUGL8jVr4xjrSQsfDAAE70TUbZ19uAlH/G4eJgjCcIqLi1FcXGy2\njIi89957+Pjjj1XnY3WfBGFVOA9ddeCcg0ti6Tml8b8+3oS+Ay/B31e/7z1YXwnPxhchrn0E/OxP\ngaslmZ29LxXlKY2lK0ThYiN0GFFG2DaWvMzQYVR5EdvYQB2yr9FQk2ZtrEKTFj4A39Zkq0w+6Teg\nBEEQUSkoKDBbgiEkik+C0JqyGhdy2tlhE4J+ewVo8lu0d1a9i/P7nYsJvxoLABD/+Sfw6hJA9ACO\nFL8OtQNhX5lKY7X+mFztOsVh/Uk06ubbgO3Qin2TV318S1YkzfAtihxn69zW+R1omNXlRIAmoARB\nyMaILalqbjyk1XNAaestQcSGWwTqmkRkpNgAaHfzEo/HA7vdjrf+9hoqK6vgdGZ6EzRWg4lub5zc\nTrNtgMHaY4mlxOpblg9JLEXptRE9STTJmVDF6lWxbxX1pFV7S5G+07ONFcdBZcXqVbM29h4wrW+7\nPCIa3VZZ/UTCTkDjd+2WIAjDqaioQEVFhdkyIlJYWIgNGzaozsfqPgnCqqQlCUhvnnz6VlAABNyE\nyH9MZnys+DgGDB2JTz7dCpsgICfbCS56vGnyzwe3J4Pbk4Ez38WUv15xTNepqCdV5WoUG1amynrS\npY2NrgOT6kl1HjHmo1XfdtgYslJtsA60BVcxM2fOREpKCgRBgM1mw/z581FTU4MFCxbgzJkzaN++\nPe69916kp6drpZcgCBPZvt17V8mJEyearERfEsUnQWhNZqpN85sQzXrwUZw4dQp5mcngFT8A1SeA\nrAKwjK4QrngE+P4/EGvLgI59/Ss14VZv9F5F02O1Sm4c7LVV3zrokmJUPeni1YT2UxrL9u1NpFn5\nmrWxgnrSo2+nJAmwN4p0EyITUb0F94knnkBmZqb//dq1a9G/f39MmjQJa9euxdq1a3HDDTeoLYYg\nCIIgiDiFI3CLohL+9trL+O6HY+jfMwu86sfmQbUdYM0Ppe95MQSEbhMM0aBwgG0VpJ4ixa1db4Rv\nPfKLGEcoR82EyirE0t5RJ3oaazOsjRXqiac2DiBedGqM5mu3RUVFGDlyJABg5MiRKCoq0roIgiBM\nYuLEiQmxKpgoPglCayrq3BBF9dvkmpqacOtd9+H7H44hLy8XQ7qngVef9BbS4Tyw9I7+9D4UxxLd\navXqGcfsT0EcVYskbUL5VhprVE9x4VWjetLLa2u+a620+skEda84RfUK6Ny5cyEIAn75y19i7Nix\nqKysRHZ2NgDvw9wrKytViyQIgiAIwvo0uDiqBQ8yU2whWwGVbLu7677ZWPrW2xg5fBh69ugO3lQD\nxr23rWRJ7cAEm6x8osYK9MQS+7CaLj31WFWXIW0MaLrd1ar1pDqPGOsppL5j1NDkFlHd4AnJ0zwS\ncwVU1QR07ty5yMnJQWVlJZ5++mnk5+cHnGfN22PCUVhYiMLCQgDA/PnzkZeXp0aKIdjt9rjQGQ7S\nbjzxqhuIrN13g58rrrhCt7JPy0wXTt/mzZtht9vhdrtVaTDCZzBtsb8QiUeSjSE9qeUGH9IVCd97\n6aAwXDrOOe6YcQsG9j8Pv//dr8G5CNiTwV113m237kZwW3LEa2XHQVt21cSRzkUaDEe8Rk4ao+Mw\nW5tbqwfFvpXGJtRTpHPhtrua3mZQV09yzsXcxt4DMetSkj5c7LAxpCUJqGuyynNYEhNVE9CcnBwA\ngNPpxJAhQ3DkyBE4nU6cPXsW2dnZOHv2bMDvQ6WMHTsWY8eO9b8vLS1VI8UQ8vLy4kJnOEi78cSr\nbiCy9tOnvdNDK/iKpEGLejfDZ1vsL2YS/AdRwhiy29lhE5SvwvgGh6v/uRYTrxiHCwf2x6ALBkCs\nqwDqSoHiIiCjM1hOAWBL8pcnvVZx3KxLTT5arCap9qF3HKae2qzXRG1jjXzLyhsw3Z8z1YYmtwi3\nFeagERbq2joxbx5uaGhAfX29P963bx8KCgowePBgbNmyBQCwZcsWDBkyRBulBEGYTv/+/dG/f3+z\nZURkyZIlePnll1XnY3WfBGFVIo2lWhtiMcbw1zeW47qbbsVfXvsreG0JOBeBujLwH7YDdeVgNgdY\n3rlgjtSA3VXRYrnpYo3VopcmM3wrOR9PvtViqlcVOsKhSRur1KRFHbb8acUC0G9AlVFZWYkXX3wR\ngPcB0cOHD8cFF1yAXr16YcGCBdi0aZP/MSwEQbQNunfvbraEqBQWFsLhcODGG29UlY/VfRKEValt\n8PifAwoEbuP0bbsLOC6JMzLSMemKMbj/14PByw4DZUcALgI5PYAevwDL7gkItpi37Wm1PVHXWLJS\noyYfTXUpqCcpZtSTqe1ncH+SldZ7QNPypZhRT2p9cAAuN7fMTYi0/GNHPBHzBLRjx4544YUXQo5n\nZGTg8ccfVyWKIAhrcuzYMQDWmKB5ZlwF2xsf6pK3lXwSRDxR3SgCDEhPln8ToqPffY9zevbA1CmT\n8fuRfcGaqgAu+n9TxwQBLLMLmM0ecq2qOIIerWIfRupSVa4GevSoR7PaT3EbA/6Jsdm69Kwn1XnE\nWE8h9R2jBrdbRFmtuvtEaEv8rmKqITFdEwQRE/v378f+/fvNlqE7ieKTILRGYECSvWVoEbxyErwa\nsXP3Xlxw6WjMf2khAIDZ7IGPR/EHnthWOySrJnquRkUr28jypC8jy5ZiVj2b3saArGu0KE+2Vx00\nqc4rhny07NuCwOCwJeaqo5VQ/RgWgiASB6fTabYEQ0gUnwShNXkZDvjGdv7BclAa6YBw7boNyM3J\nwY3X/Rrc0wQIdoDZACaAObsBDZVAUzXgafJf61uFkRMDUW5GItESKU2wXt1jSfmaelUYG+5boVdp\nPcWjb8PamDHTvYb4jqEOFPuOEgsMyEu3o6TKBU/wh5MZhFnhTQRoAkoQhGxGjBhhtgRDSBSfBKE1\nAgvd7ucfXkmOezwe2O12PPXYQ5g181bkpCdB/LYQLDUdLCkDrFN/MMEOOLv68/Fd681K3qBTivS9\nkji4fL23SyrxF2liEavXiL5l1IeUWOpAkdcw9aSL7xjaT3OvatoYiJpGqT8pMbcxYu/nsn23Eoti\nsy5ugRkoTUAJgiDMxTPjKlXXv/fee5Z8JAhBJApNbo4kO0KfhygZ7JWXn8XYib/GfffcgRuu+y1y\nUAX8awnQUAnefQiEITcATPnNhiLFEc8HDYwtEWu0QqWpLgX1JMWMejK1/QzuT7LSeg9oWr4UM+pJ\nrQ8Ob714rDD5BJCov4ZMTNcEQcTE+vXrsX79erNl6E6i+CQIrSmvdaO++QHvkVZi5s5/CQcPfYsu\nnTt703z9L6D+LBgXIfT8BZg92X8tYywuY79vpXlIroulfOnLLK8x+Ta4nvTwzYzwbVI9BXsN8K00\nvxiv1apviyJHSZXLEoufiQytgBIE0WZYsmQJ0tLSVD+GhSCI2JGMUcPy7FNzcO3VEzHiF5c0XyD4\n73iLkF+MWg+lq0S+c76BsJztjWq0aZ0fJFoDjivUo6dvrYmpjRG48t+WvQZfH199mwXuAzYbC/cN\nPaEVUIIgZDN8+HAMHz7cbBkRKSwsxIYNG1TnY3WfBBGNxYsXY/r06bj//vtDzq1btw6TJ09GVVWV\nLmXnpduR4vAOLaQDWI8oYtaf5mDXni+RkpLin3xyzoHevwDScrwT0dPfgnMxYLud1WIfemyp5JJj\nbdlriG+lsc71ZCmvOteTXl4j+jazPjiHIAAdMx0QrDLvY0zdK06hFVCCIGSTlZVltgRDSBSfRNtk\n1KhRGD9+PBYtWhRwvLS0FPv27UNeXp5uZdttDEKYFZB5z72MhYv/hvxOHXHRhQPBGAN3N4Kf3At4\nGsEuuhbI6QMhLTvkWl/cMoAUIqYJTg/AH4dNC7S6emNorIEes3RJMaOe2kr7yYllpwUAq9SNBvWk\nRfkM3psQCYxBlEyWzUPftcC9e/di+fLlEEURY8aMwaRJkwLOb9u2DR988AE450hNTcX06dPRo0cP\nXTUBNAElCEIB+/btAwAMGDDAZCX6kig+ibZJv379UFJSEnJ8xYoVuP766/HCCy/oVrZHBCDwkJsQ\n3fj7yXDY7Xjw3rtajgsOsK5DwKtOAo40sNSsiCspYmMNUPYt4KqHmNsHrF37kDTS97z+LHjptwA4\n0OE8ICk9ZDDa2tZSU2Im7yZEcs5FGoQr1qXgWjn61MTRNPnea+ZbaaxxWXLOterVe0B7r2riVupJ\nzjm1bcwYLDL5hK6rmKIoYtmyZZgzZw5yc3Px8MMPY/Dgwejatas/TYcOHfDkk08iPT0de/bswd/+\n9jc888wzumnyQVtwCYKQTXFxMYqLi82WoTuJ4pNIHIqKipCTk6P7X7ZLq11ocresPK5d9/9w5kwp\nehR0w+z774H0piBgDIwJYJn5YKlZAStpIXHpN+BNNQD3gCWnh03jX+FgDPz0V4Cn0fv80KT0luOS\nAWvYcsyOAVnpA7wqiE33pzKWrmK1dd8J38Y6+RY5UFLtgmiR+aeeHDlyBJ06dULHjh1ht9sxbNgw\nFBUVBaT52c9+hvR072dqnz59UFZWZog2WgElCEI2BQUFZkswhETxSSQGjY2NWLNmDebMmdNq2sLC\nQhQWFgIA5s+fH9N2XZunHuAufLB+A35z/TTMmHYjlvzlBe+E05dIaQxRclwIP8gMWEnwjS6DVhea\n0zAW9CxJHWJpmTH7jhIHewpXrtG+9fLamu/W4rbUxoq8AuAa14FZbaxV32ZMQHZ2ZtDnBWC323X9\neUJEmH5rgeXl5cjNzfW/z83NxeHDhyOm37RpEy688ELd9EihCShBELKx2pZUz4yrYHvjQ/97rZ4D\najWfBKGG06dPo6SkBA8++CAAoKysDA899BCeffbZkN87jx07FmPHjvW/V/pvyZlqgz3JO6BKb9cO\nY0aNwIvznvBvBZQuOiiKM/KBs99739eWAZn5ABfB3Y2APcU/mPSnT+8M1J72xo1V4MmZoXmyoO2u\nsWqLEiu+jjF19RRrudFihfWkRz3qUU+at3GzJjO1GFVPqvJQUU+Qkab12APWVInSanfAeTljh/z8\n/KjnY4O1nqQVZs+e7Y+DP8Pl8tVXX+HTTz/FU089pVqPHGgCShCEbCoqKgC0/Zv0JIpPIjEoKCjA\n0qVL/e9nzpyJZ599FpmZmVGuio3UJAHHjhWjW9cuuHzUCFw+akTICmUsNw8RMruAp+UCrgawFCdQ\nVwax+iewhkrwzG5gWd3BJDcnEvL6gGfmA+BgYX7/ySQTVqVadI010GOWLilm1FNbaT85sey0gP8P\nCFqUr1kbx1hPWvhgACAANoHBbYV9uGHqVinz588PezwnJydgS21ZWRlycnJC0h07dgyvv/46Hn74\nYWRkZKjWIwf6DShBELLZvn07tm/frnm+nhlXaZLPkiVL8PLLL6vORy+fBGEEr7zyCubMmYMTJ07g\n9ttvx6ZNmwwr+8jR73Hp6Ctw130tf5HnzSswoihCrDoBfmIXeO0ZiKIYkKa1GLZk7+RTdINXnwAa\nKr03MkrNCZjc+nGkAY52ispQG/veS2OjypZidNnBLzN0GF1eiFcDdci+RkNNmrWxCk1a+ACatyZH\nXFs1GCaoe0WhV69eOHnyJEpKSuB2u7Fjxw4MHjw4IE1paSlefPFF3HXXXTqt8IaHVkAJgmgzFBYW\nwuFw4MYbbzRbCkGYxqxZs6KeD348i5Z8VLgNHo+Ie+6Y4V+xAJoHfFU/glcUg0EEdzc0/x4r9HEp\nwTEQNIg8vR+8qdabrvNA7xbc4DQaDoR9WuTE0XzIimPxoWEc1p9Eo26+o7W3Wb6VtrfM/twmvKqJ\nw/yxyEjfIueoqHN779jdxrHZbJg2bRrmzZsHURQxevRodOvWDRs3bgQAjBs3Du+99x5qamr8u2Rs\nNlvEFVUtoQkoQRCymThxotkSDCFRfBKEVrhcLjgcDvzuuim45qoJ6N7ZezOPgMG2pwkMzaM+wRGw\nra+12DeABADuccF/WxHBAcbkPRc0JI6Uf1Ac7ENuLEWJ14i+ZcRSFNdHJE8STXImVLF6VexbRT3p\n0sbSWMc2VtvPY/WqWRt7D5jWt11uEQ0ui6x+AppswY3GoEGDMGjQoIBj48aN88e33347br/9dl01\nhIO24BIEQRAEETMNDQ2YMmUKFi5ciNQkAQXNk0/fCgrQvNqYnAkwARzMe2MgHn7LaqtxihOcCeAQ\ngMbq0DSiB+AiuOiJLX+N4piua65TtWWa5duwMlXWky5tbHQdmFRPqvOIMR+t+rbDxuBMtcE6MJWv\n+IQmoARByGbbtm3Ytm2b2TJ0J1F8EoQWrFy5El988QUKCgrgTLVBYC3P+mTNMQMgpHcAyx8E5my+\naVBQGrmx0P5cCO1/DpbdA5A8P5QxBtSXg5cfBS/+DLy+vOV4MwH5SY7FqsUqcbC/EK9qYpn1JH21\nCd861ZOhXjWuD03aWGE9xeS7lTg1SYBdsMjkTcffgFoZ2oJLEIRsKisrzZZgCInikyC0YNq0aTjv\nvPMwbNiwiGk4mgfDjjRAMvmMmdQcsFTvgNK3wgEAnAmAzdHq4Izz1rf5WZEAr5K4tWvCedXatx75\nRYxllENt3PLvTktthrWxQj3x1MYETUAJglBA//79zZYQFa2eA2p1nwRhBV5++WUMHDgQY8aM8U8+\nK+rcyEq1++cH/oFk8ERRp5ilZHm3+mZ1B4K2DYbEEi/BWwxNiw2qp+BYzmTP9LrRKNYtb4vXk9nl\n+2MD6qm187WNojUewQIgnrfRqiF+124JgjCc7t27o3v37mbL0J1E8UkQsbJ69Wq89NJLIY94aXBx\nVDd6AIRuBQw5plcs2AB4/2/adsxYtyoaWU86xIaVaZF6Cu7jVmgDvetJdR4x5hNS3zHGLg9HdYMH\nloExda84hVZACYKQzbFjxwBAl8mZFs8CXbJkCdLS0lQ/hkVPnwTRFhg3bhzuv/9+/PGPfww47rAx\npCe33OAjeCtdtO2g4a6x8mqjnHSKvZpZH5HioHqKdo3vve5tbFA9yUnn94eWP7SY3rehrp7knIu5\njb0HYtalJH242GFjSEsSUNdkleewxO8kUg20AkoQhGz279+P/fv3my0jrioMPQAAIABJREFUIoWF\nhdiwYYPqfKzukyDMYuvWrfjuu++QlZWF++67DzZb4N0kc9rZYRO8Kw2+gSljzP8oCOlxIHDwCsDY\nWKI7lnykE5AAr63EpnjVsJ6UeI1r30rbGJEnZmb7iMV3W25jZ6oNdqvMgFhiroBapfoJgogDnE4n\nnE6n2TJ0J1F8EoQSdu7ciVtuuQVPPPFExDSRxkPhDus90ERjlfdlVHkyMUKHGV6VnG9LvsNhGa8q\nNIVDkzZWqUmLOuQhSgijoS24BEHIZsSIEWZLMIRE8UkQSkhPT8eFF16IBQsWRExT2ygiPbnlb9vS\nbZyIcctcLLFYchC8vtw7xOw4EEhOj8vtrrHGZm3jlGJGPcXjdldd29h7QNPypZhRT2p9cAAuD7fQ\nTYgSE5qAEgRBEAQRkRMnTsDpdOLcc8/Fe++9FzWt9+YeHOnJLTcA4px7tycCgcf0jOtKm9c3GJCc\nHj6Nznp8KM5DhS5V5WqgR/d2NbD9FLcx4J8Ym61Lz3pSnUeM9RRS3zFqcLtFlNW4Q/I0jVZWldsq\ntAWXIAjZrF+/HuvXrzdbhu4kik+CaI2ysjL87ne/w4wZM2SlF8QmJNWXhF11CX6va8wEcAC8+b+G\nlt0cm1Ge9GVk2VLaej1HLBuQdY0uZUeKddCkOq8Y8tGybwsCg8NmpUkfU/mKT2gCShBEm+G9997D\nxx9/bLYMgmgz7N+/H6Wlpbj33ntlpc+t/gr2yu/AK49pOhBWvNrRaSCYox2YIw1w1fvz863gAPDf\nNCbkuEbbYGOKgYDjSleIguPW/GnlmzfHPIZrY/HKTfSqdaxm9dWMNjbTa6y+pVoEBuSl22GZOShj\n6l5xCm3BJQhCNsOHDzdbQlQ8M64C1uxQnY/VfRKEUYwaNQpffPGF7JtyMe4GgwhUHgdv1947CfQN\nkpoHhNxVB+ZIU7Sdz3u5/EEnS84A63KRX1drg9losZqBs5qJlZqJRaxeI/pupT58V/v+H0sdKPIq\n0aqFb73aT4++rcgfEDWNEn/BU52Y2xgI2356922pFlFsjiX5EsZCE1CCIGSTlZVltoSovP7dKaS/\n/LLq54Ba3SdBGAXnXNEdoV32dDjc1WDgYCf2gKc4gQ7nAYINvKkWOPO1d0WyXXsgry8A/VeiIp4P\nGhhbIlaxQiWNNdWloJ6kmFFPprafwf1JVlrvAU3Ll2JGPan1weGtF49lJp/xu4qpBtqCSxCEbPbt\n24d9+/aZLSMsnhlX4ZOSSk2eA2plnwRhJNKVBDmcbfdzNDpym99xIDkTYIJ3iFV9CtxV5z2ekgXG\nBH/+jLG4j8PVmeL8JNfFokX6iivfBteTHl4N8W1SPWnqNcZrterboshRUuWyzuInY+pecQpNQAmC\nkE1xcTGKi4s1zdMz4ypN89MCPXwSRELAGFhyOlr+qi8Z5QWNleSssFiRWHQrXVmKFT3rUUvfVket\n7kTyHX99m1ls0ZGpfMUntAWXIAjZFBQUmC0hBD0msFb0SRDxQF66HXZ0BNyVQMNZoKkO4CI4swEZ\n+WANVUBTNdBYCaR3CFiF0GaLnQhwDl53BkhrDzAhcnpmnRvR+P/fvKJhtpaAWId6irftrlrFbX1b\ncKRY723BSmJBADpmOFBS7QI9CtQ8aAJKEIRsBgwYYLYEQ0gUnwShNXYbg8CSgU79IboawOzJYMx7\n0xjBkQre+QJwdyMERwoA76CQSQbJamNeeQJixTEw7gZ3NkLI7h79OkDT8lXHGugxS5cUM+qprbSf\nnFh2WsD/BwTT60aDetKifAZA5BwCYxC5BWagcbyNVg00ASUIQjYVFRUA2v5NehLFJ0FojSgCELwD\nX2ZPBtCyEiO6m4Cz3wG1ZyBmdgXL6q56dS3kfUZHCO3ywKt+AsvMlz0wjbV8zWOZ9SHnnGZeFVwr\nR58m7R1Gk++9aW2scVlyzsmZ6IGbt9oYNm6lnuScU9vGjMEak08A8byNVg30G1CCIGSzfft2bN++\n3WwZEVl9yc/w8ccfq96Wa3WfBGFVzlS70OT2DfJaBlYMAKp+BK89A4AD9mTv70WlaWKIWwaUzasj\ngt276prdE8zmCFg1CVlBibFMXWNAVvoQ30H+ovm2jNcY29u3iiXHazz7VtPG8e5bT68ih7W23zKm\n7hWn0ASUIIg2xelrhpktgSASFg7A7WkZ2UkHgOAi/E9wlNwBNzidmlguRgykjRy4RzsW6bxeOozy\n2hqGt7HOZctFb02q85KRTzha6+9yY5FzeMSoRRkMU/mKT2gLLkEQspk4caLZEqLy+nenAAC3ndNJ\nVT5W90kQVsWZakNqUpgb/wBAu/ZAbQm46AZqT4On5QGCLTStxba7qt1Gqeg6yaqO2jI186Gwnqyw\njdPI2H/Me8IyuvSsJ1V5eA/EdK2UWDXYBIb2GXaUVrsRPmfCCGgFlCCINsMnJZX4pKTSbBkEkbCk\nJgkQWJhn+AEQUpxA/kXev9s3VIKf3ONdFQ2TXqs46vlmzXqWb0ased4y66nV+o433zrVk6FeNa4b\nTdpYRT1p4UNgDDbB+yLMgyagBEHIZtu2bdi2bZtm+VnxGaCA9j4JIlHgPHTVgXPestIg2ME6DwLS\n8oC0XER9TIoGsZmrT2auyJlRtqEroGFiM8oOWdkzqGzZ12isyf/vWe0KaIzXauWDAeAWWf8MN7lX\n8opXaAsuQRCyqaxMjNXFRPFJEFpTVuNGTjsbbIJ3YBUw4OMcjAlgyelA+3O9x1nozVaCY0CnAb1E\nd7T0Pi1KY7n+wtWTrr5lxn5PEo16+baMVzVtzFhi+lbqlZmzfdqnReQcFXVuC/0ONH4nkWqgCShB\nELLp37+/Jvl4ZlwF2xsfapKXHmjlkyASDbfIUdskIjPF+9vO4AFoy1/sld2kxzeA1DSWmX+wD7mx\nFCVe1fiWorae/J4kmuRMMozyKrf9DGtjaWx235ZZT7H4VuovxKv3gOF926fD5RbR4LLG6icA/4Q8\n0aAJKEEQsunevbvZEhQR60Q33nwShFVITRKQkRLmxkK+/xux6sHF5hjRt/gasBKl+DoNVodiKjda\nrLCeDGljk1bRwsX+Y94TltGlZz2pysN7IKZrpcSqwWFjcKbaUFnvCZsvYQw0ASUIQjbHjh0DYN0J\n2upLfqZJPlb3SRBWxZlqgxBp9cKAFR+xrgyoKwNqTgHt+4Gl5YZdydFjFc3IVdngONhfpFhPXVL0\nrCfdvZrQfrr59p7QTItmbaygnvRo49QkAbWNItyWeBgorYASBEFEZf/+/QDa/sQsUXwShFFwaDvM\nirhC4qoHrzntLaupxnujowjXtzbAtiJyVoZauz5evEpR6zWefGvZxnr8u9OrHmPxHWsbW6onxEm/\n1Bq6Cy5BELJxOp1wOp2a5KXHHXBf/+6U/1mgatDSJ0EkEhV1Hoii90Yf9U0iRO6NRdj8sf+4yFHv\nEsE5hycobggTuz0cDe7mWORodHN/3OQ7npIHlz0THEBTfQ1cbg8452hyc7g83vRNLu/KBwfQ6G6O\nuTdvd3OaBpfkuEuEpzmul8ZNYotXlxjqL0zMfb6bwvsWYWvxKvEt9eqLXR6vL1/s9+cOjH2eGl1R\nvHpCvfpjILJvib+6Ro+mbezyhG9jl4eDN9dTUyTfEk9K27ghjFdf24dr17rm4xwIbONWfLtFeW3c\nKPHta285bdzoFgGwluPR2jha347Sn2NpYw4EtbfUd6hXWX07Wht7Wjz5/Fln9RPwTofVvOITWgEl\nCEI2I0aMMFtCVHzPAL3tnE6q8rG6T4KIxuLFi7F79244nU689NJLAICVK1di165dsNvt6NixI+68\n8060a9dO87IbXCJOu0SAeX/mxZp/Z5Wb50RZaSmA5lWZBg/AvXEl88C34FHFPPCNCwVZMYKOC0D6\nzyGITRCZA6gVITAxbPq83ByUV5QHHffIipnUny+Gp8VfvSSWeg2Kg33n5TlxpqxUhlctYnle83Jz\nUFFX7vUXzne9DN+atjGQl5eF8oB60t53xDYO47uKeZCbk4uK+rLANlbsO5L22PpBXm4WysvL1PuW\n2ca+OJrXnJxcnK0ra7WNlberjDau9wSkJ8yDJqAEQRiGVZ/7SRBtiVGjRmH8+PFYtGiR/9iAAQPw\n+9//HjabDW+//TbWrFmDG264QZfyuf8//v+Fxjx8LGoVC0mtpvHdoCiW/LnUX4xedfGtQ+y/kZP/\nPxZpY53jiG0czjeH5DfOoXmY5oMxU/p21HKa68kKbWwJaAsuQRBEdNavX4/169ebLUN3EsUn0Tbp\n168f0tPTA44NHDgQNpv37rR9+/ZFeXm5GdIIgiCIABJzCy5NQAmCaNPQqitBBLJp0yZccMEFZssg\nCIIgGFP3ilNoCy5BELIZPnx4zNfG00RQjU+CsDLvv/8+bDZbxN85FxYWorCwEAAwf/585OXlaVKu\n3W7XLC+tIE3yIE3yIE3ysKImwExd8TuJVANNQAmCkE1WVpbZEqIS6TmgnhlXwfbGh7LzsbpPgoiF\nzZs3Y9euXXj88ccjPq5g7NixGDt2rP99afONg9SSl5enWV5aQZrkQZrkQZrkYUVNgDxd+fn5Bqlp\n+9AWXIIgZLNv3z7s27fPbBm6kyg+icRh7969+OCDD/DQQw8hOTnZbDkEQRAEkKg/AaUVUIIg5FNc\nXAzAe0dNK+J7Bqjax7BY3SdBROOVV17BwYMHUV1djdtvvx2TJ0/GmjVr4Ha7MXfuXABAnz59cOut\nt5qslCAIItGJ41mkCmgCShCEbAoKCiC++yYwcWLAcd/vO8Ntc1W6/VUN0Z4DKtUo1RROX0FBgc5K\nCUI/Zs2aFXLs8ssvN0EJQRAEEZU4vpGQGnSbgO7duxfLly+HKIoYM2YMJk2apFdRBEEYxIABA+B5\n9Tv/+3CTt+DJnVmoKZtWPgmCIAiC0B99J6Ctzcc451i+fDn27NmD5ORk3HnnnTjnnHN01QTo9BtQ\nURSxbNkyPPLII1iwYAE+++wz/Pjjj3oURRCEjnhmXBUwkSu/ewoqU9r5z0n/H+06K90BN5pu3/Hy\nu6egoqIi5Bo99RAEQRAEQWiFnPnYnj17cOrUKSxcuBC33norli5daog2XSagR44cQadOndCxY0fY\n7XYMGzYMRUVFehRFEISBfNZjAD7r0fZXBz/rMQDbt283WwZBEARBEG0ZHZ8DKmc+tnPnTlx22WVg\njKFv376ora3F2bNn9XQMQKcJaHl5OXJzc/3vc3NzUV5erkdRIdBqQttBr7ZUkq8V+lPwaqKc9NGO\ny8nv9DXDoubbWhnxQrTVUP7N/qgrub5zrdWn3DoJV+fxglba463/EARBEIQ69LsNrpz5WHl5ecDz\nT42as5l2E6Lgh11r9mydj3Zqk08E4vkZQHGnXdKWmmpX0kdU9idNdCvVECm977ic/MKl/WgnblOm\nxHA+1yKTaD6D6kNufrLO6/zZpStaaY/nOmijaPnZa8XvINIkD9IkD9IkDytqAkzSlZbXepoo1NfX\n489//rP/ffCznK2KLiugOTk5KCsr878vKytDTk5OQJqxY8di/vz5mD9/vh4SdGH27NlmS4gZ0m48\n8aobIO1mEK+6gfjWThiDFfsIaZIHaZIHaZKHFTUB1tXVGqmpqf751Pz58wMmn3LmYzk5OSgtLY2a\nRg90mYD26tULJ0+eRElJCdxuN3bs2IHBgwfrURRBEARBEARBEAQhQc58bPDgwdi6dSs45/j222+R\nlpaG7Oxs3bXpsgXXZrNh2rRpmDdvHkRRxOjRo9GtWzc9iiIIgiAIgiAIgiAkRJqPbdy4EQAwbtw4\nXHjhhdi9ezfuueceJCUl4c477zRG25NPPvmkHhl37twZV1xxBSZMmICf//znehRhCkY8G0cvSLvx\nxKtugLSbQbzqBuJbO2EMVuwjpEkepEkepEkeVtQEWFeXGsLNx3r16oVevXoBABhjGDRoECZMmIBf\n/epXhmy/BQDGOeeGlEQQBEEQBEEQBEEkNLr8BpQgCIIgCIIgCIIggjHtMSzxxOeff453330XP/30\nE5555hn/sjUArFmzBps2bYIgCLjllltwwQUXmKg0Oj/88APeeOMNNDU1wWazYfr06ejdu7fZsmSx\nYcMG/Pvf/4YgCBg0aBBuuOEGsyUpYt26dVi5ciWWLl2KzMxMs+XIYuXKldi1axfsdjs6duyIO++8\nE+3atTNbVkT27t2L5cuXQxRFjBkzBpMmTTJbkixKS0uxaNEiVFRUgDGGsWPHYsKECWbLko0oipg9\nezZycnLi9i6ChHYsXrwYu3fvhtPpxEsvvRRwzqzPwUiazP5eCafLzO/pSJ9FNTU1WLBgAc6cOYP2\n7dvj3nvvRXp6uqmazP5+au1z24y+Hk2TWX09kiYz+3lTUxOeeOIJuN1ueDweXHLJJZg8ebKp/Twh\n4USrHD9+nP/000/8iSee4EeOHAk4/sADD/CmpiZ++vRpftddd3GPx2Oi0ujMnTuX7969m3PO+a5d\nu/gTTzxhriCZ7N+/nz/11FO8qamJc855RUWFyYqUcebMGf7000/zO+64g1dWVpotRzZ79+7lbreb\nc875ypUr+cqVK01WFBmPx8PvuusufurUKe5yufgDDzzAjx8/brYsWZSXl/OjR49yzjmvq6vj99xz\nT9xo55zzdevW8VdeeYU/++yzZkshLMCBAwf40aNH+X333Rdw3MzPwXCarPC9Ek6Xmd/TkT6LVq5c\nydesWcM553zNmjWGfhdE0mT291O0z22z+nokTWb29UiazOznoijy+vp6zjnnLpeLP/zww/ybb74x\ntZ8nIrQFVwZdu3YN+3DaoqIiDBs2DA6HAx06dECnTp1w5MgRExTKgzGG+vp6AEBdXZ0ht1nWgo0b\nN+Lqq6+Gw+EAADidTpMVKWPFihW4/vrrwRgzW4oiBg4cCJvNBgDo27cvysvLTVYUmSNHjqBTp07o\n2LEj7HY7hg0bhqKiIrNlySI7O9t/44PU1FR06dLF0nUtpaysDLt378aYMWPMlkJYhH79+oVdNTDz\nczCcJit8r4TTZeb3dKTPoqKiIowcORIAMHLkSEM/WyNpMvv7Kdrntll9PZImM/t6JE1m9nPGGFJS\nUgAAHo8HHo8HjDFT+3kiQltwVVBeXo4+ffr43+fk5Fh64HjTTTdh3rx5WLlyJURRxNNPP222JFmc\nPHkShw4dwqpVq+BwODB16tS42TpcVFSEnJwc9OjRw2wpqti0aROGDRtmtoyIlJeXIzc31/8+NzcX\nhw8fNlFRbJSUlOD777+Pm/791ltv4YYbbvAPJAgiHFb8HLTq94pVvqeln0WVlZX+CUJWVhYqKytN\n1yTF7O8nqS6r9HWpppUrV1qir0s1md3PRVHEQw89hFOnTuFXv/oV+vTpY5l+nijQBLSZuXPnoqKi\nIuT4ddddhyFDhpigKDai+di/fz9uuukmXHLJJdixYweWLFmCxx57zASVoUTTLYoiampqMG/ePBw9\nehQLFizAa6+9ZpkVxWja16xZgzlz5pigSh5y+v37778Pm82GESNGGC0voWhoaMBLL72Em2++GWlp\naWbLaZVdu3bB6XTinHPOwYEDB8yWQ1iUxsZGS34OWvV7ZePGjaZ/T0f7LGKMmVJHkTSZ/f0k1WWz\n2SzR14Prygp9PVjTqlWrTO3ngiDghRdeQG1tLV588UUUFxcHnDernycSNAFtJpaOn5OTg7KyMv/7\n8vJyw56fE4loPl577TXccsstAIBLL70Ur7/+ulGyWiWa7o0bN2Lo0KFgjKF3794QBAHV1dWWuZlP\nJO3FxcUoKSnBgw8+CMC7XfGhhx7Cs88+i6ysLCMlRqS1fr9582bs2rULjz/+uKU/jIP/LZaVlZn+\nb1EJbrcbL730EkaMGIGLL77YbDmy+Oabb7Bz507s2bMHTU1NqK+vx8KFC3HPPfeYLY2wEKdPn7bk\n52BOTo4lv1e2bNli6vd0uM8ip9OJs2fPIjs7G2fPnjW8jiJ9Ppr9/RSsywrf+eHqyuy+Hk6T2f3c\nR7t27XDeeedh7969pvfzRIN+A6qCwYMHY8eOHXC5XCgpKcHJkyctsYUnEjk5OTh48CAA4KuvvkKn\nTp1MViSPIUOG+FdYTpw4AbfbjYyMDJNVtU5BQQGWLl2KRYsWYdGiRcjNzcVzzz1nmclna+zduxcf\nfPABHnroISQnJ5stJyq9evXCyZMnUVJSArfbjR07dmDw4MFmy5IF5xxLlixBly5dMHHiRLPlyOb3\nv/89lixZgkWLFmHWrFk4//zzafJJhGDVz0Grfq+Y+T0d6bNo8ODB2LJlCwDvxMHIXWGRNJn9/RRO\nl9l9PVJdmdnXI2kys59XVVWhtrYWgPeOuPv27UOXLl1M7eeJCOOcc7NFWJ3//ve/ePPNN1FVVYV2\n7dqhR48eePTRRwF4t398+umnEAQBN998My688EKT1Ubm0KFD/sdUOBwOTJ8+3f/jcCvjdruxePFi\nHDt2DHa7HVOnTsX5559vtizFzJw5E88++2zc/FXt7rvvhtvt9t8ko0+fPrj11ltNVhWZ3bt3Y8WK\nFRBFEaNHj8a1115rtiRZHDp0CI8//jgKCgr8f8WfMmUKBg0aZLIy+Rw4cADr1q2jx7AQeOWVV3Dw\n4EFUV1fD6XRi8uTJuPzyy/3nzfgcDKfpsssuM/17JZyu/Px8076nI30W9enTBwsWLEBpaanhj6eI\npGn58uWmfj/J+dw2uq9H0jRgwADT+nokTWlpaab182PHjmHRokUQRRGcc1x66aX4zW9+g+rqatP6\neSJCE1CCIAiCIAiCIAjCEGgLLkEQBEEQBEEQBGEINAElCIIgCIIgCIIgDIEmoARBEARBEARBEIQh\n0ASUIAiCIAiCIAiCMASagBIEQRAEQRAEQRCGQBNQIi74+OOP8dZbb5ktQzcefvhhHD9+3GwZhrN3\n7148//zz/veHDh3CPffcg6lTp+K///0vnnnmGWzevBmA96Hjjz32mElKY8PlcmHWrFmoqqoyWwpB\nEIRlqaqqwqxZs9DU1AQAqKiowBNPPIEbb7wR//u//4v3338fS5YsAQCUlJRg8uTJ8Hg8ZkpWzIsv\nvog9e/aYLYMgLIHdbAGE8Xz22Wf46KOPcPz4cSQnJ6NDhw4YOXIkxo0bB8YYFi1ahO3bt8Nut8Nu\nt+Occ87BtGnT0KVLFwDeBxmvWrUKBw4cgNvtRvv27TFq1ChMmDABgiDg9ddfx8GDB3Hq1Cnccccd\nGDVqlCq9brcb77//PubNm6eBe+X4Hih93XXX6VbGlVdeiX/84x944IEHYs5j06ZN+PDDD1FeXo7k\n5GScc845mDVrFlJTU/1t6nA4AADt27fHRRddhEmTJiEtLQ2At57/7//+Dzt27EBtbS0yMzMxZMgQ\n3HzzzQC8k8O3334bx48fhyAI6Nq1K2666Sb07t07Zs2rVq3CtGnT/O9Xr16N8ePHY8KECQCAoUOH\nxpx3a2zevBmLFy/GhAkT/B4BoKioCC+88AJGjhyJmTNnqirD4XBg9OjRWLt2LW688UaVigmCIFon\n2mf15s2b8de//hVJSUkAgMzMTJx33nmYNGkS8vPz/XlE+z4pKyvD8uXL8fXXX8PtdiMvLw9XXnml\nqu/6tWvXYtSoUX5dhYWFyMjIwIoVK/zPj9SLkpIS3HXXXejRo0fAH0Srqqpw2223IScnB4sWLVJd\nzqRJk/DGG29Y+nnxBGEUNAFNMNatW4cPP/wQf/jDHzBw4ECkpKTghx9+wLp163D55Zf7JyhXX301\nrrvuOjQ2NuL111/H4sWLMW/ePJw6dQqPPvooRo0ahRdffBHZ2dk4ceIE3nvvPdTX16Ndu3bo3r07\nhg0bhnfeeUexPlEUIQiBC/NFRUXIz89HTk6OJnWgVI9aPB4PbDZb1DSDBw/GG2+8gYqKCmRlZSku\n4+DBg/j73/+ORx55BD179kRNTQ127twZkMbXpk1NTSguLsY777yDxx57DPPmzUNKSgrWrFmDo0eP\n4plnnkF2djbOnDmDr7/+GgBQV1eH+fPnY/r06Rg2bBjcbje+/vprf3+JpQ6OHDmCuro69O3b13/s\nzJkz6Nq1q2L/SvH95bxjx474/PPPMXXqVL++LVu2oHPnzpqVNXz4cPzpT3/ClClTZNcXQRBELMj5\nrO7bty/mzp0LURRRUlKC9evXY/bs2Xj66adRUFDQ6vfJa6+9hu7du2PRokVwOBwoLi5GRUWFLH3h\nvgtcLhe2bNkSMPkrLS1F165ddZ98SldRGxsbUVxcjIKCAgDA9u3b0aFDB7jdbk3K6t27N+rr63H0\n6FH06tVLkzwJIl6hCWgCUVdXh9WrV2PmzJm45JJL/Md79uyJe+65J+w1ycnJGD58OBYsWADAu0LV\nt29f3HTTTf40+fn5AdePHz8eAGQNthctWoSkpCSUlpbi4MGDePDBBzFgwICANHv27EG/fv0Cjr38\n8sv4+uuv0dTUhB49emD69Ono1q2bP0+Hw4HTp0/j8OHD6NmzJ+666y60b98eAPDTTz/hzTffxHff\nfYfMzEz87ne/w7Bhw8Lquemmm7B9+3YAwEcffYTzzjsPs2fPxuTJk7Fw4UJ06tTJf51vlfTAgQN4\n9dVXMX78eHz00UcYMGAA7r77buzatQurVq3yT7JmzJiB7t27AwCSkpJwzjnnYO/evTH9FfnIkSPo\n06cPevbsCQBIT0+PmE9SUhJ69+6NP/3pT/jjH/+IzZs3Y/z48Th69CiGDh3qn+h36NABHTp0AACc\nPHkSgHcy5ctj4MCBEfWsXr0ax48fh8PhwK5du3DjjTdizJgxAWn27t0b0K533303SkpK8Nxzz0EQ\nBLz55puYN28eRowYEXDtsmXLsHXrVmRnZ+MPf/gD+vfvD8Dbv1esWIE9e/aAMYbRo0dj8uTJEAQB\nmzdvxieffIJevXph69atGDduHDp16oSsrCykpKTgyy+/xKBBg1CClhd5AAAO1UlEQVRTU4NvvvkG\nl112WcC22Wj9rbq6GosWLcLXX3+N/Px8DBw4EAcOHMDcuXMBALm5uWjXrh0OHz4c0o8JgiC0RMln\ntSAI6NSpE6ZPn47S0lK8++67uP/++1v9Pjly5AhuuukmpKSkAIA/XTgifR9KOXz4MNLS0pCbmwsA\n/h07gPd798EHH8ShQ4dw6tSpgLHGp59+infffRecc0ycOBFXXXUVAO8fjj/88EN88sknqK2txfnn\nn49bb70V6enp/tXO22+/He+++y46dOjg3+ly2WWXYcuWLZg6dSoAYOvWrRg5ciQ++eQTf5lr167F\nJ598gsrKSuTm5mLKlCn+nTqiKOLtt9/Gli1bkJKSgiuvvBJvvvkm/v73v/sn3f369cPu3btpAkok\nPPQb0ATi22+/hcvlwpAhQ2Rf09DQgG3btvm/YPbv3x8wedWC7du345prrsGKFStw7rnnhpw/fvx4\nwNYgALjggguwcOFCLF26FD179sTChQtD8vz1r3+NZcuWoUePHv7zDQ0NePrppzF8+HAsXboUs2bN\nwrJly/Djjz+G1XPZZZdh+PDhuPrqq7Fy5UrMnj1blqeKigrU1NRg8eLFuO222/D999/jr3/9K269\n9Va8+eabGDt2LJ5//nm4XC7/NV26dMGxY8dk15uUPn364Msvv8Tq1atx6NChgHwjkZqaigEDBvhX\nOfv06YP169fj3//+N4qLi8E596ft3LkzBEHAa6+9hj179qCmpqbV/Hfu3IlLLrkEy5cvx4gRI0LO\nFxcXB7Trq6++iry8PDz00ENYuXJl2D9gHD58GB07dsSyZcswefJkvPjii34tixYtgs1mw8KFC/H8\n88/jyy+/DBg4+K594403cO211/qPjxw5Elu2bAHg3Z4+ZMiQkLKj9bdly5YhJSUFf/vb3zBz5kx/\nXlK6dOmCH374odU6IwiCUEMsn9WA9+cOhw4dAtD690nfvn2xbNkyfPbZZygtLW017+Dvw2CCvwtm\nzpwZ8L0b/EdpH1999RX+8pe/YM6cOfjggw+wb98+AMC//vUvFBUV4cknn8Trr7+O9PR0LF26NODa\ngwcPYsGCBXj00Uf9x0aMGIEdO3ZAFEX8+OOPaGhoCPmJSceOHfHnP/8Zb731Fn7729/i1Vdfxdmz\nZwF4tw3v2bMHzz//PJ577jkUFRWFaO7atWvM3/ME0ZagCWgCUVVVhYyMjIDtL3PmzMHNN9+M66+/\nHgcPHvQfX7duHW6++WbcfffdaGhowJ133gkAqKmpQXZ2tqa6hgwZgnPPPReCIPh//yGltrYWqamp\nAccuv/xypKamwuFw4Le//S2OHTuGuro6//lBgwahX79+cDgcmDJlCr799luUlpZi9+7daN++PUaP\nHg2bzYaePXvi4osvxueffy5bjxwYY5g8eTIcDgeSkpJQWFiIsWPHok+fPhAEAaNGjYLdbsfhw4f9\n16SmpqK2tjam8n7+85/jgQcewHfffYf58+dj2rRpWLFiRatbiLOzs/0DlGuuuQZXX301tm/fjtmz\nZ+P222/33wAoLS0NTz31FBhjeP311zF9+nQ899xzUbdd9e3bF0OHDo3arr6/oMvF6XTif/7nf2C3\n2zFs2DDk5+dj9+7dqKiowJ49e3DzzTcjJSXFn27Hjh0BXq+44grYbLYAPUOHDsXBgwdRV1eHrVu3\n4rLLLgspN1J/E0UR//nPfzB58mQkJyeja9euGDlyZMj1qampAf2TIAhCD2L5rAaAnJwc/3dBa98n\n9957L84991z885//xMyZM/Hggw/iyJEjEfMO/j4Mpq6uLuQ7Xg6//e1v8f/bu9OQqNooDuB/JxtH\nHTUdTTPRMjWbkhhtwYI0RbDQimgD+1AIahARU/mhxSiMoCzatxfFLRLED5JaWoRKomalLVouSZij\nluO41izO8n4QH7w6OZO9ry2e3ydn7tzrGb3cZ56555xHIBDA09MT69evR0VFBYCRpoW7du2CSCRi\n1+zq6mpOuu3ovmPjEYlEcHd3x+vXr1FWVmZ0LAgODoaTkxN4PB7WrFkDNzc39t4rKyuxceNGiEQi\nCIVCbN68ecL+AoFgyuM8IX8TSsGdQezs7DA4OMipwUhOTgYAJCQkcO54RUdHG226IxQK2bd9/5XR\ntJvvsbW1hVKpZI/1ej3u3buHqqoqDAwMsBqRgYEB1lBn7DEFAgGLu7u7G83NzZymMzqdjjPQmIrH\nHPb29pyBTS6Xo6ysDA8fPmTPabVaKBQK9ni0htYYqVSK7u5uAMDRo0exZMmSCa+RSCSQSCTQ6/Wo\nr6/HxYsX4e7ujoiIiO/GqVAoIBQKAYykY0VGRiIyMhIajQZPnjzBzZs34ePjAw8PD3h4eLBUJZlM\nhqtXryI9PR0HDx40emxz/q8qlWrS14zn5OTEqQlycXGBQqGAXC6HTqdDXFwc22YwGDgxODs7Gz0m\nn8+HRCJBXl4eBgcH4e/vj7q6OrZ9svNNo9FAp9Nxfo+x961UKtm5SQgh/6cfvVYD3LEAmHw8EQqF\niImJQUxMDAYGBpCVlYXz58/j1q1bRms2x4+H440f4801/vre1tYGYKSXQEpKCicWHo+H/v5+o/uO\ntW7dOpSWlqKpqQmnT59GR0cHZ3tZWRkKCgrYeKxSqTA4OAgA6O3tNTnmqFSq747zhMwkNAGdQfz8\n/DB79mzU1NRMOY02ICAA1dXVWL9+/X8Wl6kmA15eXqyuBRhJkX3+/DlOnDgBFxcXfPv2DXv37uXs\n09PTw35WqVTszq1IJIJYLJ50OY/x8RiLz8rKCmq1mj3u6+vjDDzj9xGJRNi6dSsn9XM8mUxmNFUV\nGKlBNBePx0NAQACWLVs26dIuKpUKb968MRoTn89HZGQkcnNz0d7ePqEx0Pz58xEaGopHjx6ZHdd4\nXl5eEwZ3UxQKBQwGA/v7yuVyrFixAiKRCJaWlkhNTTXZ8MmYkJAQnD59Gtu2bZuwbbLzzd7eHrNm\nzUJPTw9LIRt77o2SyWSIjo7+4bgIIeRnmHutfvbsmdESGFPjib29PaKjo1FWVoahoSHY2dlNeI05\nY3xhYaGJdzJRT08P684vl8tZdpZIJMK+ffuMvp8vX75MGtPq1auRlpYGb29vODs7c8ao7u5u3L59\nG0lJSfDz8wOPx8ORI0fYl/eOjo6cL5WNpSe3t7ez3g+EzGSUgjuD2NraYtu2bUhNTUVVVRWUSiX0\nej0+fvzImUxNZseOHWhsbERWVhZL6enq6sKVK1dYWolWq2VreY3+/DPdZCUSCSc9WKlUwtLSEkKh\nEGq1Gvfu3ZuwT21tLd6/fw+tVoucnBz4+fnB2dkZQUFB6OzsRHl5ObRaLbRaLVpaWjg1oOM5ODjg\n8+fPnOcWLFiAp0+fQq/Xo66ujhOfMeHh4Xj06BGam5thMBigUqnw8uVL9q2vRqNBa2vrd2tdTKmp\nqUFFRQWGhoZgMBjQ0tKChoYG+Pr6Tnjt8PAwWltbcf78edja2rLmEoWFhaivr2d39UpLS6FUKrFw\n4ULIZDLcv3+fTa7kcjkqKiqMHt9cEomE1Z+aq7+/Hw8ePIBWq0VlZSVkMhkkEgkcHR2xfPlyZGZm\nstTYrq4uk/+XUWKxGMePH8eGDRsmbJvsfOPxeFi1ahVyc3OhVqshk8km1IAqFAoMDQ391N+KEELM\n8SPX6tEuuGlpaaivr8f27dsBmB5PsrOz0dbWBp1OB6VSiZKSEri5uRmdfJrDx8cHX79+5UzezJGX\nlwe1Wo1Pnz6htLSUNROMiIhgDf+AkWwVY/WYxggEAiQlJRmtVVWr1bCwsIC9vT2AkSZIYyflwcHB\nKCoqgkKhwNevX5Gfnz/hGO/evaNlWAgB3QGdcTZv3gwnJyfk5+fj2rVrsLKygqurK2JiYrB48WKT\n+7u5ueHMmTPIycmBVCqFTqfD3LlzERoaymo4kpOT2Qf/xsZG3LlzBydPnsTSpUunFHNQUBDS09Oh\nUCjg5OSEkJAQvHr1CgkJCRAKhdi5cydKSko4+6xduxa5ubloamqCt7c367pnbW2N48ePIyMjAxkZ\nGTAYDPDy8uJ09R0vLCwMFy9exJ49eyAWi5GYmIg9e/bg+vXrKC4uxsqVK002dlq0aBHi4+ORlpaG\nzs5O8Pl8+Pv7s1TaFy9eYOnSpVNeasbW1hYPHjxAWloahoeH4ejoiE2bNnHuqObn56OoqAgGgwEu\nLi4IDAyEVCpldZhWVlbIzMxEV1cXLCwsMG/ePBw6dAiurq5QKBRobm5GQUEBvn37BhsbGwQFBWH3\n7t1TihcAvL29YWNjg+bmZrMnZ76+vujs7ERsbCzmzJkDqVTKPvTs378fd+/ehVQqhVKphKurq9Ea\nHGMsLCxYN93xTJ1vsbGxuH79OuLi4uDu7o61a9eitbWVbX/69ClCQkJoCRZCyP/O2tra5LW6qamJ\ndXq1s7ODWCzG2bNnWaaLqfFEo9EgJSUFvb294PP58PX1RWJi4pRjtrS0RGhoKMrLy7Flyxaz9xOL\nxThw4AD0ej2io6NZt9/RdaSTk5PR29sLBwcHBAcHm92A8Xsdaj08PBAVFYVjx46Bx+Nh3bp1nM9N\n4eHh6OjowOHDh2FtbY0NGzagoaGBLS3X0tICgUDwU2tnE/K3sDCMLfwj5Df1+PFjtLe3c2o3v2fs\nkih/iqNHjyIhIYGtPzZTvHr1CsXFxT/14eV3k52djb6+Puzfvx/Dw8M4cuQITp06BQcHh18dGiGE\n/JYGBgaQlJSEc+fOTbn53++mtrYW//zzD27cuAEASElJQVhYGAIDA39xZIT8ejQBJX+dP3ECSv5c\nMpkMWq0Wnp6e+PDhA86ePYv4+Hi2NhwhhJC/n0ajwdu3b7F8+XL09/fjwoUL8PX1NeuLc0JmGkrB\nJYSQn6BUKnH58mWW6hUVFfVDa+0SQgj58xkMBuTm5uLSpUvg8/kIDAzEjh07fnVYhPyW6A4oIYQQ\nQgghhJBpQV1wCSGEEEIIIYRMC5qAEkIIIYQQQgiZFjQBJYQQQgghhBAyLWgCSgghhBBCCCFkWtAE\nlBBCCCGEEELItKAJKCGEEEIIIYSQafEvLzMlDuyAioIAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x114932780>"
+       "<matplotlib.figure.Figure at 0x7f0e78c4ccc0>"
       ]
      },
      "metadata": {},
@@ -373,17 +373,17 @@
      "output_type": "stream",
      "text": [
       "GPC1 r (total) - SDSS r (petroMag):\n",
-      "- Median: -0.39\n",
-      "- Median Absolute Deviation: 0.13\n",
-      "- 1% percentile: -1.6427641677856444\n",
-      "- 99% percentile: 1.028401260375976\n"
+      "- Median: -0.38\n",
+      "- Median Absolute Deviation: 0.12\n",
+      "- 1% percentile: -1.6758414459228517\n",
+      "- 99% percentile: 0.773529739379882\n"
      ]
     },
     {
      "data": {
-      "image/png": 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s2YOfm5ubaW1txTRNWlpaBstbWloy/gosCKONxsZGvyUMy5NPPsn48eM5evSo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+4KtWJ2FMC/ZDx1TKIm1FIwyt1kygBKCCILhm8+bNYbtQEapFpyD4zVjSQilo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\ndeRTkWRQAahCoTBNQ0OD3Sr0ilX7gDrdTsXAJHpK08UXXxxzTdM0zj/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maEGhyi+QM+ks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ek4REElIioI7dXWdGQTfoom4/0aRx87nqtU/JTR57m7DGoRojiy163h0gxnLEI0SFEBqEKhME1/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\nAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x114336f60>"
+       "<matplotlib.figure.Figure at 0x7f0e78c9d668>"
       ]
      },
      "metadata": {},
@@ -394,17 +394,17 @@
      "output_type": "stream",
      "text": [
       "GPC1 i (aperture) - SDSS i (fiberMag):\n",
-      "- Median: -0.38\n",
-      "- Median Absolute Deviation: 0.10\n",
-      "- 1% percentile: -1.6350105285644532\n",
-      "- 99% percentile: 0.356157207489015\n"
+      "- Median: -0.33\n",
+      "- Median Absolute Deviation: 0.09\n",
+      "- 1% percentile: -2.1108423233032223\n",
+      "- 99% percentile: 0.45564216613769587\n"
      ]
     },
     {
      "data": {
-      "image/png": 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Lamd478QCuNnfU7VC7Uwwri6zSk7/9V//FdM0y77Yy/bt29m+fTsAd911F11d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oCMRRFAbGgQomEE4J8yBy0YX/goUIHwBx3TR1ybW33seDt4Z8qyW89kMgWhO4t71jkQxSuvmxYa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Xb+CdZ55OIpGgrKzMu+tk4bubyP09dlWH5+pjLGlH4hEsULqVQElABd9YvXp1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O2QDjomq+272maXraE/idTj1AW5rjRyf9QSXIUiuQwcONBuFRRpgBoHCoU53G43breb7OxsAG69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\nCCGEEEIIIcQu/gN6GTQnx6AgSQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x115ad87b8>"
+       "<matplotlib.figure.Figure at 0x7f0e75b47518>"
       ]
      },
      "metadata": {},
@@ -415,17 +415,17 @@
      "output_type": "stream",
      "text": [
       "GPC1 i (total) - SDSS i (petroMag):\n",
-      "- Median: -0.38\n",
-      "- Median Absolute Deviation: 0.10\n",
-      "- 1% percentile: -1.6350105285644532\n",
-      "- 99% percentile: 0.356157207489015\n"
+      "- Median: -0.33\n",
+      "- Median Absolute Deviation: 0.09\n",
+      "- 1% percentile: -2.1108423233032223\n",
+      "- 99% percentile: 0.45564216613769587\n"
      ]
     },
     {
      "data": {
-      "image/png": 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Lamd478QCuNnfU7VC7Uwwri6zSk7/9V//FdM0y77Yy/bt29m+fTsAd911F11d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zHaGuk1NhbKoZ63973DuvM/ztFHLaCnu4cpU5oMv0d6oawWWVGHLgIIGUL6/KD5DG19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919/Imy44j4mJCaqqqry7Th6+u4nc32NXdXiuPsaTdiQewQKVWwmUBFTwjXXr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GWtBP9x+x1nH1uxk8W2PnbAV6d+jlPtd89w1UFSONayCRWAKmyjsbERUJvQHOiocaBQpJfp06dz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\nREREREREFBHfAdO7KoQVKoPBAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x115b01080>"
+       "<matplotlib.figure.Figure at 0x7f0e7560bd68>"
       ]
      },
      "metadata": {},
@@ -436,17 +436,17 @@
      "output_type": "stream",
      "text": [
       "GPC1 z (aperture) - SDSS z (fiberMag):\n",
-      "- Median: -0.30\n",
-      "- Median Absolute Deviation: 0.13\n",
-      "- 1% percentile: -1.212831039428711\n",
-      "- 99% percentile: 0.8381823730468745\n"
+      "- Median: -0.28\n",
+      "- Median Absolute Deviation: 0.14\n",
+      "- 1% percentile: -1.4216452217102051\n",
+      "- 99% percentile: 1.2256657981872567\n"
      ]
     },
     {
      "data": {
-      "image/png": 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xZ2lPZD796U/n3fa2224royeTyVmcZqust2zZQjKZ5O677wZg+fLlfOxjH2PR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qbGbhVS4qabbhrwvVT3j7OLiGFiSi02IzMXFaOcyv+fvTOPk6I4+/i3eo69D3aXUw4FPBGCCIII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\nHTtaLMO1115LcXExu3btUs62FhYWWtxzmp+fzzXXXNPicmw5efIkmzdvp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k/4IwjX379rFv3z6v3VgwdHV1cf/993vthm+ReBMEdzANMHQ8/X5K5WTa+1LtzIqI2zZQ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/dBbUjbeDpadFim25BqEaIh8tJLL7F69Wry8sx7fuTIkYwdO5Zrr72WSy65ZNDzVQCqsCXNzc1W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\nAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x11677ab38>"
+       "<matplotlib.figure.Figure at 0x7f0e755c78d0>"
       ]
      },
      "metadata": {},
@@ -457,17 +457,17 @@
      "output_type": "stream",
      "text": [
       "GPC1 z (total) - SDSS z (petroMag):\n",
-      "- Median: -0.30\n",
-      "- Median Absolute Deviation: 0.13\n",
-      "- 1% percentile: -1.212831039428711\n",
-      "- 99% percentile: 0.8381823730468745\n"
+      "- Median: -0.28\n",
+      "- Median Absolute Deviation: 0.14\n",
+      "- 1% percentile: -1.4216452217102051\n",
+      "- 99% percentile: 1.2256657981872567\n"
      ]
     },
     {
      "data": {
-      "image/png": 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naWczn/zkJwtue/vtt1fQk6nkLU5zVdbbtm0jlUpx9913A7Bq1So+8pGPsHTp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dylb+Y8n0/LudW3q863zu1YZ6q6KnzYXOjtRL/9HLr9TWjbCf95Dt25F8obULPORYXKoK8T3fI6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\nDS6muri4cOnSJYPPuLi44Obmxvbt26lXr16Z3/7CwkLCw8M5efKkkmDm5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wCtIdMBThgH+ST0OV9pqvSAIq+JLdu3eze/dur90QqgSJN0Fwh7b6IMknBeZ9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\nuRABqCAIgiAIgiAIgvBc/B8ROuo7eLyY/gAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x116835ba8>"
+       "<matplotlib.figure.Figure at 0x7f0e74ea8b38>"
       ]
      },
      "metadata": {},
@@ -502,21 +502,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Number of source used: 10373 / 12644 (82.04%)\n"
+      "Number of source used: 2555 / 2674 (95.55%)\n"
      ]
     },
     {
      "data": {
-      "image/png": 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4qrGeLzoiQme/CUcSDE1Be2p8C62PFykJHX0lEIC4oaI5oTfsOsprmQoAcyeg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LAQ06dP997/5ptvYvPmzVi/fj3S0tKiqsbNmzfjk08+gd1uR58+fbBgwQIkJydHVY11dXVYvXo1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\nBjgyxZYtW8wuIappW7dkq5j2d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M9//oP4+HgsWLAAAwcO7PC8cpxeV3WmCxVQP5i0syW1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\nm/OyGQxcyMhAMRju7nFsNk6cOEGtWrUoLCzE39+/wjaKohAdH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ksGRzgZhBUffLrGsO+Utf+hJXXHEFl1122UHJ/0IIIY6cUpCw50dwppQik7DJ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\nIiIi8hP/H35xuwj/GwrSAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x114cda470>"
+       "<matplotlib.figure.Figure at 0x7f0e78613d68>"
       ]
      },
      "metadata": {},
@@ -544,21 +544,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Number of source used: 6217 / 12644 (49.17%)\n"
+      "Number of source used: 2284 / 2674 (85.42%)\n"
      ]
     },
     {
      "data": {
