diff --git a/analysis/analysis2.ipynb b/analysis/analysis2.ipynb
index 52bbdd8..da6e869 100644
--- a/analysis/analysis2.ipynb
+++ b/analysis/analysis2.ipynb
@@ -875,7 +875,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
@@ -1080,7 +1080,7 @@
        "[5 rows x 29 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1096,47 +1096,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "                zip  pride parade index  gay bars index           ZIP  \\\n",
-      "count   2328.000000         2328.000000     2328.000000   2328.000000   \n",
-      "mean   48616.478522            0.017612        0.118127  48616.478522   \n",
-      "std    35481.240641            0.131563        0.861863  35481.240641   \n",
-      "min     1730.000000            0.000000        0.000000   1730.000000   \n",
-      "25%    11362.750000            0.000000        0.000000  11362.750000   \n",
-      "50%    46351.000000            0.000000        0.000000  46351.000000   \n",
-      "75%    80234.250000            0.000000        0.000000  80234.250000   \n",
-      "max    98686.000000            1.000000       17.000000  98686.000000   \n",
-      "\n",
-      "               lat         long  \n",
-      "count  2328.000000  2328.000000  \n",
-      "mean     38.044304   -91.221236  \n",
-      "std       5.148365    18.533499  \n",
-      "min      25.572213  -123.118977  \n",
-      "25%      34.021932  -105.049099  \n",
-      "50%      39.899977   -87.494097  \n",
-      "75%      40.912413   -74.288743  \n",
-      "max      47.916786   -70.758184  \n",
+      "       pride parade index  gay bars index          lat         long\n",
+      "count         2328.000000     2328.000000  2328.000000  2328.000000\n",
+      "mean             0.017612        0.118127    38.044304   -91.221236\n",
+      "std              0.131563        0.861863     5.148365    18.533499\n",
+      "min              0.000000        0.000000    25.572213  -123.118977\n",
+      "25%              0.000000        0.000000    34.021932  -105.049099\n",
+      "50%              0.000000        0.000000    39.899977   -87.494097\n",
+      "75%              0.000000        0.000000    40.912413   -74.288743\n",
+      "max              1.000000       17.000000    47.916786   -70.758184\n",
       "------------------------------------------------------------------------\n",
-      "        zip  pride parade index  gay bars index    ZIP        lat        long\n",
-      "0     90069                   1              15  90069  34.093828 -118.381697\n",
-      "1     94114                   0              17  94114  37.758057 -122.435410\n",
-      "2     10011                   1               5  10011  40.742039  -74.000620\n",
-      "3     10014                   1              10  10014  40.734012  -74.006746\n",
-      "4     94103                   1               9  94103  37.773134 -122.411167\n",
-      "...     ...                 ...             ...    ...        ...         ...\n",
-      "2323  97208                   0               0  97208  45.528666 -122.678981\n",
-      "2324  98154                   0               0  98154  47.606211 -122.333792\n",
-      "2325  98158                   0               0  98158  47.449678 -122.307657\n",
-      "2326  98174                   0               0  98174  47.604569 -122.335359\n",
-      "2327  98195                   0               0  98195  47.649339 -122.310294\n",
+      "      pride parade index  gay bars index        lat        long\n",
+      "0                      1              15  34.093828 -118.381697\n",
+      "1                      0              17  37.758057 -122.435410\n",
+      "2                      1               5  40.742039  -74.000620\n",
+      "3                      1              10  40.734012  -74.006746\n",
+      "4                      1               9  37.773134 -122.411167\n",
