05-SQLwithRforRelationalDatabase/Notebook.ipynb

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      "source": "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Using-sqldf-Package-for-dataframes\" data-toc-modified-id=\"Using-sqldf-Package-for-dataframes-1\">Using <code>sqldf</code> Package for dataframes</a></span><ul class=\"toc-item\"><li><span><a href=\"#load-dataset-using-read.csv.sql-and-working-with-joining-the-tables\" data-toc-modified-id=\"load-dataset-using-read.csv.sql-and-working-with-joining-the-tables-1.1\">load dataset using <code>read.csv.sql</code> and working with joining the tables</a></span></li></ul></li><li><span><a href=\"#Using-SQLite-package-for-sqlite-database\" data-toc-modified-id=\"Using-SQLite-package-for-sqlite-database-2\">Using <code>SQLite</code> package for sqlite database</a></span><ul class=\"toc-item\"><li><span><a href=\"#load-packages\" data-toc-modified-id=\"load-packages-2.1\">load packages</a></span></li><li><span><a href=\"#connect-to-the-sqlite-database\" data-toc-modified-id=\"connect-to-the-sqlite-database-2.2\">connect to the sqlite database</a></span></li><li><span><a href=\"#Exporting-dataframe-to-the-temporary-database\" data-toc-modified-id=\"Exporting-dataframe-to-the-temporary-database-2.3\">Exporting dataframe to the temporary database</a></span></li><li><span><a href=\"#SELECT,-WHERE,-LIMIT\" data-toc-modified-id=\"SELECT,-WHERE,-LIMIT-2.4\"><code>SELECT</code>, <code>WHERE</code>, <code>LIMIT</code></a></span></li><li><span><a href=\"#Comparison-operators-on-numerical-data\" data-toc-modified-id=\"Comparison-operators-on-numerical-data-2.5\">Comparison operators on numerical data</a></span></li><li><span><a href=\"#Logical-operators\" data-toc-modified-id=\"Logical-operators-2.6\">Logical operators</a></span></li></ul></li><li><span><a href=\"#Using-RMySQL-package-for-mySQL-database\" data-toc-modified-id=\"Using-RMySQL-package-for-mySQL-database-3\">Using <code>RMySQL</code> package for mySQL database</a></span></li></ul></div>"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Using `sqldf` Package for dataframes"
    },
    {
      "metadata": {
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      },
      "cell_type": "code",
      "source": "# install.packages(\"babynames\", repos = \"http://cran.us.r-project.org\") # for dataset\n# install.packages(\"sqldf\", repos = \"http://cran.us.r-project.org\") # for package",
      "execution_count": 1,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "package 'babynames' successfully unpacked and MD5 sums checked\n\nThe downloaded binary packages are in\n\tC:\\Users\\User\\AppData\\Local\\Temp\\Rtmp2hVGhZ\\downloaded_packages\n"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "also installing the dependencies 'gsubfn', 'proto', 'chron'\n\n"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "package 'gsubfn' successfully unpacked and MD5 sums checked\npackage 'proto' successfully unpacked and MD5 sums checked\npackage 'chron' successfully unpacked and MD5 sums checked\npackage 'sqldf' successfully unpacked and MD5 sums checked\n\nThe downloaded binary packages are in\n\tC:\\Users\\User\\AppData\\Local\\Temp\\Rtmp2hVGhZ\\downloaded_packages\n"
        }
      ]
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    {
      "metadata": {
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      },
      "cell_type": "code",
      "source": "library(sqldf)\nlibrary(babynames)\nmydata <- babynames\nstr (mydata)",
      "execution_count": 4,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "Classes 'tbl_df', 'tbl' and 'data.frame':\t1858689 obs. of  5 variables:\n $ year: num  1880 1880 1880 1880 1880 1880 1880 1880 1880 1880 ...\n $ sex : chr  \"F\" \"F\" \"F\" \"F\" ...\n $ name: chr  \"Mary\" \"Anna\" \"Emma\" \"Elizabeth\" ...\n $ n   : int  7065 2604 2003 1939 1746 1578 1472 1414 1320 1288 ...\n $ prop: num  0.0724 0.0267 0.0205 0.0199 0.0179 ...\n"
        }
      ]
    },
    {
      "metadata": {
        "scrolled": true,
        "trusted": false
      },
      "cell_type": "code",
      "source": "#number of rows in this data.\nsqldf(\"select count(*) from mydata\")",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>count(*)</th></tr></thead>\n<tbody>\n\t<tr><td>1858689</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|l}\n count(*)\\\\\n\\hline\n\t 1858689\\\\\n\\end{tabular}\n",
            "text/markdown": "\ncount(*) | \n|---|\n| 1858689 | \n\n\n",
            "text/plain": "  count(*)\n1 1858689 "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "# we’ll look at the first 10 rows.\nsqldf(\"select * from mydata limit 10\")\n# To select some variables instead of all\nsqldf(\"select year, sex, name from mydata limit 10\")\n# To rename a column in the output table, we can use the AS command\nsqldf(\"select year,sex as 'Gender' from mydata limit 10\")",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880      </td><td>F         </td><td>Mary      </td><td>7065      </td><td>0.07238433</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Anna      </td><td>2604      </td><td>0.02667923</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Emma      </td><td>2003      </td><td>0.02052170</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Elizabeth </td><td>1939      </td><td>0.01986599</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Minnie    </td><td>1746      </td><td>0.01788861</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Margaret  </td><td>1578      </td><td>0.01616737</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Ida       </td><td>1472      </td><td>0.01508135</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Alice     </td><td>1414      </td><td>0.01448711</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Bertha    </td><td>1320      </td><td>0.01352404</td></tr>\n\t<tr><td>1880      </td><td>F         </td><td>Sarah     </td><td>1288      </td><td>0.01319618</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880       & F          & Mary       & 7065       & 0.07238433\\\\\n\t 1880       & F          & Anna       & 2604       & 0.02667923\\\\\n\t 1880       & F          & Emma       & 2003       & 0.02052170\\\\\n\t 1880       & F          & Elizabeth  & 1939       & 0.01986599\\\\\n\t 1880       & F          & Minnie     & 1746       & 0.01788861\\\\\n\t 1880       & F          & Margaret   & 1578       & 0.01616737\\\\\n\t 1880       & F          & Ida        & 1472       & 0.01508135\\\\\n\t 1880       & F          & Alice      & 1414       & 0.01448711\\\\\n\t 1880       & F          & Bertha     & 1320       & 0.01352404\\\\\n\t 1880       & F          & Sarah      & 1288       & 0.01319618\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|\n| 1880       | F          | Mary       | 7065       | 0.07238433 | \n| 1880       | F          | Anna       | 2604       | 0.02667923 | \n| 1880       | F          | Emma       | 2003       | 0.02052170 | \n| 1880       | F          | Elizabeth  | 1939       | 0.01986599 | \n| 1880       | F          | Minnie     | 1746       | 0.01788861 | \n| 1880       | F          | Margaret   | 1578       | 0.01616737 | \n| 1880       | F          | Ida        | 1472       | 0.01508135 | \n| 1880       | F          | Alice      | 1414       | 0.01448711 | \n| 1880       | F          | Bertha     | 1320       | 0.01352404 | \n| 1880       | F          | Sarah      | 1288       | 0.01319618 | \n\n\n",
            "text/plain": "   year sex name      n    prop      \n1  1880 F   Mary      7065 0.07238433\n2  1880 F   Anna      2604 0.02667923\n3  1880 F   Emma      2003 0.02052170\n4  1880 F   Elizabeth 1939 0.01986599\n5  1880 F   Minnie    1746 0.01788861\n6  1880 F   Margaret  1578 0.01616737\n7  1880 F   Ida       1472 0.01508135\n8  1880 F   Alice     1414 0.01448711\n9  1880 F   Bertha    1320 0.01352404\n10 1880 F   Sarah     1288 0.01319618"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th></tr></thead>\n<tbody>\n\t<tr><td>1880     </td><td>F        </td><td>Mary     </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Anna     </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Emma     </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Elizabeth</td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Minnie   </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Margaret </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Ida      </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Alice    </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Bertha   </td></tr>\n\t<tr><td>1880     </td><td>F        </td><td>Sarah    </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lll}\n year & sex & name\\\\\n\\hline\n\t 1880      & F         & Mary     \\\\\n\t 1880      & F         & Anna     \\\\\n\t 1880      & F         & Emma     \\\\\n\t 1880      & F         & Elizabeth\\\\\n\t 1880      & F         & Minnie   \\\\\n\t 1880      & F         & Margaret \\\\\n\t 1880      & F         & Ida      \\\\\n\t 1880      & F         & Alice    \\\\\n\t 1880      & F         & Bertha   \\\\\n\t 1880      & F         & Sarah    \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | \n|---|---|---|---|---|---|---|---|---|---|\n| 1880      | F         | Mary      | \n| 1880      | F         | Anna      | \n| 1880      | F         | Emma      | \n| 1880      | F         | Elizabeth | \n| 1880      | F         | Minnie    | \n| 1880      | F         | Margaret  | \n| 1880      | F         | Ida       | \n| 1880      | F         | Alice     | \n| 1880      | F         | Bertha    | \n| 1880      | F         | Sarah     | \n\n\n",
            "text/plain": "   year sex name     \n1  1880 F   Mary     \n2  1880 F   Anna     \n3  1880 F   Emma     \n4  1880 F   Elizabeth\n5  1880 F   Minnie   \n6  1880 F   Margaret \n7  1880 F   Ida      \n8  1880 F   Alice    \n9  1880 F   Bertha   \n10 1880 F   Sarah    "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>Gender</th></tr></thead>\n<tbody>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n\t<tr><td>1880</td><td>F   </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|ll}\n year & Gender\\\\\n\\hline\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\t 1880 & F   \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | Gender | \n|---|---|---|---|---|---|---|---|---|---|\n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n| 1880 | F    | \n\n\n",
            "text/plain": "   year Gender\n1  1880 F     \n2  1880 F     \n3  1880 F     \n4  1880 F     \n5  1880 F     \n6  1880 F     \n7  1880 F     \n8  1880 F     \n9  1880 F     \n10 1880 F     "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "#filtering data\nsqldf(\"select year,name, sex as 'Gender' from mydata where sex == 'F' limit 20\")\nsqldf(\"select * from mydata where prop > 0.05 limit 20\")\nsqldf(\"select * from mydata where sex != 'F' \")\nsqldf(\"select year,name,4*prop as 'final_prop' from mydata where prop <= 0.40 limit 10\")",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>name</th><th scope=col>Gender</th></tr></thead>\n<tbody>\n\t<tr><td>1880     </td><td>Mary     </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Anna     </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Emma     </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Elizabeth</td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Minnie   </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Margaret </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Ida      </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Alice    </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Bertha   </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Sarah    </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Annie    </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Clara    </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Ella     </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Florence </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Cora     </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Martha   </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Laura    </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Nellie   </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Grace    </td><td>F        </td></tr>\n\t<tr><td>1880     </td><td>Carrie   </td><td>F        </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lll}\n year & name & Gender\\\\\n\\hline\n\t 1880      & Mary      & F        \\\\\n\t 1880      & Anna      & F        \\\\\n\t 1880      & Emma      & F        \\\\\n\t 1880      & Elizabeth & F        \\\\\n\t 1880      & Minnie    & F        \\\\\n\t 1880      & Margaret  & F        \\\\\n\t 1880      & Ida       & F        \\\\\n\t 1880      & Alice     & F        \\\\\n\t 1880      & Bertha    & F        \\\\\n\t 1880      & Sarah     & F        \\\\\n\t 1880      & Annie     & F        \\\\\n\t 1880      & Clara     & F        \\\\\n\t 1880      & Ella      & F        \\\\\n\t 1880      & Florence  & F        \\\\\n\t 1880      & Cora      & F        \\\\\n\t 1880      & Martha    & F        \\\\\n\t 1880      & Laura     & F        \\\\\n\t 1880      & Nellie    & F        \\\\\n\t 1880      & Grace     & F        \\\\\n\t 1880      & Carrie    & F        \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | name | Gender | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880      | Mary      | F         | \n| 1880      | Anna      | F         | \n| 1880      | Emma      | F         | \n| 1880      | Elizabeth | F         | \n| 1880      | Minnie    | F         | \n| 1880      | Margaret  | F         | \n| 1880      | Ida       | F         | \n| 1880      | Alice     | F         | \n| 1880      | Bertha    | F         | \n| 1880      | Sarah     | F         | \n| 1880      | Annie     | F         | \n| 1880      | Clara     | F         | \n| 1880      | Ella      | F         | \n| 1880      | Florence  | F         | \n| 1880      | Cora      | F         | \n| 1880      | Martha    | F         | \n| 1880      | Laura     | F         | \n| 1880      | Nellie    | F         | \n| 1880      | Grace     | F         | \n| 1880      | Carrie    | F         | \n\n\n",