-      "image/png": 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Xgk82zBiGYRjmLOBszFzKnvOizp89ZgzDMAzDrAap/lcYq/8vKBJ2BqFy0QixJEjKnr/S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q004d6Kpa6vm9OfpIK1MU6Sc51TZrZtDMObtNIcDxdnLpTpcDgcDs2DfjjLBR2v45bTXOvicR5F\nI1+sXUVJSPvYRT2wJs18MGnCkYdFAKtKzaOW25yPHqNjtpjjdpzGGSUnN6YWx2mewu2M43i4ORVV\nmQ6Hw+Fw/P/snXmUZGV5/7+1L71OdzMMMwzD4qCCGsCRJEaiwKCIGyFRUcGjZtHz02MkcUGijIok\nkyDRqCgxx+g50ZO4kJC45RzHJG4YhRBiTpRVBGUYZuu9q7qWe39/vP3Uferte6tuVddyq/r7OWdO\nd9269b7vvdVUfXme5/0+gfQlr6Mc/e3EEvNMpItQmBFCCKkjqxppA8Y7K0wsJx5bi/ysPV4sVWtN\nt13XRT6V8FzxldiJAUjGYrUvJMcF4mrG5XKlViSfTsQRQ6w+2lV7nbt2njenq+Z31GO/TQuCOc97\nvet6RfqJWr9MQ7Fc9bW4aEYqGa+7htU2xyHDB4UZIYSQOrKpBHZvG0MmGcdIJoGd0zlM5JNruxaT\nOGkyi3QyhmQihm0TGUyPpuG4LhYLFeQTCSTWxFm14uKJBeOHtlSqYiKVQi6ZQBzAZCaN0aQxW80m\n4zhjcgTTa/5kzzplC/acugWJuKlbe2RuBb9cKCAGYGo0hT2nTiKfSSAVj+HkyRxOGMvUPNAWCmWU\nKg4cx8VisYLFotmkUKo4mF8po1I1dWbjufUF+yLsji+VcGh+FaWKg5VSFfc+voiDcwW4rotE3PS8\nzCTjSMZjXt/QFskk49g6kUFizeMsG7JOjQw/LP4nhJAN0uni/6hgt2XSj+0NCnc8dKxmYbF2QmBx\nmh5nJBVHKmEidMlEDGeeOIrE2kaDHz82h0fnvEL/F521rfa6xWIFc8ul2uPZpdVQu1dz6QROncn7\nbmaoOi4OzRVrmcqV1cpapwGD7WPWibZZ/W69RXpH2OJ/RswIIaSHuK5xlx8EHLfeZ0sLiJhVrJ5S\nBfqJWKy2i9J+zh6nVHXrBF3dmIl4XXukxdVKTRA6tqCxCvv169JW2rCREEokrLUGntmZTRoUZcSG\nETNCCNkgYSNmlaqDo4slVBwX47lk22mwXlAoVXF8qYRYDJgeTSOTSvie57ou5pbLWFqLLi2ulnHW\n9nGk4nE8eGQJq2UHk7kUylUXhxYKtW4ArutifrWMIyslJOMxnH3COJ560tiaV5i5J47rolJ1ceej\nxzC75mm2bSyDs04cx+ya1YTrulgpVWsmsJlUHKfOjCCZiOHgbAHJeBwnTmSwWnHwy+Mr2DmVN0LN\n577L1+HyahVzK6Y9kgsTOTtpMovxXKovvUvJcEC7DEIIiRCu69a1O6o0KD7vN8VytWagKrYOQSm3\n2eUyVkpVxGKmVur0rZM1D7CtYxksFiqIxWJIJVzoOOFiqYIjK2aOsuPijBNH6kQZYDYSpJMxxOMm\n4uUCmCuUcXSpVLO00KIsHgOetHW0ZsWxfTIHrP2eScZxxtZRAMFRKjkuTchja7Vyu2byyKRYA0Z6\nA4UZIYT0CC3FotyI2m4T1Mj4VKchE3FTHePVoWkRFKtriF615sg1ED7SEQDAmlktakErnfQRsSbj\nmOXoY41czjykdVLNDDceD+zfSUinYY0ZIYSQFulFtK+R5Ww35hgWhvGaNhcUZoQQ0iN0kKwS4Q0A\n9o7FUsWp8wMTjy/ARSrheYo5Tr2dfdKKCibj3rmZZLxWrx+DSVHWCvsdPQcwnknWmp1XHVfX+Rtf\nMZnfdaHblztqjPp1mzmC+ofb0cxy1an5sUUZ+xrJYEJhRgghPSAWi2Hbmv9VDEA+E93C/3QyjhPG\nM4jHjJhKJ81Xheu6WChUcGh+dU30ABP5FMZzpiomv9bk23GMH1ix7InPXDqBZ546icm8KaA/b+cW\nvODJJyIZj2E8k8RSoYLltV2Xj88V8eATSzVhde7Jkzht2tSH7dySw0lrfSXjMeCU6TxOmswCwFpx\nfqw2/7HFkqmVc81aHp8rorBmevvL4wX8/Mhynemsff3y7swul7FYqNTEaBSRTRCPzxVRrq6/JjI4\ncFcmIYRskFZ8zGSn3yDULGmvMtd1cXDW8/gazSYxoUxaTQ/LtYL81QrmVsq1iNQJ42nj2L82juN6\nUanH5wprpq+xNVNY73UnTWYxM5apradSdWrRPNtHreq4tTFXSlXMLZVqmw10vVil6mBltVLbHXrq\nTB5juZTv9R9fWsVKyROXO7ZkIyumH5/1drxmU3FMjaYH4m9sM0EfM0IIiSCxWGxgvjBtrzK9bNet\n9x9bd03qoW7QHYvF6lKFqXjcmiPmNwSA+hSrvTY9puvW7wBdt7QBuf+tMISXtGlhxIwQQjbIsDr/\na+SrYqlYwfHlEpaLFSAWw6kzeeQz9aEAqcc6vmZrsWUk2P/LXfMqO7ZUwnguiVw6gUPzRaysVnHq\nCSOIx1oTUhXHxZGF1ZpozKcT2DKSQqni4PhyCZP5NLKpOB6bLaBcdbFrJl+z99CsVhwcXfDsTSZy\nSYxmk5H1MTPp2irmlsuYGcsgmQjeSUv6Q9iIGYUZIYRskM0gzIRiuYoHDy3VBMtJkxlMj2Z8RYDj\nur6ix6auoflaSjPWoiCT+R6fK9ZsOUYyCUzkU2sWG+vnQMw/pVyqODiiRNmWkRRy6UTkI532NZJo\nQYNZQgghHUd2Rbq1eqZg/7F4yOiS7TEWj+uqsPDYtflmg4C/j1mjOWyPtVRiMHzMWvFqI9GFNWaE\nEDK02MKj3QRJK6/rlP9YN8SFPaZ+3It70wsoygYdCjNCCBlSGvl4hcV+XUJFy4BGHmd+4/jbOHTK\nf8sOalUdN5T/mD1/3PIxqzrB9hP0DSOdhsKMEEKGDGNJ4WJ2uYz5Nf+tctXBE/NFVBqIDP9xgMML\nq1gpVc1OTBe1Ivh4DEglPRuM1bKDwwurawaxbt045apr5q+uf67quDi8sIpVJfLaIR6LYetEpmbk\nu7RaxfyKGNcGCau1+edXsVo282eScUyPpWvXGPdpSSX3+NhSCYvFaHuckcGCxf+EELJBolb8v7Ja\nwfxKueZrlYjHanVT6WQcM2PhPK7mlktYXq2qnpGxut2OY9kEUskEAODQmugCjJnslpFUbY7D80WU\nqmr+0XQtKnVscRWFNSPaRAw4cTK74Xqu5dUKZpfLtccnjmeQSvrHIY4traJYcta85YBtav6qYzYv\n2BE0wOxOXSjUe65Fuf8p6T8s/ieEkE2Mrl+3i9nD4tZ3WKr3LYvH6nzFGs3RaPp219aIWCxWZyrb\nKP5gdZGqo5HQkmhiO7iuy12TJBCmMgkhZMjIpBLYNplFKhFDNhXH9i1ZbMmnEAMwlk2ELg+fyKew\ndTyNeAwYzSSwY0sWI5lE7bFm+2QW4zmT4hzL1M+xdSKDLSPGXX8sm6jVgpUqTi2SBqylSNu/7BqZ\nZLx2/eWqgweeWMKjx5aNRYbF9EgaM2tpy7GQ81cdF0ur1drjXCq+lj5trNRc18XxpRIOzprWUIT4\nwVQmIYRskKilMgGv9ZP4iLXnceXWCv2ljZR4k5lxAL0LsP65+jmkCF/WUyxXcWyxVJMy06NpZFKd\ntaU4vrSKx2aLtbU+6cRRZJNxa5eAWxcZbDZ/1XFxaN7zShvNJDCeT4Va9xPzpo8lYMSjEYSMnG0W\nmMokhJBNjEnneZ5WMTEfa0kIxNZOdxET/68GXlnxBnPYwqVcceriS5lk573CCmUvKuW6Zo71azPX\nGAvp/1W1cp+ZVHjj2bKKDiYTFGTEH6YyCSFkaFnXJLIz4zQSMB0TV51I5rQmQrsybNuEvX4mvYYN\nCjNCCCE9Jx6P1ekbR3mcia/YRkmumwPYqJDRXQ8ArLMGafba+rX408r100dt+KAwI4QQ0nPy6QTG\ncl41zZHFEsprHmeFkmnGHWRIG5at4xlMjaYRA5BKxFCpONhouCuViGN6bUyT1A2/vq3jmdpOT78N\nn3K9xXIVs02u33VdOI6Lx2YLmGvi1UYGCxb/E0LIBoli8f+goAviAeNzVqoYX7MtIymMZDZeCr2y\nWkEmleioz5h0FUglWotvOGtmuxkfX7WqYwxr5fon8kmMZVO+4xxfXsXRhRJW18596vaxOvsSEj1Y\n/E8IISTyeJsJDCJKAHQknQkA+Q6IO5tEPIbwxiMe8VgMmWTw68Jev+ta57a8EhJVKK8JIWTAcBwX\nRxZWcXhhtSsGrZ2kVHHw+FxRtUaqZ8tICpN5ExUaySSwbSKztkMTyKbitdeslKo4OFvAymr74UnX\ndTG/Usbjc8U6URMVYjHUXX8+nQhMZY5lkzh96wiSiRjy6QSS8XqBSwYXpjIJIWSD9DKVWXVMz0nR\nY6OZBCbyqUj6YRVKFRxfKteMKE4YzyBtp/DW/NacNZcN8UoDxPMMmF+pYKlYgYu1tk0TWd82Sc04\nsrBqmq7D1JxtHc9E8r7Z1+9fFyeN183TnbYaIZ2HqUxCCBlCKlWnLsWVSyciKS4AoFj2vMpcYL0o\nA4C19klxeG2K4muGuPK4UKrv19kuqypK5lfjFRXs6/dHecxF9P0n7RHdv0xCCCGbBltcbHaxEfb6\nN/t9GkYozAghJGI0sklY3+oouj5WtmZod516HNdn3HaIXoUZIQYKM0IIiQgiyFYrjqmp8vGmSiVi\nGF/z/4rBpDajynguhWzKfM3EYkC5zbVOj6bXittNTZXTpsA7Ya1ZOQDfhuaERAEW/xNCyAbpVPF/\npepgoVDBSsn0eJweSSEXYPUgRexRrpUCsGaY6iCdjG+oPkyMZzdaU1d1XJQqDrKpONOApKew+J8Q\nQgaQQslrvN0oqONbSB9BYrEYculER8bphB9ZIt6Z9RDSLfr+X/YPfvAD/NEf/RFe+cpX4qGHHur3\ncgghpG/EAMyMpWs9HtPKx4t0hqViGYcXipFOAZPNTd+F2c6dO/H2t78dT33qU/u9FEII6SuJRBzp\nZBxbJzLYNpk1Ao3Zto5xfKmE+ZUKShUXxxZLFL0kkvQ9lXnyySf3ewmEEBIZYmu+Xi79qTrOikoT\nZ1J9j0sQ4kvfhVkrHDhwAAcOHAAA7N+/v8+rIYRsVnrxWURRRsjmpCfC7IYbbsDc3Ny641deeSWe\n9axnhR5n79692Lt3byeXRgghLcPPosGHSUwSVXoizN773vf2YhpCCCEkkOnRNI4vleACKK/ZjTAu\nSaLGQKUyCSGEkHbJpRPYOpFBsVTFaDbJdDGJJH03mP3Rj36Ev/3bv8XCwgJGRkZw6qmn4k/+5E/6\nuSRCCGmJThnMEkKGl7AGs30XZoQQMuhQmBFCmhFWmHG/MCGEEEJIRKAwI4QQQgiJCBRmhBBCCCER\ngcKMEEIIISQiUJgRQgghhEQECjNCCCGEkIhAuwxCCCGEkIjAiNka1157bb+XEIpBWScwOGvlOjvL\noKwzqgzK/RuUdQKDs1aus7MMyjptKMwIIYQQQiIChRkhhBBCSERIvO9973tfvxcRFU4//fR+LyEU\ng7JOYHDWynV2lkFZZ1QZlPs3KOsEBmetXGdnGZR1alj8TwghhBASEZjKJIQQQgiJCBRmhBBCCCER\nIdnvBUSJH/zgB/jSl76Exx57DH/6p3+KM844o99LquOee+7BZz7zGTiOg4svvhiXX355v5fkyyc+\n8QncfffdmJiYwM0339zv5fhy9OhR3HLLLZibm0MsFsPevXtx2WWX9XtZvpRKJezbtw+VSgXVahW/\n9mu/hle84hX9XpYvjuPg2muvxdTU1MBuVY8C/CzqDPws6iyD9FkEDO7nEYWZYufOnXj729+OT33q\nU/1eyjocx8GnP/1pvOc978H09DTe/e53Y8+ePTj55JP7vbR1PO95z8Oll16KW265pd9LCSSRSODq\nq6/G6aefjkKhgGuvvRbPeMYzInk/U6kU9u3bh2w2i0qlguuvvx7nnHMOzjzzzH4vbR1f//rXsWPH\nDhQKhX4vZaDhZ1Fn4GdRZxmkzyJgcD+PmMpUnHzyydi+fXu/l+HLgw8+iG3btuHEE09EMpnEs5/9\nbNx55539XpYvZ511FkZHR/u9jIZs2bKltlsnl8thx44dOH78eJ9X5U8sFkM2mzO5w8cAACAASURB\nVAUAVKtVVKtVxGKxPq9qPceOHcPdd9+Niy++uN9LGXj4WdQZ+FnUWQblswgY7M8jRswGhOPHj2N6\nerr2eHp6Gg888EAfVzQ8HD58GA8//DCe9KQn9XspgTiOg3e96104dOgQXvCCF2D37t39XtI6PvvZ\nz+Kqq64auP87Ja3Bz6Luwc+izjHIn0ebTpjdcMMNmJubW3f8yiuvxLOe9aw+rIj0k2KxiJtvvhmv\ne93rkM/n+72cQOLxOG666SYsLy/jQx/6EB599FGccsop/V5Wjf/6r//CxMQETj/9dPzf//1fv5cz\nEPCziGj4WdQ5Bv3zaNMJs/e+9739XkJbTE1N4dixY7XHx44dw9TUVB9XNPhUKhXcfPPNuOCCC/Cr\nv/qr/V5OKEZGRnD22WfjnnvuidSH4X333Ye77roL//3f/41SqYRCoYCPfvSjeOtb39rvpUUWfhYR\ngZ9FnWXQP482nTAbVM444ww8/vjjOHz4MKampnDHHXcMzB9ZFHFdF7feeit27NiBF7/4xf1eTkMW\nFhaQSCQwMjKCUqmEH//4x3jZy17W72XV8epXvxqvfvWrAQD/93//h6985Sv8+xxS+FnUWfhZ1HkG\n/fOIwkzxox/9CH/7t3+LhYUF7N+/H6eeeir+5E/+pN/LAmB27rzhDW/AjTfeCMdxcOGFF2Lnzp39\nXpYvH/nIR/CTn/wEi4uLeNOb3oRXvOIVuOiii/q9rDruu+8+fOc738Epp5yCd7zjHQCAV73qVTjv\nvPP6vLL1zM7O4pZbboHjOHBdF7/+67+OZz7zmf1eFuki/CzqDPws6iz8LOoNbMlECCGEEBIRaJdB\nCCGEEBIRKMwIIYQQQiIChRkhhBBCSESgMCOEEEIIiQgUZoQQQgghEYHCjHSMP/qjP+qJy3K5XMY1\n11yD2dnZrs8VhkceeQTvec97+r0MQsga/Cwigwx9zEjH+Mu//MuezHPgwAE89alPxZYtW2rHHnro\nIXzpS1/CfffdB9d1sWXLFpx//vl4yUtegtHRUfzHf/wHPvnJTyKdTiMej2Pr1q248sorax48Kysr\n+OIXv4gf/vCHWFpawuTkJJ75zGfiiiuuwPj4OP71X/8V//Ef/4FHH30Uv/Ebv4E3v/nNtbl37dqF\nkZER3HXXXdizZ09P7gEhJBh+FvGzaJBJvO9973tfvxdBSCt88pOfxBVXXIGZmRkAxqDxAx/4AC64\n4AK86U1vwpVXXok9e/bgkUceQTqdxtatW/Hzn/8cCwsL+NjHPoaXvexlcBwHn/rUp/D85z8f8Xgc\n73vf+1AoFPDWt74Vr33ta/Gc5zwHjz32GFzXxUknnYRjx47hrLPOQi6XQ7Vaxfnnn79uXd/+9rfx\nnOc8p9e3gxDSJ/hZRLoBI2akY7z5zW/GG9/4RjzjGc9o+bXveMc7cOjQodrj1dVV7Nu3D2effXbd\neUePHsUTTzyB3bt314597nOfw4UXXojf+q3fqh2bmZnBK17xCt+54vE4LrzwQnzmM5/BE088gZ//\n/Oc4evQoPvaxjyGbzQIAJiYm8Nu//du110j/up/97Gd1fQKFs88+G7feeivK5TJSqVTL108I6Rz8\nLOJn0SBDYUYiwU033VT7/cCBA/jqV7+K0047bd15jz76KE488UQkEgkAQLFYxP33348rr7wy9FzV\nahX/9m//hmw2i5NOOglf+cpX8Cu/8iu1D8J2mJqaQjKZxMGDB7Fr1662xyGE9Bd+FpF+Q2FGIsW9\n996Lf/iHf8AHPvAB5PP5dc8vLy8jl8vVPXZdF5OTk7Vjn/vc53DgwAFUq1Vcfvnltf/bfOCBB/C6\n170OiUQC27Ztw9vf/nbk83ksLi7i9NNP3/Das9kslpeXNzwOIaT/8LOI9AsKM9J1jh49imuuuab2\n+O/+7u8Cz/vwhz+MN7/5zdi+fbvvOSMjIygUCnWPY7EYZmdnsWPHDgDAVVddhauuugof/ehHUa1W\na+fu3r0bN9xww7oxx8bGOrKrqlgsYmRkZMPjEEK6Az+LyCBAYUa6zszMTOAHoFAqlXDTTTfhsssu\nw7nnnht43q5du3D48GFUq1UkEglks1ns3r0bP/rRj/C0pz2trfU9/elPxz/8wz+gWCy2nUI4fvw4\nKpVK4Ic4IaT/8LOIDAL0MSOR4BOf+AR27NiBl73sZQ3Pm56exrZt2/Dggw/Wjl111VX493//d9x+\n++2Yn58HABw7dgxHjhwJNfdv/uZvYmZmBjfffDMee+wxOI6DxcVF/OM//iPuvvtuAKYWpFQqwXEc\nOI6DUqlU93/AP/nJT/C0pz2NxbaEDDj8LCL9hhEzEgnuuOMOpNNpXH311bVj1113HZ761KeuO3fv\n3r34zne+gyc/+ckAgKc85Sm4/vrr8eUvfxm33347APOhuWfPHrzwhS9sOncqlcJ73/tefPGLX8QH\nP/jBmnfQnj17ajuubrvtNnz5y1+uvea73/0ufud3fqe22+q73/0uLrnkkvZvACEkEvCziPSbmOu6\nbr8XQUgrlMtlvPOd78T1119fZ+zYLx555BF86lOfwo033tjvpRBCegg/i0g3oDAjhBBCCIkIrDEj\nhBBCCIkIFGaEEEIIIRGBwowQQgghJCJQmBFCCCGERAQKM0IIIYSQiEBhRgghhBASESjMCCGEEEIi\nAoUZIYQQQkhEoDAjhBBCCIkIFGaEEEIIIRGBwowQQgghJCJQmBFCCCGERAQKM0IIIYSQiEBhRggh\nhBASESjMCCGEEEIiAoUZIYQQQkhEoDAjhBBCCIkIyX4vgJB+c/DgwY6NNTMzg6NHj3ZsvG7BdXaW\nQVknMDhrjdI6t2/f3u8lkE0EI2aEEEIIIRGBwowQQgghJCJQmBFCCCGERAQKM0II6SKu2+8VEEIG\nCQozQgjpIpVKv1dACBkkKMwIIaSLpFL9XgEhZJCgMCOEEEIIiQgUZoQQQgghEYHCjBBCCCEkIlCY\nEUIIIYREBAozQgghhJCIQGFGCCGEEBIRKMwIIYQQQiIChRkhhBBCSESgMCOEENIx2IKKkI1BYUYI\nIaRjsAUVIRuDwowQQkjHaNSCitE0QppDYUYIIaQnMJpGSHMozAghhPQENnQnpDkUZoQQQgghEYHC\njBBCCCEkIlCYEUIIGXi4sYAMCxRmhBBCBh5uLCDDAoUZIYREHEaDmsONBWRYoDAjhJCIw2gQIZsH\nCjNCCIk4mzEapKOEjBiSzQSFGSGEkMiho4SMGJLNBIUZIYSQyKGjhJsxYkg2LxRmhBBCCCERgcKM\nEEI2GZ2u2WINGCGdg8KMEEI2GZ2u2erEeCLu7J+EbDYozAghZJPR6ZqtTown4s7+Schmg8KMEEIG\nkGGLKIm4s38SstmgMCOEkAGEESVChhMKM0IIGUAYUSJkOEn2ewGEdIpSqYR9+/ahUqmgWq3i137t\n1/CKV7yi38siZNPiukAs1u9VEDJYUJiRoSGVSmHfvn3IZrOoVCq4/vrrcc455+DMM8/s99Jagl9m\nZFioVIBk0v/vOezfuT6P/22QzQBTmWRoiMViyGazAIBqtYpqtYrYAH6Ks3aIdIN+bBZIpYL/nu3j\nQetjayay2Yi57rDt7SGbGcdx8K53vQuHDh3CC17wAlx11VXrzjlw4AAOHDgAANi/fz9KpVLH5k8m\nk6gMwLcH19lZ9DqjGtUpl41Q6uU9bSXaJesTovTep9Ppfi+BbCIozMhQsry8jA996EN4/etfj1NO\nOaXhuQcPHuzYvDMzMzh69GjHxusWXGdn0eu0BUbUaOWeblRk6ntRLgenNf3mjNJ7v3379n4vgWwi\nmMokQ8nIyAjOPvts3HPPPf1eCokIvfpf0CiLslbZaMDKbkQeZryIBMkI6RsUZmRoWFhYwPLyMgCz\nQ/PHP/4xduzY0edVkajAL/zWsUVmWHEbdF4q1XyMYRK2hLQDd2WSoWF2dha33HILHMeB67r49V//\ndTzzmc/s97JIROAX/sZwXSNuw9zHRueFHYOQzQqFGRkadu3ahb/4i7/o9zIIGUpaEVSNzuumKIvq\nxgtCWoGpTEIIIU1JDsD/xjNdTYYBCjNCCCFNEdHT6iaKdjZdtLtRgylSMgxQmBFCCGmKiJ4wUSkt\nrCoV73FYwaVfQ8hmg8KMEELaZDOKh7DF/3JvtE1G2FRjWGsNQoYRCjNCCGmTzSYewgpRW1iJmJOf\nepxG1hqEbEYozAghpEV0NGijYwwSrQjRRvcmqP9l0D0ZxHtFSLtQmBFCSIt0IlLWzWhbt4RMGCEa\nZm67I4AQtuE5IcMMhRkhhLRIJ9JsYVzw26VTQqbZ+lx3/TnlcrjX+s0RdF+Z1iSbCQozQshQEIV0\nV6tr6FYkyK+Wqx381mfvuLTPEYPXsDsrGQ0jpB4KM0LIUBCFL/hW19DtSNBG7onr+q9PImKAed4+\nRx4nk+vn9xNq+vVRENeE9BsKM0IIgMH/UuxU/VO319ANgq4rrFu/3+uDRJ1uedRod6VfC6dmQjEK\n4pqQfkNhRggB0Lu6pH4yKF/8je5hKyIq7PX6nRcUydJp0qDdlfbrGx3TDELbJ0K6DYUZIQRA54rR\noyx+BqWIvNE9bCaiwhwPe578Pfi1Y6pU6oVUJ+5tlP92COkVFGaEkBqd+GLsp/iJcrSuFRrdw16m\nbOXvQbdj8nP0lzn9dmm2sr4oCedh+VsigweFGSGkRpS+GNthGCIunRAEukC/1XmC0paAV9CvHwuV\nipm30XtgR+CizCCskQwnFGaEkKFh0IUl0J4gsCNVukC/1Xn8omC616XebWnv0IzFgHiDbxU7Ahdl\nBmGNZDihMCOEkAjRqgeZCCe/3pRh5ml0XCJgEhmT9KXfa8VeY3Gx/liYOQkhHhRmhBASQcL0kJTz\n/PzENoLMF4utryVLJgHHMefoyJycMzKy/pg9btB8hBAKM0IIiSRhekja5zXDTwDZx1zXS1HqSJlQ\nLgPF4vrImfyuI35hfcxYz0WIB4UZIYREnE75ewXZXtjnSCSsXF6/29J1gVyuuSBs19aD0TOy2aEw\nI4SQiNNKRKmRsNG2F/YxwKQodVo0FvPq10olc0zqzrRQazRXqzB6RjY7FGaEEBJxgort/QgjbILM\nhIvF+rFTKSCRMD+rVXMsHjf/JN0Ztll5WLhBgGx2KMwIIZuOqKbLGvWetI8FCbCwBrR+r8/n149d\nLJrz5bl8HlhaMtE0qSML45tGCAkHhRkhZNMR1XRZo96T9rGNRJaCLC8AExnTNW253Pq1TEzU79YM\namzeClEVy4T0GgozQsimI6rpMp1iDGoCHhRJaxZt08+J8HKc9c8vLdWnJysVk870myORML/LeDoS\n16lG7IRsNijMCCEkQjTz/gqKpPlF24IEkDxfKKwXWxMT9e7+yaQ5r1yuT1lWKua4nk9H4vQa7HXI\nRgJNVMUyIb2GwowQQnpEmChSM+8vP+sMvZNS+4f51X6lUt4Y6XT9+CKYtNt/uey1W9Ipy1TKvF6v\n2W8NtmgEvI0EhJD1UJgRQkiPCErXBRXjA+uFWKMxGj0v5+i57I4BIpj86sf8ugtIarVRVM/vdbKR\ngBCyHgozQroEi5n7T9Teg6B0XaNifNuOIsiMVYst3VJJCyfxILMFlfzMZutTmBL5knHkXP1av4gY\n05KEtA+FGSFdgsXM/Wej70E3hJ3fmHbjcluIBdlRBO3SlPMl8iXiTnpfAiZtKcfF4b9YBObmzKYA\nLbh0BK1S8QSePGcLMb82T4SQcFCYEdIlGDXoP80EQzM2IuyCdk82GlOLH42u7dLYgs7vfDGILZfr\nd0+KLYY2is3lgJkZU9Sva9FkHJlTC7xG1xEmvRoExRzZrFCYEUKGkk5YMmzUK8zvWKMx7SL6sOuw\nI2r6fHHzj8Xqi/vzea8vpggtGSedrm9mLtE0+d1u46SxC/9lPb0UxYQMMhRmhJChpJUm2u3QTGgE\n7Z5sZdxm7v/yOBbz9yQDvEJ73VZJC8Bk0ouw6UJ/3cxcomnAehEogk0ISq/2UhQTMshQmBFChpJO\nf7GH8RNr9nwYoWWbu9rn2sckCietkwTHWV+o77cbslw2dWVA/T3TtWM6mmZvKLDHDLrvQWlXQkg9\nFGaEkLbo5Bdsv4rFW3Gn14JIp+uCxvATKM3aLMnrdArQPtfelSmROd06yXVNnZgU8EsKU28uEOEW\niwFTU/VjAl4ETu/wlDXp4v8gWmmyTrFGiAeFGSGkLTpZA+QXBeoFYQrxhaC0XCtrDWqzFOaYHLet\nKnTxvjaWTae9VKWkMCUaV6kAKyvehgBx8Nd1ZRKB8xOJuvg/KIUatJM0rGAlZLNCYUYIaYtOpgpb\nLXYPIkgkhJ1XsAvcG72u0RidwvYr8xNLWrTpPpalUn2dmQg4XT+WThvxpuvKZHNAKrX+vupifr0p\nQBO0k9QP1pMR4kFhRgjpC91IX9mF6O0SFO0Bwq/bNoZtRqNzdYrS9g3TAki8yapV717Y1hUiqtJp\n89pk0vxbXAxu7aTvq4i0Usmck8/7175RbBHSHhRmhJC+0I30Vada/TSK9oRdt0SnWhFyjcYCPCNY\nv+dkjETC3Ae5F9LPUoSUjJNKAfG4lw4dGakfV4tT2ZGpbTOqVf80KiFkY1CYETLkRLWwOspf5EFt\nj/RzfvfVL+XXipBr9l7FYmY8uzBf0pfp9PrdmTKupCp1v8zFRc8uIx6vL/wXcSrnSv2ZCL58vn5D\nQLO1R/XvkJCo4eO0Q8hgcvToUdxyyy2Ym5tDLBbD3r17cdlll/V7WX2H0YzwyC5FTdD98zteLJro\nkh6j0b3X84kAskWhfl6eW1mprwET4SQF/+WyiZyJeWy5DGQy5pjsqJyfByYnvY0Cs7PA6KgRasWi\nJ8BkjnK5/rrsOrxmf2f6eb/7TAgxUJiRoSGRSODqq6/G6aefjkKhgGuvvRbPeMYzcPLJJ/d7aX1l\nGEVZt77Y/cRFM18uTT4PrK4aEdTKfH6izF6PpB9jsfpifsCIKV1LJjstk0nvNUtLwNiY+V2K/W0B\nKePolLBfNwK/9QYJSvt5ibxJipUQUg9TmWRo2LJlC04//XQAQC6Xw44dO3D8+PE+r4p0g27ZKzRK\nYTZDzhdrikZj6EJ8IDjaZEeYdI2ZvVMzmfREj4gracMUjxtRViyaqFkiYQSkFP7L+GGjq2GiY42e\nY7SMkGAYMSNDyeHDh/Hwww/jSU960rrnDhw4gAMHDgAA9u/fj5mZmY7Nm0wmOzpet+A6myMRqjAk\nEklMTs6sOz9ojGZji1CSerBq1ZxfKtX3tdTCTUfM0mmvDm1lxRNuMzNApZLE6OgMtmypb+c0Obm+\nB2a8j//r3s57zxQpGQZirsuSTDJcFItF7Nu3D1dccQV+9Vd/ten5Bw8e7NjcMzMzOHr0aMfG6xZR\nX6d8wfZ6ne2KkYmJGczPt7dOPzFRKhlxVS6b32XHpIgx241fHxcRtrLiXVM26+3K3LVrBkeOHEU8\n7s2zsmLOkZo0wKtja7RWex2dpJ33vhUx3Qrbt2/v/KCEBMBUJhkqKpUKbr75ZlxwwQWhRBlpn079\nL53fOP1ygtd+Xa3sMvRrWB50ro2fZ5pEu1Kp+losLb7063QdWjJp0pTiSeY43jjxuDlH79wULzJp\n4ST4WY/4dWiIkmv/MNZTks0HU5mkJ1QqFTzwwAN45JFHsLy8jJGREezatQu7d+9Gstm3Wkhc18Wt\nt96KHTt24MUvfnFHxiTBdGq3ZysF991Gi5FG16eL3x2nuTjRhfs2fseKRRPB8utAIPNK/0tZj27T\nVCh4UbaxMa8TgKwhm/V2Wcp4sqOzEd14n5h+JKQeCjPSVRYXF/FP//RP+Pa3v43R0VHs2LED2WwW\nxWIR3/jGN7C0tITnPve5uPzyyzE+Pr6hue677z585zvfwSmnnIJ3vOMdAIBXvepVOO+88zpxKcQi\nzJdymC/dqEY5wogywIioZjYQUrjvtxPRbx6durRfI62WpDZMTGIlSpZOm12hsZjXAUCE3MiI+V12\nbNrRuKDrlXo3O43ZCUFFOxdC6qEwI13l+uuvx4UXXoibbroJU1NT654/fvw4vve972Hfvn348Ic/\nvKG5nvKUp+CLX/zihsbYbHQ7WtGtL91+Rln0DkhtXSHPSbrRtqJo1ObJxi+ILBGxQsHMKXVkIyPm\n93LZ2xGazZqfS0uoFfm7rhFyYqehd48GoUWo7UPWKV8yijJC6qEwI13lpptuapiqnJqawktf+lIa\nwfaJbkcrujV2N9bdTFzI81pkBaX2dKRLvy4sutG4trIAvE0BMp+kUqVnpeMY8SZzOo7nWVYsegLO\nr4ZMBJxsgND3WQtO+/7TPJaQzsHif9JVwtaPdarObLOx0QL8QY1WNLOaaIdmdWL6eTFuBbwolEYL\nk3aK47UYktdLMb8INplDRBjgFfZLSlOMZeNxs2bpSpDL1delCfJ6vQ7bL02u316vrnEjhLQPhRnp\nK5VKBe9///v7vYyBhV+C67HvSVihFqbw3U98SBRKz2c74usemn6CqNV1aUd/EWsyrkTC5uY8I9nF\nRfOzVDLHZFen9j7zS81qfzS9F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MXsIoi0J5l2tLcL5AuF+p2WOkKnfdJEBC0ve0JMImIi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\nRAIDAwkKCmLSpEl89tlnTd47dOhQwsLCMJvNxMTEtLqB+XXXXUdAQAB//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smXhcGmj9QKFMgiAIgiAAAA03wFzVhQDgBxzDWZ1kDsukX1UmGWYEQRAEQQAAsqaGjKFi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\nc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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1197c9c50>"
+       "<matplotlib.figure.Figure at 0x7f0e74e409e8>"
       ]
      },
      "metadata": {},
@@ -576,7 +576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "collapsed": true
    },
diff --git a/dmu1/dmu1_ml_SPIRE-NEP/notebook_output/1.1_PanSTARRS.html b/dmu1/dmu1_ml_SPIRE-NEP/notebook_output/1.1_PanSTARRS.html
new file mode 100644
index 00000000..8b1f8fd0
--- /dev/null
+++ b/dmu1/dmu1_ml_SPIRE-NEP/notebook_output/1.1_PanSTARRS.html
@@ -0,0 +1,14538 @@
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+<html>
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+<style type="text/css">
+    /*!
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+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
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+}
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+  vertical-align: baseline;
+}
+audio:not([controls]) {
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+}
+[hidden],
+template {
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+select,
+textarea {
+  color: inherit;
+  font: inherit;
+  margin: 0;
+}
+button {
+  overflow: visible;
+}
+button,
+select {
+  text-transform: none;
+}
+button,
+html input[type="button"],
+input[type="reset"],
+input[type="submit"] {
+  -webkit-appearance: button;
+  cursor: pointer;
+}
+button[disabled],
+html input[disabled] {
+  cursor: default;
+}
+button::-moz-focus-inner,
+input::-moz-focus-inner {
+  border: 0;
+  padding: 0;
+}
+input {
+  line-height: normal;
+}
+input[type="checkbox"],
+input[type="radio"] {
+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: textfield;
+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
+legend {
+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
+optgroup {
+  font-weight: bold;
+}
+table {
+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
+}
+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    color: #000 !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
+  }
+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+.glyphicon-asterisk:before {
+  content: "\002a";
+}
+.glyphicon-plus:before {
+  content: "\002b";
+}
+.glyphicon-euro:before,
+.glyphicon-eur:before {
+  content: "\20ac";
+}
+.glyphicon-minus:before {
+  content: "\2212";
+}
+.glyphicon-cloud:before {
+  content: "\2601";
+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
+  content: "\e022";
+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
+.glyphicon-download:before {
+  content: "\e026";
+}
+.glyphicon-upload:before {
+  content: "\e027";
+}
+.glyphicon-inbox:before {
+  content: "\e028";
+}
+.glyphicon-play-circle:before {
+  content: "\e029";
+}
+.glyphicon-repeat:before {
+  content: "\e030";
+}
+.glyphicon-refresh:before {
+  content: "\e031";
+}
+.glyphicon-list-alt:before {
+  content: "\e032";
+}
+.glyphicon-lock:before {
+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
+  content: "\e037";
+}
+.glyphicon-volume-up:before {
+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
+.glyphicon-tags:before {
+  content: "\e042";
+}
+.glyphicon-book:before {
+  content: "\e043";
+}
+.glyphicon-bookmark:before {
+  content: "\e044";
+}
+.glyphicon-print:before {
+  content: "\e045";
+}
+.glyphicon-camera:before {
+  content: "\e046";
+}
+.glyphicon-font:before {
+  content: "\e047";
+}
+.glyphicon-bold:before {
+  content: "\e048";
+}
+.glyphicon-italic:before {
+  content: "\e049";
+}
+.glyphicon-text-height:before {
+  content: "\e050";
+}
+.glyphicon-text-width:before {
+  content: "\e051";
+}
+.glyphicon-align-left:before {
+  content: "\e052";
+}
