diff --git a/Big race changes.ipynb b/Big race changes.ipynb
index 2f8e999..0fc00dd 100644
--- a/Big race changes.ipynb	
+++ b/Big race changes.ipynb	
@@ -206,7 +206,7 @@
     {
      "data": {
       "text/html": [
-       "<div>\n",
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -338,7 +338,7 @@
     {
      "data": {
       "text/html": [
-       "<div>\n",
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -494,14 +494,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/germuska/.virtualenvs/data/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
+      "/Users/germuska/.virtualenvs/notebooks/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
       "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x1062b6390>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x107389510>"
       ]
      },
      "execution_count": 6,
@@ -510,9 +510,9 @@
     },
     {
      "data": {
-      "image/png": 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TIZ44DlE8mff39wddk09ro6CSgYGBMb+eCtOzZs1q6TUWbZ/k26kLokvarKQDqNkxxxzD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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1062a6a90>"
+       "<matplotlib.figure.Figure at 0x10730ebd0>"
       ]
      },
      "metadata": {},
@@ -558,7 +558,7 @@
        "\n",
        "    <div class=\"bk-banner\">\n",
        "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"4a548a11-a3c8-401f-8641-a306f8f266bd\">Loading BokehJS ...</span>\n",
+       "        <span id=\"23540a11-a5db-4962-9068-0f436b2be173\">Loading BokehJS ...</span>\n",
        "    </div>"
       ]
      },
@@ -624,7 +624,7 @@
        "    },\n",
        "    \n",
        "    function(Bokeh) {\n",
-       "      Bokeh.$(\"#4a548a11-a3c8-401f-8641-a306f8f266bd\").text(\"BokehJS successfully loaded\");\n",
+       "      Bokeh.$(\"#23540a11-a5db-4962-9068-0f436b2be173\").text(\"BokehJS successfully loaded\");\n",
        "    },\n",
        "    function(Bokeh) {\n",
        "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.css\");\n",
@@ -660,7 +660,7 @@
       "text/html": [
        "\n",
        "\n",
-       "    <div class=\"plotdiv\" id=\"eba8e687-3299-4c13-bf10-e144aa7d4538\"></div>\n",
+       "    <div class=\"plotdiv\" id=\"7aa81760-e58c-4b74-9d98-3af272135964\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  \n",
        "  (function(global) {\n",
@@ -708,9 +708,9 @@
        "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "      }\n",
-       "    };var element = document.getElementById(\"eba8e687-3299-4c13-bf10-e144aa7d4538\");\n",
+       "    };var element = document.getElementById(\"7aa81760-e58c-4b74-9d98-3af272135964\");\n",
        "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'eba8e687-3299-4c13-bf10-e144aa7d4538' but no matching script tag was found. \")\n",
+       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '7aa81760-e58c-4b74-9d98-3af272135964' but no matching script tag was found. \")\n",
        "      return false;\n",
        "    }\n",
        "  \n",
@@ -719,8 +719,8 @@
        "    var inline_js = [\n",
        "      function(Bokeh) {\n",
        "        Bokeh.$(function() {\n",
-       "            var docs_json = 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-       "      <td>98760.0</td>\n",
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        "      <td>0.262142</td>\n",
-       "      <td>115416.0</td>\n",
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        "      <td>0.209823</td>\n",
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-       "79500US4803400   95160.0  179294.0  \n",
-       "79500US4803501  115420.0  166390.0  "
+       "79500US0400103    239088    112433  \n",
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      },
      "execution_count": 10,
@@ -1365,7 +1365,7 @@
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        "      <th>79500US0606701</th>\n",
@@ -1556,8 +1556,8 @@
        "      <td>0.410061</td>\n",
        "      <td>0.751601</td>\n",
        "      <td>0.341539</td>\n",
-       "      <td>205935.0</td>\n",
-       "      <td>110101.0</td>\n",
+       "      <td>205935</td>\n",
+       "      <td>110101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US0608101</th>\n",
@@ -1565,8 +1565,8 @@
        "      <td>0.599488</td>\n",
        "      <td>0.233763</td>\n",
        "      <td>-0.365726</td>\n",
-       "      <td>240360.0</td>\n",
-       "      <td>149579.0</td>\n",