            "text/plain": "   year name      Gender\n1  1880 Mary      F     \n2  1880 Anna      F     \n3  1880 Emma      F     \n4  1880 Elizabeth F     \n5  1880 Minnie    F     \n6  1880 Margaret  F     \n7  1880 Ida       F     \n8  1880 Alice     F     \n9  1880 Bertha    F     \n10 1880 Sarah     F     \n11 1880 Annie     F     \n12 1880 Clara     F     \n13 1880 Ella      F     \n14 1880 Florence  F     \n15 1880 Cora      F     \n16 1880 Martha    F     \n17 1880 Laura     F     \n18 1880 Nellie    F     \n19 1880 Grace     F     \n20 1880 Carrie    F     "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880      </td><td>F         </td><td>Mary      </td><td>7065      </td><td>0.07238433</td></tr>\n\t<tr><td>1880      </td><td>M         </td><td>John      </td><td>9655      </td><td>0.08154630</td></tr>\n\t<tr><td>1880      </td><td>M         </td><td>William   </td><td>9531      </td><td>0.08049899</td></tr>\n\t<tr><td>1880      </td><td>M         </td><td>James     </td><td>5927      </td><td>0.05005954</td></tr>\n\t<tr><td>1881      </td><td>F         </td><td>Mary      </td><td>6919      </td><td>0.06999140</td></tr>\n\t<tr><td>1881      </td><td>M         </td><td>John      </td><td>8769      </td><td>0.08098299</td></tr>\n\t<tr><td>1881      </td><td>M         </td><td>William   </td><td>8524      </td><td>0.07872038</td></tr>\n\t<tr><td>1881      </td><td>M         </td><td>James     </td><td>5441      </td><td>0.05024843</td></tr>\n\t<tr><td>1882      </td><td>F         </td><td>Mary      </td><td>8148      </td><td>0.07042594</td></tr>\n\t<tr><td>1882      </td><td>M         </td><td>John      </td><td>9557      </td><td>0.07831617</td></tr>\n\t<tr><td>1882      </td><td>M         </td><td>William   </td><td>9298      </td><td>0.07619375</td></tr>\n\t<tr><td>1883      </td><td>F         </td><td>Mary      </td><td>8012      </td><td>0.06673386</td></tr>\n\t<tr><td>1883      </td><td>M         </td><td>John      </td><td>8894      </td><td>0.07907324</td></tr>\n\t<tr><td>1883      </td><td>M         </td><td>William   </td><td>8387      </td><td>0.07456569</td></tr>\n\t<tr><td>1884      </td><td>F         </td><td>Mary      </td><td>9217      </td><td>0.06699083</td></tr>\n\t<tr><td>1884      </td><td>M         </td><td>John      </td><td>9388      </td><td>0.07648751</td></tr>\n\t<tr><td>1884      </td><td>M         </td><td>William   </td><td>8897      </td><td>0.07248715</td></tr>\n\t<tr><td>1885      </td><td>F         </td><td>Mary      </td><td>9128      </td><td>0.06430479</td></tr>\n\t<tr><td>1885      </td><td>M         </td><td>John      </td><td>8756      </td><td>0.07551791</td></tr>\n\t<tr><td>1885      </td><td>M         </td><td>William   </td><td>8044      </td><td>0.06937712</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880       & F          & Mary       & 7065       & 0.07238433\\\\\n\t 1880       & M          & John       & 9655       & 0.08154630\\\\\n\t 1880       & M          & William    & 9531       & 0.08049899\\\\\n\t 1880       & M          & James      & 5927       & 0.05005954\\\\\n\t 1881       & F          & Mary       & 6919       & 0.06999140\\\\\n\t 1881       & M          & John       & 8769       & 0.08098299\\\\\n\t 1881       & M          & William    & 8524       & 0.07872038\\\\\n\t 1881       & M          & James      & 5441       & 0.05024843\\\\\n\t 1882       & F          & Mary       & 8148       & 0.07042594\\\\\n\t 1882       & M          & John       & 9557       & 0.07831617\\\\\n\t 1882       & M          & William    & 9298       & 0.07619375\\\\\n\t 1883       & F          & Mary       & 8012       & 0.06673386\\\\\n\t 1883       & M          & John       & 8894       & 0.07907324\\\\\n\t 1883       & M          & William    & 8387       & 0.07456569\\\\\n\t 1884       & F          & Mary       & 9217       & 0.06699083\\\\\n\t 1884       & M          & John       & 9388       & 0.07648751\\\\\n\t 1884       & M          & William    & 8897       & 0.07248715\\\\\n\t 1885       & F          & Mary       & 9128       & 0.06430479\\\\\n\t 1885       & M          & John       & 8756       & 0.07551791\\\\\n\t 1885       & M          & William    & 8044       & 0.06937712\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880       | F          | Mary       | 7065       | 0.07238433 | \n| 1880       | M          | John       | 9655       | 0.08154630 | \n| 1880       | M          | William    | 9531       | 0.08049899 | \n| 1880       | M          | James      | 5927       | 0.05005954 | \n| 1881       | F          | Mary       | 6919       | 0.06999140 | \n| 1881       | M          | John       | 8769       | 0.08098299 | \n| 1881       | M          | William    | 8524       | 0.07872038 | \n| 1881       | M          | James      | 5441       | 0.05024843 | \n| 1882       | F          | Mary       | 8148       | 0.07042594 | \n| 1882       | M          | John       | 9557       | 0.07831617 | \n| 1882       | M          | William    | 9298       | 0.07619375 | \n| 1883       | F          | Mary       | 8012       | 0.06673386 | \n| 1883       | M          | John       | 8894       | 0.07907324 | \n| 1883       | M          | William    | 8387       | 0.07456569 | \n| 1884       | F          | Mary       | 9217       | 0.06699083 | \n| 1884       | M          | John       | 9388       | 0.07648751 | \n| 1884       | M          | William    | 8897       | 0.07248715 | \n| 1885       | F          | Mary       | 9128       | 0.06430479 | \n| 1885       | M          | John       | 8756       | 0.07551791 | \n| 1885       | M          | William    | 8044       | 0.06937712 | \n\n\n",
            "text/plain": "   year sex name    n    prop      \n1  1880 F   Mary    7065 0.07238433\n2  1880 M   John    9655 0.08154630\n3  1880 M   William 9531 0.08049899\n4  1880 M   James   5927 0.05005954\n5  1881 F   Mary    6919 0.06999140\n6  1881 M   John    8769 0.08098299\n7  1881 M   William 8524 0.07872038\n8  1881 M   James   5441 0.05024843\n9  1882 F   Mary    8148 0.07042594\n10 1882 M   John    9557 0.07831617\n11 1882 M   William 9298 0.07619375\n12 1883 F   Mary    8012 0.06673386\n13 1883 M   John    8894 0.07907324\n14 1883 M   William 8387 0.07456569\n15 1884 F   Mary    9217 0.06699083\n16 1884 M   John    9388 0.07648751\n17 1884 M   William 8897 0.07248715\n18 1885 F   Mary    9128 0.06430479\n19 1885 M   John    8756 0.07551791\n20 1885 M   William 8044 0.06937712"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880       </td><td>M          </td><td>John       </td><td>9655       </td><td>0.081546297</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>William    </td><td>9531       </td><td>0.080498991</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>James      </td><td>5927       </td><td>0.050059544</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Charles    </td><td>5348       </td><td>0.045169300</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>George     </td><td>5126       </td><td>0.043294285</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Frank      </td><td>3242       </td><td>0.027381988</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Joseph     </td><td>2632       </td><td>0.022229917</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Thomas     </td><td>2534       </td><td>0.021402208</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Henry      </td><td>2444       </td><td>0.020642066</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Robert     </td><td>2415       </td><td>0.020397132</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Edward     </td><td>2364       </td><td>0.019966385</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Harry      </td><td>2152       </td><td>0.018175829</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Walter     </td><td>1755       </td><td>0.014822760</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Arthur     </td><td>1599       </td><td>0.013505182</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Fred       </td><td>1569       </td><td>0.013251801</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Albert     </td><td>1493       </td><td>0.012609904</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Samuel     </td><td>1024       </td><td>0.008648722</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>David      </td><td> 869       </td><td>0.007339589</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Louis      </td><td> 828       </td><td>0.006993302</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Joe        </td><td> 731       </td><td>0.006174039</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Charlie    </td><td> 730       </td><td>0.006165593</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Clarence   </td><td> 730       </td><td>0.006165593</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Richard    </td><td> 728       </td><td>0.006148701</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Andrew     </td><td> 644       </td><td>0.005439235</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Daniel     </td><td> 643       </td><td>0.005430789</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Ernest     </td><td> 615       </td><td>0.005194301</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Will       </td><td> 588       </td><td>0.004966258</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Jesse      </td><td> 569       </td><td>0.004805784</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Oscar      </td><td> 544       </td><td>0.004594633</td></tr>\n\t<tr><td>1880       </td><td>M          </td><td>Lewis      </td><td> 517       </td><td>0.004366591</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zavon       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zay         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zaylor      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zayquan     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zecharia    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zecharya    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zee         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeev        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeik        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zekariah    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zepplin     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zerek       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeyd        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zhi         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziel        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zihan       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zihao       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziheng      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zimere      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziyi        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziyu        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zoel        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zohar       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zolton      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyah        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zykell      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyking      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zykir       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyrus       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyus        </td><td>5           </td><td>2.466855e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880        & M           & John        & 9655        & 0.081546297\\\\\n\t 1880        & M           & William     & 9531        & 0.080498991\\\\\n\t 1880        & M           & James       & 5927        & 0.050059544\\\\\n\t 1880        & M           & Charles     & 5348        & 0.045169300\\\\\n\t 1880        & M           & George      & 5126        & 0.043294285\\\\\n\t 1880        & M           & Frank       & 3242        & 0.027381988\\\\\n\t 1880        & M           & Joseph      & 2632        & 0.022229917\\\\\n\t 1880        & M           & Thomas      & 2534        & 0.021402208\\\\\n\t 1880        & M           & Henry       & 2444        & 0.020642066\\\\\n\t 1880        & M           & Robert      & 2415        & 0.020397132\\\\\n\t 1880        & M           & Edward      & 2364        & 0.019966385\\\\\n\t 1880        & M           & Harry       & 2152        & 0.018175829\\\\\n\t 1880        & M           & Walter      & 1755        & 0.014822760\\\\\n\t 1880        & M           & Arthur      & 1599        & 0.013505182\\\\\n\t 1880        & M           & Fred        & 1569        & 0.013251801\\\\\n\t 1880        & M           & Albert      & 1493        & 0.012609904\\\\\n\t 1880        & M           & Samuel      & 1024        & 0.008648722\\\\\n\t 1880        & M           & David       &  869        & 0.007339589\\\\\n\t 1880        & M           & Louis       &  828        & 0.006993302\\\\\n\t 1880        & M           & Joe         &  731        & 0.006174039\\\\\n\t 1880        & M           & Charlie     &  730        & 0.006165593\\\\\n\t 1880        & M           & Clarence    &  730        & 0.006165593\\\\\n\t 1880        & M           & Richard     &  728        & 0.006148701\\\\\n\t 1880        & M           & Andrew      &  644        & 0.005439235\\\\\n\t 1880        & M           & Daniel      &  643        & 0.005430789\\\\\n\t 1880        & M           & Ernest      &  615        & 0.005194301\\\\\n\t 1880        & M           & Will        &  588        & 0.004966258\\\\\n\t 1880        & M           & Jesse       &  569        & 0.004805784\\\\\n\t 1880        & M           & Oscar       &  544        & 0.004594633\\\\\n\t 1880        & M           & Lewis       &  517        & 0.004366591\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2015         & M            & Zavon        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zay          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zaylor       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zayquan      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zecharia     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zecharya     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zee          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeev         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeik         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zekariah     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zepplin      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zerek        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeyd         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zhi          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziel         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zihan        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zihao        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziheng       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zimere       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziyi         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziyu         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zoel         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zohar        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zolton       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyah         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zykell       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyking       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zykir        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyrus        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyus         & 5            & 2.466855e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880        | M           | John        | 9655        | 0.081546297 | \n| 1880        | M           | William     | 9531        | 0.080498991 | \n| 1880        | M           | James       | 5927        | 0.050059544 | \n| 1880        | M           | Charles     | 5348        | 0.045169300 | \n| 1880        | M           | George      | 5126        | 0.043294285 | \n| 1880        | M           | Frank       | 3242        | 0.027381988 | \n| 1880        | M           | Joseph      | 2632        | 0.022229917 | \n| 1880        | M           | Thomas      | 2534        | 0.021402208 | \n| 1880        | M           | Henry       | 2444        | 0.020642066 | \n| 1880        | M           | Robert      | 2415        | 0.020397132 | \n| 1880        | M           | Edward      | 2364        | 0.019966385 | \n| 1880        | M           | Harry       | 2152        | 0.018175829 | \n| 1880        | M           | Walter      | 1755        | 0.014822760 | \n| 1880        | M           | Arthur      | 1599        | 0.013505182 | \n| 1880        | M           | Fred        | 1569        | 0.013251801 | \n| 1880        | M           | Albert      | 1493        | 0.012609904 | \n| 1880        | M           | Samuel      | 1024        | 0.008648722 | \n| 1880        | M           | David       |  869        | 0.007339589 | \n| 1880        | M           | Louis       |  