+.glyphicon-align-center:before {
+  content: "\e053";
+}
+.glyphicon-align-right:before {
+  content: "\e054";
+}
+.glyphicon-align-justify:before {
+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
+.glyphicon-arrow-left:before {
+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
+.glyphicon-eye-close:before {
+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
+.glyphicon-plane:before {
+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
+.glyphicon-magnet:before {
+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
+.glyphicon-shopping-cart:before {
+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
+.glyphicon-resize-vertical:before {
+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
+.glyphicon-hdd:before {
+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
+.glyphicon-thumbs-up:before {
+  content: "\e125";
+}
+.glyphicon-thumbs-down:before {
+  content: "\e126";
+}
+.glyphicon-hand-right:before {
+  content: "\e127";
+}
+.glyphicon-hand-left:before {
+  content: "\e128";
+}
+.glyphicon-hand-up:before {
+  content: "\e129";
+}
+.glyphicon-hand-down:before {
+  content: "\e130";
+}
+.glyphicon-circle-arrow-right:before {
+  content: "\e131";
+}
+.glyphicon-circle-arrow-left:before {
+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
+.glyphicon-wrench:before {
+  content: "\e136";
+}
+.glyphicon-tasks:before {
+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
+.glyphicon-save:before {
+  content: "\e166";
+}
+.glyphicon-open:before {
+  content: "\e167";
+}
+.glyphicon-saved:before {
+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
+h5 small,
+h6 small,
+.h1 small,
+.h2 small,
+.h3 small,
+.h4 small,
+.h5 small,
+.h6 small,
+h1 .small,
+h2 .small,
+h3 .small,
+h4 .small,
+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
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+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+@media (max-width: 991px) {
+  #ipython_notebook {
+    margin-left: 10px;
+  }
+}
+[dir="rtl"] #ipython_notebook {
+  float: right !important;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#login_widget {
+  float: right;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  text-align: center;
+  vertical-align: middle;
+  display: inline;
+  opacity: 0;
+  z-index: 2;
+  width: 12ex;
+  margin-right: -12ex;
+}
+.alternate_upload .btn-upload {
+  height: 22px;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+[dir="rtl"] #tabs li {
+  float: right;
+}
+ul#tabs {
+  margin-bottom: 4px;
+}
+[dir="rtl"] ul#tabs {
+  margin-right: 0px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons {
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-right {
+  padding-top: 1px;
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-left {
+  float: right !important;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: baseline;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+[dir="rtl"] #tree-selector a {
+  float: right;
+}
+#button-select-all {
+  min-width: 50px;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+[dir="rtl"] #new-menu {
+  text-align: right;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+[dir="rtl"] #running .col-sm-8 {
+  float: right !important;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI colors. */
+.ansibold {
+  font-weight: bold;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  border-left-width: 1px;
+  padding-left: 5px;
+  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #90CAF9;
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected {
+  border-color: #ababab;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  div.cell.selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected.jupyter-soft-selected {
+  border-left-width: 0;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  padding: 0.4em;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
+  /* .CodeMirror-lines */
+  padding: 0;
+  border: 0;
+  border-radius: 0;
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul {
+  list-style: disc;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin: 0em 2em;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+  margin: 0em 2em;
+}
+.rendered_html ol {
+  list-style: decimal;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+  margin: 0em 2em;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  background-color: #fff;
+  color: #000;
+  font-size: 100%;
+  padding: 0px;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: 1px solid black;
+  border-collapse: collapse;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  border: 1px solid black;
+  border-collapse: collapse;
+  margin: 1em 2em;
+}
+.rendered_html td,
+.rendered_html th {
+  text-align: left;
+  vertical-align: middle;
+  padding: 4px;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget {
+  float: right !important;
+  float: right;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  margin-top: 6px;
+}
+span.save_widget span.filename {
+  height: 1em;
+  line-height: 1em;
+  padding: 3px;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  display: none;
+}
+.command-shortcut:before {
+  content: "(command)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    .highlight .hll { background-color: #ffffcc }
+.highlight  { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
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+
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+
+    </style>
+
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+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}
+
+@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
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+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="SPIRE-NEP-master-catalogue">SPIRE-NEP master catalogue<a class="anchor-link" href="#SPIRE-NEP-master-catalogue">&#182;</a></h1><h2 id="Preparation-of-Pan-STARRS1---3pi-Steradian-Survey-(3SS)-data">Preparation of Pan-STARRS1 - 3pi Steradian Survey (3SS) data<a class="anchor-link" href="#Preparation-of-Pan-STARRS1---3pi-Steradian-Survey-(3SS)-data">&#182;</a></h2><p>This catalogue comes from <code>dmu0_PanSTARRS1-3SS</code>.</p>
+<p>In the catalogue, we keep:</p>
+<ul>
+<li>The <code>uniquePspsSTid</code> as unique object identifier;</li>
+<li>The r-band position which is given for all the sources;</li>
+<li>The grizy <code>&lt;band&gt;FApMag</code> aperture magnitude (see below);</li>
+<li>The grizy <code>&lt;band&gt;FKronMag</code> as total magnitude.</li>
+</ul>
+<p>The Pan-STARRS1-3SS catalogue provides for each band an aperture magnitude defined as “In PS1, an 'optimal' aperture radius is determined based on the local PSF. The wings of the same analytic PSF are then used to extrapolate the flux measured inside this aperture to a 'total' flux.”</p>
+<p>The observations used for the catalogue where done between 2010 and 2015 (<a href="https://confluence.stsci.edu/display/PANSTARRS/PS1+Image+data+products">ref</a>).</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">herschelhelp_internal</span> <span class="k">import</span> <span class="n">git_version</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;This notebook was run with herschelhelp_internal version: </span><span class="se">\n</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">git_version</span><span class="p">()))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>This notebook was run with herschelhelp_internal version: 
+04829ed (Thu Nov 2 16:57:19 2017 +0000)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="c1">#%config InlineBackend.figure_format = &#39;svg&#39;</span>
+
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">rc</span><span class="p">(</span><span class="s1">&#39;figure&#39;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
+
+<span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">OrderedDict</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="kn">from</span> <span class="nn">astropy</span> <span class="k">import</span> <span class="n">units</span> <span class="k">as</span> <span class="n">u</span>
+<span class="kn">from</span> <span class="nn">astropy.coordinates</span> <span class="k">import</span> <span class="n">SkyCoord</span>
+<span class="kn">from</span> <span class="nn">astropy.table</span> <span class="k">import</span> <span class="n">Column</span><span class="p">,</span> <span class="n">Table</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="kn">from</span> <span class="nn">herschelhelp_internal.flagging</span> <span class="k">import</span>  <span class="n">gaia_flag_column</span>
+<span class="kn">from</span> <span class="nn">herschelhelp_internal.masterlist</span> <span class="k">import</span> <span class="n">nb_astcor_diag_plot</span><span class="p">,</span> <span class="n">remove_duplicates</span>
+<span class="kn">from</span> <span class="nn">herschelhelp_internal.utils</span> <span class="k">import</span> <span class="n">astrometric_correction</span><span class="p">,</span> <span class="n">mag_to_flux</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">OUT_DIR</span> <span class="o">=</span>  <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;TMP_DIR&#39;</span><span class="p">,</span> <span class="s2">&quot;./data_tmp&quot;</span><span class="p">)</span>
+<span class="k">try</span><span class="p">:</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">OUT_DIR</span><span class="p">)</span>
+<span class="k">except</span> <span class="ne">FileExistsError</span><span class="p">:</span>
+    <span class="k">pass</span>
+
+<span class="n">RA_COL</span> <span class="o">=</span> <span class="s2">&quot;ps1_ra&quot;</span>
+<span class="n">DEC_COL</span> <span class="o">=</span> <span class="s2">&quot;ps1_dec&quot;</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="I---Column-selection">I - Column selection<a class="anchor-link" href="#I---Column-selection">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imported_columns</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">({</span>
+        <span class="s2">&quot;objID&quot;</span><span class="p">:</span> <span class="s2">&quot;ps1_id&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;raMean&quot;</span><span class="p">:</span> <span class="s2">&quot;ps1_ra&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;decMean&quot;</span><span class="p">:</span> <span class="s2">&quot;ps1_dec&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;gFApMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_ap_gpc1_g&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;gFApMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_ap_gpc1_g&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;gFKronMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_gpc1_g&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;gFKronMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_gpc1_g&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;rFApMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_ap_gpc1_r&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;rFApMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_ap_gpc1_r&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;rFKronMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_gpc1_r&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;rFKronMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_gpc1_r&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;iFApMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_ap_gpc1_i&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;iFApMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_ap_gpc1_i&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;iFKronMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_gpc1_i&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;iFKronMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_gpc1_i&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;zFApMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_ap_gpc1_z&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;zFApMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_ap_gpc1_z&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;zFKronMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_gpc1_z&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;zFKronMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_gpc1_z&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;yFApMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_ap_gpc1_y&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;yFApMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_ap_gpc1_y&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;yFKronMag&quot;</span><span class="p">:</span> <span class="s2">&quot;m_gpc1_y&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;yFKronMagErr&quot;</span><span class="p">:</span> <span class="s2">&quot;merr_gpc1_y&quot;</span>
+    <span class="p">})</span>
+
+
+<span class="n">catalogue</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;../../dmu0/dmu0_PanSTARRS1-3SS/data/PanSTARRS1-3SS_SPIRE-NEP_v2.fits&quot;</span><span class="p">)[</span><span class="nb">list</span><span class="p">(</span><span class="n">imported_columns</span><span class="p">)]</span>
+<span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">imported_columns</span><span class="p">:</span>
+    <span class="n">catalogue</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">imported_columns</span><span class="p">[</span><span class="n">column</span><span class="p">]</span>
+
+<span class="n">epoch</span> <span class="o">=</span> <span class="mi">2012</span>
+
+<span class="c1"># Clean table metadata</span>
+<span class="n">catalogue</span><span class="o">.</span><span class="n">meta</span> <span class="o">=</span> <span class="kc">None</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Adding flux and band-flag columns</span>
+<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">catalogue</span><span class="o">.</span><span class="n">colnames</span><span class="p">:</span>
+    <span class="k">if</span> <span class="n">col</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;m_&#39;</span><span class="p">):</span>
+        
+        <span class="n">errcol</span> <span class="o">=</span> <span class="s2">&quot;merr</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">col</span><span class="p">[</span><span class="mi">1</span><span class="p">:])</span>
+        
+        <span class="c1"># -999 is used for missing values</span>
+        <span class="n">catalogue</span><span class="p">[</span><span class="n">col</span><span class="p">][</span><span class="n">catalogue</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">900</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+        <span class="n">catalogue</span><span class="p">[</span><span class="n">errcol</span><span class="p">][</span><span class="n">catalogue</span><span class="p">[</span><span class="n">errcol</span><span class="p">]</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">900</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>     
+        
+        <span class="n">flux</span><span class="p">,</span> <span class="n">error</span> <span class="o">=</span> <span class="n">mag_to_flux</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">col</span><span class="p">]),</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">errcol</span><span class="p">]))</span>
+        
+        <span class="c1"># Fluxes are added in µJy</span>
+        <span class="n">catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span><span class="n">flux</span> <span class="o">*</span> <span class="mf">1.e6</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;f</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">col</span><span class="p">[</span><span class="mi">1</span><span class="p">:])))</span>
+        <span class="n">catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span><span class="n">error</span> <span class="o">*</span> <span class="mf">1.e6</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;f</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">errcol</span><span class="p">[</span><span class="mi">1</span><span class="p">:])))</span>
+        
+        <span class="c1"># Band-flag column</span>
+        <span class="k">if</span> <span class="s2">&quot;ap&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>
+            <span class="n">catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">catalogue</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">bool</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;flag</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">col</span><span class="p">[</span><span class="mi">1</span><span class="p">:])))</span>
+        
+<span class="c1"># TODO: Set to True the flag columns for fluxes that should not be used for SED fitting.</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.