+       "      <td>240360</td>\n",
+       "      <td>149579</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US0608103</th>\n",
@@ -1574,8 +1574,8 @@
        "      <td>0.753804</td>\n",
        "      <td>0.495312</td>\n",
        "      <td>-0.258492</td>\n",
-       "      <td>148930.0</td>\n",
-       "      <td>104728.0</td>\n",
+       "      <td>148930</td>\n",
+       "      <td>104728</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US0608104</th>\n",
@@ -1583,8 +1583,8 @@
        "      <td>0.215766</td>\n",
        "      <td>0.516951</td>\n",
        "      <td>0.301185</td>\n",
-       "      <td>232493.0</td>\n",
-       "      <td>126807.0</td>\n",
+       "      <td>232493</td>\n",
+       "      <td>126807</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US0608105</th>\n",
@@ -1592,8 +1592,8 @@
        "      <td>0.116667</td>\n",
        "      <td>0.528668</td>\n",
        "      <td>0.412000</td>\n",
-       "      <td>204539.0</td>\n",
-       "      <td>136269.0</td>\n",
+       "      <td>204539</td>\n",
+       "      <td>136269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US2503303</th>\n",
@@ -1601,8 +1601,8 @@
        "      <td>0.089206</td>\n",
        "      <td>0.481267</td>\n",
        "      <td>0.392061</td>\n",
-       "      <td>115710.0</td>\n",
-       "      <td>112634.0</td>\n",
+       "      <td>115710</td>\n",
+       "      <td>112634</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US2503304</th>\n",
@@ -1610,8 +1610,8 @@
        "      <td>0.539569</td>\n",
        "      <td>0.115997</td>\n",
        "      <td>-0.423573</td>\n",
-       "      <td>117844.0</td>\n",
-       "      <td>137728.0</td>\n",
+       "      <td>117844</td>\n",
+       "      <td>137728</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US3402301</th>\n",
@@ -1619,8 +1619,8 @@
        "      <td>0.511410</td>\n",
        "      <td>0.258935</td>\n",
        "      <td>-0.252474</td>\n",
-       "      <td>200753.0</td>\n",
-       "      <td>120590.0</td>\n",
+       "      <td>200753</td>\n",
+       "      <td>120590</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US3500200</th>\n",
@@ -1628,8 +1628,8 @@
        "      <td>0.213663</td>\n",
        "      <td>0.500233</td>\n",
        "      <td>0.286569</td>\n",
-       "      <td>109167.0</td>\n",
-       "      <td>98760.0</td>\n",
+       "      <td>109167</td>\n",
+       "      <td>98760</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US3500300</th>\n",
@@ -1637,8 +1637,8 @@
        "      <td>0.566291</td>\n",
        "      <td>0.284282</td>\n",
        "      <td>-0.282009</td>\n",
-       "      <td>115416.0</td>\n",
-       "      <td>123068.0</td>\n",
+       "      <td>115416</td>\n",
+       "      <td>123068</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US3603102</th>\n",
@@ -1646,8 +1646,8 @@
        "      <td>0.841614</td>\n",
        "      <td>0.553282</td>\n",
        "      <td>-0.288331</td>\n",
-       "      <td>156857.0</td>\n",
-       "      <td>149618.0</td>\n",
+       "      <td>156857</td>\n",
+       "      <td>149618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US3700400</th>\n",
@@ -1655,8 +1655,8 @@
        "      <td>0.818956</td>\n",
        "      <td>0.609494</td>\n",
        "      <td>-0.209462</td>\n",
-       "      <td>223526.0</td>\n",
-       "      <td>120185.0</td>\n",
+       "      <td>223526</td>\n",
+       "      <td>120185</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US4802308</th>\n",
@@ -1664,8 +1664,8 @@
        "      <td>0.157603</td>\n",
        "      <td>0.412300</td>\n",
        "      <td>0.254696</td>\n",
-       "      <td>179311.0</td>\n",
-       "      <td>105889.0</td>\n",
+       "      <td>179311</td>\n",
+       "      <td>105889</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US4802313</th>\n",
@@ -1673,8 +1673,8 @@
        "      <td>0.342277</td>\n",
        "      <td>0.564901</td>\n",
        "      <td>0.222624</td>\n",
-       "      <td>130403.0</td>\n",
-       "      <td>116870.0</td>\n",
+       "      <td>130403</td>\n",
+       "      <td>116870</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US4802502</th>\n",
@@ -1682,8 +1682,8 @@
        "      <td>0.226250</td>\n",
        "      <td>0.457684</td>\n",
        "      <td>0.231434</td>\n",
-       "      <td>116455.0</td>\n",
-       "      <td>127022.0</td>\n",
+       "      <td>116455</td>\n",