+      "...                  ...             ...        ...         ...\n",
+      "2323                   0               0  45.528666 -122.678981\n",
+      "2324                   0               0  47.606211 -122.333792\n",
+      "2325                   0               0  47.449678 -122.307657\n",
+      "2326                   0               0  47.604569 -122.335359\n",
+      "2327                   0               0  47.649339 -122.310294\n",
       "\n",
-      "[2328 rows x 6 columns]\n"
+      "[2328 rows x 4 columns]\n"
      ]
     }
    ],
@@ -1144,16 +1134,38 @@
     "#wrangle gay\n",
     "# gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['Parade_Weight'], gaybourhoods['Bars_Weight']))\n",
     "\n",
-    "gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
-    "\n",
-    "gaydf.columns=(('zip', 'pride parade index', 'gay bars index'))\n",
     "\n",
     "# print(gaydf.describe())\n",
     "# print(gaydf)\n",
     "\n",
     "cords = pd.read_csv(\"../data/raw/zip_lat_long.csv\")\n",
     "\n",
-    "gaydf = gaydf.merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
+    "# gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
+    "# gaydf.columns=(('zip', 'pride parade index', 'gay bars index'))\n",
+    "# gaydf = gaydf.merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
+    "\n",
+    "\n",
+    "def loadprideindexes(secdf):\n",
+    "    gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
+    "    gaydf.columns=(('zip', 'pride parade index', 'gay bars index'))\n",
+    "    gaydf = gaydf.merge(secdf, left_on=\"zip\", right_on=\"ZIP\")\n",
+    "    \n",
+    "    return gaydf\n",
+    "    \n",
+    "    # gaydf = (\n",
+    "    #     pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
+    "    #     .columns=(('zip', 'pride parade index', 'gay bars index'))\n",
+    "    #     # .merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
+    "    # )\n",
+    "\n",
+    "gaydf = loadprideindexes(cords)\n",
+    "\n",
+    "def notzip(dat):\n",
+    "    del dat['zip']\n",
+    "    del dat['ZIP']\n",
+    "\n",
+    "notzip(gaydf)\n",
+    "\n",
     "\n",
     "# // unneded was already filtered out\n",
     "\n",
@@ -1179,7 +1191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1188,7 +1200,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1219,7 +1231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1252,7 +1264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -1280,7 +1292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -1304,10 +1316,8 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>zip</th>\n",
        "      <th>pride parade index</th>\n",
        "      <th>gay bars index</th>\n",
-       "      <th>ZIP</th>\n",
        "      <th>lat</th>\n",
        "      <th>long</th>\n",
        "    </tr>\n",
@@ -1319,69 +1329,53 @@
        "      <td>2328.000000</td>\n",
        "      <td>2328.000000</td>\n",
        "      <td>2328.000000</td>\n",
-       "      <td>2328.000000</td>\n",
-       "      <td>2328.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>48616.478522</td>\n",
        "      <td>0.017612</td>\n",
        "      <td>0.118127</td>\n",
-       "      <td>48616.478522</td>\n",
        "      <td>38.044304</td>\n",
        "      <td>-91.221236</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>35481.240641</td>\n",
        "      <td>0.131563</td>\n",
        "      <td>0.861863</td>\n",
-       "      <td>35481.240641</td>\n",
        "      <td>5.148365</td>\n",
        "      <td>18.533499</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>1730.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>1730.000000</td>\n",
        "      <td>25.572213</td>\n",
        "      <td>-123.118977</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
-       "      <td>11362.750000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>11362.750000</td>\n",