+Check the NumPy 1.11 release notes for more information.
+  ma.MaskedArray.__setitem__(self, index, value)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">catalogue</span><span class="p">[:</span><span class="mi">10</span><span class="p">]</span><span class="o">.</span><span class="n">show_in_notebook</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt output_prompt">Out[6]:</div>
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+&lt;Table masked=True length=10&gt;
+<table id="table140560236474888-688313" class="table-striped table-bordered table-condensed">
+<thead><tr><th>idx</th><th>ps1_id</th><th>ps1_ra</th><th>ps1_dec</th><th>m_ap_gpc1_g</th><th>merr_ap_gpc1_g</th><th>m_gpc1_g</th><th>merr_gpc1_g</th><th>m_ap_gpc1_r</th><th>merr_ap_gpc1_r</th><th>m_gpc1_r</th><th>merr_gpc1_r</th><th>m_ap_gpc1_i</th><th>merr_ap_gpc1_i</th><th>m_gpc1_i</th><th>merr_gpc1_i</th><th>m_ap_gpc1_z</th><th>merr_ap_gpc1_z</th><th>m_gpc1_z</th><th>merr_gpc1_z</th><th>m_ap_gpc1_y</th><th>merr_ap_gpc1_y</th><th>m_gpc1_y</th><th>merr_gpc1_y</th><th>f_ap_gpc1_g</th><th>ferr_ap_gpc1_g</th><th>f_gpc1_g</th><th>ferr_gpc1_g</th><th>flag_gpc1_g</th><th>f_ap_gpc1_r</th><th>ferr_ap_gpc1_r</th><th>f_gpc1_r</th><th>ferr_gpc1_r</th><th>flag_gpc1_r</th><th>f_ap_gpc1_i</th><th>ferr_ap_gpc1_i</th><th>f_gpc1_i</th><th>ferr_gpc1_i</th><th>flag_gpc1_i</th><th>f_ap_gpc1_z</th><th>ferr_ap_gpc1_z</th><th>f_gpc1_z</th><th>ferr_gpc1_z</th><th>flag_gpc1_z</th><th>f_ap_gpc1_y</th><th>ferr_ap_gpc1_y</th><th>f_gpc1_y</th><th>ferr_gpc1_y</th><th>flag_gpc1_y</th></tr></thead>
+<tr><td>0</td><td>190652646414518463</td><td>264.64134902</td><td>68.88146611</td><td>22.0529994965</td><td>0.314444005489</td><td>22.2623996735</td><td>0.27905601263</td><td>21.0958003998</td><td>0.122387997806</td><td>20.9841003418</td><td>0.0891629979014</td><td>19.4955005646</td><td>0.0314770005643</td><td>19.6376991272</td><td>0.027682999149</td><td>19.0534992218</td><td>0.0409910008311</td><td>19.1441001892</td><td>0.0399129986763</td><td>18.6991004944</td><td>0.0481240004301</td><td>18.9386997223</td><td>0.0791210010648</td><td>5.48024786338</td><td>1.58715448714</td><td>4.51897699671</td><td>1.16146785595</td><td>False</td><td>13.2336559643</td><td>1.49174417324</td><td>14.6676272036</td><td>1.20453716827</td><td>False</td><td>57.7829585161</td><td>1.67520822263</td><td>50.6897733221</td><td>1.29243636308</td><td>False</td><td>86.8161077864</td><td>3.27766462132</td><td>79.8656304567</td><td>2.93595883487</td><td>False</td><td>120.326089371</td><td>5.33331462214</td><td>96.498399675</td><td>7.03214091045</td><td>False</td></tr>
+<tr><td>1</td><td>190652647080590904</td><td>264.70830086</td><td>68.87514</td><td>21.5997009277</td><td>0.146503999829</td><td>21.6203994751</td><td>0.137224003673</td><td>21.2325000763</td><td>0.08011200279</td><td>21.353099823</td><td>0.0629680007696</td><td>21.6562995911</td><td>0.179582998157</td><td>21.3862991333</td><td>0.0909639969468</td><td>21.1693992615</td><td>0.0874449983239</td><td>21.2663993835</td><td>0.168685004115</td><td>21.5648994446</td><td>1.06137001514</td><td>22.9951992035</td><td>6.88903999329</td><td>8.31992916763</td><td>1.12265106019</td><td>8.16281981339</td><td>1.03168229183</td><td>False</td><td>11.6680953507</td><td>0.860940699216</td><td>10.4414321521</td><td>0.605557873917</td><td>False</td><td>7.89732777485</td><td>1.30623423353</td><td>10.1269891967</td><td>0.848448647404</td><td>False</td><td>12.3663147316</td><td>0.995980760555</td><td>11.3094177537</td><td>1.75708350883</td><td>False</td><td>8.59093082696</td><td>8.39813238424</td><td>2.30101960326</td><td>14.6000621539</td><td>False</td></tr>
+<tr><td>2</td><td>190652648134289545</td><td>264.81361165</td><td>68.88225324</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>20.8104000092</td><td>0.0849540010095</td><td>20.809299469</td><td>0.0864399969578</td><td>20.2933006287</td><td>0.0395760014653</td><td>20.2933006287</td><td>0.0543010011315</td><td>19.9645996094</td><td>0.101228997111</td><td>20.0834999084</td><td>0.144172996283</td><td>19.6802997589</td><td>0.119498997927</td><td>19.4638996124</td><td>0.118602000177</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>17.2123431749</td><td>1.34678885446</td><td>17.2297990529</td><td>1.37173631236</td><td>False</td><td>27.7127579491</td><td>1.01015342806</td><td>27.7127579491</td><td>1.38600011141</td><td>False</td><td>37.5111307812</td><td>3.49736347821</td><td>33.6201801804</td><td>4.46436444776</td><td>False</td><td>48.7393907839</td><td>5.36438624107</td><td>59.4894775719</td><td>6.49842107004</td><td>False</td></tr>
+<tr><td>3</td><td>190652649235243252</td><td>264.92334201</td><td>68.87709343</td><td>22.5447006226</td><td>0.0644539967179</td><td>22.6408004761</td><td>0.190547004342</td><td>22.6278991699</td><td>0.318242996931</td><td>22.3239002228</td><td>0.138026997447</td><td>22.0174999237</td><td>0.148524001241</td><td>22.2409000397</td><td>0.16440500319</td><td>21.4211997986</td><td>0.214842006564</td><td>21.8537006378</td><td>0.427886992693</td><td>20.3500003815</td><td>0.550024986267</td><td>20.6345996857</td><td>0.854929983616</td><td>3.48433377701</td><td>0.206845122087</td><td>3.18918571086</td><td>0.559702974656</td><td>False</td><td>3.22730738697</td><td>0.945964563349</td><td>4.27011833871</td><td>0.542849736845</td><td>False</td><td>5.66239328828</td><td>0.774590829787</td><td>4.60935315896</td><td>0.697960257273</td><td>False</td><td>9.80663656428</td><td>1.94050586863</td><td>6.58445364988</td><td>2.59492320365</td><td>False</td><td>26.3026706776</td><td>13.3247155385</td><td>20.2376520969</td><td>15.9355242091</td><td>False</td></tr>
+<tr><td>4</td><td>190652651323768747</td><td>265.13234027</td><td>68.88166902</td><td>19.6702003479</td><td>0.0131069999188</td><td>19.7518997192</td><td>0.0214600004256</td><td>18.7723007202</td><td>0.0133579997346</td><td>18.8430995941</td><td>0.0110740000382</td><td>18.433599472</td><td>0.00955399964005</td><td>18.5160999298</td><td>0.00882299989462</td><td>18.3134994507</td><td>0.0291390009224</td><td>18.4046993256</td><td>0.0211689993739</td><td>18.3486003876</td><td>0.0487940013409</td><td>18.4775009155</td><td>0.0443940013647</td><td>49.1948749363</td><td>0.593880188365</td><td>45.6289118904</td><td>0.901873276672</td><td>False</td><td>112.48114068</td><td>1.38387486829</td><td>105.380477558</td><td>1.07483144376</td><td>False</td><td>153.659781459</td><td>1.35213829134</td><td>142.416408065</td><td>1.15731606613</td><td>False</td><td>171.632773185</td><td>4.60628236789</td><td>157.804822028</td><td>3.07677883825</td><td>False</td><td>166.172764497</td><td>7.46795958183</td><td>147.570528891</td><td>6.03392079244</td><td>False</td></tr>
+<tr><td>5</td><td>190652651676001023</td><td>265.16724357</td><td>68.87522383</td><td>24.9347991943</td><td>3.16834998131</td><td>nan</td><td>nan</td><td>21.4668998718</td><td>0.0950720012188</td><td>21.5953998566</td><td>0.12712199986</td><td>20.8299007416</td><td>0.0998110026121</td><td>20.9472999573</td><td>0.0922420024872</td><td>20.6364994049</td><td>0.114725999534</td><td>20.7912006378</td><td>0.180850997567</td><td>21.3675994873</td><td>0.499045014381</td><td>20.7479991913</td><td>0.415744006634</td><td>0.385549658039</td><td>1.1250948863</td><td>nan</td><td>nan</td><td>False</td><td>9.40242875373</td><td>0.823319434331</td><td>8.35295337751</td><td>0.977994593375</td><td>False</td><td>16.9059547947</td><td>1.554153109</td><td>15.1732990391</td><td>1.28909350317</td><td>False</td><td>20.2022731145</td><td>2.13470451272</td><td>17.5194208313</td><td>2.91820860376</td><td>False</td><td>10.3029170926</td><td>4.73560648167</td><td>18.2305731859</td><td>6.98074864441</td><td>False</td></tr>
+<tr><td>6</td><td>190652645689133416</td><td>264.56873393</td><td>68.87709666</td><td>21.7124004364</td><td>0.320946007967</td><td>21.7401008606</td><td>0.518769979477</td><td>22.3859996796</td><td>0.500540018082</td><td>22.3514995575</td><td>0.376888990402</td><td>21.9405002594</td><td>0.216536998749</td><td>21.9796009064</td><td>0.251024007797</td><td>25.5308990479</td><td>6.72490978241</td><td>nan</td><td>nan</td><td>20.6203994751</td><td>0.212321996689</td><td>20.179599762</td><td>0.525663018227</td><td>7.49962978882</td><td>2.21690704556</td><td>7.31071166711</td><td>3.49309318865</td><td>False</td><td>4.03273911995</td><td>1.85915078006</td><td>4.16294024452</td><td>1.44507140776</td><td>False</td><td>6.0785486401</td><td>1.21229325642</td><td>5.86353656089</td><td>1.35565935899</td><td>False</td><td>0.222659064914</td><td>1.37912148201</td><td>nan</td><td>nan</td><td>False</td><td>20.5040763321</td><td>4.00969075915</td><td>30.7723097412</td><td>14.8985224454</td><td>False</td></tr>
+<tr><td>7</td><td>190652646850983471</td><td>264.6848681</td><td>68.87729108</td><td>22.5167007446</td><td>0.89126098156</td><td>21.7322006226</td><td>0.395891994238</td><td>22.7495994568</td><td>0.395267993212</td><td>22.7117004395</td><td>0.676388025284</td><td>21.9482002258</td><td>0.296386003494</td><td>22.0086994171</td><td>0.181031003594</td><td>21.3656005859</td><td>0.229386001825</td><td>21.4668998718</td><td>0.354966014624</td><td>20.0373001099</td><td>0.228589996696</td><td>19.8572998047</td><td>0.364841014147</td><td>3.57535938307</td><td>2.93494708864</td><td>7.36410124884</td><td>2.68517225123</td><td>False</td><td>2.88509565881</td><td>1.05033429509</td><td>2.9875819315</td><td>1.86119301739</td><td>False</td><td>6.03559249261</td><td>1.64760567969</td><td>5.70847670523</td><td>0.951806951278</td><td>False</td><td>10.3219028134</td><td>2.18073230609</td><td>9.40242875373</td><td>3.07399039275</td><td>False</td><td>35.0816455288</td><td>7.38606044485</td><td>41.407601789</td><td>13.9142375136</td><td>False</td></tr>
+<tr><td>8</td><td>190652654718150071</td><td>265.47174246</td><td>68.87439888</td><td>21.7723999023</td><td>0.103105999529</td><td>22.0270004272</td><td>0.172511994839</td><td>21.1399993896</td><td>0.0679989978671</td><td>21.3309993744</td><td>0.0870210006833</td><td>20.1347999573</td><td>0.0351100005209</td><td>20.1578006744</td><td>0.0401160009205</td><td>19.4722003937</td><td>0.0675550028682</td><td>19.6007995605</td><td>0.0592209994793</td><td>20.067199707</td><td>0.220589995384</td><td>19.8537006378</td><td>0.132204994559</td><td>7.09643189329</td><td>0.673906516374</td><td>5.61306186797</td><td>0.891856139412</td><td>False</td><td>12.7057481947</td><td>0.795753278378</td><td>10.6561481617</td><td>0.854082854013</td><td>False</td><td>32.0686012174</td><td>1.03701856907</td><td>31.3963910885</td><td>1.16004020893</td><td>False</td><td>59.0363967229</td><td>3.67327158518</td><td>52.4421122511</td><td>2.86043174088</td><td>False</td><td>34.1287291824</td><td>6.93396441956</td><td>41.5450938978</td><td>5.05875081687</td><td>False</td></tr>
+<tr><td>9</td><td>190652647959247381</td><td>264.79584431</td><td>68.8805265</td><td>16.0041007996</td><td>0.00706999981776</td><td>16.0475006104</td><td>0.00243399990723</td><td>15.5197000504</td><td>0.00229500001296</td><td>15.5717000961</td><td>0.0024619998876</td><td>15.3445997238</td><td>0.00182500004303</td><td>15.4083003998</td><td>0.00250599998981</td><td>15.2847995758</td><td>0.0029649999924</td><td>15.3421001434</td><td>0.00301299989223</td><td>15.2400999069</td><td>0.00592599995434</td><td>15.3145999908</td><td>0.00493500009179</td><td>1439.99067649</td><td>9.37680237217</td><td>1383.56560119</td><td>3.10167288351</td><td>False</td><td>2249.67602412</td><td>4.75530472493</td><td>2144.46993324</td><td>4.86276934624</td><td>False</td><td>2643.38310844</td><td>4.44322871937</td><td>2492.75640077</td><td>5.75355918643</td><td>False</td><td>2793.05938545</td><td>7.62747066951</td><td>2649.47571186</td><td>7.35249501614</td><td>False</td><td>2910.44929297</td><td>15.88537096</td><td>2717.44024934</td><td>12.3515894755</td><td>False</td></tr>
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+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="II---Removal-of-duplicated-sources">II - Removal of duplicated sources<a class="anchor-link" href="#II---Removal-of-duplicated-sources">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>We remove duplicated objects from the input catalogues.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">SORT_COLS</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;merr_ap_gpc1_r&#39;</span><span class="p">,</span> <span class="s1">&#39;merr_ap_gpc1_g&#39;</span><span class="p">,</span> <span class="s1">&#39;merr_ap_gpc1_i&#39;</span><span class="p">,</span> <span class="s1">&#39;merr_ap_gpc1_z&#39;</span><span class="p">,</span> <span class="s1">&#39;merr_ap_gpc1_y&#39;</span><span class="p">]</span>
+<span class="n">FLAG_NAME</span> <span class="o">=</span> <span class="s1">&#39;ps1_flag_cleaned&#39;</span>
+
+<span class="n">nb_orig_sources</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">catalogue</span><span class="p">)</span>
+
+<span class="n">catalogue</span> <span class="o">=</span> <span class="n">remove_duplicates</span><span class="p">(</span><span class="n">catalogue</span><span class="p">,</span> <span class="n">RA_COL</span><span class="p">,</span> <span class="n">DEC_COL</span><span class="p">,</span>  <span class="n">sort_col</span><span class="o">=</span><span class="n">SORT_COLS</span><span class="p">,</span> <span class="n">flag_name</span><span class="o">=</span><span class="n">FLAG_NAME</span><span class="p">)</span>
+
+<span class="n">nb_sources</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">catalogue</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The initial catalogue had </span><span class="si">{}</span><span class="s2"> sources.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">nb_orig_sources</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The cleaned catalogue has </span><span class="si">{}</span><span class="s2"> sources (</span><span class="si">{}</span><span class="s2"> removed).&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">nb_sources</span><span class="p">,</span> <span class="n">nb_orig_sources</span> <span class="o">-</span> <span class="n">nb_sources</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The cleaned catalogue has </span><span class="si">{}</span><span class="s2"> sources flagged as having been cleaned&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">FLAG_NAME</span><span class="p">])))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.
+Check the NumPy 1.11 release notes for more information.
+  ma.MaskedArray.__setitem__(self, index, value)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>The initial catalogue had 2675 sources.
+The cleaned catalogue has 2674 sources (1 removed).
+The cleaned catalogue has 1 sources flagged as having been cleaned
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="III---Astrometry-correction">III - Astrometry correction<a class="anchor-link" href="#III---Astrometry-correction">&#182;</a></h2><p>We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gaia</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;../../dmu0/dmu0_GAIA/data/GAIA_SPIRE-NEP.fits&quot;</span><span class="p">)</span>
+<span class="n">gaia_coords</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span><span class="n">gaia</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">],</span> <span class="n">gaia</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nb_astcor_diag_plot</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">RA_COL</span><span class="p">],</span> <span class="n">catalogue</span><span class="p">[</span><span class="n">DEC_COL</span><span class="p">],</span> 
+                    <span class="n">gaia_coords</span><span class="o">.</span><span class="n">ra</span><span class="p">,</span> <span class="n">gaia_coords</span><span class="o">.</span><span class="n">dec</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+
+
+<div class="output_png output_subarea ">
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">delta_ra</span><span class="p">,</span> <span class="n">delta_dec</span> <span class="o">=</span>  <span class="n">astrometric_correction</span><span class="p">(</span>
+    <span class="n">SkyCoord</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">RA_COL</span><span class="p">],</span> <span class="n">catalogue</span><span class="p">[</span><span class="n">DEC_COL</span><span class="p">]),</span>
+    <span class="n">gaia_coords</span>
+<span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;RA correction: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">delta_ra</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Dec correction: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">delta_dec</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>RA correction: -0.00015501241250603925 arcsec
+Dec correction: -0.0003735176392183348 arcsec
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">catalogue</span><span class="p">[</span><span class="n">RA_COL</span><span class="p">]</span> <span class="o">+=</span>  <span class="n">delta_ra</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">)</span>
+<span class="n">catalogue</span><span class="p">[</span><span class="n">DEC_COL</span><span class="p">]</span> <span class="o">+=</span> <span class="n">delta_dec</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nb_astcor_diag_plot</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">RA_COL</span><span class="p">],</span> <span class="n">catalogue</span><span class="p">[</span><span class="n">DEC_COL</span><span class="p">],</span> 
+                    <span class="n">gaia_coords</span><span class="o">.</span><span class="n">ra</span><span class="p">,</span> <span class="n">gaia_coords</span><span class="o">.</span><span class="n">dec</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
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+
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="IV---Flagging-Gaia-objects">IV - Flagging Gaia objects<a class="anchor-link" href="#IV---Flagging-Gaia-objects">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span>
+    <span class="n">gaia_flag_column</span><span class="p">(</span><span class="n">SkyCoord</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">RA_COL</span><span class="p">],</span> <span class="n">catalogue</span><span class="p">[</span><span class="n">DEC_COL</span><span class="p">]),</span> <span class="n">epoch</span><span class="p">,</span> <span class="n">gaia</span><span class="p">)</span>
+<span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">GAIA_FLAG_NAME</span> <span class="o">=</span> <span class="s2">&quot;ps1_flag_gaia&quot;</span>
+
+<span class="n">catalogue</span><span class="p">[</span><span class="s1">&#39;flag_gaia&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">GAIA_FLAG_NAME</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> sources flagged.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">catalogue</span><span class="p">[</span><span class="n">GAIA_FLAG_NAME</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>730 sources flagged.
