diff --git a/racial_disparity_index.ipynb b/racial_disparity_index.ipynb
index e90dd8f..f094f18 100644
--- a/racial_disparity_index.ipynb
+++ b/racial_disparity_index.ipynb
@@ -1796,11 +1796,440 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "14f4415b-cff9-4fa5-92bb-048686db0826",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>fips</th>\n",
+       "      <th>jurisdiction</th>\n",
+       "      <th>race</th>\n",
+       "      <th>code_section</th>\n",
+       "      <th>total_count_race</th>\n",
+       "      <th>total_count_overall</th>\n",
+       "      <th>proportion</th>\n",
+       "      <th>disparity_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>29.1-335</td>\n",
+       "      <td>378</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>2.228654</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>003</td>\n",
+       "      <td>Albemarle County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>A.18.2-266</td>\n",
+       "      <td>254</td>\n",
+       "      <td>2489</td>\n",
+       "      <td>0.057743</td>\n",
+       "      <td>1.767309</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>171</td>\n",
+       "      <td>Shenandoah County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-248</td>\n",
+       "      <td>259</td>\n",
+       "      <td>2235</td>\n",
+       "      <td>0.073528</td>\n",
+       "      <td>1.576047</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>019</td>\n",
+       "      <td>Bedford County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>29.1-335</td>\n",
+       "      <td>49</td>\n",
+       "      <td>1572</td>\n",
+       "      <td>0.023672</td>\n",
+       "      <td>1.316778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>067</td>\n",
+       "      <td>Franklin County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>A.18.2-266</td>\n",
+       "      <td>71</td>\n",
+       "      <td>1889</td>\n",
+       "      <td>0.028782</td>\n",
+       "      <td>1.305887</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>907</th>\n",
+       "      <td>013</td>\n",
+       "      <td>Arlington County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-388</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1437</td>\n",
+       "      <td>0.156015</td>\n",
+       "      <td>0.004460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>908</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-108.01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2969</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>0.004079</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>909</th>\n",
+       "      <td>153</td>\n",
+       "      <td>Prince William County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-192</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1114</td>\n",
+       "      <td>0.244874</td>\n",
+       "      <td>0.003666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>910</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3512</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>0.003448</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>911</th>\n",
+       "      <td>153</td>\n",
+       "      <td>Prince William County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-258.1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1231</td>\n",
+       "      <td>0.244874</td>\n",
+       "      <td>0.003317</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>912 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    fips           jurisdiction      race code_section  total_count_race  \\\n",
+       "0    059         Fairfax County  Hispanic     29.1-335               378   \n",
+       "1    003       Albemarle County  Hispanic   A.18.2-266               254   \n",
+       "2    171      Shenandoah County  Hispanic     18.2-248               259   \n",
+       "3    019         Bedford County  Hispanic     29.1-335                49   \n",
+       "4    067        Franklin County  Hispanic   A.18.2-266                71   \n",
+       "..   ...                    ...       ...          ...               ...   \n",
+       "907  013       Arlington County  Hispanic     18.2-388                 1   \n",
+       "908  059         Fairfax County  Hispanic  18.2-108.01                 2   \n",
+       "909  153  Prince William County  Hispanic     18.2-192                 1   \n",
+       "910  059         Fairfax County  Hispanic     18.2-178                 2   \n",
+       "911  153  Prince William County  Hispanic   18.2-258.1                 1   \n",
+       "\n",
+       "     total_count_overall  proportion  disparity_index  \n",
+       "0                   1027    0.165150         2.228654  \n",
+       "1                   2489    0.057743         1.767309  \n",
+       "2                   2235    0.073528         1.576047  \n",
+       "3                   1572    0.023672         1.316778  \n",
+       "4                   1889    0.028782         1.305887  \n",
+       "..                   ...         ...              ...  \n",
+       "907                 1437    0.156015         0.004460  \n",
+       "908                 2969    0.165150         0.004079  \n",
+       "909                 1114    0.244874         0.003666  \n",
+       "910                 3512    0.165150         0.003448  \n",
+       "911                 1231    0.244874         0.003317  \n",
+       "\n",
+       "[912 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "myquery = \"\"\"\n",
+    "SELECT * FROM disparity\n",
+    "WHERE total_count_overall > 1000 AND race='Hispanic' AND code_section NOT LIKE '%%46.%%'\n",
+    "ORDER BY disparity_index DESC;\n",
+    "\"\"\"\n",