828        | 0.006993302 | \n| 1880        | M           | Joe         |  731        | 0.006174039 | \n| 1880        | M           | Charlie     |  730        | 0.006165593 | \n| 1880        | M           | Clarence    |  730        | 0.006165593 | \n| 1880        | M           | Richard     |  728        | 0.006148701 | \n| 1880        | M           | Andrew      |  644        | 0.005439235 | \n| 1880        | M           | Daniel      |  643        | 0.005430789 | \n| 1880        | M           | Ernest      |  615        | 0.005194301 | \n| 1880        | M           | Will        |  588        | 0.004966258 | \n| 1880        | M           | Jesse       |  569        | 0.004805784 | \n| 1880        | M           | Oscar       |  544        | 0.004594633 | \n| 1880        | M           | Lewis       |  517        | 0.004366591 | \n| ... | ... | ... | ... | ... | \n| 2015         | M            | Zavon        | 5            | 2.466855e-06 | \n| 2015         | M            | Zay          | 5            | 2.466855e-06 | \n| 2015         | M            | Zaylor       | 5            | 2.466855e-06 | \n| 2015         | M            | Zayquan      | 5            | 2.466855e-06 | \n| 2015         | M            | Zecharia     | 5            | 2.466855e-06 | \n| 2015         | M            | Zecharya     | 5            | 2.466855e-06 | \n| 2015         | M            | Zee          | 5            | 2.466855e-06 | \n| 2015         | M            | Zeev         | 5            | 2.466855e-06 | \n| 2015         | M            | Zeik         | 5            | 2.466855e-06 | \n| 2015         | M            | Zekariah     | 5            | 2.466855e-06 | \n| 2015         | M            | Zepplin      | 5            | 2.466855e-06 | \n| 2015         | M            | Zerek        | 5            | 2.466855e-06 | \n| 2015         | M            | Zeyd         | 5            | 2.466855e-06 | \n| 2015         | M            | Zhi          | 5            | 2.466855e-06 | \n| 2015         | M            | Ziel         | 5            | 2.466855e-06 | \n| 2015         | M            | Zihan        | 5            | 2.466855e-06 | \n| 2015         | M            | Zihao        | 5            | 2.466855e-06 | \n| 2015         | M            | Ziheng       | 5            | 2.466855e-06 | \n| 2015         | M            | Zimere       | 5            | 2.466855e-06 | \n| 2015         | M            | Ziyi         | 5            | 2.466855e-06 | \n| 2015         | M            | Ziyu         | 5            | 2.466855e-06 | \n| 2015         | M            | Zoel         | 5            | 2.466855e-06 | \n| 2015         | M            | Zohar        | 5            | 2.466855e-06 | \n| 2015         | M            | Zolton       | 5            | 2.466855e-06 | \n| 2015         | M            | Zyah         | 5            | 2.466855e-06 | \n| 2015         | M            | Zykell       | 5            | 2.466855e-06 | \n| 2015         | M            | Zyking       | 5            | 2.466855e-06 | \n| 2015         | M            | Zykir        | 5            | 2.466855e-06 | \n| 2015         | M            | Zyrus        | 5            | 2.466855e-06 | \n| 2015         | M            | Zyus         | 5            | 2.466855e-06 | \n\n\n",
            "text/plain": "       year sex name     n    prop        \n1      1880 M   John     9655 0.081546297 \n2      1880 M   William  9531 0.080498991 \n3      1880 M   James    5927 0.050059544 \n4      1880 M   Charles  5348 0.045169300 \n5      1880 M   George   5126 0.043294285 \n6      1880 M   Frank    3242 0.027381988 \n7      1880 M   Joseph   2632 0.022229917 \n8      1880 M   Thomas   2534 0.021402208 \n9      1880 M   Henry    2444 0.020642066 \n10     1880 M   Robert   2415 0.020397132 \n11     1880 M   Edward   2364 0.019966385 \n12     1880 M   Harry    2152 0.018175829 \n13     1880 M   Walter   1755 0.014822760 \n14     1880 M   Arthur   1599 0.013505182 \n15     1880 M   Fred     1569 0.013251801 \n16     1880 M   Albert   1493 0.012609904 \n17     1880 M   Samuel   1024 0.008648722 \n18     1880 M   David     869 0.007339589 \n19     1880 M   Louis     828 0.006993302 \n20     1880 M   Joe       731 0.006174039 \n21     1880 M   Charlie   730 0.006165593 \n22     1880 M   Clarence  730 0.006165593 \n23     1880 M   Richard   728 0.006148701 \n24     1880 M   Andrew    644 0.005439235 \n25     1880 M   Daniel    643 0.005430789 \n26     1880 M   Ernest    615 0.005194301 \n27     1880 M   Will      588 0.004966258 \n28     1880 M   Jesse     569 0.004805784 \n29     1880 M   Oscar     544 0.004594633 \n30     1880 M   Lewis     517 0.004366591 \n...    ...  ... ...      ...  ...         \n757802 2015 M   Zavon    5    2.466855e-06\n757803 2015 M   Zay      5    2.466855e-06\n757804 2015 M   Zaylor   5    2.466855e-06\n757805 2015 M   Zayquan  5    2.466855e-06\n757806 2015 M   Zecharia 5    2.466855e-06\n757807 2015 M   Zecharya 5    2.466855e-06\n757808 2015 M   Zee      5    2.466855e-06\n757809 2015 M   Zeev     5    2.466855e-06\n757810 2015 M   Zeik     5    2.466855e-06\n757811 2015 M   Zekariah 5    2.466855e-06\n757812 2015 M   Zepplin  5    2.466855e-06\n757813 2015 M   Zerek    5    2.466855e-06\n757814 2015 M   Zeyd     5    2.466855e-06\n757815 2015 M   Zhi      5    2.466855e-06\n757816 2015 M   Ziel     5    2.466855e-06\n757817 2015 M   Zihan    5    2.466855e-06\n757818 2015 M   Zihao    5    2.466855e-06\n757819 2015 M   Ziheng   5    2.466855e-06\n757820 2015 M   Zimere   5    2.466855e-06\n757821 2015 M   Ziyi     5    2.466855e-06\n757822 2015 M   Ziyu     5    2.466855e-06\n757823 2015 M   Zoel     5    2.466855e-06\n757824 2015 M   Zohar    5    2.466855e-06\n757825 2015 M   Zolton   5    2.466855e-06\n757826 2015 M   Zyah     5    2.466855e-06\n757827 2015 M   Zykell   5    2.466855e-06\n757828 2015 M   Zyking   5    2.466855e-06\n757829 2015 M   Zykir    5    2.466855e-06\n757830 2015 M   Zyrus    5    2.466855e-06\n757831 2015 M   Zyus     5    2.466855e-06"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>name</th><th scope=col>final_prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880      </td><td>Mary      </td><td>0.28953731</td></tr>\n\t<tr><td>1880      </td><td>Anna      </td><td>0.10671694</td></tr>\n\t<tr><td>1880      </td><td>Emma      </td><td>0.08208680</td></tr>\n\t<tr><td>1880      </td><td>Elizabeth </td><td>0.07946396</td></tr>\n\t<tr><td>1880      </td><td>Minnie    </td><td>0.07155444</td></tr>\n\t<tr><td>1880      </td><td>Margaret  </td><td>0.06466948</td></tr>\n\t<tr><td>1880      </td><td>Ida       </td><td>0.06032540</td></tr>\n\t<tr><td>1880      </td><td>Alice     </td><td>0.05794844</td></tr>\n\t<tr><td>1880      </td><td>Bertha    </td><td>0.05409614</td></tr>\n\t<tr><td>1880      </td><td>Sarah     </td><td>0.05278472</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lll}\n year & name & final\\_prop\\\\\n\\hline\n\t 1880       & Mary       & 0.28953731\\\\\n\t 1880       & Anna       & 0.10671694\\\\\n\t 1880       & Emma       & 0.08208680\\\\\n\t 1880       & Elizabeth  & 0.07946396\\\\\n\t 1880       & Minnie     & 0.07155444\\\\\n\t 1880       & Margaret   & 0.06466948\\\\\n\t 1880       & Ida        & 0.06032540\\\\\n\t 1880       & Alice      & 0.05794844\\\\\n\t 1880       & Bertha     & 0.05409614\\\\\n\t 1880       & Sarah      & 0.05278472\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | name | final_prop | \n|---|---|---|---|---|---|---|---|---|---|\n| 1880       | Mary       | 0.28953731 | \n| 1880       | Anna       | 0.10671694 | \n| 1880       | Emma       | 0.08208680 | \n| 1880       | Elizabeth  | 0.07946396 | \n| 1880       | Minnie     | 0.07155444 | \n| 1880       | Margaret   | 0.06466948 | \n| 1880       | Ida        | 0.06032540 | \n| 1880       | Alice      | 0.05794844 | \n| 1880       | Bertha     | 0.05409614 | \n| 1880       | Sarah      | 0.05278472 | \n\n\n",
            "text/plain": "   year name      final_prop\n1  1880 Mary      0.28953731\n2  1880 Anna      0.10671694\n3  1880 Emma      0.08208680\n4  1880 Elizabeth 0.07946396\n5  1880 Minnie    0.07155444\n6  1880 Margaret  0.06466948\n7  1880 Ida       0.06032540\n8  1880 Alice     0.05794844\n9  1880 Bertha    0.05409614\n10 1880 Sarah     0.05278472"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "sqldf(\"select * from mydata order by year desc limit 20\") #order by 1 condition\nsqldf(\"select * from mydata order by year desc,n desc limit 20\") #order by 2 conditions\nsqldf(\"select * from mydata order by name limit 20\") #order alphabetically",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>2015       </td><td>F          </td><td>Emma       </td><td>20355      </td><td>0.010518787</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Olivia     </td><td>19553      </td><td>0.010104340</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Sophia     </td><td>17327      </td><td>0.008954018</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Ava        </td><td>16286      </td><td>0.008416063</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Isabella   </td><td>15504      </td><td>0.008011952</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Mia        </td><td>14820      </td><td>0.007658483</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Abigail    </td><td>12311      </td><td>0.006361916</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Emily      </td><td>11727      </td><td>0.006060124</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Charlotte  </td><td>11332      </td><td>0.005856001</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Harper     </td><td>10241      </td><td>0.005292208</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Madison    </td><td>10038      </td><td>0.005187305</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Amelia     </td><td> 9795      </td><td>0.005061730</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Elizabeth  </td><td> 9656      </td><td>0.004989900</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Sofia      </td><td> 9650      </td><td>0.004986799</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Evelyn     </td><td> 9313      </td><td>0.004812649</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Avery      </td><td> 9298      </td><td>0.004804897</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Chloe      </td><td> 7884      </td><td>0.004074189</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Ella       </td><td> 7852      </td><td>0.004057653</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Grace      </td><td> 7589      </td><td>0.003921743</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Victoria   </td><td> 7575      </td><td>0.003914508</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 2015        & F           & Emma        & 20355       & 0.010518787\\\\\n\t 2015        & F           & Olivia      & 19553       & 0.010104340\\\\\n\t 2015        & F           & Sophia      & 17327       & 0.008954018\\\\\n\t 2015        & F           & Ava         & 16286       & 0.008416063\\\\\n\t 2015        & F           & Isabella    & 15504       & 0.008011952\\\\\n\t 2015        & F           & Mia         & 14820       & 0.007658483\\\\\n\t 2015        & F           & Abigail     & 12311       & 0.006361916\\\\\n\t 2015        & F           & Emily       & 11727       & 0.006060124\\\\\n\t 2015        & F           & Charlotte   & 11332       & 0.005856001\\\\\n\t 2015        & F           & Harper      & 10241       & 0.005292208\\\\\n\t 2015        & F           & Madison     & 10038       & 0.005187305\\\\\n\t 2015        & F           & Amelia      &  9795       & 0.005061730\\\\\n\t 2015        & F           & Elizabeth   &  9656       & 0.004989900\\\\\n\t 2015        & F           & Sofia       &  9650       & 0.004986799\\\\\n\t 2015        & F           & Evelyn      &  9313       & 0.004812649\\\\\n\t 2015        & F           & Avery       &  9298       & 0.004804897\\\\\n\t 2015        & F           & Chloe       &  7884       & 0.004074189\\\\\n\t 2015        & F           & Ella        &  7852       & 0.004057653\\\\\n\t 2015        & F           & Grace       &  7589       & 0.003921743\\\\\n\t 2015        & F           & Victoria    &  7575       & 0.003914508\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 2015        | F           | Emma        | 20355       | 0.010518787 | \n| 2015        | F           | Olivia      | 19553       | 0.010104340 | \n| 2015        | F           | Sophia      | 17327       | 0.008954018 | \n| 2015        | F           | Ava         | 16286       | 0.008416063 | \n| 2015        | F           | Isabella    | 15504       | 0.008011952 | \n| 2015        | F           | Mia         | 14820       | 0.007658483 | \n| 2015        | F           | Abigail     | 12311       | 0.006361916 | \n| 2015        | F           | Emily       | 11727       | 0.006060124 | \n| 2015        | F           | Charlotte   | 11332       | 0.005856001 | \n| 2015        | F           | Harper      | 10241       | 0.005292208 | \n| 2015        | F           | Madison     | 10038       | 0.005187305 | \n| 2015        | F           | Amelia      |  9795       | 0.005061730 | \n| 2015        | F           | Elizabeth   |  9656       | 0.004989900 | \n| 2015        | F           | Sofia       |  9650       | 0.004986799 | \n| 2015        | F           | Evelyn      |  9313       | 0.004812649 | \n| 2015        | F           | Avery       |  9298       | 0.004804897 | \n| 2015        | F           | Chloe       |  7884       | 0.004074189 | \n| 2015        | F           | Ella        |  7852       | 0.004057653 | \n| 2015        | F           | Grace       |  7589       | 0.003921743 | \n| 2015        | F           | Victoria    |  7575       | 0.003914508 | \n\n\n",