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="V---Flagging-objects-near-bright-stars">V - Flagging objects near bright stars<a class="anchor-link" href="#V---Flagging-objects-near-bright-stars">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="VI---Saving-to-disk">VI - Saving to disk<a class="anchor-link" href="#VI---Saving-to-disk">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">catalogue</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">/PS1.fits&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">OUT_DIR</span><span class="p">),</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
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new file mode 100644
index 00000000..5edaac66
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+++ b/dmu1/dmu1_ml_SPIRE-NEP/notebook_output/2_Merging.html
@@ -0,0 +1,12646 @@
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+}
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+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
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+}
+.glyphicon-star:before {
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+  content: "\e007";
+}
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+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
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+}
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+  content: "\e014";
+}
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+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
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+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
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+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
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+}
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+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
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+  content: "\e042";
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+  content: "\e043";
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+}
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+}
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+}
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+  content: "\e051";
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+  content: "\e052";
+}
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+  content: "\e053";
+}
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+  content: "\e054";
+}
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+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
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+  content: "\e083";
+}
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+  content: "\e084";
+}
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+  content: "\e085";
+}
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+}
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+  content: "\e087";
+}
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+  content: "\e088";
+}
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+  content: "\e089";
+}
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+  content: "\e090";
+}
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+}
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+}
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+}
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+  content: "\e094";
+}
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+  content: "\e095";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e175";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e195";
+}
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+  content: "\e197";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e206";
+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e214";
+}
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+  content: "\e215";
+}
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+  content: "\e216";
+}
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+  content: "\26fa";
+}
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+  content: "\e218";
+}
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+  content: "\e219";
+}
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+  content: "\f8ff";
+}
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+  content: "\e221";
+}
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+  content: "\231b";
+}
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+  content: "\e223";
+}
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+}
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+}
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+  content: "\e226";
+}
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+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+}
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+  content: "\20bd";
+}
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+}
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+  content: "\e231";
+}
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+}
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+  content: "\e233";
+}
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+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
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+  content: "\e237";
+}
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+  content: "\e238";
+}
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+  content: "\e239";
+}
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+  content: "\e240";
+}
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+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e244";
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+  content: "\e245";
+}
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+  content: "\e246";
+}
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+  content: "\e247";
+}
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+}
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+  content: "\e249";
+}
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+}
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+}
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+}
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+}
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+  content: "\e255";
+}
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+  content: "\e256";
+}
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+  content: "\e257";
+}
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+  content: "\e258";
+}
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+  content: "\e259";
+}
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+  content: "\e260";
+}
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+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
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+  color: #337ab7;
+  text-decoration: none;
+}
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+  text-decoration: underline;
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+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
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+  vertical-align: middle;
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+.img-responsive,
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+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
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+  border-radius: 3px;
+}
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+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
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+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
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+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
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+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
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+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
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+  line-height: 1;
+  color: #777777;
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
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+  font-size: 92%;
+}
+mark,
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+  background-color: #fcf8e3;
+  padding: .2em;
+}
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+  text-align: left;
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  color: #337ab7;
+}
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+}
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+}
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+  color: #31708f;
+}
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+}
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+  color: #8a6d3b;
+}
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+}
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+  color: #a94442;
+}
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+}
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+  background-color: #337ab7;
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
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+  margin-bottom: 9px;
+}
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+}
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+}
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+  list-style: none;
+  margin-left: -5px;
+}
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+  padding-left: 5px;
+  padding-right: 5px;
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+  margin-bottom: 18px;
+}
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+}
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+  font-weight: bold;
+}
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+  margin-left: 0;
+}
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+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
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+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
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+  text-transform: uppercase;
+}
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+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
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+blockquote ol:last-child {
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+}
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+blockquote small,
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+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
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+blockquote small:before,
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+}
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+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
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+}
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+blockquote.pull-right .small:before {
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+}
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+}
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+  font-style: normal;
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+}
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+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
+  content: "\f10d";
+}
+.fa-quote-right:before {
+  content: "\f10e";
+}
+.fa-spinner:before {
+  content: "\f110";
+}
+.fa-circle:before {
+  content: "\f111";
+}
+.fa-mail-reply:before,
+.fa-reply:before {
+  content: "\f112";
+}
+.fa-github-alt:before {
+  content: "\f113";
+}
+.fa-folder-o:before {
+  content: "\f114";
+}
+.fa-folder-open-o:before {
+  content: "\f115";
+}
+.fa-smile-o:before {
+  content: "\f118";
+}
+.fa-frown-o:before {
+  content: "\f119";
+}
+.fa-meh-o:before {
+  content: "\f11a";
+}
+.fa-gamepad:before {
+  content: "\f11b";
+}
+.fa-keyboard-o:before {
+  content: "\f11c";
+}
+.fa-flag-o:before {
+  content: "\f11d";
+}
+.fa-flag-checkered:before {
+  content: "\f11e";
+}
+.fa-terminal:before {
+  content: "\f120";
+}
+.fa-code:before {
+  content: "\f121";
+}
+.fa-mail-reply-all:before,
+.fa-reply-all:before {
+  content: "\f122";
+}
+.fa-star-half-empty:before,
+.fa-star-half-full:before,
+.fa-star-half-o:before {
+  content: "\f123";
+}
+.fa-location-arrow:before {
+  content: "\f124";
+}
+.fa-crop:before {
+  content: "\f125";
+}
+.fa-code-fork:before {
+  content: "\f126";
+}
+.fa-unlink:before,
+.fa-chain-broken:before {
+  content: "\f127";
+}
+.fa-question:before {
+  content: "\f128";
+}
+.fa-info:before {
+  content: "\f129";
+}
+.fa-exclamation:before {
+  content: "\f12a";
+}
+.fa-superscript:before {
+  content: "\f12b";
+}
+.fa-subscript:before {
+  content: "\f12c";
+}
+.fa-eraser:before {
+  content: "\f12d";
+}
+.fa-puzzle-piece:before {
+  content: "\f12e";
+}
+.fa-microphone:before {
+  content: "\f130";
+}
+.fa-microphone-slash:before {
+  content: "\f131";
+}
+.fa-shield:before {
+  content: "\f132";
+}
+.fa-calendar-o:before {
+  content: "\f133";
+}
+.fa-fire-extinguisher:before {
+  content: "\f134";
+}
+.fa-rocket:before {
+  content: "\f135";
+}
+.fa-maxcdn:before {
+  content: "\f136";
+}
+.fa-chevron-circle-left:before {
+  content: "\f137";
+}
+.fa-chevron-circle-right:before {
+  content: "\f138";
+}
+.fa-chevron-circle-up:before {
+  content: "\f139";
+}
+.fa-chevron-circle-down:before {
+  content: "\f13a";
+}
+.fa-html5:before {
+  content: "\f13b";
+}
+.fa-css3:before {
+  content: "\f13c";
+}
+.fa-anchor:before {
+  content: "\f13d";
+}
+.fa-unlock-alt:before {
+  content: "\f13e";
+}
+.fa-bullseye:before {
+  content: "\f140";
+}
+.fa-ellipsis-h:before {
+  content: "\f141";
+}
+.fa-ellipsis-v:before {
+  content: "\f142";
+}
+.fa-rss-square:before {
+  content: "\f143";
+}
+.fa-play-circle:before {
+  content: "\f144";
+}
+.fa-ticket:before {
+  content: "\f145";
+}
+.fa-minus-square:before {
+  content: "\f146";
+}
+.fa-minus-square-o:before {
+  content: "\f147";
+}
+.fa-level-up:before {
+  content: "\f148";
+}
+.fa-level-down:before {
+  content: "\f149";
+}
+.fa-check-square:before {
+  content: "\f14a";
+}
+.fa-pencil-square:before {
+  content: "\f14b";
+}
+.fa-external-link-square:before {
+  content: "\f14c";
+}
+.fa-share-square:before {
+  content: "\f14d";
+}
+.fa-compass:before {
+  content: "\f14e";
+}
+.fa-toggle-down:before,
+.fa-caret-square-o-down:before {
+  content: "\f150";
+}
+.fa-toggle-up:before,
+.fa-caret-square-o-up:before {
+  content: "\f151";
+}
+.fa-toggle-right:before,
+.fa-caret-square-o-right:before {
+  content: "\f152";
+}
+.fa-euro:before,
+.fa-eur:before {
+  content: "\f153";
+}
+.fa-gbp:before {
+  content: "\f154";
+}
+.fa-dollar:before,
+.fa-usd:before {
+  content: "\f155";
+}
+.fa-rupee:before,
+.fa-inr:before {
+  content: "\f156";
+}
+.fa-cny:before,
+.fa-rmb:before,
+.fa-yen:before,
+.fa-jpy:before {
+  content: "\f157";
+}
+.fa-ruble:before,
+.fa-rouble:before,
+.fa-rub:before {
+  content: "\f158";
+}
+.fa-won:before,
+.fa-krw:before {
+  content: "\f159";
+}
+.fa-bitcoin:before,
+.fa-btc:before {
+  content: "\f15a";
+}
+.fa-file:before {
+  content: "\f15b";
+}
+.fa-file-text:before {
+  content: "\f15c";
+}
+.fa-sort-alpha-asc:before {
+  content: "\f15d";
+}
+.fa-sort-alpha-desc:before {
+  content: "\f15e";
+}
+.fa-sort-amount-asc:before {
+  content: "\f160";
+}
+.fa-sort-amount-desc:before {
+  content: "\f161";
+}
+.fa-sort-numeric-asc:before {
+  content: "\f162";
+}
+.fa-sort-numeric-desc:before {
+  content: "\f163";
+}
+.fa-thumbs-up:before {
+  content: "\f164";
+}
+.fa-thumbs-down:before {
+  content: "\f165";
+}
+.fa-youtube-square:before {
+  content: "\f166";
+}
+.fa-youtube:before {
+  content: "\f167";
+}
+.fa-xing:before {
+  content: "\f168";
+}
+.fa-xing-square:before {
+  content: "\f169";
+}
+.fa-youtube-play:before {
+  content: "\f16a";
+}
+.fa-dropbox:before {
+  content: "\f16b";
+}
+.fa-stack-overflow:before {
+  content: "\f16c";
+}
+.fa-instagram:before {
+  content: "\f16d";
+}
+.fa-flickr:before {
+  content: "\f16e";
+}
+.fa-adn:before {
+  content: "\f170";
+}
+.fa-bitbucket:before {
+  content: "\f171";
+}
+.fa-bitbucket-square:before {
+  content: "\f172";
+}
+.fa-tumblr:before {
+  content: "\f173";
+}
+.fa-tumblr-square:before {
+  content: "\f174";
+}
+.fa-long-arrow-down:before {
+  content: "\f175";
+}
+.fa-long-arrow-up:before {
+  content: "\f176";
+}
+.fa-long-arrow-left:before {
+  content: "\f177";
+}
+.fa-long-arrow-right:before {
+  content: "\f178";
+}
+.fa-apple:before {
+  content: "\f179";
+}
+.fa-windows:before {
+  content: "\f17a";
+}
+.fa-android:before {
+  content: "\f17b";
+}
+.fa-linux:before {
+  content: "\f17c";
+}
+.fa-dribbble:before {
+  content: "\f17d";
+}
+.fa-skype:before {
+  content: "\f17e";
+}
+.fa-foursquare:before {
+  content: "\f180";
+}
+.fa-trello:before {
+  content: "\f181";
+}
+.fa-female:before {
+  content: "\f182";
+}
+.fa-male:before {
+  content: "\f183";
+}
+.fa-gittip:before {
+  content: "\f184";
+}
+.fa-sun-o:before {
+  content: "\f185";
+}
+.fa-moon-o:before {
+  content: "\f186";
+}
+.fa-archive:before {
+  content: "\f187";
+}
+.fa-bug:before {
+  content: "\f188";
+}
+.fa-vk:before {
+  content: "\f189";
+}
+.fa-weibo:before {
+  content: "\f18a";
+}
+.fa-renren:before {
+  content: "\f18b";
+}
+.fa-pagelines:before {
+  content: "\f18c";
+}
+.fa-stack-exchange:before {
+  content: "\f18d";
+}
+.fa-arrow-circle-o-right:before {
+  content: "\f18e";
+}
+.fa-arrow-circle-o-left:before {
+  content: "\f190";
+}
+.fa-toggle-left:before,
+.fa-caret-square-o-left:before {
+  content: "\f191";
+}
+.fa-dot-circle-o:before {
+  content: "\f192";
+}
+.fa-wheelchair:before {
+  content: "\f193";
+}
+.fa-vimeo-square:before {
+  content: "\f194";
+}
+.fa-turkish-lira:before,
+.fa-try:before {
+  content: "\f195";
+}
+.fa-plus-square-o:before {
+  content: "\f196";
+}
+.fa-space-shuttle:before {
+  content: "\f197";
+}
+.fa-slack:before {
+  content: "\f198";
+}
+.fa-envelope-square:before {
+  content: "\f199";
+}
+.fa-wordpress:before {
+  content: "\f19a";
+}
+.fa-openid:before {
+  content: "\f19b";
+}
+.fa-institution:before,
+.fa-bank:before,
+.fa-university:before {
+  content: "\f19c";
+}
+.fa-mortar-board:before,
+.fa-graduation-cap:before {
+  content: "\f19d";
+}
+.fa-yahoo:before {
+  content: "\f19e";
+}
+.fa-google:before {
+  content: "\f1a0";
+}
+.fa-reddit:before {
+  content: "\f1a1";
+}
+.fa-reddit-square:before {
+  content: "\f1a2";
+}
+.fa-stumbleupon-circle:before {
+  content: "\f1a3";
+}
+.fa-stumbleupon:before {
+  content: "\f1a4";
+}
+.fa-delicious:before {
+  content: "\f1a5";
+}
+.fa-digg:before {
+  content: "\f1a6";
+}
+.fa-pied-piper:before {
+  content: "\f1a7";
+}
+.fa-pied-piper-alt:before {
+  content: "\f1a8";
+}
+.fa-drupal:before {
+  content: "\f1a9";
+}
+.fa-joomla:before {
+  content: "\f1aa";
+}
+.fa-language:before {
+  content: "\f1ab";
+}
+.fa-fax:before {
+  content: "\f1ac";
+}
+.fa-building:before {
+  content: "\f1ad";
+}
+.fa-child:before {
+  content: "\f1ae";
+}
+.fa-paw:before {
+  content: "\f1b0";
+}
+.fa-spoon:before {
+  content: "\f1b1";
+}
+.fa-cube:before {
+  content: "\f1b2";
+}
+.fa-cubes:before {
+  content: "\f1b3";
+}
+.fa-behance:before {
+  content: "\f1b4";
+}
+.fa-behance-square:before {
+  content: "\f1b5";
+}
+.fa-steam:before {
+  content: "\f1b6";
+}
+.fa-steam-square:before {
+  content: "\f1b7";
+}
+.fa-recycle:before {
+  content: "\f1b8";
+}
+.fa-automobile:before,
+.fa-car:before {
+  content: "\f1b9";
+}
+.fa-cab:before,
+.fa-taxi:before {
+  content: "\f1ba";
+}
+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+@media (max-width: 991px) {
+  #ipython_notebook {
+    margin-left: 10px;
+  }
+}
+[dir="rtl"] #ipython_notebook {
+  float: right !important;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#login_widget {
+  float: right;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  text-align: center;
+  vertical-align: middle;
+  display: inline;
+  opacity: 0;
+  z-index: 2;
+  width: 12ex;
+  margin-right: -12ex;
+}
+.alternate_upload .btn-upload {
+  height: 22px;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+[dir="rtl"] #tabs li {
+  float: right;
+}
+ul#tabs {
+  margin-bottom: 4px;
+}
+[dir="rtl"] ul#tabs {
+  margin-right: 0px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons {
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-right {
+  padding-top: 1px;
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-left {
+  float: right !important;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: baseline;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+[dir="rtl"] #tree-selector a {
+  float: right;
+}
+#button-select-all {
+  min-width: 50px;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+[dir="rtl"] #new-menu {
+  text-align: right;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+[dir="rtl"] #running .col-sm-8 {
+  float: right !important;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI colors. */
+.ansibold {
+  font-weight: bold;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  border-left-width: 1px;
+  padding-left: 5px;
+  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #90CAF9;
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected {
+  border-color: #ababab;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  div.cell.selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected.jupyter-soft-selected {
+  border-left-width: 0;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  padding: 0.4em;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
+  /* .CodeMirror-lines */
+  padding: 0;
+  border: 0;
+  border-radius: 0;
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul {
+  list-style: disc;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin: 0em 2em;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+  margin: 0em 2em;
+}
+.rendered_html ol {
+  list-style: decimal;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+  margin: 0em 2em;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  background-color: #fff;
+  color: #000;
+  font-size: 100%;
+  padding: 0px;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: 1px solid black;
+  border-collapse: collapse;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  border: 1px solid black;
+  border-collapse: collapse;
+  margin: 1em 2em;
+}
+.rendered_html td,
+.rendered_html th {
+  text-align: left;
+  vertical-align: middle;
+  padding: 4px;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget {
+  float: right !important;
+  float: right;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
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+}
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+<style type="text/css">
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+}
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+}
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+}
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+
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+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
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+        "HTML-CSS": {
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+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="SPIRE-NEP-master-catalogue">SPIRE-NEP master catalogue<a class="anchor-link" href="#SPIRE-NEP-master-catalogue">&#182;</a></h1><p>This notebook presents the merge of the various pristine catalogues to produce HELP mater catalogue on SPIRE-NEP.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">herschelhelp_internal</span> <span class="k">import</span> <span class="n">git_version</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;This notebook was run with herschelhelp_internal version: </span><span class="se">\n</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">git_version</span><span class="p">()))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>This notebook was run with herschelhelp_internal version: 
+04829ed (Thu Nov 2 16:57:19 2017 +0000)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="c1">#%config InlineBackend.figure_format = &#39;svg&#39;</span>
+
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">rc</span><span class="p">(</span><span class="s1">&#39;figure&#39;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">time</span>
+
+<span class="kn">from</span> <span class="nn">astropy</span> <span class="k">import</span> <span class="n">units</span> <span class="k">as</span> <span class="n">u</span>
+<span class="kn">from</span> <span class="nn">astropy.coordinates</span> <span class="k">import</span> <span class="n">SkyCoord</span>
+<span class="kn">from</span> <span class="nn">astropy.table</span> <span class="k">import</span> <span class="n">Column</span><span class="p">,</span> <span class="n">Table</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">pymoc</span> <span class="k">import</span> <span class="n">MOC</span>
+
+<span class="kn">from</span> <span class="nn">herschelhelp_internal.masterlist</span> <span class="k">import</span> <span class="n">merge_catalogues</span><span class="p">,</span> <span class="n">nb_merge_dist_plot</span><span class="p">,</span> <span class="n">specz_merge</span>
+<span class="kn">from</span> <span class="nn">herschelhelp_internal.utils</span> <span class="k">import</span> <span class="n">coords_to_hpidx</span><span class="p">,</span> <span class="n">ebv</span><span class="p">,</span> <span class="n">gen_help_id</span><span class="p">,</span> <span class="n">inMoc</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">TMP_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;TMP_DIR&#39;</span><span class="p">,</span> <span class="s2">&quot;./data_tmp&quot;</span><span class="p">)</span>
+<span class="n">OUT_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;OUT_DIR&#39;</span><span class="p">,</span> <span class="s2">&quot;./data&quot;</span><span class="p">)</span>
+<span class="n">SUFFIX</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;SUFFIX&#39;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s2">&quot;_%Y%m</span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">))</span>
+
+<span class="k">try</span><span class="p">:</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">OUT_DIR</span><span class="p">)</span>
+<span class="k">except</span> <span class="ne">FileExistsError</span><span class="p">:</span>
+    <span class="k">pass</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="I---Reading-the-prepared-pristine-catalogues">I - Reading the prepared pristine catalogues<a class="anchor-link" href="#I---Reading-the-prepared-pristine-catalogues">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ps1</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">/PS1.fits&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">TMP_DIR</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="II---Merging-tables">II - Merging tables<a class="anchor-link" href="#II---Merging-tables">&#182;</a></h2><p>We first merge the optical catalogues and then add the infrared ones: DECaLS, HSC, KIDS, PanSTARRS, UKIDSS-LAS, and VISTA-VIKING.</p>
+<p>At every step, we look at the distribution of the distances to the nearest source in the merged catalogue to determine the best crossmatching radius.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="DECaLS">DECaLS<a class="anchor-link" href="#DECaLS">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span> <span class="o">=</span> <span class="n">ps1</span>
+<span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ps1_ra&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;ra&#39;</span>
+<span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ps1_dec&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;dec&#39;</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Cleaning">Cleaning<a class="anchor-link" href="#Cleaning">&#182;</a></h3><p>When we merge the catalogues, astropy masks the non-existent values (e.g. when a row comes only from a catalogue and has no counterparts in the other, the columns from the latest are masked for that row). We indicate to use NaN for masked values for floats columns, False for flag columns and -1 for ID columns.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">master_catalogue</span><span class="o">.</span><span class="n">colnames</span><span class="p">:</span>
+    <span class="k">if</span> <span class="s2">&quot;m_&quot;</span> <span class="ow">in</span> <span class="n">col</span> <span class="ow">or</span> <span class="s2">&quot;merr_&quot;</span> <span class="ow">in</span> <span class="n">col</span> <span class="ow">or</span> <span class="s2">&quot;f_&quot;</span> <span class="ow">in</span> <span class="n">col</span> <span class="ow">or</span> <span class="s2">&quot;ferr_&quot;</span> <span class="ow">in</span> <span class="n">col</span> <span class="ow">or</span> <span class="s2">&quot;stellarity&quot;</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>
+        <span class="n">master_catalogue</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">fill_value</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+    <span class="k">elif</span> <span class="s2">&quot;flag&quot;</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>
+        <span class="n">master_catalogue</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">fill_value</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">elif</span> <span class="s2">&quot;id&quot;</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>
+        <span class="n">master_catalogue</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">fill_value</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        
+<span class="n">master_catalogue</span> <span class="o">=</span> <span class="n">master_catalogue</span><span class="o">.</span><span class="n">filled</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span><span class="p">[:</span><span class="mi">10</span><span class="p">]</span><span class="o">.</span><span class="n">show_in_notebook</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt output_prompt">Out[7]:</div>
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+&lt;Table length=10&gt;
+<table id="table140188094236152-206894" class="table-striped table-bordered table-condensed">
+<thead><tr><th>idx</th><th>ps1_id</th><th>ra</th><th>dec</th><th>m_ap_gpc1_g</th><th>merr_ap_gpc1_g</th><th>m_gpc1_g</th><th>merr_gpc1_g</th><th>m_ap_gpc1_r</th><th>merr_ap_gpc1_r</th><th>m_gpc1_r</th><th>merr_gpc1_r</th><th>m_ap_gpc1_i</th><th>merr_ap_gpc1_i</th><th>m_gpc1_i</th><th>merr_gpc1_i</th><th>m_ap_gpc1_z</th><th>merr_ap_gpc1_z</th><th>m_gpc1_z</th><th>merr_gpc1_z</th><th>m_ap_gpc1_y</th><th>merr_ap_gpc1_y</th><th>m_gpc1_y</th><th>merr_gpc1_y</th><th>f_ap_gpc1_g</th><th>ferr_ap_gpc1_g</th><th>f_gpc1_g</th><th>ferr_gpc1_g</th><th>flag_gpc1_g</th><th>f_ap_gpc1_r</th><th>ferr_ap_gpc1_r</th><th>f_gpc1_r</th><th>ferr_gpc1_r</th><th>flag_gpc1_r</th><th>f_ap_gpc1_i</th><th>ferr_ap_gpc1_i</th><th>f_gpc1_i</th><th>ferr_gpc1_i</th><th>flag_gpc1_i</th><th>f_ap_gpc1_z</th><th>ferr_ap_gpc1_z</th><th>f_gpc1_z</th><th>ferr_gpc1_z</th><th>flag_gpc1_z</th><th>f_ap_gpc1_y</th><th>ferr_ap_gpc1_y</th><th>f_gpc1_y</th><th>ferr_gpc1_y</th><th>flag_gpc1_y</th><th>ps1_flag_cleaned</th><th>ps1_flag_gaia</th></tr></thead>
+<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>
+<tr><td>0</td><td>190582648149477540</td><td>264.814910507</td><td>68.8223297362</td><td>14.2279996872</td><td>0.00633599981666</td><td>14.305100441</td><td>0.000615000026301</td><td>13.748000145</td><td>3.70000016119e-05</td><td>13.8243999481</td><td>0.00379400001839</td><td>13.5951004028</td><td>0.0022450000979</td><td>13.6630001068</td><td>0.00166599999648</td><td>13.5431003571</td><td>0.0016680000117</td><td>13.6027002335</td><td>0.00132399995346</td><td>13.5167999268</td><td>0.00312400003895</td><td>13.5798997879</td><td>0.00324900005944</td><td>7392.64965642</td><td>43.1410748416</td><td>6885.8859237</td><td>3.90041338367</td><td>False</td><td>11502.7039422</td><td>0.391992145547</td><td>10721.1166356</td><td>37.4639037866</td><td>False</td><td>13242.1907313</td><td>27.381162531</td><td>12439.4150118</td><td>19.0875695911</td><td>False</td><td>13891.8427035</td><td>21.3418265787</td><td>13149.8229838</td><td>16.0355387821</td><td>False</td><td>14232.4618806</td><td>40.9512101325</td><td>13428.8890239</td><td>40.1851398577</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>1</td><td>190632649450999463</td><td>264.945037767</td><td>68.8656346562</td><td>14.2491998672</td><td>0.000959999975748</td><td>14.3062000275</td><td>0.00042699999176</td><td>13.9289999008</td><td>0.00045299998601</td><td>14.0030002594</td><td>0.00479699997231</td><td>13.8473997116</td><td>0.00335499993525</td><td>13.899600029</td><td>0.00277099991217</td><td>13.795999527</td><td>0.00254400004633</td><td>13.8442001343</td><td>0.0031429999508</td><td>13.7894001007</td><td>0.00314199994318</td><td>13.8352003098</td><td>0.00204900000244</td><td>7249.70029559</td><td>6.41013174052</td><td>6878.91572756</td><td>2.70535047658</td><td>False</td><td>9736.43658741</td><td>4.06231791715</td><td>9094.94121263</td><td>40.1832715479</td><td>False</td><td>10496.3937834</td><td>32.4345824605</td><td>10003.6845478</td><td>25.5312560102</td><td>False</td><td>11005.2570089</td><td>25.7865347197</td><td>10527.3714341</td><td>30.4747394022</td><td>False</td><td>11072.3539319</td><td>32.0421620577</td><td>10614.9970082</td><td>20.0326090265</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>2</td><td>190692655307894027</td><td>265.530709447</td><td>68.9110899862</td><td>15.5255002975</td><td>0.00400999980047</td><td>15.5634002686</td><td>0.00243099988438</td><td>14.5818996429</td><td>0.000727000006009</td><td>14.6403999329</td><td>0.00201299996115</td><td>14.1426000595</td><td>0.00152100005653</td><td>14.1857995987</td><td>0.00115300004836</td><td>13.9314002991</td><td>0.000998000032268</td><td>13.9735002518</td><td>0.0016230000183</td><td>13.7867002487</td><td>0.00202600006014</td><td>13.8350000381</td><td>0.0015269999858</td><td>2237.6897935</td><td>8.26456333143</td><td>2160.92598842</td><td>4.83838597716</td><td>False</td><td>5336.29884185</td><td>3.57314168312</td><td>5056.38374901</td><td>9.37474521502</td><td>False</td><td>7997.60547107</td><td>11.2037881027</td><td>7685.64216844</td><td>8.16178529652</td><td>False</td><td>9714.93457884</td><td>8.92989013415</td><td>9345.44313605</td><td>13.9699259492</td><td>False</td><td>11099.9213236</td><td>20.7126198525</td><td>10616.955199</td><td>14.9318871076</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>3</td><td>190832651577179648</td><td>265.157657507</td><td>69.0324273262</td><td>15.2238998413</td><td>0.00406700000167</td><td>15.2693996429</td><td>0.00790099985898</td><td>14.6610002518</td><td>0.000783000024967</td><td>14.7079000473</td><td>0.00157099997159</td><td>14.4495000839</td><td>0.0011569999624</td><td>14.5092000961</td><td>0.0022150001023</td><td>14.3676996231</td><td>0.00196200003847</td><td>14.4252004623</td><td>0.00537100015208</td><td>14.317199707</td><td>0.00185899995267</td><td>14.3607997894</td><td>0.00362000009045</td><td>2954.20115416</td><td>11.065980895</td><td>2832.95804491</td><td>20.6156900868</td><td>False</td><td>4961.35038537</td><td>3.57797544062</td><td>4751.60117527</td><td>6.87530293145</td><td>False</td><td>6028.37092325</td><td>6.42405116547</td><td>5705.84489136</td><td>11.6404398809</td><td>False</td><td>6500.10168696</td><td>11.7461310621</td><td>6164.81168808</td><td>30.4965463702</td><td>False</td><td>6809.57671954</td><td>11.6593724552</td><td>6541.5412484</td><td>21.8104359117</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>4</td><td>190982647386142438</td><td>264.738555327</td><td>69.1513914262</td><td>14.8620996475</td><td>0.00308299995959</td><td>14.9170999527</td><td>0.00701199984178</td><td>14.4414997101</td><td>0.00082499999553</td><td>14.4989004135</td><td>0.00559099996462</td><td>14.2973003387</td><td>0.00254700006917</td><td>14.3661003113</td><td>0.00255699991249</td><td>14.2636003494</td><td>0.0020389999263</td><td>14.3268995285</td><td>0.00170999998227</td><td>14.2371997833</td><td>0.00266700005159</td><td>14.3076000214</td><td>0.00342199997976</td><td>4122.49503239</td><td>11.7060221097</td><td>3918.86243811</td><td>25.3091521454</td><td>False</td><td>6072.95573989</td><td>4.61455410283</td><td>5760.23013128</td><td>29.662312373</td><td>False</td><td>6935.5333515</td><td>16.2698856763</td><td>6509.68352624</td><td>15.3308512086</td><td>False</td><td>7154.17995683</td><td>13.435466498</td><td>6749.01181763</td><td>10.6294789083</td><td>False</td><td>7330.27194304</td><td>18.0060640555</td><td>6870.05148069</td><td>21.6528802529</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>5</td><td>191022651184291037</td><td>265.118397937</td><td>69.1835778862</td><td>14.2899999619</td><td>0.00245700008236</td><td>14.3538999557</td><td>0.00548799987882</td><td>13.9597997665</td><td>0.000900999992155</td><td>14.0179004669</td><td>0.00256099994294</td><td>13.8449001312</td><td>0.00201900000684</td><td>13.9139003754</td><td>0.00277699995786</td><td>13.8359003067</td><td>0.00089999998454</td><td>13.8867998123</td><td>0.00273699988611</td><td>13.8187999725</td><td>0.0032389999833</td><td>13.8866996765</td><td>0.00340100005269</td><td>6982.32428609</td><td>15.8008651372</td><td>6583.24499604</td><td>33.2758984938</td><td>False</td><td>9464.11684249</td><td>7.85381307491</td><td>8970.97844615</td><td>21.1604579345</td><td>False</td><td>10520.586404</td><td>19.5637429502</td><td>9872.78887331</td><td>25.2517454654</td><td>False</td><td>10608.1555022</td><td>8.79342490946</td><td>10122.320289</td><td>25.5170541028</td><td>False</td><td>10776.5565194</td><td>32.1489384192</td><td>10123.2538983</td><td>31.7104531382</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>6</td><td>190822654421335368</td><td>265.441837017</td><td>69.0204656262</td><td>15.1218996048</td><td>0.00309600005858</td><td>15.189499855</td><td>0.00392499985173</td><td>14.717499733</td><td>0.00105399999302</td><td>14.7691001892</td><td>0.00235199998133</td><td>14.5580997467</td><td>0.00131099997088</td><td>14.6118001938</td><td>0.00171600002795</td><td>14.5367002487</td><td>0.00341799994931</td><td>14.5911998749</td><td>0.00274699996226</td><td>14.5080003738</td><td>0.00274199992418</td><td>14.5721998215</td><td>0.00413300003856</td><td>3245.19021703</td><td>9.2537294584</td><td>3049.2993275</td><td>11.0233953293</td><td>False</td><td>4709.7744223</td><td>4.57210709791</td><td>4491.17444682</td><td>9.72910562323</td><td>False</td><td>5454.56474722</td><td>6.58625381879</td><td>5191.34536865</td><td>8.20489245794</td><td>False</td><td>5563.13886166</td><td>17.5132856985</td><td>5290.78422579</td><td>13.3861098164</td><td>False</td><td>5712.15324942</td><td>14.4259017137</td><td>5384.18621035</td><td>20.495624736</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>7</td><td>190952647902459389</td><td>264.790211417</td><td>69.1320948362</td><td>12.3435001373</td><td>0.00108600000385</td><td>12.8218002319</td><td>0.00108600000385</td><td>11.1414003372</td><td>0.00108600000385</td><td>13.3312997818</td><td>0.0824650004506</td><td>11.5027999878</td><td>0.00161899998784</td><td>11.8860998154</td><td>0.00169099995401</td><td>10.4279003143</td><td>0.00108600000385</td><td>nan</td><td>nan</td><td>10.0581998825</td><td>0.0</td><td>10.0796003342</td><td>0.0</td><td>41937.2496622</td><td>41.9474390695</td><td>26994.7871348</td><td>27.0013460027</td><td>False</td><td>126893.642811</td><td>126.924473899</td><td>16884.1844249</td><td>1282.40568023</td><td>False</td><td>90966.1899263</td><td>135.644606617</td><td>63908.7133063</td><td>99.5358087793</td><td>False</td><td>244816.043102</td><td>244.875525553</td><td>nan</td><td>nan</td><td>False</td><td>344128.028951</td><td>0.0</td><td>337411.48894</td><td>0.0</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>8</td><td>190762653395766088</td><td>265.339526907</td><td>68.9711315762</td><td>12.8346004486</td><td>0.00108600000385</td><td>12.8804998398</td><td>0.00108600000385</td><td>12.2329998016</td><td>0.00108600000385</td><td>12.5298995972</td><td>0.00108600000385</td><td>12.926199913</td><td>0.0191849991679</td><td>13.6634998322</td><td>0.0420270003378</td><td>11.8736000061</td><td>0.00909799989313</td><td>11.9169998169</td><td>0.0109440004453</td><td>11.7222003937</td><td>0.00293099996634</td><td>11.7566003799</td><td>0.00384699995629</td><td>26678.4025026</td><td>26.6848844992</td><td>25574.0826321</td><td>25.5802963144</td><td>False</td><td>46430.149211</td><td>46.4414302489</td><td>35321.5831713</td><td>35.3301651837</td><td>False</td><td>24519.9756628</td><td>433.268883019</td><td>12433.6909137</td><td>481.287010547</td><td>False</td><td>64648.7299718</td><td>541.728401242</td><td>62115.5125588</td><td>626.111751754</td><td>False</td><td>74322.4200552</td><td>200.637143466</td><td>72004.5346572</td><td>255.127756139</td><td>False</td><td>False</td><td>3</td></tr>
+<tr><td>9</td><td>190722653912264533</td><td>265.391174837</td><td>68.9364848762</td><td>12.714099884</td><td>0.00119099998847</td><td>12.758099556</td><td>0.00108600000385</td><td>12.3028001785</td><td>0.00108600000385</td><td>12.3551998138</td><td>0.00108600000385</td><td>12.6942996979</td><td>0.21552400291</td><td>12.6447000504</td><td>0.160992994905</td><td>12.1927995682</td><td>0.00108600000385</td><td>12.2520999908</td><td>0.00108600000385</td><td>12.1868000031</td><td>0.000859999970999</td><td>12.2322998047</td><td>0.00065000000177</td><td>29809.8675493</td><td>32.6999797481</td><td>28625.9677464</td><td>28.6329229389</td><td>False</td><td>43539.148234</td><td>43.5497268513</td><td>41487.7683448</td><td>41.4978485426</td><td>False</td><td>30358.4868158</td><td>6026.30968016</td><td>31777.518473</td><td>4711.97133078</td><td>False</td><td>48181.4840553</td><td>48.1931906114</td><td>45620.4960959</td><td>45.6315804141</td><td>False</td><td>48448.4624333</td><td>38.3755060437</td><td>46460.0933557</td><td>27.8143628545</td><td>False</td><td>False</td><td>3</td></tr>
+</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}
+.dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{
+display: inline-block; margin-right: 1em; }
+.paginate_button { margin-right: 5px; }
+</style>
+<script>
+require.config({paths: {
+    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'
+}});
+require(["datatables"], function(){
+    console.log("$('#table140188094236152-206894').dataTable()");
+    $('#table140188094236152-206894').dataTable({
+        "order": [],
+        "iDisplayLength": 50,
+        "aLengthMenu": [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],
+        "pagingType": "full_numbers"
+    });
+});
+</script>
+
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="III---Merging-flags-and-stellarity">III - Merging flags and stellarity<a class="anchor-link" href="#III---Merging-flags-and-stellarity">&#182;</a></h2><p>Each pristine catalogue contains a flag indicating if the source was associated to a another nearby source that was removed during the cleaning process.  We merge these flags in a single one.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag_cleaned_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">master_catalogue</span><span class="o">.</span><span class="n">colnames</span>
+                        <span class="k">if</span> <span class="s1">&#39;flag_cleaned&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">]</span>
+
+<span class="n">flag_column</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">bool</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">flag_cleaned_columns</span><span class="p">:</span>
+    <span class="n">flag_column</span> <span class="o">|=</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="n">column</span><span class="p">]</span>
+    
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">flag_column</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;flag_cleaned&quot;</span><span class="p">))</span>
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">remove_columns</span><span class="p">(</span><span class="n">flag_cleaned_columns</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Each pristine catalogue contains a flag indicating the probability of a source being a Gaia object (0: not a Gaia object, 1: possibly, 2: probably, 3: definitely).  We merge these flags taking the highest value.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag_gaia_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">master_catalogue</span><span class="o">.</span><span class="n">colnames</span>
+                     <span class="k">if</span> <span class="s1">&#39;flag_gaia&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">]</span>
+
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span>
+    <span class="n">data</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">master_catalogue</span><span class="p">[</span><span class="n">column</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">flag_gaia_columns</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">),</span>
+    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;flag_gaia&quot;</span>
+<span class="p">))</span>
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">remove_columns</span><span class="p">(</span><span class="n">flag_gaia_columns</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Each prisitine catalogue may contain one or several stellarity columns indicating the probability (0 to 1) of each source being a star.  We merge these columns taking the highest value.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># No ps1 stellarity</span>
+<span class="c1">#stellarity_columns = [column for column in master_catalogue.colnames</span>
+<span class="c1">#                      if &#39;stellarity&#39; in column]</span>
+<span class="c1">#</span>
+<span class="c1">#master_catalogue.add_column(Column(</span>
+<span class="c1">#    data=np.nanmax([master_catalogue[column] for column in stellarity_columns], axis=0),</span>
+<span class="c1">#    name=&quot;stellarity&quot;</span>
+<span class="c1">#))</span>
+<span class="c1">#master_catalogue.remove_columns(stellarity_columns)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="IV---Adding-E(B-V)-column">IV - Adding E(B-V) column<a class="anchor-link" href="#IV---Adding-E(B-V)-column">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span>
+    <span class="n">ebv</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">])</span>
+<span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="V---Adding-HELP-unique-identifiers-and-field-columns">V - Adding HELP unique identifiers and field columns<a class="anchor-link" href="#V---Adding-HELP-unique-identifiers-and-field-columns">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span><span class="n">gen_help_id</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">]),</span>
+                                   <span class="n">name</span><span class="o">=</span><span class="s2">&quot;help_id&quot;</span><span class="p">))</span>
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="s2">&quot;SPIRE-NEP&quot;</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;&lt;U18&#39;</span><span class="p">),</span>
+                                   <span class="n">name</span><span class="o">=</span><span class="s2">&quot;field&quot;</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Check that the HELP Ids are unique</span>
+<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;help_id&#39;</span><span class="p">])):</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The HELP IDs are not unique!!!&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;OK!&quot;</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>OK!