        "      <td>34.021932</td>\n",
        "      <td>-105.049099</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>46351.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>46351.000000</td>\n",
        "      <td>39.899977</td>\n",
        "      <td>-87.494097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
-       "      <td>80234.250000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>80234.250000</td>\n",
        "      <td>40.912413</td>\n",
        "      <td>-74.288743</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
-       "      <td>98686.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>17.000000</td>\n",
-       "      <td>98686.000000</td>\n",
        "      <td>47.916786</td>\n",
        "      <td>-70.758184</td>\n",
        "    </tr>\n",
@@ -1390,28 +1384,18 @@
        "</div>"
       ],
       "text/plain": [
-       "                zip  pride parade index  gay bars index           ZIP  \\\n",
-       "count   2328.000000         2328.000000     2328.000000   2328.000000   \n",
-       "mean   48616.478522            0.017612        0.118127  48616.478522   \n",
-       "std    35481.240641            0.131563        0.861863  35481.240641   \n",
-       "min     1730.000000            0.000000        0.000000   1730.000000   \n",
-       "25%    11362.750000            0.000000        0.000000  11362.750000   \n",
-       "50%    46351.000000            0.000000        0.000000  46351.000000   \n",
-       "75%    80234.250000            0.000000        0.000000  80234.250000   \n",
-       "max    98686.000000            1.000000       17.000000  98686.000000   \n",
-       "\n",
-       "               lat         long  \n",
-       "count  2328.000000  2328.000000  \n",
-       "mean     38.044304   -91.221236  \n",
-       "std       5.148365    18.533499  \n",
-       "min      25.572213  -123.118977  \n",
-       "25%      34.021932  -105.049099  \n",
-       "50%      39.899977   -87.494097  \n",
-       "75%      40.912413   -74.288743  \n",
-       "max      47.916786   -70.758184  "
+       "       pride parade index  gay bars index          lat         long\n",
+       "count         2328.000000     2328.000000  2328.000000  2328.000000\n",
+       "mean             0.017612        0.118127    38.044304   -91.221236\n",
+       "std              0.131563        0.861863     5.148365    18.533499\n",
+       "min              0.000000        0.000000    25.572213  -123.118977\n",
+       "25%              0.000000        0.000000    34.021932  -105.049099\n",
+       "50%              0.000000        0.000000    39.899977   -87.494097\n",
+       "75%              0.000000        0.000000    40.912413   -74.288743\n",
+       "max              1.000000       17.000000    47.916786   -70.758184"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1424,16 +1408,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.PairGrid at 0x2aec9f50910>"
+       "<seaborn.axisgrid.PairGrid at 0x2aecc151110>"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1449,23 +1433,23 @@
     }
    ],
    "source": [
-    "del gaydfhybridplot2['zip']; del gaydfhybridplot2['ZIP']\n",
+    "# del gaydfhybridplot2['zip']; del gaydfhybridplot2['ZIP']\n",
     "\n",
     "sns.pairplot(gaydfhybridplot2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.PairGrid at 0x2aecadf1110>"
+       "<seaborn.axisgrid.PairGrid at 0x2aecd0e1750>"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1498,16 +1482,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.PairGrid at 0x2aebe5ed150>"
+       "<seaborn.axisgrid.PairGrid at 0x2aebcea1e50>"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1531,7 +1515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -1558,7 +1542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
diff --git a/data/processed/gay_pride b/data/processed/gay_pride