+       "      <td>127022</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US4802504</th>\n",
@@ -1691,8 +1691,8 @@
        "      <td>0.525767</td>\n",
        "      <td>0.309175</td>\n",
        "      <td>-0.216592</td>\n",
-       "      <td>226857.0</td>\n",
-       "      <td>104588.0</td>\n",
+       "      <td>226857</td>\n",
+       "      <td>104588</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US4802507</th>\n",
@@ -1700,8 +1700,8 @@
        "      <td>0.735555</td>\n",
        "      <td>0.504637</td>\n",
        "      <td>-0.230918</td>\n",
-       "      <td>156369.0</td>\n",
-       "      <td>125627.0</td>\n",
+       "      <td>156369</td>\n",
+       "      <td>125627</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US4803400</th>\n",
@@ -1709,8 +1709,8 @@
        "      <td>0.386969</td>\n",
        "      <td>0.699929</td>\n",
        "      <td>0.312959</td>\n",
-       "      <td>95160.0</td>\n",
-       "      <td>179294.0</td>\n",
+       "      <td>95160</td>\n",
+       "      <td>179294</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>79500US4805303</th>\n",
@@ -1718,8 +1718,8 @@
        "      <td>0.515004</td>\n",
        "      <td>0.265493</td>\n",
        "      <td>-0.249511</td>\n",
-       "      <td>198111.0</td>\n",
-       "      <td>144000.0</td>\n",
+       "      <td>198111</td>\n",
+       "      <td>144000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>97000US4830390</th>\n",
@@ -1727,8 +1727,8 @@
        "      <td>0.511651</td>\n",
        "      <td>0.298632</td>\n",
        "      <td>-0.213019</td>\n",
-       "      <td>155778.0</td>\n",
-       "      <td>172483.0</td>\n",
+       "      <td>155778</td>\n",
+       "      <td>172483</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1776,46 +1776,46 @@
        "79500US4805303                                    PUMA5 05303, Texas   \n",
        "97000US4830390          MESQUITE INDEPENDENT SCHOOL DISTRICT , Texas   \n",
        "\n",
-       "                   white_07  white_14  white_chg   total_07   total_14  \n",
-       "geoid                                                                   \n",
-       "16000US4847892     0.528739  0.307210  -0.221530   126081.0   144289.0  \n",
-       "31400US3798037964  0.662279  0.443912  -0.218367  3887694.0  2123257.0  \n",
-       "79500US0400103     0.728518  0.406740  -0.321778   239088.0   112433.0  \n",
-       "79500US0400106     0.755835  0.486296  -0.269539    95112.0   123398.0  \n",
-       "79500US0400108     0.755408  0.552054  -0.203354   120850.0   105593.0  \n",
-       "79500US0400109     0.354030  0.621428   0.267398   174813.0   111939.0  \n",
-       "79500US0400115     0.433080  0.652907   0.219828   161229.0   104583.0  \n",
-       "79500US0400117     0.178125  0.520038   0.341913   153493.0   108417.0  \n",
-       "79500US0400119     0.547667  0.133314  -0.414353   148404.0   116957.0  \n",
-       "79500US0400121     0.739846  0.157160  -0.582687   247273.0   143892.0  \n",
-       "79500US0400122     0.764159  0.114944  -0.649215   139399.0    94724.0  \n",
-       "79500US0601301     0.386017  0.121231  -0.264786   135266.0   123269.0  \n",
-       "79500US0602500     0.515743  0.122027  -0.393715   198473.0   179091.0  \n",
-       "79500US0603701     0.758281  0.508031  -0.250249   131781.0   134472.0  \n",
-       "79500US0603702     0.708622  0.440702  -0.267920   130655.0   201617.0  \n",
-       "79500US0605500     0.024310  0.536575   0.512265   106581.0   141667.0  \n",
-       "79500US0606101     0.504492  0.709097   0.204605   170510.0   133835.0  \n",
-       "79500US0606102     0.510391  0.735933   0.225542   140990.0   115959.0  \n",
-       "79500US0606701     0.410061  0.751601   0.341539   205935.0   110101.0  \n",
-       "79500US0608101     0.599488  0.233763  -0.365726   240360.0   149579.0  \n",
-       "79500US0608103     0.753804  0.495312  -0.258492   148930.0   104728.0  \n",
-       "79500US0608104     0.215766  0.516951   0.301185   232493.0   126807.0  \n",
-       "79500US0608105     0.116667  0.528668   0.412000   204539.0   136269.0  \n",
-       "79500US2503303     0.089206  0.481267   0.392061   115710.0   112634.0  \n",
-       "79500US2503304     0.539569  0.115997  -0.423573   117844.0   137728.0  \n",
-       "79500US3402301     0.511410  0.258935  -0.252474   200753.0   120590.0  \n",
-       "79500US3500200     0.213663  0.500233   0.286569   109167.0    98760.0  \n",