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="VI---Cross-matching-with-spec-z-catalogue">VI - Cross-matching with spec-z catalogue<a class="anchor-link" href="#VI---Cross-matching-with-spec-z-catalogue">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#specz =  Table.read(&quot;../../dmu23/dmu23_GAMA-12/data/GAMA12-specz-v2-PRIVATE.csv&quot;)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#specz.rename_column(&#39;RA&#39;, &#39;ra&#39;)</span>
+<span class="c1">#specz.rename_column(&#39;DEC&#39;, &#39;dec&#39;)</span>
+<span class="c1">#specz.rename_column(&#39;OBJID&#39;, &#39;specz_id&#39;)</span>
+<span class="c1">#specz.rename_column(&#39;Z_SPEC&#39;, &#39;z_spec&#39;)</span>
+<span class="c1">#specz.rename_column(&#39;Z_SOURCE&#39;, &#39;z_source&#39;)</span>
+<span class="c1">#specz.rename_column(&#39;Z_QUAL&#39;, &#39;z_qual&#39;)</span>
+<span class="c1">#specz.rename_column(&#39;REL&#39;, &#39;rel&#39;)</span>
+<span class="c1">#specz.rename_column(&#39;AGN&#39;, &#39;agn&#39;)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#specz[:10].show_in_notebook()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#nb_merge_dist_plot(</span>
+<span class="c1">#    SkyCoord(master_catalogue[&#39;ra&#39;], master_catalogue[&#39;dec&#39;]),</span>
+<span class="c1">#    SkyCoord(specz[&#39;ra&#39;] * u.deg, specz[&#39;dec&#39;] * u.deg)</span>
+<span class="c1">#)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#master_catalogue = specz_merge(master_catalogue, specz, radius=1. * u.arcsec)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="VII---Choosing-between-multiple-values-for-the-same-filter">VII - Choosing between multiple values for the same filter<a class="anchor-link" href="#VII---Choosing-between-multiple-values-for-the-same-filter">&#182;</a></h2><p>We only have PanSTARRS on SPIRE-NEP</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="VIII.a-Wavelength-domain-coverage">VIII.a Wavelength domain coverage<a class="anchor-link" href="#VIII.a-Wavelength-domain-coverage">&#182;</a></h2><p>We add a binary <code>flag_optnir_obs</code> indicating that a source was observed in a given wavelenght domain:</p>
+<ul>
+<li>1 for observation in optical;</li>
+<li>2 for observation in near-infrared;</li>
+<li>4 for observation in mid-infrared (IRAC).</li>
+</ul>
+<p>It's an integer binary flag, so a source observed both in optical and near-infrared by not in mid-infrared would have this flag at 1 + 2 = 3.</p>
+<p><em>Note 1: The observation flag is based on the creation of multi-order coverage maps from the catalogues, this may not be accurate, especially on the edges of the coverage.</em></p>
+<p><em>Note 2: Being on the observation coverage does not mean having fluxes in that wavelength domain. For sources observed in one domain but having no flux in it, one must take into consideration de different depths in the catalogue we are using.</em></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ps1_moc</span> <span class="o">=</span> <span class="n">MOC</span><span class="p">(</span><span class="n">filename</span><span class="o">=</span><span class="s2">&quot;../../dmu0/dmu0_PanSTARRS1-3SS/data/PanSTARRS1-3SS_SPIRE-NEP_MOC.fits&quot;</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">was_observed_optical</span> <span class="o">=</span> <span class="n">inMoc</span><span class="p">(</span>
+    <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">],</span>
+    <span class="n">ps1_moc</span><span class="p">)</span> 
+
+<span class="n">was_observed_nir</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">bool</span><span class="p">)</span>
+
+<span class="n">was_observed_mir</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">bool</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span>
+    <span class="n">Column</span><span class="p">(</span>
+        <span class="mi">1</span> <span class="o">*</span> <span class="n">was_observed_optical</span> <span class="o">+</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">was_observed_nir</span> <span class="o">+</span> <span class="mi">4</span> <span class="o">*</span> <span class="n">was_observed_mir</span><span class="p">,</span>
+        <span class="n">name</span><span class="o">=</span><span class="s2">&quot;flag_optnir_obs&quot;</span><span class="p">)</span>
+<span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="VIII.b-Wavelength-domain-detection">VIII.b Wavelength domain detection<a class="anchor-link" href="#VIII.b-Wavelength-domain-detection">&#182;</a></h2><p>We add a binary <code>flag_optnir_det</code> indicating that a source was detected in a given wavelenght domain:</p>
+<ul>
+<li>1 for detection in optical;</li>
+<li>2 for detection in near-infrared;</li>
+<li>4 for detection in mid-infrared (IRAC).</li>
+</ul>
+<p>It's an integer binary flag, so a source detected both in optical and near-infrared by not in mid-infrared would have this flag at 1 + 2 = 3.</p>
+<p><em>Note 1: We use the total flux columns to know if the source has flux, in some catalogues, we may have aperture flux and no total flux.</em></p>
+<p>To get rid of artefacts (chip edges, star flares, etc.) we consider that a source is detected in one wavelength domain when it has a flux value in <strong>at least two bands</strong>. That means that good sources will be excluded from this flag when they are on the coverage of only one band.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># SpARCS is a catalogue of sources detected in r (with fluxes measured at </span>
+<span class="c1"># this prior position in the other bands).  Thus, we are only using the r</span>
+<span class="c1"># CFHT band.</span>
+<span class="c1"># Check to use catalogue flags from HSC and PanSTARRS.</span>
+<span class="n">nb_optical_flux</span> <span class="o">=</span> <span class="p">(</span>
+    <span class="mi">1</span> <span class="o">*</span> <span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;f_gpc1_g&#39;</span><span class="p">])</span> <span class="o">+</span>
+    <span class="mi">1</span> <span class="o">*</span> <span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;f_gpc1_r&#39;</span><span class="p">])</span> <span class="o">+</span>
+    <span class="mi">1</span> <span class="o">*</span> <span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;f_gpc1_i&#39;</span><span class="p">])</span> <span class="o">+</span>
+    <span class="mi">1</span> <span class="o">*</span> <span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;f_gpc1_z&#39;</span><span class="p">])</span> <span class="o">+</span>
+    <span class="mi">1</span> <span class="o">*</span> <span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;f_gpc1_y&#39;</span><span class="p">])</span> 
+<span class="p">)</span>
+
+<span class="n">nb_nir_flux</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+
+<span class="n">nb_mir_flux</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">has_optical_flux</span> <span class="o">=</span> <span class="n">nb_optical_flux</span> <span class="o">&gt;=</span> <span class="mi">2</span>
+<span class="n">has_nir_flux</span> <span class="o">=</span> <span class="n">nb_nir_flux</span> <span class="o">&gt;=</span> <span class="mi">2</span>
+<span class="n">has_mir_flux</span> <span class="o">=</span> <span class="n">nb_mir_flux</span> <span class="o">&gt;=</span> <span class="mi">2</span>
+
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span>
+    <span class="n">Column</span><span class="p">(</span>
+        <span class="mi">1</span> <span class="o">*</span> <span class="n">has_optical_flux</span> <span class="o">+</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">has_nir_flux</span> <span class="o">+</span> <span class="mi">4</span> <span class="o">*</span> <span class="n">has_mir_flux</span><span class="p">,</span>
+        <span class="n">name</span><span class="o">=</span><span class="s2">&quot;flag_optnir_det&quot;</span><span class="p">)</span>
+<span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="IX---Cross-identification-table">IX - Cross-identification table<a class="anchor-link" href="#IX---Cross-identification-table">&#182;</a></h2><p>We are producing a table associating to each HELP identifier, the identifiers of the sources in the pristine catalogue. This can be used to easily get additional information from them.</p>
+<p>For convenience, we also cross-match the master list with the SDSS catalogue and add the objID associated with each source, if any. <strong>TODO: should we correct the astrometry with respect to Gaia positions?</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#</span>
+<span class="c1"># Addind SDSS ids</span>
+<span class="c1">#</span>
+<span class="n">sdss</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;../../dmu0/dmu0_SDSS-DR13/data/SDSS-DR13_SPIRE-NEP.fits&quot;</span><span class="p">)[</span><span class="s1">&#39;objID&#39;</span><span class="p">,</span> <span class="s1">&#39;ra&#39;</span><span class="p">,</span> <span class="s1">&#39;dec&#39;</span><span class="p">]</span>
+<span class="n">sdss_coords</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span><span class="n">sdss</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">,</span> <span class="n">sdss</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">)</span>
+<span class="n">idx_ml</span><span class="p">,</span> <span class="n">d2d</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">sdss_coords</span><span class="o">.</span><span class="n">match_to_catalog_sky</span><span class="p">(</span><span class="n">SkyCoord</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">]))</span>
+<span class="n">idx_sdss</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sdss</span><span class="p">))</span>
+
+<span class="c1"># Limit the cross-match to 1 arcsec</span>
+<span class="n">mask</span> <span class="o">=</span> <span class="n">d2d</span> <span class="o">&lt;=</span> <span class="mf">1.</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">arcsec</span>
+<span class="n">idx_ml</span> <span class="o">=</span> <span class="n">idx_ml</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
+<span class="n">idx_sdss</span> <span class="o">=</span> <span class="n">idx_sdss</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
+<span class="n">d2d</span> <span class="o">=</span> <span class="n">d2d</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
+<span class="n">nb_orig_matches</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">idx_ml</span><span class="p">)</span>
+
+<span class="c1"># In case of multiple associations of one master list object to an SDSS object, we keep only the</span>
+<span class="c1"># association to the nearest one.</span>
+<span class="n">sort_idx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">d2d</span><span class="p">)</span>
+<span class="n">idx_ml</span> <span class="o">=</span> <span class="n">idx_ml</span><span class="p">[</span><span class="n">sort_idx</span><span class="p">]</span>
+<span class="n">idx_sdss</span> <span class="o">=</span> <span class="n">idx_sdss</span><span class="p">[</span><span class="n">sort_idx</span><span class="p">]</span>
+<span class="n">_</span><span class="p">,</span> <span class="n">unique_idx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">idx_ml</span><span class="p">,</span> <span class="n">return_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">idx_ml</span> <span class="o">=</span> <span class="n">idx_ml</span><span class="p">[</span><span class="n">unique_idx</span><span class="p">]</span>
+<span class="n">idx_sdss</span> <span class="o">=</span> <span class="n">idx_sdss</span><span class="p">[</span><span class="n">unique_idx</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> master list rows had multiple associations.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">nb_orig_matches</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">idx_ml</span><span class="p">)))</span>
+
+<span class="c1"># Adding the ObjID to the master list</span>
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;&gt;i8&#39;</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;sdss_id&quot;</span><span class="p">))</span>
+<span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;sdss_id&#39;</span><span class="p">][</span><span class="n">idx_ml</span><span class="p">]</span> <span class="o">=</span> <span class="n">sdss</span><span class="p">[</span><span class="s1">&#39;objID&#39;</span><span class="p">][</span><span class="n">idx_sdss</span><span class="p">]</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>4 master list rows had multiple associations.
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">id_names</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">master_catalogue</span><span class="o">.</span><span class="n">colnames</span><span class="p">:</span>
+    <span class="k">if</span> <span class="s1">&#39;_id&#39;</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>
+        <span class="n">id_names</span> <span class="o">+=</span> <span class="p">[</span><span class="n">col</span><span class="p">]</span>
+    <span class="k">if</span> <span class="s1">&#39;_intid&#39;</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>
+        <span class="n">id_names</span> <span class="o">+=</span> <span class="p">[</span><span class="n">col</span><span class="p">]</span>
+        
+<span class="nb">print</span><span class="p">(</span><span class="n">id_names</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[&#39;ps1_id&#39;, &#39;help_id&#39;, &#39;sdss_id&#39;]
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span><span class="p">[</span><span class="n">id_names</span><span class="p">]</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+    <span class="s2">&quot;</span><span class="si">{}</span><span class="s2">/master_list_cross_ident_spire-nep</span><span class="si">{}</span><span class="s2">.fits&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">OUT_DIR</span><span class="p">,</span> <span class="n">SUFFIX</span><span class="p">),</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">id_names</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="s1">&#39;help_id&#39;</span><span class="p">)</span>
+<span class="n">master_catalogue</span><span class="o">.</span><span class="n">remove_columns</span><span class="p">(</span><span class="n">id_names</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="X---Adding-HEALPix-index">X - Adding HEALPix index<a class="anchor-link" href="#X---Adding-HEALPix-index">&#182;</a></h2><p>We are adding a column with a HEALPix index at order 13 associated with each source.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span><span class="o">.</span><span class="n">add_column</span><span class="p">(</span><span class="n">Column</span><span class="p">(</span>
+    <span class="n">data</span><span class="o">=</span><span class="n">coords_to_hpidx</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">],</span> <span class="n">order</span><span class="o">=</span><span class="mi">13</span><span class="p">),</span>
+    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;hp_idx&quot;</span>
+<span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="XI---Saving-the-catalogue">XI - Saving the catalogue<a class="anchor-link" href="#XI---Saving-the-catalogue">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;help_id&quot;</span><span class="p">,</span> <span class="s2">&quot;field&quot;</span><span class="p">,</span> <span class="s2">&quot;ra&quot;</span><span class="p">,</span> <span class="s2">&quot;dec&quot;</span><span class="p">,</span> <span class="s2">&quot;hp_idx&quot;</span><span class="p">]</span>
+
+<span class="n">bands</span> <span class="o">=</span> <span class="p">[</span><span class="n">column</span><span class="p">[</span><span class="mi">5</span><span class="p">:]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">master_catalogue</span><span class="o">.</span><span class="n">colnames</span> <span class="k">if</span> <span class="s1">&#39;f_ap&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">]</span>
+<span class="k">for</span> <span class="n">band</span> <span class="ow">in</span> <span class="n">bands</span><span class="p">:</span>
+    <span class="n">columns</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;f_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span> <span class="s2">&quot;ferr_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span>
+                <span class="s2">&quot;m_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span> <span class="s2">&quot;merr_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span>
+                <span class="s2">&quot;f_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span> <span class="s2">&quot;ferr_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span>
+                <span class="s2">&quot;m_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span> <span class="s2">&quot;merr_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">),</span>
+                <span class="s2">&quot;flag_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">)]</span>    
+    
+<span class="n">columns</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;flag_cleaned&quot;</span><span class="p">,</span> <span class="s2">&quot;flag_gaia&quot;</span><span class="p">,</span> 
+            <span class="s2">&quot;flag_optnir_obs&quot;</span><span class="p">,</span> <span class="s2">&quot;flag_optnir_det&quot;</span><span class="p">,</span> <span class="s2">&quot;ebv&quot;</span><span class="p">]</span> <span class="c1">#&quot;stellarity&quot;, &quot;flag_merged&quot;</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># We check for columns in the master catalogue that we will not save to disk.</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Missing columns: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">master_catalogue</span><span class="o">.</span><span class="n">colnames</span><span class="p">)</span> <span class="o">-</span> <span class="nb">set</span><span class="p">(</span><span class="n">columns</span><span class="p">)))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Missing columns: set()
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue</span><span class="p">[</span><span class="n">columns</span><span class="p">]</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">/master_catalogue_spire-nep</span><span class="si">{}</span><span class="s2">.fits&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">OUT_DIR</span><span class="p">,</span> <span class="n">SUFFIX</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/dmu1/dmu1_ml_SPIRE-NEP/notebook_output/3_Checks_and_diagnostics.html b/dmu1/dmu1_ml_SPIRE-NEP/notebook_output/3_Checks_and_diagnostics.html
new file mode 100644
index 00000000..75bc9164
--- /dev/null
+++ b/dmu1/dmu1_ml_SPIRE-NEP/notebook_output/3_Checks_and_diagnostics.html
@@ -0,0 +1,23614 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<title>3_Checks_and_diagnostics</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
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+  border: 0;
+  padding: 0;
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+  line-height: normal;
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+input[type="radio"] {
+  box-sizing: border-box;
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+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
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+  -webkit-appearance: textfield;
+  box-sizing: content-box;
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+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
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+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
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+  border: 0;
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+  *,
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+    background: transparent !important;
+    color: #000 !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
+  }
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+  a[href^="javascript:"]:after {
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+  blockquote {
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+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
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+  h3 {
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+    widows: 3;
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+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
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+}
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+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
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+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
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+.glyphicon-asterisk:before {
+  content: "\002a";
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+}
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+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
+  content: "\e022";
+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
+.glyphicon-download:before {
+  content: "\e026";
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+.glyphicon-upload:before {
+  content: "\e027";
+}
+.glyphicon-inbox:before {
+  content: "\e028";
+}
+.glyphicon-play-circle:before {
+  content: "\e029";
+}
+.glyphicon-repeat:before {
+  content: "\e030";
+}
+.glyphicon-refresh:before {
+  content: "\e031";
+}
+.glyphicon-list-alt:before {
+  content: "\e032";
+}
+.glyphicon-lock:before {
+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
+  content: "\e037";
+}
+.glyphicon-volume-up:before {
+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
+.glyphicon-tags:before {
+  content: "\e042";
+}
+.glyphicon-book:before {
+  content: "\e043";
+}
+.glyphicon-bookmark:before {
+  content: "\e044";
+}
+.glyphicon-print:before {
+  content: "\e045";
+}
+.glyphicon-camera:before {
+  content: "\e046";
+}
+.glyphicon-font:before {
+  content: "\e047";
+}
+.glyphicon-bold:before {
+  content: "\e048";
+}
+.glyphicon-italic:before {
+  content: "\e049";
+}
+.glyphicon-text-height:before {
+  content: "\e050";
+}
+.glyphicon-text-width:before {
+  content: "\e051";
+}
+.glyphicon-align-left:before {
+  content: "\e052";
+}
+.glyphicon-align-center:before {
+  content: "\e053";
+}
+.glyphicon-align-right:before {
+  content: "\e054";
+}
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+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
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+  content: "\e063";
+}
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+  content: "\e064";
+}
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+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
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+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
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+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
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+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
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+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
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+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
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+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
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+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
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+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
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+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
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+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
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+  content: "\e125";
+}
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+  content: "\e126";
+}
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+  content: "\e127";
+}
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+  content: "\e128";
+}
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+  content: "\e129";
+}
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+  content: "\e130";
+}
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+  content: "\e131";
+}
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+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
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+  content: "\e136";
+}
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+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
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+  content: "\e166";
+}
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+  content: "\e167";
+}
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+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
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+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
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+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
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+h3 .small,
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+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
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+  font-size: 23px;
+}
+h4,
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+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
+  content: "\f10d";
+}
+.fa-quote-right:before {
+  content: "\f10e";
+}
+.fa-spinner:before {
+  content: "\f110";
+}
+.fa-circle:before {
+  content: "\f111";
+}
+.fa-mail-reply:before,
+.fa-reply:before {
+  content: "\f112";
+}
+.fa-github-alt:before {
+  content: "\f113";
+}
+.fa-folder-o:before {
+  content: "\f114";
+}
+.fa-folder-open-o:before {
+  content: "\f115";
+}
+.fa-smile-o:before {
+  content: "\f118";
+}
+.fa-frown-o:before {
+  content: "\f119";
+}
+.fa-meh-o:before {
+  content: "\f11a";
+}
+.fa-gamepad:before {
+  content: "\f11b";
+}
+.fa-keyboard-o:before {
+  content: "\f11c";
+}
+.fa-flag-o:before {
+  content: "\f11d";
+}
+.fa-flag-checkered:before {
+  content: "\f11e";
+}
+.fa-terminal:before {
+  content: "\f120";
+}
+.fa-code:before {
+  content: "\f121";
+}
+.fa-mail-reply-all:before,
+.fa-reply-all:before {
+  content: "\f122";
+}
+.fa-star-half-empty:before,
+.fa-star-half-full:before,
+.fa-star-half-o:before {
+  content: "\f123";
+}
+.fa-location-arrow:before {
+  content: "\f124";
+}
+.fa-crop:before {
+  content: "\f125";
+}
+.fa-code-fork:before {
+  content: "\f126";
+}
+.fa-unlink:before,
+.fa-chain-broken:before {
+  content: "\f127";
+}
+.fa-question:before {
+  content: "\f128";
+}
+.fa-info:before {
+  content: "\f129";
+}
+.fa-exclamation:before {
+  content: "\f12a";
+}
+.fa-superscript:before {
+  content: "\f12b";
+}
+.fa-subscript:before {
+  content: "\f12c";
+}
+.fa-eraser:before {
+  content: "\f12d";
+}
+.fa-puzzle-piece:before {
+  content: "\f12e";
+}
+.fa-microphone:before {
+  content: "\f130";
+}
+.fa-microphone-slash:before {
+  content: "\f131";
+}
+.fa-shield:before {
+  content: "\f132";
+}
+.fa-calendar-o:before {
+  content: "\f133";
+}
+.fa-fire-extinguisher:before {
+  content: "\f134";
+}
+.fa-rocket:before {
+  content: "\f135";
+}
+.fa-maxcdn:before {
+  content: "\f136";
+}
+.fa-chevron-circle-left:before {
+  content: "\f137";
+}
+.fa-chevron-circle-right:before {
+  content: "\f138";
+}
+.fa-chevron-circle-up:before {
+  content: "\f139";
+}
+.fa-chevron-circle-down:before {
+  content: "\f13a";
+}
+.fa-html5:before {
+  content: "\f13b";
+}
+.fa-css3:before {
+  content: "\f13c";
+}
+.fa-anchor:before {
+  content: "\f13d";
+}
+.fa-unlock-alt:before {
+  content: "\f13e";
+}
+.fa-bullseye:before {
+  content: "\f140";
+}
+.fa-ellipsis-h:before {
+  content: "\f141";
+}
+.fa-ellipsis-v:before {
+  content: "\f142";
+}
+.fa-rss-square:before {
+  content: "\f143";
+}
+.fa-play-circle:before {
+  content: "\f144";
+}
+.fa-ticket:before {
+  content: "\f145";
+}
+.fa-minus-square:before {
+  content: "\f146";
+}
+.fa-minus-square-o:before {
+  content: "\f147";
+}
+.fa-level-up:before {
+  content: "\f148";
+}
+.fa-level-down:before {
+  content: "\f149";
+}
+.fa-check-square:before {
+  content: "\f14a";
+}
+.fa-pencil-square:before {
+  content: "\f14b";
+}
+.fa-external-link-square:before {
+  content: "\f14c";
+}
+.fa-share-square:before {
+  content: "\f14d";
+}
+.fa-compass:before {
+  content: "\f14e";
+}
+.fa-toggle-down:before,
+.fa-caret-square-o-down:before {
+  content: "\f150";
+}
+.fa-toggle-up:before,
+.fa-caret-square-o-up:before {
+  content: "\f151";
+}
+.fa-toggle-right:before,
+.fa-caret-square-o-right:before {
+  content: "\f152";
+}
+.fa-euro:before,
+.fa-eur:before {
+  content: "\f153";
+}
+.fa-gbp:before {
+  content: "\f154";
+}
+.fa-dollar:before,
+.fa-usd:before {
+  content: "\f155";
+}
+.fa-rupee:before,
+.fa-inr:before {
+  content: "\f156";
+}
+.fa-cny:before,
+.fa-rmb:before,
+.fa-yen:before,
+.fa-jpy:before {
+  content: "\f157";
+}
+.fa-ruble:before,
+.fa-rouble:before,
+.fa-rub:before {
+  content: "\f158";
+}
+.fa-won:before,
+.fa-krw:before {
+  content: "\f159";
+}
+.fa-bitcoin:before,
+.fa-btc:before {
+  content: "\f15a";
+}
+.fa-file:before {
+  content: "\f15b";
+}
+.fa-file-text:before {
+  content: "\f15c";
+}
+.fa-sort-alpha-asc:before {
+  content: "\f15d";
+}
+.fa-sort-alpha-desc:before {
+  content: "\f15e";
+}
+.fa-sort-amount-asc:before {
+  content: "\f160";
+}
+.fa-sort-amount-desc:before {
+  content: "\f161";
+}
+.fa-sort-numeric-asc:before {