+    "pd.read_sql_query(myquery, con=engine)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "ff443675-e521-49c7-8de4-2d7d3e425c66",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>fips</th>\n",
+       "      <th>jurisdiction</th>\n",
+       "      <th>race</th>\n",
+       "      <th>code_section</th>\n",
+       "      <th>total_count_race</th>\n",
+       "      <th>total_count_overall</th>\n",
+       "      <th>proportion</th>\n",
+       "      <th>disparity_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>A.46.2-862</td>\n",
+       "      <td>6775</td>\n",
+       "      <td>56937</td>\n",
+       "      <td>0.006187</td>\n",
+       "      <td>19.231855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>A.46.2-853</td>\n",
+       "      <td>355</td>\n",
+       "      <td>3371</td>\n",
+       "      <td>0.006187</td>\n",
+       "      <td>17.020647</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>C.46.2-862</td>\n",
+       "      <td>3978</td>\n",
+       "      <td>47257</td>\n",
+       "      <td>0.006187</td>\n",
+       "      <td>13.605205</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>B.46.2-853</td>\n",
+       "      <td>109</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>0.006187</td>\n",
+       "      <td>13.520369</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>36-106</td>\n",
+       "      <td>128</td>\n",
+       "      <td>2089</td>\n",
+       "      <td>0.006187</td>\n",
+       "      <td>9.903256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>405</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>5-1-1</td>\n",
+       "      <td>25</td>\n",
+       "      <td>16917</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>0.008948</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>406</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-137</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3695</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>0.006555</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>407</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-192</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3534</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>0.005140</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>408</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-108.01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2969</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>0.004079</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>409</th>\n",
+       "      <td>059</td>\n",
+       "      <td>Fairfax County</td>\n",
+       "      <td>Hispanic</td>\n",
+       "      <td>18.2-178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3512</td>\n",
+       "      <td>0.165150</td>\n",
+       "      <td>0.003448</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>410 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    fips    jurisdiction      race code_section  total_count_race  \\\n",
+       "0    059  Fairfax County   Unknown   A.46.2-862              6775   \n",
+       "1    059  Fairfax County   Unknown   A.46.2-853               355   \n",
+       "2    059  Fairfax County   Unknown   C.46.2-862              3978   \n",
+       "3    059  Fairfax County   Unknown   B.46.2-853               109   \n",
+       "4    059  Fairfax County   Unknown       36-106               128   \n",
+       "..   ...             ...       ...          ...               ...   \n",
+       "405  059  Fairfax County  Hispanic        5-1-1                25   \n",
+       "406  059  Fairfax County  Hispanic     18.2-137                 4   \n",
+       "407  059  Fairfax County  Hispanic     18.2-192                 3   \n",
+       "408  059  Fairfax County  Hispanic  18.2-108.01                 2   \n",
+       "409  059  Fairfax County  Hispanic     18.2-178                 2   \n",
+       "\n",
+       "     total_count_overall  proportion  disparity_index  \n",
+       "0                  56937    0.006187        19.231855  \n",
+       "1                   3371    0.006187        17.020647  \n",
+       "2                  47257    0.006187        13.605205  \n",
+       "3                   1303    0.006187        13.520369  \n",
+       "4                   2089    0.006187         9.903256  \n",
+       "..                   ...         ...              ...  \n",
+       "405                16917    0.165150         0.008948  \n",
+       "406                 3695    0.165150         0.006555  \n",
+       "407                 3534    0.165150         0.005140  \n",
+       "408                 2969    0.165150         0.004079  \n",
+       "409                 3512    0.165150         0.003448  \n",
+       "\n",
+       "[410 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "myquery = \"\"\"\n",
+    "SELECT * FROM disparity\n",
+    "WHERE total_count_overall > 1000 AND jurisdiction = 'Fairfax County'\n",
+    "ORDER BY disparity_index DESC;\n",
+    "\"\"\"\n",
+    "pd.read_sql_query(myquery, con=engine)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0bffa9af-9183-4d52-84c3-18a5102140db",
+   "metadata": {},
+   "source": [
+    "example: notes: total pop of fairfax county = 1,337,047\n",
+    "hispanic pop = 189,515\n",
+    "14.2 % of pop is hisp\n",
+    "378 hisp charged with 29.1-335 (fishing w/o license) out of 1027 total charged in Fairfax \n",
+    "hisp make up 36.8% of charged \n",
+    "less than 1% of hisp pop are charged "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7ac085b0-2aa3-4ec0-ba27-e8fad927325b",
+   "metadata": {},
+   "source": [
+    "how to only show specific code sections to find specific code sections using disparity table? "
+   ]
   }
  ],
  "metadata": {