-       "79500US3500300     0.566291  0.284282  -0.282009   115416.0   123068.0  \n",
-       "79500US3603102     0.841614  0.553282  -0.288331   156857.0   149618.0  \n",
-       "79500US3700400     0.818956  0.609494  -0.209462   223526.0   120185.0  \n",
-       "79500US4802308     0.157603  0.412300   0.254696   179311.0   105889.0  \n",
-       "79500US4802313     0.342277  0.564901   0.222624   130403.0   116870.0  \n",
-       "79500US4802502     0.226250  0.457684   0.231434   116455.0   127022.0  \n",
-       "79500US4802504     0.525767  0.309175  -0.216592   226857.0   104588.0  \n",
-       "79500US4802507     0.735555  0.504637  -0.230918   156369.0   125627.0  \n",
-       "79500US4803400     0.386969  0.699929   0.312959    95160.0   179294.0  \n",
-       "79500US4805303     0.515004  0.265493  -0.249511   198111.0   144000.0  \n",
-       "97000US4830390     0.511651  0.298632  -0.213019   155778.0   172483.0  "
+       "                   white_07  white_14  white_chg  total_07  total_14  \n",
+       "geoid                                                                 \n",
+       "16000US4847892     0.528739  0.307210  -0.221530    126081    144289  \n",
+       "31400US3798037964  0.662279  0.443912  -0.218367   3887694   2123257  \n",
+       "79500US0400103     0.728518  0.406740  -0.321778    239088    112433  \n",
+       "79500US0400106     0.755835  0.486296  -0.269539     95112    123398  \n",
+       "79500US0400108     0.755408  0.552054  -0.203354    120850    105593  \n",
+       "79500US0400109     0.354030  0.621428   0.267398    174813    111939  \n",
+       "79500US0400115     0.433080  0.652907   0.219828    161229    104583  \n",
+       "79500US0400117     0.178125  0.520038   0.341913    153493    108417  \n",
+       "79500US0400119     0.547667  0.133314  -0.414353    148404    116957  \n",
+       "79500US0400121     0.739846  0.157160  -0.582687    247273    143892  \n",
+       "79500US0400122     0.764159  0.114944  -0.649215    139399     94724  \n",
+       "79500US0601301     0.386017  0.121231  -0.264786    135266    123269  \n",
+       "79500US0602500     0.515743  0.122027  -0.393715    198473    179091  \n",
+       "79500US0603701     0.758281  0.508031  -0.250249    131781    134472  \n",
+       "79500US0603702     0.708622  0.440702  -0.267920    130655    201617  \n",
+       "79500US0605500     0.024310  0.536575   0.512265    106581    141667  \n",
+       "79500US0606101     0.504492  0.709097   0.204605    170510    133835  \n",
+       "79500US0606102     0.510391  0.735933   0.225542    140990    115959  \n",
+       "79500US0606701     0.410061  0.751601   0.341539    205935    110101  \n",
+       "79500US0608101     0.599488  0.233763  -0.365726    240360    149579  \n",
+       "79500US0608103     0.753804  0.495312  -0.258492    148930    104728  \n",
+       "79500US0608104     0.215766  0.516951   0.301185    232493    126807  \n",
+       "79500US0608105     0.116667  0.528668   0.412000    204539    136269  \n",
+       "79500US2503303     0.089206  0.481267   0.392061    115710    112634  \n",
+       "79500US2503304     0.539569  0.115997  -0.423573    117844    137728  \n",
+       "79500US3402301     0.511410  0.258935  -0.252474    200753    120590  \n",
+       "79500US3500200     0.213663  0.500233   0.286569    109167     98760  \n",
+       "79500US3500300     0.566291  0.284282  -0.282009    115416    123068  \n",
+       "79500US3603102     0.841614  0.553282  -0.288331    156857    149618  \n",
+       "79500US3700400     0.818956  0.609494  -0.209462    223526    120185  \n",
+       "79500US4802308     0.157603  0.412300   0.254696    179311    105889  \n",
+       "79500US4802313     0.342277  0.564901   0.222624    130403    116870  \n",
+       "79500US4802502     0.226250  0.457684   0.231434    116455    127022  \n",
+       "79500US4802504     0.525767  0.309175  -0.216592    226857    104588  \n",
+       "79500US4802507     0.735555  0.504637  -0.230918    156369    125627  \n",
+       "79500US4803400     0.386969  0.699929   0.312959     95160    179294  \n",
+       "79500US4805303     0.515004  0.265493  -0.249511    198111    144000  \n",
+       "97000US4830390     0.511651  0.298632  -0.213019    155778    172483  "
       ]
      },
      "execution_count": 11,
@@ -1844,7 +1844,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.10"
+   "version": "2.7.9"
   }
  },
  "nbformat": 4,