+  content: "\f162";
+}
+.fa-sort-numeric-desc:before {
+  content: "\f163";
+}
+.fa-thumbs-up:before {
+  content: "\f164";
+}
+.fa-thumbs-down:before {
+  content: "\f165";
+}
+.fa-youtube-square:before {
+  content: "\f166";
+}
+.fa-youtube:before {
+  content: "\f167";
+}
+.fa-xing:before {
+  content: "\f168";
+}
+.fa-xing-square:before {
+  content: "\f169";
+}
+.fa-youtube-play:before {
+  content: "\f16a";
+}
+.fa-dropbox:before {
+  content: "\f16b";
+}
+.fa-stack-overflow:before {
+  content: "\f16c";
+}
+.fa-instagram:before {
+  content: "\f16d";
+}
+.fa-flickr:before {
+  content: "\f16e";
+}
+.fa-adn:before {
+  content: "\f170";
+}
+.fa-bitbucket:before {
+  content: "\f171";
+}
+.fa-bitbucket-square:before {
+  content: "\f172";
+}
+.fa-tumblr:before {
+  content: "\f173";
+}
+.fa-tumblr-square:before {
+  content: "\f174";
+}
+.fa-long-arrow-down:before {
+  content: "\f175";
+}
+.fa-long-arrow-up:before {
+  content: "\f176";
+}
+.fa-long-arrow-left:before {
+  content: "\f177";
+}
+.fa-long-arrow-right:before {
+  content: "\f178";
+}
+.fa-apple:before {
+  content: "\f179";
+}
+.fa-windows:before {
+  content: "\f17a";
+}
+.fa-android:before {
+  content: "\f17b";
+}
+.fa-linux:before {
+  content: "\f17c";
+}
+.fa-dribbble:before {
+  content: "\f17d";
+}
+.fa-skype:before {
+  content: "\f17e";
+}
+.fa-foursquare:before {
+  content: "\f180";
+}
+.fa-trello:before {
+  content: "\f181";
+}
+.fa-female:before {
+  content: "\f182";
+}
+.fa-male:before {
+  content: "\f183";
+}
+.fa-gittip:before {
+  content: "\f184";
+}
+.fa-sun-o:before {
+  content: "\f185";
+}
+.fa-moon-o:before {
+  content: "\f186";
+}
+.fa-archive:before {
+  content: "\f187";
+}
+.fa-bug:before {
+  content: "\f188";
+}
+.fa-vk:before {
+  content: "\f189";
+}
+.fa-weibo:before {
+  content: "\f18a";
+}
+.fa-renren:before {
+  content: "\f18b";
+}
+.fa-pagelines:before {
+  content: "\f18c";
+}
+.fa-stack-exchange:before {
+  content: "\f18d";
+}
+.fa-arrow-circle-o-right:before {
+  content: "\f18e";
+}
+.fa-arrow-circle-o-left:before {
+  content: "\f190";
+}
+.fa-toggle-left:before,
+.fa-caret-square-o-left:before {
+  content: "\f191";
+}
+.fa-dot-circle-o:before {
+  content: "\f192";
+}
+.fa-wheelchair:before {
+  content: "\f193";
+}
+.fa-vimeo-square:before {
+  content: "\f194";
+}
+.fa-turkish-lira:before,
+.fa-try:before {
+  content: "\f195";
+}
+.fa-plus-square-o:before {
+  content: "\f196";
+}
+.fa-space-shuttle:before {
+  content: "\f197";
+}
+.fa-slack:before {
+  content: "\f198";
+}
+.fa-envelope-square:before {
+  content: "\f199";
+}
+.fa-wordpress:before {
+  content: "\f19a";
+}
+.fa-openid:before {
+  content: "\f19b";
+}
+.fa-institution:before,
+.fa-bank:before,
+.fa-university:before {
+  content: "\f19c";
+}
+.fa-mortar-board:before,
+.fa-graduation-cap:before {
+  content: "\f19d";
+}
+.fa-yahoo:before {
+  content: "\f19e";
+}
+.fa-google:before {
+  content: "\f1a0";
+}
+.fa-reddit:before {
+  content: "\f1a1";
+}
+.fa-reddit-square:before {
+  content: "\f1a2";
+}
+.fa-stumbleupon-circle:before {
+  content: "\f1a3";
+}
+.fa-stumbleupon:before {
+  content: "\f1a4";
+}
+.fa-delicious:before {
+  content: "\f1a5";
+}
+.fa-digg:before {
+  content: "\f1a6";
+}
+.fa-pied-piper:before {
+  content: "\f1a7";
+}
+.fa-pied-piper-alt:before {
+  content: "\f1a8";
+}
+.fa-drupal:before {
+  content: "\f1a9";
+}
+.fa-joomla:before {
+  content: "\f1aa";
+}
+.fa-language:before {
+  content: "\f1ab";
+}
+.fa-fax:before {
+  content: "\f1ac";
+}
+.fa-building:before {
+  content: "\f1ad";
+}
+.fa-child:before {
+  content: "\f1ae";
+}
+.fa-paw:before {
+  content: "\f1b0";
+}
+.fa-spoon:before {
+  content: "\f1b1";
+}
+.fa-cube:before {
+  content: "\f1b2";
+}
+.fa-cubes:before {
+  content: "\f1b3";
+}
+.fa-behance:before {
+  content: "\f1b4";
+}
+.fa-behance-square:before {
+  content: "\f1b5";
+}
+.fa-steam:before {
+  content: "\f1b6";
+}
+.fa-steam-square:before {
+  content: "\f1b7";
+}
+.fa-recycle:before {
+  content: "\f1b8";
+}
+.fa-automobile:before,
+.fa-car:before {
+  content: "\f1b9";
+}
+.fa-cab:before,
+.fa-taxi:before {
+  content: "\f1ba";
+}
+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+@media (max-width: 991px) {
+  #ipython_notebook {
+    margin-left: 10px;
+  }
+}
+[dir="rtl"] #ipython_notebook {
+  float: right !important;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#login_widget {
+  float: right;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  text-align: center;
+  vertical-align: middle;
+  display: inline;
+  opacity: 0;
+  z-index: 2;
+  width: 12ex;
+  margin-right: -12ex;
+}
+.alternate_upload .btn-upload {
+  height: 22px;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+[dir="rtl"] #tabs li {
+  float: right;
+}
+ul#tabs {
+  margin-bottom: 4px;
+}
+[dir="rtl"] ul#tabs {
+  margin-right: 0px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons {
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-right {
+  padding-top: 1px;
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-left {
+  float: right !important;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: baseline;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+[dir="rtl"] #tree-selector a {
+  float: right;
+}
+#button-select-all {
+  min-width: 50px;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+[dir="rtl"] #new-menu {
+  text-align: right;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+[dir="rtl"] #running .col-sm-8 {
+  float: right !important;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI colors. */
+.ansibold {
+  font-weight: bold;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  border-left-width: 1px;
+  padding-left: 5px;
+  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #90CAF9;
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected {
+  border-color: #ababab;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  div.cell.selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected.jupyter-soft-selected {
+  border-left-width: 0;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  padding: 0.4em;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
+  /* .CodeMirror-lines */
+  padding: 0;
+  border: 0;
+  border-radius: 0;
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul {
+  list-style: disc;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin: 0em 2em;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+  margin: 0em 2em;
+}
+.rendered_html ol {
+  list-style: decimal;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+  margin: 0em 2em;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  background-color: #fff;
+  color: #000;
+  font-size: 100%;
+  padding: 0px;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: 1px solid black;
+  border-collapse: collapse;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  border: 1px solid black;
+  border-collapse: collapse;
+  margin: 1em 2em;
+}
+.rendered_html td,
+.rendered_html th {
+  text-align: left;
+  vertical-align: middle;
+  padding: 4px;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget {
+  float: right !important;
+  float: right;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  margin-top: 6px;
+}
+span.save_widget span.filename {
+  height: 1em;
+  line-height: 1em;
+  padding: 3px;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  display: none;
+}
+.command-shortcut:before {
+  content: "(command)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    .highlight .hll { background-color: #ffffcc }
+.highlight  { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+<style type="text/css">
+    
+/* Temporary definitions which will become obsolete with Notebook release 5.0 */
+.ansi-black-fg { color: #3E424D; }
+.ansi-black-bg { background-color: #3E424D; }
+.ansi-black-intense-fg { color: #282C36; }
+.ansi-black-intense-bg { background-color: #282C36; }
+.ansi-red-fg { color: #E75C58; }
+.ansi-red-bg { background-color: #E75C58; }
+.ansi-red-intense-fg { color: #B22B31; }
+.ansi-red-intense-bg { background-color: #B22B31; }
+.ansi-green-fg { color: #00A250; }
+.ansi-green-bg { background-color: #00A250; }
+.ansi-green-intense-fg { color: #007427; }
+.ansi-green-intense-bg { background-color: #007427; }
+.ansi-yellow-fg { color: #DDB62B; }
+.ansi-yellow-bg { background-color: #DDB62B; }
+.ansi-yellow-intense-fg { color: #B27D12; }
+.ansi-yellow-intense-bg { background-color: #B27D12; }
+.ansi-blue-fg { color: #208FFB; }
+.ansi-blue-bg { background-color: #208FFB; }
+.ansi-blue-intense-fg { color: #0065CA; }
+.ansi-blue-intense-bg { background-color: #0065CA; }
+.ansi-magenta-fg { color: #D160C4; }
+.ansi-magenta-bg { background-color: #D160C4; }
+.ansi-magenta-intense-fg { color: #A03196; }
+.ansi-magenta-intense-bg { background-color: #A03196; }
+.ansi-cyan-fg { color: #60C6C8; }
+.ansi-cyan-bg { background-color: #60C6C8; }
+.ansi-cyan-intense-fg { color: #258F8F; }
+.ansi-cyan-intense-bg { background-color: #258F8F; }
+.ansi-white-fg { color: #C5C1B4; }
+.ansi-white-bg { background-color: #C5C1B4; }
+.ansi-white-intense-fg { color: #A1A6B2; }
+.ansi-white-intense-bg { background-color: #A1A6B2; }
+
+.ansi-bold { font-weight: bold; }
+
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}
+
+@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="SPIRE-NEP-master-catalogue">SPIRE-NEP master catalogue<a class="anchor-link" href="#SPIRE-NEP-master-catalogue">&#182;</a></h1><h2 id="Checks-and-diagnostics">Checks and diagnostics<a class="anchor-link" href="#Checks-and-diagnostics">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">herschelhelp_internal</span> <span class="k">import</span> <span class="n">git_version</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;This notebook was run with herschelhelp_internal version: </span><span class="se">\n</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">git_version</span><span class="p">()))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>This notebook was run with herschelhelp_internal version: 
+04829ed (Thu Nov 2 16:57:19 2017 +0000)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="c1">#%config InlineBackend.figure_format = &#39;svg&#39;</span>
+
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">rc</span><span class="p">(</span><span class="s1">&#39;figure&#39;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;ggplot&#39;</span><span class="p">)</span>
+
+<span class="kn">import</span> <span class="nn">locale</span>
+<span class="n">locale</span><span class="o">.</span><span class="n">setlocale</span><span class="p">(</span><span class="n">locale</span><span class="o">.</span><span class="n">LC_ALL</span><span class="p">,</span> <span class="s1">&#39;en_GB&#39;</span><span class="p">)</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">time</span>
+<span class="kn">import</span> <span class="nn">itertools</span>
+
+<span class="kn">from</span> <span class="nn">astropy.coordinates</span> <span class="k">import</span> <span class="n">SkyCoord</span>
+<span class="kn">from</span> <span class="nn">astropy.table</span> <span class="k">import</span> <span class="n">Table</span>
+<span class="kn">from</span> <span class="nn">astropy</span> <span class="k">import</span> <span class="n">units</span> <span class="k">as</span> <span class="n">u</span>
+<span class="kn">from</span> <span class="nn">astropy</span> <span class="k">import</span> <span class="n">visualization</span> <span class="k">as</span> <span class="n">vis</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">matplotlib_venn</span> <span class="k">import</span> <span class="n">venn3</span><span class="p">,</span> <span class="n">venn2</span>
+
+<span class="kn">from</span> <span class="nn">herschelhelp_internal.masterlist</span> <span class="k">import</span> <span class="n">nb_compare_mags</span><span class="p">,</span> <span class="n">nb_ccplots</span><span class="p">,</span> <span class="n">nb_histograms</span><span class="p">,</span> <span class="n">find_last_ml_suffix</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">OUT_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;OUT_DIR&#39;</span><span class="p">,</span> <span class="s2">&quot;./data&quot;</span><span class="p">)</span>
+<span class="n">SUFFIX</span> <span class="o">=</span> <span class="n">find_last_ml_suffix</span><span class="p">()</span>
+<span class="c1">#SUFFIX = &quot;20171016&quot;</span>
+
+<span class="n">master_catalogue_filename</span> <span class="o">=</span> <span class="s2">&quot;master_catalogue_spire-nep_</span><span class="si">{}</span><span class="s2">.fits&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">SUFFIX</span><span class="p">)</span>
+<span class="n">master_catalogue</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">/</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">OUT_DIR</span><span class="p">,</span> <span class="n">master_catalogue_filename</span><span class="p">))</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Diagnostics done using: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">master_catalogue_filename</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Diagnostics done using: master_catalogue_spire-nep_20171122.fits
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="I---Summary-of-wavelength-domains">I - Summary of wavelength domains<a class="anchor-link" href="#I---Summary-of-wavelength-domains">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag_obs</span> <span class="o">=</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;flag_optnir_obs&#39;</span><span class="p">]</span>
+<span class="n">flag_det</span> <span class="o">=</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;flag_optnir_det&#39;</span><span class="p">]</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="II---Comparing-magnitudes-in-similar-filters">II - Comparing magnitudes in similar filters<a class="anchor-link" href="#II---Comparing-magnitudes-in-similar-filters">&#182;</a></h2><p>The master list if composed of several catalogues containing magnitudes in similar filters on different instruments. We are comparing the magnitudes in these corresponding filters.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">u_bands</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">g_bands</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;GPC1 g&quot;</span><span class="p">]</span>
+<span class="n">r_bands</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;GPC1 r&quot;</span><span class="p">]</span>
+<span class="n">i_bands</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;GPC1 i&quot;</span><span class="p">]</span>
+<span class="n">z_bands</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;GPC1 z&quot;</span><span class="p">]</span>
+<span class="n">y_bands</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;GPC1 y&quot;</span><span class="p">]</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="II.a---Comparing-depths">II.a - Comparing depths<a class="anchor-link" href="#II.a---Comparing-depths">&#182;</a></h3><p>We compare the histograms of the total aperture magnitudes of similar bands.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">bands</span> <span class="ow">in</span> <span class="p">[</span><span class="n">u_bands</span><span class="p">,</span> <span class="n">g_bands</span><span class="p">,</span> <span class="n">r_bands</span><span class="p">,</span> <span class="n">i_bands</span><span class="p">,</span> <span class="n">z_bands</span><span class="p">,</span> <span class="n">y_bands</span><span class="p">]:</span>
+    <span class="n">colnames</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;m_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">())</span> <span class="k">for</span> <span class="n">band</span> <span class="ow">in</span> <span class="n">bands</span><span class="p">]</span>
+    <span class="n">nb_histograms</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">,</span> <span class="n">colnames</span><span class="p">,</span> <span class="n">bands</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label=&#39;...&#39; kwarg on individual plots.
+  warnings.warn(&#34;No labelled objects found. &#34;
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+
+
+<div class="output_png output_subarea ">
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="II.b---Comparing-magnitudes">II.b - Comparing magnitudes<a class="anchor-link" href="#II.b---Comparing-magnitudes">&#182;</a></h3><p>We compare one to one each magnitude in similar bands.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">band_of_a_kind</span> <span class="ow">in</span> <span class="p">[</span><span class="n">u_bands</span><span class="p">,</span> <span class="n">g_bands</span><span class="p">,</span> <span class="n">r_bands</span><span class="p">,</span> <span class="n">i_bands</span><span class="p">,</span> <span class="n">z_bands</span><span class="p">,</span> <span class="n">y_bands</span><span class="p">]:</span>
+    <span class="k">for</span> <span class="n">band1</span><span class="p">,</span> <span class="n">band2</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">combinations</span><span class="p">(</span><span class="n">band_of_a_kind</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+        
+        <span class="n">basecol1</span><span class="p">,</span> <span class="n">basecol2</span> <span class="o">=</span> <span class="n">band1</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">(),</span> <span class="n">band2</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
+        
+        <span class="n">col1</span><span class="p">,</span> <span class="n">col2</span> <span class="o">=</span> <span class="s2">&quot;m_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">basecol1</span><span class="p">),</span> <span class="s2">&quot;m_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">basecol2</span><span class="p">)</span>
+        <span class="n">nb_compare_mags</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="n">col1</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="n">col2</span><span class="p">],</span> 
+                        <span class="n">labels</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> (aperture)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band1</span><span class="p">),</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> (aperture)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band2</span><span class="p">)))</span>
+        
+        <span class="n">col1</span><span class="p">,</span> <span class="n">col2</span> <span class="o">=</span> <span class="s2">&quot;m_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">basecol1</span><span class="p">),</span> <span class="s2">&quot;m_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">basecol2</span><span class="p">)</span>
+        <span class="n">nb_compare_mags</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="n">col1</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="n">col2</span><span class="p">],</span> 
+                        <span class="n">labels</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> (total)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band1</span><span class="p">),</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> (total)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band2</span><span class="p">)))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="III---Comparing-magnitudes-to-reference-bands">III - Comparing magnitudes to reference bands<a class="anchor-link" href="#III---Comparing-magnitudes-to-reference-bands">&#182;</a></h2><p>Cross-match the master list to SDSS to compare magnitudes.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">master_catalogue_coords</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">],</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="III.a---Comparing-u,-g,-r,-i,-and-z-bands-to-SDSS">III.a - Comparing u, g, r, i, and z bands to SDSS<a class="anchor-link" href="#III.a---Comparing-u,-g,-r,-i,-and-z-bands-to-SDSS">&#182;</a></h3><p>The catalogue is cross-matched to SDSS-DR13 withing 0.2 arcsecond.</p>
+<p>We compare the u, g, r, i, and z magnitudes to those from SDSS using <code>fiberMag</code> for the aperture magnitude and <code>petroMag</code>  for the total magnitude.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sdss</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;../../dmu0/dmu0_SDSS-DR13/data/SDSS-DR13_SPIRE-NEP.fits&quot;</span><span class="p">)</span>
+<span class="n">sdss_coords</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span><span class="n">sdss</span><span class="p">[</span><span class="s1">&#39;ra&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">,</span> <span class="n">sdss</span><span class="p">[</span><span class="s1">&#39;dec&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">)</span>
+
+<span class="n">idx</span><span class="p">,</span> <span class="n">d2d</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">sdss_coords</span><span class="o">.</span><span class="n">match_to_catalog_sky</span><span class="p">(</span><span class="n">master_catalogue_coords</span><span class="p">)</span>
+<span class="n">mask</span> <span class="o">=</span> <span class="p">(</span><span class="n">d2d</span> <span class="o">&lt;</span> <span class="mf">0.2</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">arcsec</span><span class="p">)</span>
+
+<span class="n">sdss</span> <span class="o">=</span> <span class="n">sdss</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
+<span class="n">ml_sdss_idx</span> <span class="o">=</span> <span class="n">idx</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">band_of_a_kind</span> <span class="ow">in</span> <span class="p">[</span><span class="n">u_bands</span><span class="p">,</span> <span class="n">g_bands</span><span class="p">,</span> <span class="n">r_bands</span><span class="p">,</span> <span class="n">i_bands</span><span class="p">,</span> <span class="n">z_bands</span><span class="p">]:</span>
+    <span class="k">for</span> <span class="n">band</span> <span class="ow">in</span> <span class="n">band_of_a_kind</span><span class="p">:</span>
+        
+        <span class="n">sdss_mag_ap</span> <span class="o">=</span> <span class="n">sdss</span><span class="p">[</span><span class="s2">&quot;fiberMag_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])]</span>
+        <span class="n">master_cat_mag_ap</span> <span class="o">=</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s2">&quot;m_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">())][</span><span class="n">ml_sdss_idx</span><span class="p">]</span>
+    
+        <span class="n">nb_compare_mags</span><span class="p">(</span><span class="n">sdss_mag_ap</span><span class="p">,</span> <span class="n">master_cat_mag_ap</span><span class="p">,</span>
+                        <span class="n">labels</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;SDSS </span><span class="si">{}</span><span class="s2"> (fiberMag)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]),</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> (aperture)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">)))</span>
+    
+        <span class="n">sdss_mag_tot</span> <span class="o">=</span> <span class="n">sdss</span><span class="p">[</span><span class="s2">&quot;petroMag_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])]</span>
+        <span class="n">master_cat_mag_tot</span> <span class="o">=</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s2">&quot;m_ap_</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">())][</span><span class="n">ml_sdss_idx</span><span class="p">]</span>
+        
+        <span class="n">nb_compare_mags</span><span class="p">(</span><span class="n">sdss_mag_ap</span><span class="p">,</span> <span class="n">master_cat_mag_ap</span><span class="p">,</span>
+                        <span class="n">labels</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;SDSS </span><span class="si">{}</span><span class="s2"> (petroMag)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]),</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> (total)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">band</span><span class="p">)))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 g (aperture) - SDSS g (fiberMag):
+- Median: -0.51
+- Median Absolute Deviation: 0.23
+- 1% percentile: -2.928476228713989
+- 99% percentile: 1.917575302124025
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
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+"
+>
+</div>
+
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 g (total) - SDSS g (petroMag):
+- Median: -0.51
+- Median Absolute Deviation: 0.23
+- 1% percentile: -2.928476228713989
+- 99% percentile: 1.917575302124025
+</pre>
+</div>
+</div>
+
+<div class="output_area">
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+
+
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+>
+</div>
+
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 r (aperture) - SDSS r (fiberMag):
+- Median: -0.38
+- Median Absolute Deviation: 0.12
+- 1% percentile: -1.6758414459228517
+- 99% percentile: 0.773529739379882
+</pre>
+</div>
+</div>
+
+<div class="output_area">
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+
+
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+>
+</div>
+
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 r (total) - SDSS r (petroMag):
+- Median: -0.38
+- Median Absolute Deviation: 0.12
+- 1% percentile: -1.6758414459228517
+- 99% percentile: 0.773529739379882
+</pre>
+</div>
+</div>
+
+<div class="output_area">
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+
+
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+"
+>
+</div>
+
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 i (aperture) - SDSS i (fiberMag):
+- Median: -0.33
+- Median Absolute Deviation: 0.09
+- 1% percentile: -2.1108423233032223
+- 99% percentile: 0.45564216613769587
+</pre>
+</div>
+</div>
+
+<div class="output_area">
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+
+
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+>
+</div>
+
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 i (total) - SDSS i (petroMag):
+- Median: -0.33
+- Median Absolute Deviation: 0.09
+- 1% percentile: -2.1108423233032223
+- 99% percentile: 0.45564216613769587
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+
+
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+>
+</div>
+
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 z (aperture) - SDSS z (fiberMag):
+- Median: -0.28
+- Median Absolute Deviation: 0.14
+- 1% percentile: -1.4216452217102051
+- 99% percentile: 1.2256657981872567
+</pre>
+</div>
+</div>
+
+<div class="output_area">
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+
+
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+>
+</div>
+
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>GPC1 z (total) - SDSS z (petroMag):
+- Median: -0.28
+- Median Absolute Deviation: 0.14
+- 1% percentile: -1.4216452217102051
+- 99% percentile: 1.2256657981872567
+</pre>
+</div>
+</div>
+
+<div class="output_area">
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+
+
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="IV---Comparing-aperture-magnitudes-to-total-ones.">IV - Comparing aperture magnitudes to total ones.<a class="anchor-link" href="#IV---Comparing-aperture-magnitudes-to-total-ones.">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nb_ccplots</span><span class="p">(</span>
+    <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;m_gpc1_r&#39;</span><span class="p">],</span>
+    <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;m_ap_gpc1_r&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;m_gpc1_r&#39;</span><span class="p">],</span>
+    <span class="s2">&quot;r total magnitude (GPC1)&quot;</span><span class="p">,</span> <span class="s2">&quot;r aperture mag - total mag (GPC1)&quot;</span><span class="p">,</span>
+    <span class="n">np</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="mf">1.</span><span class="p">),</span>
+    <span class="n">invert_x</span><span class="o">=</span><span class="kc">True</span>
+<span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Number of source used: 2555 / 2674 (95.55%)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="V---Color-color-and-magnitude-color-plots">V - Color-color and magnitude-color plots<a class="anchor-link" href="#V---Color-color-and-magnitude-color-plots">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nb_ccplots</span><span class="p">(</span>
+    <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;m_gpc1_g&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;m_gpc1_z&#39;</span><span class="p">],</span>
+    <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;m_gpc1_r&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">master_catalogue</span><span class="p">[</span><span class="s1">&#39;m_gpc1_y&#39;</span><span class="p">],</span>
+    <span class="s2">&quot;i - z (GPC1)&quot;</span><span class="p">,</span> <span class="s2">&quot;z - J (GPC1)&quot;</span><span class="p">,</span>
+    <span class="n">np</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">master_catalogue</span><span class="p">),</span> <span class="mf">1.</span><span class="p">)</span>
+<span class="p">)</span> <span class="c1">#No stellarity in panstarrs so use all sources</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Number of source used: 2284 / 2674 (85.42%)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+<div class="prompt"></div>
+
+
+
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+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>