index 06d2307..ee2afdd 100644
--- a/data/processed/gay_pride
+++ b/data/processed/gay_pride
@@ -1,2329 +1,2329 @@
-zip,pride parade index,gay bars index,ZIP,lat,long
-90069,1,15,90069,34.093828,-118.381697
-94114,0,17,94114,37.758057,-122.43541
-10011,1,5,10011,40.742039,-74.00062
-10014,1,10,10014,40.734012,-74.006746
-94103,1,9,94103,37.773134,-122.411167
-70116,1,9,70116,29.96744,-90.064783
-20009,1,5,20009,38.919144,-77.037381
-98122,0,12,98122,47.611046,-122.293207
-30309,1,8,30309,33.799884,-84.385805
-90046,1,2,90046,34.10781,-118.362247
-20005,1,3,20005,38.904674,-77.031578
-19107,1,9,19107,39.951735,-75.158654
-60657,1,9,60657,41.940293,-87.646857
-10001,1,2,10001,40.750633,-73.997177
-33139,1,5,33139,25.779808,-80.1532
-20036,1,1,20036,38.907017,-77.041569
-10036,0,8,10036,40.75926,-73.98986
-94105,1,0,94105,37.789864,-122.393665
-60613,1,5,60613,41.956949,-87.654272
-30308,1,2,30308,33.771126,-84.378108
-80203,1,4,80203,39.731686,-104.98265
-94102,1,1,94102,37.779588,-122.419318
-10003,1,3,10003,40.731829,-73.989181
-98101,1,2,98101,47.610902,-122.336422
-80218,1,2,80218,39.731085,-104.970674
-10019,0,8,10019,40.765823,-73.987169
-2116,1,3,2116,42.350579,-71.076397
-94131,0,0,94131,37.745916,-122.441472
-2108,1,2,2108,42.357768,-71.064858
-97209,1,2,97209,45.531124,-122.683951
-20001,0,4,20001,38.910353,-77.017739
-2118,0,1,2118,42.337582,-71.070482
-77006,0,8,77006,29.74097,-95.391301
-78701,1,5,78701,30.270569,-97.742589
-94108,1,1,94108,37.792007,-122.408575
-30324,0,7,30324,33.818405,-84.358175
-60640,0,2,60640,41.972872,-87.662604
-10010,1,0,10010,40.739065,-73.982255
-10016,1,0,10016,40.745224,-73.978297
-98121,1,0,98121,47.615192,-122.350581
-98144,0,1,98144,47.585627,-122.29196
-70112,1,3,70112,29.957008,-90.076935
-60660,0,0,60660,41.99111,-87.663076
-19106,1,0,19106,39.948629,-75.142789
-2130,0,0,2130,42.309174,-71.113835
-94110,0,1,94110,37.750021,-122.415201
-98102,0,1,98102,47.63714,-122.321891
-70130,1,0,70130,29.937353,-90.069648
-98109,1,0,98109,47.631863,-122.344267
-94111,1,0,94111,37.799367,-122.398407
-77002,1,1,77002,29.756845,-95.365652
-94107,0,0,94107,37.76046,-122.399724
-90068,0,0,90068,34.129772,-118.330989
-30317,0,0,30317,33.747999,-84.315586
-94117,0,1,94117,37.769436,-122.447662
-90210,1,0,90210,34.100517,-118.414712
-10162,0,0,10162,40.7693,-73.949915
-60614,1,1,60614,41.922714,-87.649577
-90802,0,0,90802,33.745762,-118.208042
-20037,0,1,20037,38.898889,-77.055456
-70117,0,4,70117,29.968157,-90.029962
-60626,0,0,60626,42.010019,-87.667095
-10018,0,0,10018,40.755319,-73.993114
-90013,0,1,90013,34.045405,-118.240454
-98126,0,0,98126,47.555647,-122.37959
-98104,0,0,98104,47.601884,-122.329459
-30002,0,0,30002,33.773335,-84.261667
-97204,1,1,97204,45.518371,-122.673946
-2131,0,0,2131,42.284333,-71.126228
-30316,0,0,30316,33.711546,-84.331796
-94619,0,0,94619,37.790438,-122.140819
-90014,0,1,90014,34.043146,-118.251746
-20010,0,1,20010,38.933366,-77.030312
-94612,0,0,94612,37.8088,-122.269196
-10023,0,0,10023,40.775921,-73.982607
-2111,0,1,2111,42.350518,-71.059077
-94602,0,0,94602,37.80432,-122.207545
-30306,0,1,30306,33.789323,-84.351498
-98112,0,1,98112,47.63281,-122.288511
-20003,0,2,20003,38.881904,-76.990935
-11215,0,2,11215,40.662688,-73.98674
-94609,0,0,94609,37.834403,-122.264368
-2199,1,0,2199,42.347476,-71.082035
-33138,0,1,33138,25.853764,-80.178006
-94109,0,3,94109,37.795388,-122.422453
-94608,0,0,94608,37.836844,-122.289143
-98136,0,1,98136,47.536464,-122.394409
-7302,0,2,7302,40.719389,-74.046469
-10004,0,0,10004,40.68863,-74.018244
-94702,0,0,94702,37.865777,-122.286321
-11238,0,1,11238,40.679171,-73.963804
-97211,0,0,97211,45.581132,-122.637305
-94607,0,0,94607,37.807215,-122.301497
-78725,0,0,78725,30.230011,-97.608576
-20024,0,1,20024,38.876122,-77.025374
-30312,0,0,30312,33.744725,-84.375231
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