            "text/plain": "   year sex name      n     prop       \n1  2015 F   Emma      20355 0.010518787\n2  2015 F   Olivia    19553 0.010104340\n3  2015 F   Sophia    17327 0.008954018\n4  2015 F   Ava       16286 0.008416063\n5  2015 F   Isabella  15504 0.008011952\n6  2015 F   Mia       14820 0.007658483\n7  2015 F   Abigail   12311 0.006361916\n8  2015 F   Emily     11727 0.006060124\n9  2015 F   Charlotte 11332 0.005856001\n10 2015 F   Harper    10241 0.005292208\n11 2015 F   Madison   10038 0.005187305\n12 2015 F   Amelia     9795 0.005061730\n13 2015 F   Elizabeth  9656 0.004989900\n14 2015 F   Sofia      9650 0.004986799\n15 2015 F   Evelyn     9313 0.004812649\n16 2015 F   Avery      9298 0.004804897\n17 2015 F   Chloe      7884 0.004074189\n18 2015 F   Ella       7852 0.004057653\n19 2015 F   Grace      7589 0.003921743\n20 2015 F   Victoria   7575 0.003914508"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>2015       </td><td>F          </td><td>Emma       </td><td>20355      </td><td>0.010518787</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Olivia     </td><td>19553      </td><td>0.010104340</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Noah       </td><td>19511      </td><td>0.009626163</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Liam       </td><td>18281      </td><td>0.009019316</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Sophia     </td><td>17327      </td><td>0.008954018</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Mason      </td><td>16535      </td><td>0.008157891</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Ava        </td><td>16286      </td><td>0.008416063</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Jacob      </td><td>15816      </td><td>0.007803157</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>William    </td><td>15809      </td><td>0.007799703</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Isabella   </td><td>15504      </td><td>0.008011952</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Ethan      </td><td>14991      </td><td>0.007396126</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Mia        </td><td>14820      </td><td>0.007658483</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>James      </td><td>14705      </td><td>0.007255022</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Alexander  </td><td>14460      </td><td>0.007134146</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Michael    </td><td>14321      </td><td>0.007065567</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Benjamin   </td><td>13608      </td><td>0.006713793</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Elijah     </td><td>13511      </td><td>0.006665936</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Daniel     </td><td>13408      </td><td>0.006615119</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Aiden      </td><td>13378      </td><td>0.006600318</td></tr>\n\t<tr><td>2015       </td><td>M          </td><td>Logan      </td><td>12862      </td><td>0.006345739</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 2015        & F           & Emma        & 20355       & 0.010518787\\\\\n\t 2015        & F           & Olivia      & 19553       & 0.010104340\\\\\n\t 2015        & M           & Noah        & 19511       & 0.009626163\\\\\n\t 2015        & M           & Liam        & 18281       & 0.009019316\\\\\n\t 2015        & F           & Sophia      & 17327       & 0.008954018\\\\\n\t 2015        & M           & Mason       & 16535       & 0.008157891\\\\\n\t 2015        & F           & Ava         & 16286       & 0.008416063\\\\\n\t 2015        & M           & Jacob       & 15816       & 0.007803157\\\\\n\t 2015        & M           & William     & 15809       & 0.007799703\\\\\n\t 2015        & F           & Isabella    & 15504       & 0.008011952\\\\\n\t 2015        & M           & Ethan       & 14991       & 0.007396126\\\\\n\t 2015        & F           & Mia         & 14820       & 0.007658483\\\\\n\t 2015        & M           & James       & 14705       & 0.007255022\\\\\n\t 2015        & M           & Alexander   & 14460       & 0.007134146\\\\\n\t 2015        & M           & Michael     & 14321       & 0.007065567\\\\\n\t 2015        & M           & Benjamin    & 13608       & 0.006713793\\\\\n\t 2015        & M           & Elijah      & 13511       & 0.006665936\\\\\n\t 2015        & M           & Daniel      & 13408       & 0.006615119\\\\\n\t 2015        & M           & Aiden       & 13378       & 0.006600318\\\\\n\t 2015        & M           & Logan       & 12862       & 0.006345739\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 2015        | F           | Emma        | 20355       | 0.010518787 | \n| 2015        | F           | Olivia      | 19553       | 0.010104340 | \n| 2015        | M           | Noah        | 19511       | 0.009626163 | \n| 2015        | M           | Liam        | 18281       | 0.009019316 | \n| 2015        | F           | Sophia      | 17327       | 0.008954018 | \n| 2015        | M           | Mason       | 16535       | 0.008157891 | \n| 2015        | F           | Ava         | 16286       | 0.008416063 | \n| 2015        | M           | Jacob       | 15816       | 0.007803157 | \n| 2015        | M           | William     | 15809       | 0.007799703 | \n| 2015        | F           | Isabella    | 15504       | 0.008011952 | \n| 2015        | M           | Ethan       | 14991       | 0.007396126 | \n| 2015        | F           | Mia         | 14820       | 0.007658483 | \n| 2015        | M           | James       | 14705       | 0.007255022 | \n| 2015        | M           | Alexander   | 14460       | 0.007134146 | \n| 2015        | M           | Michael     | 14321       | 0.007065567 | \n| 2015        | M           | Benjamin    | 13608       | 0.006713793 | \n| 2015        | M           | Elijah      | 13511       | 0.006665936 | \n| 2015        | M           | Daniel      | 13408       | 0.006615119 | \n| 2015        | M           | Aiden       | 13378       | 0.006600318 | \n| 2015        | M           | Logan       | 12862       | 0.006345739 | \n\n\n",
            "text/plain": "   year sex name      n     prop       \n1  2015 F   Emma      20355 0.010518787\n2  2015 F   Olivia    19553 0.010104340\n3  2015 M   Noah      19511 0.009626163\n4  2015 M   Liam      18281 0.009019316\n5  2015 F   Sophia    17327 0.008954018\n6  2015 M   Mason     16535 0.008157891\n7  2015 F   Ava       16286 0.008416063\n8  2015 M   Jacob     15816 0.007803157\n9  2015 M   William   15809 0.007799703\n10 2015 F   Isabella  15504 0.008011952\n11 2015 M   Ethan     14991 0.007396126\n12 2015 F   Mia       14820 0.007658483\n13 2015 M   James     14705 0.007255022\n14 2015 M   Alexander 14460 0.007134146\n15 2015 M   Michael   14321 0.007065567\n16 2015 M   Benjamin  13608 0.006713793\n17 2015 M   Elijah    13511 0.006665936\n18 2015 M   Daniel    13408 0.006615119\n19 2015 M   Aiden     13378 0.006600318\n20 2015 M   Logan     12862 0.006345739"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>2007        </td><td>M           </td><td>Aaban       </td><td> 5          </td><td>2.259872e-06</td></tr>\n\t<tr><td>2009        </td><td>M           </td><td>Aaban       </td><td> 6          </td><td>2.833201e-06</td></tr>\n\t<tr><td>2010        </td><td>M           </td><td>Aaban       </td><td> 9          </td><td>4.388578e-06</td></tr>\n\t<tr><td>2011        </td><td>M           </td><td>Aaban       </td><td>11          </td><td>5.427020e-06</td></tr>\n\t<tr><td>2012        </td><td>M           </td><td>Aaban       </td><td>11          </td><td>5.435940e-06</td></tr>\n\t<tr><td>2013        </td><td>M           </td><td>Aaban       </td><td>14          </td><td>6.952863e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Aaban       </td><td>16          </td><td>7.843929e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Aaban       </td><td>15          </td><td>7.400566e-06</td></tr>\n\t<tr><td>2011        </td><td>F           </td><td>Aabha       </td><td> 7          </td><td>3.620673e-06</td></tr>\n\t<tr><td>2012        </td><td>F           </td><td>Aabha       </td><td> 5          </td><td>2.585247e-06</td></tr>\n\t<tr><td>2014        </td><td>F           </td><td>Aabha       </td><td> 9          </td><td>4.621184e-06</td></tr>\n\t<tr><td>2015        </td><td>F           </td><td>Aabha       </td><td> 7          </td><td>3.617367e-06</td></tr>\n\t<tr><td>2003        </td><td>M           </td><td>Aabid       </td><td> 5          </td><td>2.381387e-06</td></tr>\n\t<tr><td>2008        </td><td>F           </td><td>Aabriella   </td><td> 5          </td><td>2.403906e-06</td></tr>\n\t<tr><td>2014        </td><td>F           </td><td>Aabriella   </td><td> 5          </td><td>2.567324e-06</td></tr>\n\t<tr><td>2015        </td><td>F           </td><td>Aabriella   </td><td> 5          </td><td>2.583834e-06</td></tr>\n\t<tr><td>2015        </td><td>F           </td><td>Aada        </td><td> 5          </td><td>2.583834e-06</td></tr>\n\t<tr><td>1987        </td><td>M           </td><td>Aadam       </td><td> 5          </td><td>2.565337e-06</td></tr>\n\t<tr><td>1988        </td><td>M           </td><td>Aadam       </td><td> 5          </td><td>2.498923e-06</td></tr>\n\t<tr><td>1993        </td><td>M           </td><td>Aadam       </td><td> 7          </td><td>3.390149e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 2007         & M            & Aaban        &  5           & 2.259872e-06\\\\\n\t 2009         & M            & Aaban        &  6           & 2.833201e-06\\\\\n\t 2010         & M            & Aaban        &  9           & 4.388578e-06\\\\\n\t 2011         & M            & Aaban        & 11           & 5.427020e-06\\\\\n\t 2012         & M            & Aaban        & 11           & 5.435940e-06\\\\\n\t 2013         & M            & Aaban        & 14           & 6.952863e-06\\\\\n\t 2014         & M            & Aaban        & 16           & 7.843929e-06\\\\\n\t 2015         & M            & Aaban        & 15           & 7.400566e-06\\\\\n\t 2011         & F            & Aabha        &  7           & 3.620673e-06\\\\\n\t 2012         & F            & Aabha        &  5           & 2.585247e-06\\\\\n\t 2014         & F            & Aabha        &  9           & 4.621184e-06\\\\\n\t 2015         & F            & Aabha        &  7           & 3.617367e-06\\\\\n\t 2003         & M            & Aabid        &  5           & 2.381387e-06\\\\\n\t 2008         & F            & Aabriella    &  5           & 2.403906e-06\\\\\n\t 2014         & F            & Aabriella    &  5           & 2.567324e-06\\\\\n\t 2015         & F            & Aabriella    &  5           & 2.583834e-06\\\\\n\t 2015         & F            & Aada         &  5           & 2.583834e-06\\\\\n\t 1987         & M            & Aadam        &  5           & 2.565337e-06\\\\\n\t 1988         & M            & Aadam        &  5           & 2.498923e-06\\\\\n\t 1993         & M            & Aadam        &  7           & 3.390149e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 2007         | M            | Aaban        |  5           | 2.259872e-06 | \n| 2009         | M            | Aaban        |  6           | 2.833201e-06 | \n| 2010         | M            | Aaban        |  9           | 4.388578e-06 | \n| 2011         | M            | Aaban        | 11           | 5.427020e-06 | \n| 2012         | M            | Aaban        | 11           | 5.435940e-06 | \n| 2013         | M            | Aaban        | 14           | 6.952863e-06 | \n| 2014         | M            | Aaban        | 16           | 7.843929e-06 | \n| 2015         | M            | Aaban        | 15           | 7.400566e-06 | \n| 2011         | F            | Aabha        |  7           | 3.620673e-06 | \n| 2012         | F            | Aabha        |  5           | 2.585247e-06 | \n| 2014         | F            | Aabha        |  9           | 4.621184e-06 | \n| 2015         | F            | Aabha        |  7           | 3.617367e-06 | \n| 2003         | M            | Aabid        |  5           | 2.381387e-06 | \n| 2008         | F            | Aabriella    |  5           | 2.403906e-06 | \n| 2014         | F            | Aabriella    |  5           | 2.567324e-06 | \n| 2015         | F            | Aabriella    |  5           | 2.583834e-06 | \n| 2015         | F            | Aada         |  5           | 2.583834e-06 | \n| 1987         | M            | Aadam        |  5           | 2.565337e-06 | \n| 1988         | M            | Aadam        |  5           | 2.498923e-06 | \n| 1993         | M            | Aadam        |  7           | 3.390149e-06 | \n\n\n",
            "text/plain": "   year sex name      n  prop        \n1  2007 M   Aaban      5 2.259872e-06\n2  2009 M   Aaban      6 2.833201e-06\n3  2010 M   Aaban      9 4.388578e-06\n4  2011 M   Aaban     11 5.427020e-06\n5  2012 M   Aaban     11 5.435940e-06\n6  2013 M   Aaban     14 6.952863e-06\n7  2014 M   Aaban     16 7.843929e-06\n8  2015 M   Aaban     15 7.400566e-06\n9  2011 F   Aabha      7 3.620673e-06\n10 2012 F   Aabha      5 2.585247e-06\n11 2014 F   Aabha      9 4.621184e-06\n12 2015 F   Aabha      7 3.617367e-06\n13 2003 M   Aabid      5 2.381387e-06\n14 2008 F   Aabriella  5 2.403906e-06\n15 2014 F   Aabriella  5 2.567324e-06\n16 2015 F   Aabriella  5 2.583834e-06\n17 2015 F   Aada       5 2.583834e-06\n18 1987 M   Aadam      5 2.565337e-06\n19 1988 M   Aadam      5 2.498923e-06\n20 1993 M   Aadam      7 3.390149e-06"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "sqldf(\"select * from mydata where name like 'Ben%' \") #name starts with Ben\nsqldf(\"select * from mydata where name like '%man'limit 30\") #name ends with man\nsqldf(\"select * from mydata where name like '%man%' \") #name must contain man\nsqldf(\"select * from mydata where name in ('Coleman','Benjamin','Bennie')\") #using IN\nsqldf(\"select * from mydata where year between 2000 and 2014\") #using BETWEEN",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880        </td><td>F           </td><td>Bennie      </td><td>  8         </td><td>8.196385e-05</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Bena        </td><td>  6         </td><td>6.147289e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjamin    </td><td>490         </td><td>4.138548e-03</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Ben         </td><td>305         </td><td>2.576035e-03</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjiman    </td><td> 28         </td><td>2.364885e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Bennie      </td><td> 26         </td><td>2.195964e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Bennett     </td><td> 15         </td><td>1.266903e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjamine   </td><td> 13         </td><td>1.097982e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjaman    </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benton      </td><td> 10         </td><td>8.446017e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benito      </td><td>  7         </td><td>5.912212e-05</td></tr>\n\t<tr><td>1881        </td><td>F           </td><td>Bennie      </td><td>  9         </td><td>9.104244e-05</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benjamin    </td><td>481         </td><td>4.442105e-03</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Ben         </td><td>289         </td><td>2.668957e-03</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Bennie      </td><td> 32         </td><td>2.955246e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benjiman    </td><td> 21         </td><td>1.939381e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benjamine   </td><td> 17         </td><td>1.569975e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Bennett     </td><td> 14         </td><td>1.292920e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benton      </td><td> 11         </td><td>1.015866e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benjaman    </td><td> 10         </td><td>9.235145e-05</td></tr>\n\t<tr><td>1882        </td><td>F           </td><td>Bennie      </td><td>  7         </td><td>6.050339e-05</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Benjamin    </td><td>478         </td><td>3.917037e-03</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Ben         </td><td>334         </td><td>2.737009e-03</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Benjiman    </td><td> 35         </td><td>2.868124e-04</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Bennie      </td><td> 33         </td><td>2.704231e-04</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Bennett     </td><td> 14         </td><td>1.147249e-04</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Benjaman    </td><td> 12         </td><td>9.833567e-05</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Benton      </td><td> 11         </td><td>9.014103e-05</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Benjamine   </td><td>  9         </td><td>7.375175e-05</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Benedict    </td><td>  8         </td><td>6.555711e-05</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benji       </td><td>55          </td><td>2.713541e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bennet      </td><td>54          </td><td>2.664204e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bennie      </td><td>52          </td><td>2.565530e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benzion     </td><td>33          </td><td>1.628125e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benyamin    </td><td>32          </td><td>1.578787e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bensen      </td><td>31          </td><td>1.529450e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bentzion    </td><td>28          </td><td>1.381439e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benuel      </td><td>27          </td><td>1.332102e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjiman    </td><td>22          </td><td>1.085416e-05</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Beniah      </td><td>14          </td><td>6.907195e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjamen    </td><td>13          </td><td>6.413824e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bensyn      </td><td>13          </td><td>6.413824e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benz        </td><td>13          </td><td>6.413824e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benett      </td><td>11          </td><td>5.427082e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjamyn    </td><td>11          </td><td>5.427082e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benno       </td><td>11          </td><td>5.427082e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Beni        </td><td> 9          </td><td>4.440340e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bence       </td><td> 8          </td><td>3.946969e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bentleigh   </td><td> 8          </td><td>3.946969e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bentli      </td><td> 8          </td><td>3.946969e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benedikt    </td><td> 7          </td><td>3.453597e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjimen    </td><td> 7          </td><td>3.453597e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benoit      </td><td> 7          </td><td>3.453597e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bentlie     </td><td> 7          </td><td>3.453597e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjamine   </td><td> 6          </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bendrick    </td><td> 5          </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benecio     </td><td> 5          </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benen       </td><td> 5          </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjerman   </td><td> 5          </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bentlei     </td><td> 5          </td><td>2.466855e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880         & F            & Bennie       &   8          & 8.196385e-05\\\\\n\t 1880         & F            & Bena         &   6          & 6.147289e-05\\\\\n\t 1880         & M            & Benjamin     & 490          & 4.138548e-03\\\\\n\t 1880         & M            & Ben          & 305          & 2.576035e-03\\\\\n\t 1880         & M            & Benjiman     &  28          & 2.364885e-04\\\\\n\t 1880         & M            & Bennie       &  26          & 2.195964e-04\\\\\n\t 1880         & M            & Bennett      &  15          & 1.266903e-04\\\\\n\t 1880         & M            & Benjamine    &  13          & 1.097982e-04\\\\\n\t 1880         & M            & Benjaman     &  12          & 1.013522e-04\\\\\n\t 1880         & M            & Benton       &  10          & 8.446017e-05\\\\\n\t 1880         & M            & Benito       &   7          & 5.912212e-05\\\\\n\t 1881         & F            & Bennie       &   9          & 9.104244e-05\\\\\n\t 1881         & M            & Benjamin     & 481          & 4.442105e-03\\\\\n\t 1881         & M            & Ben          & 289          & 2.668957e-03\\\\\n\t 1881         & M            & Bennie       &  32          & 2.955246e-04\\\\\n\t 1881         & M            & Benjiman     &  21          & 1.939381e-04\\\\\n\t 1881         & M            & Benjamine    &  17          & 1.569975e-04\\\\\n\t 1881         & M            & Bennett      &  14          & 1.292920e-04\\\\\n\t 1881         & M            & Benton       &  11          & 1.015866e-04\\\\\n\t 1881         & M            & Benjaman     &  10          & 9.235145e-05\\\\\n\t 1882         & F            & Bennie       &   7          & 6.050339e-05\\\\\n\t 1882         & M            & Benjamin     & 478          & 3.917037e-03\\\\\n\t 1882         & M            & Ben          & 334          & 2.737009e-03\\\\\n\t 1882         & M            & Benjiman     &  35          & 2.868124e-04\\\\\n\t 1882         & M            & Bennie       &  33          & 2.704231e-04\\\\\n\t 1882         & M            & Bennett      &  14          & 1.147249e-04\\\\\n\t 1882         & M            & Benjaman     &  12          & 9.833567e-05\\\\\n\t 1882         & M            & Benton       &  11          & 9.014103e-05\\\\\n\t 1882         & M            & Benjamine    &   9          & 7.375175e-05\\\\\n\t 1882         & M            & Benedict     &   8          & 6.555711e-05\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2015         & M            & Benji        & 55           & 2.713541e-05\\\\\n\t 2015         & M            & Bennet       & 54           & 2.664204e-05\\\\\n\t 2015         & M            & Bennie       & 52           & 2.565530e-05\\\\\n\t 2015         & M            & Benzion      & 33           & 1.628125e-05\\\\\n\t 2015         & M            & Benyamin     & 32           & 1.578787e-05\\\\\n\t 2015         & M            & Bensen       & 31           & 1.529450e-05\\\\\n\t 2015         & M            & Bentzion     & 28           & 1.381439e-05\\\\\n\t 2015         & M            & Benuel       & 27           & 1.332102e-05\\\\\n\t 2015         & M            & Benjiman     & 22           & 1.085416e-05\\\\\n\t 2015         & M            & Beniah       & 14           & 6.907195e-06\\\\\n\t 2015         & M            & Benjamen     & 13           & 6.413824e-06\\\\\n\t 2015         & M            & Bensyn       & 13           & 6.413824e-06\\\\\n\t 2015         & M            & Benz         & 13           & 6.413824e-06\\\\\n\t 2015         & M            & Benett       & 11           & 5.427082e-06\\\\\n\t 2015         & M            & Benjamyn     & 11           & 5.427082e-06\\\\\n\t 2015         & M            & Benno        & 11           & 5.427082e-06\\\\\n\t 2015         & M            & Beni         &  9           & 4.440340e-06\\\\\n\t 2015         & M            & Bence        &  8           & 3.946969e-06\\\\\n\t 2015         & M            & Bentleigh    &  8           & 3.946969e-06\\\\\n\t 2015         & M            & Bentli       &  8           & 3.946969e-06\\\\\n\t 2015         & M            & Benedikt     &  7           & 3.453597e-06\\\\\n\t 2015         & M            & Benjimen     &  7           & 3.453597e-06\\\\\n\t 2015         & M            & Benoit       &  7           & 3.453597e-06\\\\\n\t 2015         & M            & Bentlie      &  7           & 3.453597e-06\\\\\n\t 2015         & M            & Benjamine    &  6           & 2.960226e-06\\\\\n\t 2015         & M            & Bendrick     &  5           & 2.466855e-06\\\\\n\t 2015         & M            & Benecio      &  5           & 2.466855e-06\\\\\n\t 2015         & M            & Benen        &  5           & 2.466855e-06\\\\\n\t 2015         & M            & Benjerman    &  5           & 2.466855e-06\\\\\n\t 2015         & M            & Bentlei      &  5           & 2.466855e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880         | F            | Bennie       |   8          | 8.196385e-05 | \n| 1880         | F            | Bena         |   6          | 6.147289e-05 | \n| 1880         | M            | Benjamin     | 490          | 4.138548e-03 | \n| 1880         | M            | Ben          | 305          | 2.576035e-03 | \n| 1880         | M            | Benjiman     |  28          | 2.364885e-04 | \n| 1880         | M            | Bennie       |  26          | 2.195964e-04 | \n| 1880         | M            | Bennett      |  15          | 1.266903e-04 | \n| 1880         | M            | Benjamine    |  13          | 1.097982e-04 | \n| 1880         | M            | Benjaman     |  12          | 1.013522e-04 | \n| 1880         | M            | Benton       |  10          | 8.446017e-05 | \n| 1880         | M            | Benito       |   7          | 5.912212e-05 | \n| 1881         | F            | Bennie       |   9          | 9.104244e-05 | \n| 1881         | M            | Benjamin     | 481          | 4.442105e-03 | \n| 1881         | M            | Ben          | 289          | 2.668957e-03 | \n| 1881         | M            | Bennie       |  32          | 2.955246e-04 | \n| 1881         | M            | Benjiman     |  21          | 1.939381e-04 | \n| 1881         | M            | Benjamine    |  17          | 1.569975e-04 | \n| 1881         | M            | Bennett      |  14          | 1.292920e-04 | \n| 1881         | M            | Benton       |  11          | 1.015866e-04 | \n| 1881         | M            | Benjaman     |  10          | 9.235145e-05 | \n| 1882         | F            | Bennie       |   7          | 6.050339e-05 | \n| 1882         | M            | Benjamin     | 478          | 3.917037e-03 | \n| 1882         | M            | Ben          | 334          | 2.737009e-03 | \n| 1882         | M            | Benjiman     |  35          | 2.868124e-04 | \n| 1882         | M            | Bennie       |  33          | 2.704231e-04 | \n| 1882         | M            | Bennett      |  14          | 1.147249e-04 | \n| 1882         | M            | Benjaman     |  12          | 9.833567e-05 | \n| 1882         | M            | Benton       |  11          | 9.014103e-05 | \n| 1882         | M            | Benjamine    |   9          | 7.375175e-05 | \n| 1882         | M            | Benedict     |   8          | 6.555711e-05 | \n| ... | ... | ... | ... | ... | \n| 2015         | M            | Benji        | 55           | 2.713541e-05 | \n| 2015         | M            | Bennet       | 54           | 2.664204e-05 | \n| 2015         | M            | Bennie       | 52           | 2.565530e-05 | \n| 2015         | M            | Benzion      | 33           | 1.628125e-05 | \n| 2015         | M            | Benyamin     | 32           | 1.578787e-05 | \n| 2015         | M            | Bensen       | 31           | 1.529450e-05 | \n| 2015         | M            | Bentzion     | 28           | 1.381439e-05 | \n| 2015         | M            | Benuel       | 27           | 1.332102e-05 | \n| 2015         | M            | Benjiman     | 22           | 1.085416e-05 | \n| 2015         | M            | Beniah       | 14           | 6.907195e-06 | \n| 2015         | M            | Benjamen     | 13           | 6.413824e-06 | \n| 2015         | M            | Bensyn       | 13           | 6.413824e-06 | \n| 2015         | M            | Benz         | 13           | 6.413824e-06 | \n| 2015         | M            | Benett       | 11           | 5.427082e-06 | \n| 2015         | M            | Benjamyn     | 11           | 5.427082e-06 | \n| 2015         | M            | Benno        | 11           | 5.427082e-06 | \n| 2015         | M            | Beni         |  9           | 4.440340e-06 | \n| 2015         | M            | Bence        |  8           | 3.946969e-06 | \n| 2015         | M            | Bentleigh    |  8           | 3.946969e-06 | \n| 2015         | M            | Bentli       |  8           | 3.946969e-06 | \n| 2015         | M            | Benedikt     |  7           | 3.453597e-06 | \n| 2015         | M            | Benjimen     |  7           | 3.453597e-06 | \n| 2015         | M            | Benoit       |  7           | 3.453597e-06 | \n| 2015         | M            | Bentlie      |  7           | 3.453597e-06 | \n| 2015         | M            | Benjamine    |  6           | 2.960226e-06 | \n| 2015         | M            | Bendrick     |  5           | 2.466855e-06 | \n| 2015         | M            | Benecio      |  5           | 2.466855e-06 | \n| 2015         | M            | Benen        |  5           | 2.466855e-06 | \n| 2015         | M            | Benjerman    |  5           | 2.466855e-06 | \n| 2015         | M            | Bentlei      |  5           | 2.466855e-06 | \n\n\n",
            "text/plain": "     year sex name      n   prop        \n1    1880 F   Bennie      8 8.196385e-05\n2    1880 F   Bena        6 6.147289e-05\n3    1880 M   Benjamin  490 4.138548e-03\n4    1880 M   Ben       305 2.576035e-03\n5    1880 M   Benjiman   28 2.364885e-04\n6    1880 M   Bennie     26 2.195964e-04\n7    1880 M   Bennett    15 1.266903e-04\n8    1880 M   Benjamine  13 1.097982e-04\n9    1880 M   Benjaman   12 1.013522e-04\n10   1880 M   Benton     10 8.446017e-05\n11   1880 M   Benito      7 5.912212e-05\n12   1881 F   Bennie      9 9.104244e-05\n13   1881 M   Benjamin  481 4.442105e-03\n14   1881 M   Ben       289 2.668957e-03\n15   1881 M   Bennie     32 2.955246e-04\n16   1881 M   Benjiman   21 1.939381e-04\n17   1881 M   Benjamine  17 1.569975e-04\n18   1881 M   Bennett    14 1.292920e-04\n19   1881 M   Benton     11 1.015866e-04\n20   1881 M   Benjaman   10 9.235145e-05\n21   1882 F   Bennie      7 6.050339e-05\n22   1882 M   Benjamin  478 3.917037e-03\n23   1882 M   Ben       334 2.737009e-03\n24   1882 M   Benjiman   35 2.868124e-04\n25   1882 M   Bennie     33 2.704231e-04\n26   1882 M   Bennett    14 1.147249e-04\n27   1882 M   Benjaman   12 9.833567e-05\n28   1882 M   Benton     11 9.014103e-05\n29   1882 M   Benjamine   9 7.375175e-05\n30   1882 M   Benedict    8 6.555711e-05\n...  ...  ... ...       ... ...         \n4268 2015 M   Benji     55  2.713541e-05\n4269 2015 M   Bennet    54  2.664204e-05\n4270 2015 M   Bennie    52  2.565530e-05\n4271 2015 M   Benzion   33  1.628125e-05\n4272 2015 M   Benyamin  32  1.578787e-05\n4273 2015 M   Bensen    31  1.529450e-05\n4274 2015 M   Bentzion  28  1.381439e-05\n4275 2015 M   Benuel    27  1.332102e-05\n4276 2015 M   Benjiman  22  1.085416e-05\n4277 2015 M   Beniah    14  6.907195e-06\n4278 2015 M   Benjamen  13  6.413824e-06\n4279 2015 M   Bensyn    13  6.413824e-06\n4280 2015 M   Benz      13  6.413824e-06\n4281 2015 M   Benett    11  5.427082e-06\n4282 2015 M   Benjamyn  11  5.427082e-06\n4283 2015 M   Benno     11  5.427082e-06\n4284 2015 M   Beni       9  4.440340e-06\n4285 2015 M   Bence      8  3.946969e-06\n4286 2015 M   Bentleigh  8  3.946969e-06\n4287 2015 M   Bentli     8  3.946969e-06\n4288 2015 M   Benedikt   7  3.453597e-06\n4289 2015 M   Benjimen   7  3.453597e-06\n4290 2015 M   Benoit     7  3.453597e-06\n4291 2015 M   Bentlie    7  3.453597e-06\n4292 2015 M   Benjamine  6  2.960226e-06\n4293 2015 M   Bendrick   5  2.466855e-06\n4294 2015 M   Benecio    5  2.466855e-06\n4295 2015 M   Benen      5  2.466855e-06\n4296 2015 M   Benjerman  5  2.466855e-06\n4297 2015 M   Bentlei    5  2.466855e-06"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880        </td><td>M           </td><td>Herman      </td><td>347         </td><td>2.930768e-03</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Norman      </td><td>102         </td><td>8.614938e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Sherman     </td><td> 54         </td><td>4.560849e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Lyman       </td><td> 31         </td><td>2.618265e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjiman    </td><td> 28         </td><td>2.364885e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Freeman     </td><td> 26         </td><td>2.195964e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjaman    </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Coleman     </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Truman      </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Tillman     </td><td>  9         </td><td>7.601416e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Thurman     </td><td>  8         </td><td>6.756814e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Harman      </td><td>  7         </td><td>5.912212e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Hyman       </td><td>  6         </td><td>5.067610e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Soloman     </td><td>  6         </td><td>5.067610e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Firman      </td><td>  5         </td><td>4.223009e-05</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Herman      </td><td>304         </td><td>2.807484e-03</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Norman      </td><td> 95         </td><td>8.773388e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Sherman     </td><td> 47         </td><td>4.340518e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Freeman     </td><td> 25         </td><td>2.308786e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benjiman    </td><td> 21         </td><td>1.939381e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Lyman       </td><td> 21         </td><td>1.939381e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Truman      </td><td> 20         </td><td>1.847029e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Coleman     </td><td> 16         </td><td>1.477623e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benjaman    </td><td> 10         </td><td>9.235145e-05</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Soloman     </td><td> 10         </td><td>9.235145e-05</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Furman      </td><td>  7         </td><td>6.464602e-05</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Tilman      </td><td>  7         </td><td>6.464602e-05</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Thurman     </td><td>  6         </td><td>5.541087e-05</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Herman      </td><td>348         </td><td>2.851734e-03</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Norman      </td><td>107         </td><td>8.768264e-04</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880         & M            & Herman       & 347          & 2.930768e-03\\\\\n\t 1880         & M            & Norman       & 102          & 8.614938e-04\\\\\n\t 1880         & M            & Sherman      &  54          & 4.560849e-04\\\\\n\t 1880         & M            & Lyman        &  31          & 2.618265e-04\\\\\n\t 1880         & M            & Benjiman     &  28          & 2.364885e-04\\\\\n\t 1880         & M            & Freeman      &  26          & 2.195964e-04\\\\\n\t 1880         & M            & Benjaman     &  12          & 1.013522e-04\\\\\n\t 1880         & M            & Coleman      &  12          & 1.013522e-04\\\\\n\t 1880         & M            & Truman       &  12          & 1.013522e-04\\\\\n\t 1880         & M            & Tillman      &   9          & 7.601416e-05\\\\\n\t 1880         & M            & Thurman      &   8          & 6.756814e-05\\\\\n\t 1880         & M            & Harman       &   7          & 5.912212e-05\\\\\n\t 1880         & M            & Hyman        &   6          & 5.067610e-05\\\\\n\t 1880         & M            & Soloman      &   6          & 5.067610e-05\\\\\n\t 1880         & M            & Firman       &   5          & 4.223009e-05\\\\\n\t 1881         & M            & Herman       & 304          & 2.807484e-03\\\\\n\t 1881         & M            & Norman       &  95          & 8.773388e-04\\\\\n\t 1881         & M            & Sherman      &  47          & 4.340518e-04\\\\\n\t 1881         & M            & Freeman      &  25          & 2.308786e-04\\\\\n\t 1881         & M            & Benjiman     &  21          & 1.939381e-04\\\\\n\t 1881         & M            & Lyman        &  21          & 1.939381e-04\\\\\n\t 1881         & M            & Truman       &  20          & 1.847029e-04\\\\\n\t 1881         & M            & Coleman      &  16          & 1.477623e-04\\\\\n\t 1881         & M            & Benjaman     &  10          & 9.235145e-05\\\\\n\t 1881         & M            & Soloman      &  10          & 9.235145e-05\\\\\n\t 1881         & M            & Furman       &   7          & 6.464602e-05\\\\\n\t 1881         & M            & Tilman       &   7          & 6.464602e-05\\\\\n\t 1881         & M            & Thurman      &   6          & 5.541087e-05\\\\\n\t 1882         & M            & Herman       & 348          & 2.851734e-03\\\\\n\t 1882         & M            & Norman       & 107          & 8.768264e-04\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880         | M            | Herman       | 347          | 2.930768e-03 | \n| 1880         | M            | Norman       | 102          | 8.614938e-04 | \n| 1880         | M            | Sherman      |  54          | 4.560849e-04 | \n| 1880         | M            | Lyman        |  31          | 2.618265e-04 | \n| 1880         | M            | Benjiman     |  28          | 2.364885e-04 | \n| 1880         | M            | Freeman      |  26          | 2.195964e-04 | \n| 1880         | M            | Benjaman     |  12          | 1.013522e-04 | \n| 1880         | M            | Coleman      |  12          | 1.013522e-04 | \n| 1880         | M            | Truman       |  12          | 1.013522e-04 | \n| 1880         | M            | Tillman      |   9          | 7.601416e-05 | \n| 1880         | M            | Thurman      |   8          | 6.756814e-05 | \n| 1880         | M            | Harman       |   7          | 5.912212e-05 | \n| 1880         | M            | Hyman        |   6          | 5.067610e-05 | \n| 1880         | M            | Soloman      |   6          | 5.067610e-05 | \n| 1880         | M            | Firman       |   5          | 4.223009e-05 | \n| 1881         | M            | Herman       | 304          | 2.807484e-03 | \n| 1881         | M            | Norman       |  95          | 8.773388e-04 | \n| 1881         | M            | Sherman      |  47          | 4.340518e-04 | \n| 1881         | M            | Freeman      |  25          | 2.308786e-04 | \n| 1881         | M            | Benjiman     |  21          | 1.939381e-04 | \n| 1881         | M            | Lyman        |  21          | 1.939381e-04 | \n| 1881         | M            | Truman       |  20          | 1.847029e-04 | \n| 1881         | M            | Coleman      |  16          | 1.477623e-04 | \n| 1881         | M            | Benjaman     |  10          | 9.235145e-05 | \n| 1881         | M            | Soloman      |  10          | 9.235145e-05 | \n| 1881         | M            | Furman       |   7          | 6.464602e-05 | \n| 1881         | M            | Tilman       |   7          | 6.464602e-05 | \n| 1881         | M            | Thurman      |   6          | 5.541087e-05 | \n| 1882         | M            | Herman       | 348          | 2.851734e-03 | \n| 1882         | M            | Norman       | 107          | 8.768264e-04 | \n\n\n",
            "text/plain": "   year sex name     n   prop        \n1  1880 M   Herman   347 2.930768e-03\n2  1880 M   Norman   102 8.614938e-04\n3  1880 M   Sherman   54 4.560849e-04\n4  1880 M   Lyman     31 2.618265e-04\n5  1880 M   Benjiman  28 2.364885e-04\n6  1880 M   Freeman   26 2.195964e-04\n7  1880 M   Benjaman  12 1.013522e-04\n8  1880 M   Coleman   12 1.013522e-04\n9  1880 M   Truman    12 1.013522e-04\n10 1880 M   Tillman    9 7.601416e-05\n11 1880 M   Thurman    8 6.756814e-05\n12 1880 M   Harman     7 5.912212e-05\n13 1880 M   Hyman      6 5.067610e-05\n14 1880 M   Soloman    6 5.067610e-05\n15 1880 M   Firman     5 4.223009e-05\n16 1881 M   Herman   304 2.807484e-03\n17 1881 M   Norman    95 8.773388e-04\n18 1881 M   Sherman   47 4.340518e-04\n19 1881 M   Freeman   25 2.308786e-04\n20 1881 M   Benjiman  21 1.939381e-04\n21 1881 M   Lyman     21 1.939381e-04\n22 1881 M   Truman    20 1.847029e-04\n23 1881 M   Coleman   16 1.477623e-04\n24 1881 M   Benjaman  10 9.235145e-05\n25 1881 M   Soloman   10 9.235145e-05\n26 1881 M   Furman     7 6.464602e-05\n27 1881 M   Tilman     7 6.464602e-05\n28 1881 M   Thurman    6 5.541087e-05\n29 1882 M   Herman   348 2.851734e-03\n30 1882 M   Norman   107 8.768264e-04"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880        </td><td>F           </td><td>Amanda      </td><td>241         </td><td>2.469161e-03</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Mandy       </td><td> 34         </td><td>3.483464e-04</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Samantha    </td><td> 21         </td><td>2.151551e-04</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Manda       </td><td> 10         </td><td>1.024548e-04</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Manerva     </td><td> 10         </td><td>1.024548e-04</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Manie       </td><td> 10         </td><td>1.024548e-04</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Manervia    </td><td>  5         </td><td>5.122741e-05</td></tr>\n\t<tr><td>1880        </td><td>F           </td><td>Manuela     </td><td>  5         </td><td>5.122741e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Herman      </td><td>347         </td><td>2.930768e-03</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Norman      </td><td>102         </td><td>8.614938e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Manuel      </td><td> 75         </td><td>6.334513e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Emanuel     </td><td> 57         </td><td>4.814230e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Sherman     </td><td> 54         </td><td>4.560849e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Lyman       </td><td> 31         </td><td>2.618265e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjiman    </td><td> 28         </td><td>2.364885e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Freeman     </td><td> 26         </td><td>2.195964e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjaman    </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Coleman     </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Truman      </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Hermann     </td><td>  9         </td><td>7.601416e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Manford     </td><td>  9         </td><td>7.601416e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Tillman     </td><td>  9         </td><td>7.601416e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Manley      </td><td>  8         </td><td>6.756814e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Thurman     </td><td>  8         </td><td>6.756814e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Harman      </td><td>  7         </td><td>5.912212e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Armand      </td><td>  6         </td><td>5.067610e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Hyman       </td><td>  6         </td><td>5.067610e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Soloman     </td><td>  6         </td><td>5.067610e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Firman      </td><td>  5         </td><td>4.223009e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Manly       </td><td>  5         </td><td>4.223009e-05</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Mannie      </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Mansoor     </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Mansur      </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Newman      </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Noman       </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Rhoman      </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Selman      </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Stedman     </td><td>6           </td><td>2.960226e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ammanuel    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Aryaman     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjerman   </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Emmanual    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ferman      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Firman      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Jackman     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Karmani     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Kayman      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Keimani     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Koleman     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Manaf       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Manhattan   </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Manit       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Mansa       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Mantra      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Nouman      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Olman       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Romano      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Sukhman     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Tasman      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Yaman       </td><td>5           </td><td>2.466855e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880         & F            & Amanda       & 241          & 2.469161e-03\\\\\n\t 1880         & F            & Mandy        &  34          & 3.483464e-04\\\\\n\t 1880         & F            & Samantha     &  21          & 2.151551e-04\\\\\n\t 1880         & F            & Manda        &  10          & 1.024548e-04\\\\\n\t 1880         & F            & Manerva      &  10          & 1.024548e-04\\\\\n\t 1880         & F            & Manie        &  10          & 1.024548e-04\\\\\n\t 1880         & F            & Manervia     &   5          & 5.122741e-05\\\\\n\t 1880         & F            & Manuela      &   5          & 5.122741e-05\\\\\n\t 1880         & M            & Herman       & 347          & 2.930768e-03\\\\\n\t 1880         & M            & Norman       & 102          & 8.614938e-04\\\\\n\t 1880         & M            & Manuel       &  75          & 6.334513e-04\\\\\n\t 1880         & M            & Emanuel      &  57          & 4.814230e-04\\\\\n\t 1880         & M            & Sherman      &  54          & 4.560849e-04\\\\\n\t 1880         & M            & Lyman        &  31          & 2.618265e-04\\\\\n\t 1880         & M            & Benjiman     &  28          & 2.364885e-04\\\\\n\t 1880         & M            & Freeman      &  26          & 2.195964e-04\\\\\n\t 1880         & M            & Benjaman     &  12          & 1.013522e-04\\\\\n\t 1880         & M            & Coleman      &  12          & 1.013522e-04\\\\\n\t 1880         & M            & Truman       &  12          & 1.013522e-04\\\\\n\t 1880         & M            & Hermann      &   9          & 7.601416e-05\\\\\n\t 1880         & M            & Manford      &   9          & 7.601416e-05\\\\\n\t 1880         & M            & Tillman      &   9          & 7.601416e-05\\\\\n\t 1880         & M            & Manley       &   8          & 6.756814e-05\\\\\n\t 1880         & M            & Thurman      &   8          & 6.756814e-05\\\\\n\t 1880         & M            & Harman       &   7          & 5.912212e-05\\\\\n\t 1880         & M            & Armand       &   6          & 5.067610e-05\\\\\n\t 1880         & M            & Hyman        &   6          & 5.067610e-05\\\\\n\t 1880         & M            & Soloman      &   6          & 5.067610e-05\\\\\n\t 1880         & M            & Firman       &   5          & 4.223009e-05\\\\\n\t 1880         & M            & Manly        &   5          & 4.223009e-05\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2015         & M            & Mannie       & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Mansoor      & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Mansur       & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Newman       & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Noman        & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Rhoman       & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Selman       & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Stedman      & 6            & 2.960226e-06\\\\\n\t 2015         & M            & Ammanuel     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Aryaman      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Benjerman    & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Emmanual     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ferman       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Firman       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Jackman      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Karmani      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Kayman       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Keimani      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Koleman      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Manaf        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Manhattan    & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Manit        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Mansa        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Mantra       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Nouman       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Olman        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Romano       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Sukhman      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Tasman       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Yaman        & 5            & 2.466855e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880         | F            | Amanda       | 241          | 2.469161e-03 | \n| 1880         | F            | Mandy        |  34          | 3.483464e-04 | \n| 1880         | F            | Samantha     |  21          | 2.151551e-04 | \n| 1880         | F            | Manda        |  10          | 1.024548e-04 | \n| 1880         | F            | Manerva      |  10          | 1.024548e-04 | \n| 1880         | F            | Manie        |  10          | 1.024548e-04 | \n| 1880         | F            | Manervia     |   5          | 5.122741e-05 | \n| 1880         | F            | Manuela      |   5          | 5.122741e-05 | \n| 1880         | M            | Herman       | 347          | 2.930768e-03 | \n| 1880         | M            | Norman       | 102          | 8.614938e-04 | \n| 1880         | M            | Manuel       |  75          | 6.334513e-04 | \n| 1880         | M            | Emanuel      |  57          | 4.814230e-04 | \n| 1880         | M            | Sherman      |  54          | 4.560849e-04 | \n| 1880         | M            | Lyman        |  31          | 2.618265e-04 | \n| 1880         | M            | Benjiman     |  28          | 2.364885e-04 | \n| 1880         | M            | Freeman      |  26          | 2.195964e-04 | \n| 1880         | M            | Benjaman     |  12          | 1.013522e-04 | \n| 1880         | M            | Coleman      |  12          | 1.013522e-04 | \n| 1880         | M            | Truman       |  12          | 1.013522e-04 | \n| 1880         | M            | Hermann      |   9          | 7.601416e-05 | \n| 1880         | M            | Manford      |   9          | 7.601416e-05 | \n| 1880         | M            | Tillman      |   9          | 7.601416e-05 | \n| 1880         | M            | Manley       |   8          | 6.756814e-05 | \n| 1880         | M            | Thurman      |   8          | 6.756814e-05 | \n| 1880         | M            | Harman       |   7          | 5.912212e-05 | \n| 1880         | M            | Armand       |   6          | 5.067610e-05 | \n| 1880         | M            | Hyman        |   6          | 5.067610e-05 | \n| 1880         | M            | Soloman      |   6          | 5.067610e-05 | \n| 1880         | M            | Firman       |   5          | 4.223009e-05 | \n| 1880         | M            | Manly        |   5          | 4.223009e-05 | \n| ... | ... | ... | ... | ... | \n| 2015         | M            | Mannie       | 6            | 2.960226e-06 | \n| 2015         | M            | Mansoor      | 6            | 2.960226e-06 | \n| 2015         | M            | Mansur       | 6            | 2.960226e-06 | \n| 2015         | M            | Newman       | 6            | 2.960226e-06 | \n| 2015         | M            | Noman        | 6            | 2.960226e-06 | \n| 2015         | M            | Rhoman       | 6            | 2.960226e-06 | \n| 2015         | M            | Selman       | 6            | 2.960226e-06 | \n| 2015         | M            | Stedman      | 6            | 2.960226e-06 | \n| 2015         | M            | Ammanuel     | 5            | 2.466855e-06 | \n| 2015         | M            | Aryaman      | 5            | 2.466855e-06 | \n| 2015         | M            | Benjerman    | 5            | 2.466855e-06 | \n| 2015         | M            | Emmanual     | 5            | 2.466855e-06 | \n| 2015         | M            | Ferman       | 5            | 2.466855e-06 | \n| 2015         | M            | Firman       | 5            | 2.466855e-06 | \n| 2015         | M            | Jackman      | 5            | 2.466855e-06 | \n| 2015         | M            | Karmani      | 5            | 2.466855e-06 | \n| 2015         | M            | Kayman       | 5            | 2.466855e-06 | \n| 2015         | M            | Keimani      | 5            | 2.466855e-06 | \n| 2015         | M            | Koleman      | 5            | 2.466855e-06 | \n| 2015         | M            | Manaf        | 5            | 2.466855e-06 | \n| 2015         | M            | Manhattan    | 5            | 2.466855e-06 | \n| 2015         | M            | Manit        | 5            | 2.466855e-06 | \n| 2015         | M            | Mansa        | 5            | 2.466855e-06 | \n| 2015         | M            | Mantra       | 5            | 2.466855e-06 | \n| 2015         | M            | Nouman       | 5            | 2.466855e-06 | \n| 2015         | M            | Olman        | 5            | 2.466855e-06 | \n| 2015         | M            | Romano       | 5            | 2.466855e-06 | \n| 2015         | M            | Sukhman      | 5            | 2.466855e-06 | \n| 2015         | M            | Tasman       | 5            | 2.466855e-06 | \n| 2015         | M            | Yaman        | 5            | 2.466855e-06 | \n\n\n",
            "text/plain": "      year sex name      n   prop        \n1     1880 F   Amanda    241 2.469161e-03\n2     1880 F   Mandy      34 3.483464e-04\n3     1880 F   Samantha   21 2.151551e-04\n4     1880 F   Manda      10 1.024548e-04\n5     1880 F   Manerva    10 1.024548e-04\n6     1880 F   Manie      10 1.024548e-04\n7     1880 F   Manervia    5 5.122741e-05\n8     1880 F   Manuela     5 5.122741e-05\n9     1880 M   Herman    347 2.930768e-03\n10    1880 M   Norman    102 8.614938e-04\n11    1880 M   Manuel     75 6.334513e-04\n12    1880 M   Emanuel    57 4.814230e-04\n13    1880 M   Sherman    54 4.560849e-04\n14    1880 M   Lyman      31 2.618265e-04\n15    1880 M   Benjiman   28 2.364885e-04\n16    1880 M   Freeman    26 2.195964e-04\n17    1880 M   Benjaman   12 1.013522e-04\n18    1880 M   Coleman    12 1.013522e-04\n19    1880 M   Truman     12 1.013522e-04\n20    1880 M   Hermann     9 7.601416e-05\n21    1880 M   Manford     9 7.601416e-05\n22    1880 M   Tillman     9 7.601416e-05\n23    1880 M   Manley      8 6.756814e-05\n24    1880 M   Thurman     8 6.756814e-05\n25    1880 M   Harman      7 5.912212e-05\n26    1880 M   Armand      6 5.067610e-05\n27    1880 M   Hyman       6 5.067610e-05\n28    1880 M   Soloman     6 5.067610e-05\n29    1880 M   Firman      5 4.223009e-05\n30    1880 M   Manly       5 4.223009e-05\n...   ...  ... ...       ... ...         \n17026 2015 M   Mannie    6   2.960226e-06\n17027 2015 M   Mansoor   6   2.960226e-06\n17028 2015 M   Mansur    6   2.960226e-06\n17029 2015 M   Newman    6   2.960226e-06\n17030 2015 M   Noman     6   2.960226e-06\n17031 2015 M   Rhoman    6   2.960226e-06\n17032 2015 M   Selman    6   2.960226e-06\n17033 2015 M   Stedman   6   2.960226e-06\n17034 2015 M   Ammanuel  5   2.466855e-06\n17035 2015 M   Aryaman   5   2.466855e-06\n17036 2015 M   Benjerman 5   2.466855e-06\n17037 2015 M   Emmanual  5   2.466855e-06\n17038 2015 M   Ferman    5   2.466855e-06\n17039 2015 M   Firman    5   2.466855e-06\n17040 2015 M   Jackman   5   2.466855e-06\n17041 2015 M   Karmani   5   2.466855e-06\n17042 2015 M   Kayman    5   2.466855e-06\n17043 2015 M   Keimani   5   2.466855e-06\n17044 2015 M   Koleman   5   2.466855e-06\n17045 2015 M   Manaf     5   2.466855e-06\n17046 2015 M   Manhattan 5   2.466855e-06\n17047 2015 M   Manit     5   2.466855e-06\n17048 2015 M   Mansa     5   2.466855e-06\n17049 2015 M   Mantra    5   2.466855e-06\n17050 2015 M   Nouman    5   2.466855e-06\n17051 2015 M   Olman     5   2.466855e-06\n17052 2015 M   Romano    5   2.466855e-06\n17053 2015 M   Sukhman   5   2.466855e-06\n17054 2015 M   Tasman    5   2.466855e-06\n17055 2015 M   Yaman     5   2.466855e-06"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880        </td><td>F           </td><td>Bennie      </td><td>  8         </td><td>8.196385e-05</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Benjamin    </td><td>490         </td><td>4.138548e-03</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Bennie      </td><td> 26         </td><td>2.195964e-04</td></tr>\n\t<tr><td>1880        </td><td>M           </td><td>Coleman     </td><td> 12         </td><td>1.013522e-04</td></tr>\n\t<tr><td>1881        </td><td>F           </td><td>Bennie      </td><td>  9         </td><td>9.104244e-05</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Benjamin    </td><td>481         </td><td>4.442105e-03</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Bennie      </td><td> 32         </td><td>2.955246e-04</td></tr>\n\t<tr><td>1881        </td><td>M           </td><td>Coleman     </td><td> 16         </td><td>1.477623e-04</td></tr>\n\t<tr><td>1882        </td><td>F           </td><td>Bennie      </td><td>  7         </td><td>6.050339e-05</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Benjamin    </td><td>478         </td><td>3.917037e-03</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Bennie      </td><td> 33         </td><td>2.704231e-04</td></tr>\n\t<tr><td>1882        </td><td>M           </td><td>Coleman     </td><td> 18         </td><td>1.475035e-04</td></tr>\n\t<tr><td>1883        </td><td>F           </td><td>Bennie      </td><td>  6         </td><td>4.997543e-05</td></tr>\n\t<tr><td>1883        </td><td>M           </td><td>Benjamin    </td><td>508         </td><td>4.516439e-03</td></tr>\n\t<tr><td>1883        </td><td>M           </td><td>Bennie      </td><td> 21         </td><td>1.867032e-04</td></tr>\n\t<tr><td>1883        </td><td>M           </td><td>Coleman     </td><td> 12         </td><td>1.066875e-04</td></tr>\n\t<tr><td>1884        </td><td>F           </td><td>Bennie      </td><td> 17         </td><td>1.235591e-04</td></tr>\n\t<tr><td>1884        </td><td>M           </td><td>Benjamin    </td><td>509         </td><td>4.147011e-03</td></tr>\n\t<tr><td>1884        </td><td>M           </td><td>Bennie      </td><td> 51         </td><td>4.155159e-04</td></tr>\n\t<tr><td>1884        </td><td>M           </td><td>Coleman     </td><td> 14         </td><td>1.140632e-04</td></tr>\n\t<tr><td>1885        </td><td>F           </td><td>Bennie      </td><td> 14         </td><td>9.862697e-05</td></tr>\n\t<tr><td>1885        </td><td>M           </td><td>Benjamin    </td><td>464         </td><td>4.001863e-03</td></tr>\n\t<tr><td>1885        </td><td>M           </td><td>Bennie      </td><td> 51         </td><td>4.398599e-04</td></tr>\n\t<tr><td>1885        </td><td>M           </td><td>Coleman     </td><td> 17         </td><td>1.466200e-04</td></tr>\n\t<tr><td>1886        </td><td>F           </td><td>Bennie      </td><td> 22         </td><td>1.431025e-04</td></tr>\n\t<tr><td>1886        </td><td>M           </td><td>Benjamin    </td><td>463         </td><td>3.889384e-03</td></tr>\n\t<tr><td>1886        </td><td>M           </td><td>Bennie      </td><td> 43         </td><td>3.612170e-04</td></tr>\n\t<tr><td>1886        </td><td>M           </td><td>Coleman     </td><td> 11         </td><td>9.240436e-05</td></tr>\n\t<tr><td>1887        </td><td>F           </td><td>Bennie      </td><td> 10         </td><td>6.434096e-05</td></tr>\n\t<tr><td>1887        </td><td>M           </td><td>Benjamin    </td><td>473         </td><td>4.326945e-03</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2010        </td><td>F           </td><td>Benjamin    </td><td>   23       </td><td>1.175357e-05</td></tr>\n\t<tr><td>2010        </td><td>M           </td><td>Benjamin    </td><td>12421       </td><td>6.056726e-03</td></tr>\n\t<tr><td>2010        </td><td>M           </td><td>Coleman     </td><td>  273       </td><td>1.331202e-04</td></tr>\n\t<tr><td>2010        </td><td>M           </td><td>Bennie      </td><td>   58       </td><td>2.828195e-05</td></tr>\n\t<tr><td>2011        </td><td>F           </td><td>Benjamin    </td><td>   23       </td><td>1.189650e-05</td></tr>\n\t<tr><td>2011        </td><td>F           </td><td>Coleman     </td><td>    7       </td><td>3.620673e-06</td></tr>\n\t<tr><td>2011        </td><td>M           </td><td>Benjamin    </td><td>13051       </td><td>6.438913e-03</td></tr>\n\t<tr><td>2011        </td><td>M           </td><td>Coleman     </td><td>  221       </td><td>1.090338e-04</td></tr>\n\t<tr><td>2011        </td><td>M           </td><td>Bennie      </td><td>   53       </td><td>2.614837e-05</td></tr>\n\t<tr><td>2012        </td><td>F           </td><td>Benjamin    </td><td>   14       </td><td>7.238692e-06</td></tr>\n\t<tr><td>2012        </td><td>F           </td><td>Bennie      </td><td>    6       </td><td>3.102297e-06</td></tr>\n\t<tr><td>2012        </td><td>M           </td><td>Benjamin    </td><td>12807       </td><td>6.328917e-03</td></tr>\n\t<tr><td>2012        </td><td>M           </td><td>Coleman     </td><td>  255       </td><td>1.260150e-04</td></tr>\n\t<tr><td>2012        </td><td>M           </td><td>Bennie      </td><td>   42       </td><td>2.075541e-05</td></tr>\n\t<tr><td>2013        </td><td>F           </td><td>Benjamin    </td><td>   19       </td><td>9.890924e-06</td></tr>\n\t<tr><td>2013        </td><td>F           </td><td>Bennie      </td><td>    9       </td><td>4.685174e-06</td></tr>\n\t<tr><td>2013        </td><td>M           </td><td>Benjamin    </td><td>13460       </td><td>6.684681e-03</td></tr>\n\t<tr><td>2013        </td><td>M           </td><td>Coleman     </td><td>  252       </td><td>1.251515e-04</td></tr>\n\t<tr><td>2013        </td><td>M           </td><td>Bennie      </td><td>   53       </td><td>2.632155e-05</td></tr>\n\t<tr><td>2014        </td><td>F           </td><td>Benjamin    </td><td>   17       </td><td>8.728902e-06</td></tr>\n\t<tr><td>2014        </td><td>F           </td><td>Bennie      </td><td>    7       </td><td>3.594254e-06</td></tr>\n\t<tr><td>2014        </td><td>F           </td><td>Coleman     </td><td>    5       </td><td>2.567324e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Benjamin    </td><td>13761       </td><td>6.746269e-03</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Coleman     </td><td>  222       </td><td>1.088345e-04</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Bennie      </td><td>   40       </td><td>1.960982e-05</td></tr>\n\t<tr><td>2015        </td><td>F           </td><td>Benjamin    </td><td>   18       </td><td>9.301802e-06</td></tr>\n\t<tr><td>2015        </td><td>F           </td><td>Bennie      </td><td>    6       </td><td>3.100601e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Benjamin    </td><td>13608       </td><td>6.713793e-03</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Coleman     </td><td>  248       </td><td>1.223560e-04</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Bennie      </td><td>   52       </td><td>2.565530e-05</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880         & F            & Bennie       &   8          & 8.196385e-05\\\\\n\t 1880         & M            & Benjamin     & 490          & 4.138548e-03\\\\\n\t 1880         & M            & Bennie       &  26          & 2.195964e-04\\\\\n\t 1880         & M            & Coleman      &  12          & 1.013522e-04\\\\\n\t 1881         & F            & Bennie       &   9          & 9.104244e-05\\\\\n\t 1881         & M            & Benjamin     & 481          & 4.442105e-03\\\\\n\t 1881         & M            & Bennie       &  32          & 2.955246e-04\\\\\n\t 1881         & M            & Coleman      &  16          & 1.477623e-04\\\\\n\t 1882         & F            & Bennie       &   7          & 6.050339e-05\\\\\n\t 1882         & M            & Benjamin     & 478          & 3.917037e-03\\\\\n\t 1882         & M            & Bennie       &  33          & 2.704231e-04\\\\\n\t 1882         & M            & Coleman      &  18          & 1.475035e-04\\\\\n\t 1883         & F            & Bennie       &   6          & 4.997543e-05\\\\\n\t 1883         & M            & Benjamin     & 508          & 4.516439e-03\\\\\n\t 1883         & M            & Bennie       &  21          & 1.867032e-04\\\\\n\t 1883         & M            & Coleman      &  12          & 1.066875e-04\\\\\n\t 1884         & F            & Bennie       &  17          & 1.235591e-04\\\\\n\t 1884         & M            & Benjamin     & 509          & 4.147011e-03\\\\\n\t 1884         & M            & Bennie       &  51          & 4.155159e-04\\\\\n\t 1884         & M            & Coleman      &  14          & 1.140632e-04\\\\\n\t 1885         & F            & Bennie       &  14          & 9.862697e-05\\\\\n\t 1885         & M            & Benjamin     & 464          & 4.001863e-03\\\\\n\t 1885         & M            & Bennie       &  51          & 4.398599e-04\\\\\n\t 1885         & M            & Coleman      &  17          & 1.466200e-04\\\\\n\t 1886         & F            & Bennie       &  22          & 1.431025e-04\\\\\n\t 1886         & M            & Benjamin     & 463          & 3.889384e-03\\\\\n\t 1886         & M            & Bennie       &  43          & 3.612170e-04\\\\\n\t 1886         & M            & Coleman      &  11          & 9.240436e-05\\\\\n\t 1887         & F            & Bennie       &  10          & 6.434096e-05\\\\\n\t 1887         & M            & Benjamin     & 473          & 4.326945e-03\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2010         & F            & Benjamin     &    23        & 1.175357e-05\\\\\n\t 2010         & M            & Benjamin     & 12421        & 6.056726e-03\\\\\n\t 2010         & M            & Coleman      &   273        & 1.331202e-04\\\\\n\t 2010         & M            & Bennie       &    58        & 2.828195e-05\\\\\n\t 2011         & F            & Benjamin     &    23        & 1.189650e-05\\\\\n\t 2011         & F            & Coleman      &     7        & 3.620673e-06\\\\\n\t 2011         & M            & Benjamin     & 13051        & 6.438913e-03\\\\\n\t 2011         & M            & Coleman      &   221        & 1.090338e-04\\\\\n\t 2011         & M            & Bennie       &    53        & 2.614837e-05\\\\\n\t 2012         & F            & Benjamin     &    14        & 7.238692e-06\\\\\n\t 2012         & F            & Bennie       &     6        & 3.102297e-06\\\\\n\t 2012         & M            & Benjamin     & 12807        & 6.328917e-03\\\\\n\t 2012         & M            & Coleman      &   255        & 1.260150e-04\\\\\n\t 2012         & M            & Bennie       &    42        & 2.075541e-05\\\\\n\t 2013         & F            & Benjamin     &    19        & 9.890924e-06\\\\\n\t 2013         & F            & Bennie       &     9        & 4.685174e-06\\\\\n\t 2013         & M            & Benjamin     & 13460        & 6.684681e-03\\\\\n\t 2013         & M            & Coleman      &   252        & 1.251515e-04\\\\\n\t 2013         & M            & Bennie       &    53        & 2.632155e-05\\\\\n\t 2014         & F            & Benjamin     &    17        & 8.728902e-06\\\\\n\t 2014         & F            & Bennie       &     7        & 3.594254e-06\\\\\n\t 2014         & F            & Coleman      &     5        & 2.567324e-06\\\\\n\t 2014         & M            & Benjamin     & 13761        & 6.746269e-03\\\\\n\t 2014         & M            & Coleman      &   222        & 1.088345e-04\\\\\n\t 2014         & M            & Bennie       &    40        & 1.960982e-05\\\\\n\t 2015         & F            & Benjamin     &    18        & 9.301802e-06\\\\\n\t 2015         & F            & Bennie       &     6        & 3.100601e-06\\\\\n\t 2015         & M            & Benjamin     & 13608        & 6.713793e-03\\\\\n\t 2015         & M            & Coleman      &   248        & 1.223560e-04\\\\\n\t 2015         & M            & Bennie       &    52        & 2.565530e-05\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880         | F            | Bennie       |   8          | 8.196385e-05 | \n| 1880         | M            | Benjamin     | 490          | 4.138548e-03 | \n| 1880         | M            | Bennie       |  26          | 2.195964e-04 | \n| 1880         | M            | Coleman      |  12          | 1.013522e-04 | \n| 1881         | F            | Bennie       |   9          | 9.104244e-05 | \n| 1881         | M            | Benjamin     | 481          | 4.442105e-03 | \n| 1881         | M            | Bennie       |  32          | 2.955246e-04 | \n| 1881         | M            | Coleman      |  16          | 1.477623e-04 | \n| 1882         | F            | Bennie       |   7          | 6.050339e-05 | \n| 1882         | M            | Benjamin     | 478          | 3.917037e-03 | \n| 1882         | M            | Bennie       |  33          | 2.704231e-04 | \n| 1882         | M            | Coleman      |  18          | 1.475035e-04 | \n| 1883         | F            | Bennie       |   6          | 4.997543e-05 | \n| 1883         | M            | Benjamin     | 508          | 4.516439e-03 | \n| 1883         | M            | Bennie       |  21          | 1.867032e-04 | \n| 1883         | M            | Coleman      |  12          | 1.066875e-04 | \n| 1884         | F            | Bennie       |  17          | 1.235591e-04 | \n| 1884         | M            | Benjamin     | 509          | 4.147011e-03 | \n| 1884         | M            | Bennie       |  51          | 4.155159e-04 | \n| 1884         | M            | Coleman      |  14          | 1.140632e-04 | \n| 1885         | F            | Bennie       |  14          | 9.862697e-05 | \n| 1885         | M            | Benjamin     | 464          | 4.001863e-03 | \n| 1885         | M            | Bennie       |  51          | 4.398599e-04 | \n| 1885         | M            | Coleman      |  17          | 1.466200e-04 | \n| 1886         | F            | Bennie       |  22          | 1.431025e-04 | \n| 1886         | M            | Benjamin     | 463          | 3.889384e-03 | \n| 1886         | M            | Bennie       |  43          | 3.612170e-04 | \n| 1886         | M            | Coleman      |  11          | 9.240436e-05 | \n| 1887         | F            | Bennie       |  10          | 6.434096e-05 | \n| 1887         | M            | Benjamin     | 473          | 4.326945e-03 | \n| ... | ... | ... | ... | ... | \n| 2010         | F            | Benjamin     |    23        | 1.175357e-05 | \n| 2010         | M            | Benjamin     | 12421        | 6.056726e-03 | \n| 2010         | M            | Coleman      |   273        | 1.331202e-04 | \n| 2010         | M            | Bennie       |    58        | 2.828195e-05 | \n| 2011         | F            | Benjamin     |    23        | 1.189650e-05 | \n| 2011         | F            | Coleman      |     7        | 3.620673e-06 | \n| 2011         | M            | Benjamin     | 13051        | 6.438913e-03 | \n| 2011         | M            | Coleman      |   221        | 1.090338e-04 | \n| 2011         | M            | Bennie       |    53        | 2.614837e-05 | \n| 2012         | F            | Benjamin     |    14        | 7.238692e-06 | \n| 2012         | F            | Bennie       |     6        | 3.102297e-06 | \n| 2012         | M            | Benjamin     | 12807        | 6.328917e-03 | \n| 2012         | M            | Coleman      |   255        | 1.260150e-04 | \n| 2012         | M            | Bennie       |    42        | 2.075541e-05 | \n| 2013         | F            | Benjamin     |    19        | 9.890924e-06 | \n| 2013         | F            | Bennie       |     9        | 4.685174e-06 | \n| 2013         | M            | Benjamin     | 13460        | 6.684681e-03 | \n| 2013         | M            | Coleman      |   252        | 1.251515e-04 | \n| 2013         | M            | Bennie       |    53        | 2.632155e-05 | \n| 2014         | F            | Benjamin     |    17        | 8.728902e-06 | \n| 2014         | F            | Bennie       |     7        | 3.594254e-06 | \n| 2014         | F            | Coleman      |     5        | 2.567324e-06 | \n| 2014         | M            | Benjamin     | 13761        | 6.746269e-03 | \n| 2014         | M            | Coleman      |   222        | 1.088345e-04 | \n| 2014         | M            | Bennie       |    40        | 1.960982e-05 | \n| 2015         | F            | Benjamin     |    18        | 9.301802e-06 | \n| 2015         | F            | Bennie       |     6        | 3.100601e-06 | \n| 2015         | M            | Benjamin     | 13608        | 6.713793e-03 | \n| 2015         | M            | Coleman      |   248        | 1.223560e-04 | \n| 2015         | M            | Bennie       |    52        | 2.565530e-05 | \n\n\n",
            "text/plain": "    year sex name     n     prop        \n1   1880 F   Bennie     8   8.196385e-05\n2   1880 M   Benjamin 490   4.138548e-03\n3   1880 M   Bennie    26   2.195964e-04\n4   1880 M   Coleman   12   1.013522e-04\n5   1881 F   Bennie     9   9.104244e-05\n6   1881 M   Benjamin 481   4.442105e-03\n7   1881 M   Bennie    32   2.955246e-04\n8   1881 M   Coleman   16   1.477623e-04\n9   1882 F   Bennie     7   6.050339e-05\n10  1882 M   Benjamin 478   3.917037e-03\n11  1882 M   Bennie    33   2.704231e-04\n12  1882 M   Coleman   18   1.475035e-04\n13  1883 F   Bennie     6   4.997543e-05\n14  1883 M   Benjamin 508   4.516439e-03\n15  1883 M   Bennie    21   1.867032e-04\n16  1883 M   Coleman   12   1.066875e-04\n17  1884 F   Bennie    17   1.235591e-04\n18  1884 M   Benjamin 509   4.147011e-03\n19  1884 M   Bennie    51   4.155159e-04\n20  1884 M   Coleman   14   1.140632e-04\n21  1885 F   Bennie    14   9.862697e-05\n22  1885 M   Benjamin 464   4.001863e-03\n23  1885 M   Bennie    51   4.398599e-04\n24  1885 M   Coleman   17   1.466200e-04\n25  1886 F   Bennie    22   1.431025e-04\n26  1886 M   Benjamin 463   3.889384e-03\n27  1886 M   Bennie    43   3.612170e-04\n28  1886 M   Coleman   11   9.240436e-05\n29  1887 F   Bennie    10   6.434096e-05\n30  1887 M   Benjamin 473   4.326945e-03\n... ...  ... ...      ...   ...         \n598 2010 F   Benjamin    23 1.175357e-05\n599 2010 M   Benjamin 12421 6.056726e-03\n600 2010 M   Coleman    273 1.331202e-04\n601 2010 M   Bennie      58 2.828195e-05\n602 2011 F   Benjamin    23 1.189650e-05\n603 2011 F   Coleman      7 3.620673e-06\n604 2011 M   Benjamin 13051 6.438913e-03\n605 2011 M   Coleman    221 1.090338e-04\n606 2011 M   Bennie      53 2.614837e-05\n607 2012 F   Benjamin    14 7.238692e-06\n608 2012 F   Bennie       6 3.102297e-06\n609 2012 M   Benjamin 12807 6.328917e-03\n610 2012 M   Coleman    255 1.260150e-04\n611 2012 M   Bennie      42 2.075541e-05\n612 2013 F   Benjamin    19 9.890924e-06\n613 2013 F   Bennie       9 4.685174e-06\n614 2013 M   Benjamin 13460 6.684681e-03\n615 2013 M   Coleman    252 1.251515e-04\n616 2013 M   Bennie      53 2.632155e-05\n617 2014 F   Benjamin    17 8.728902e-06\n618 2014 F   Bennie       7 3.594254e-06\n619 2014 F   Coleman      5 2.567324e-06\n620 2014 M   Benjamin 13761 6.746269e-03\n621 2014 M   Coleman    222 1.088345e-04\n622 2014 M   Bennie      40 1.960982e-05\n623 2015 F   Benjamin    18 9.301802e-06\n624 2015 F   Bennie       6 3.100601e-06\n625 2015 M   Benjamin 13608 6.713793e-03\n626 2015 M   Coleman    248 1.223560e-04\n627 2015 M   Bennie      52 2.565530e-05"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>2000       </td><td>F          </td><td>Emily      </td><td>25953      </td><td>0.013012538</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Hannah     </td><td>23075      </td><td>0.011569542</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Madison    </td><td>19967      </td><td>0.010011226</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Ashley     </td><td>17997      </td><td>0.009023491</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Sarah      </td><td>17689      </td><td>0.008869063</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Alexis     </td><td>17627      </td><td>0.008837977</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Samantha   </td><td>17264      </td><td>0.008655973</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Jessica    </td><td>15705      </td><td>0.007874308</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Elizabeth  </td><td>15089      </td><td>0.007565453</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Taylor     </td><td>15077      </td><td>0.007559436</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Lauren     </td><td>14173      </td><td>0.007106181</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Alyssa     </td><td>13553      </td><td>0.006795320</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Kayla      </td><td>13311      </td><td>0.006673984</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Abigail    </td><td>13087      </td><td>0.006561673</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Brianna    </td><td>12874      </td><td>0.006454877</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Olivia     </td><td>12852      </td><td>0.006443846</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Emma       </td><td>12542      </td><td>0.006288416</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Megan      </td><td>11433      </td><td>0.005732376</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Grace      </td><td>11283      </td><td>0.005657168</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Victoria   </td><td>10922      </td><td>0.005476166</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Rachel     </td><td>10667      </td><td>0.005348312</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Anna       </td><td>10581      </td><td>0.005305193</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Sydney     </td><td>10242      </td><td>0.005135222</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Destiny    </td><td> 9845      </td><td>0.004936171</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Morgan     </td><td> 9502      </td><td>0.004764194</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Jennifer   </td><td> 9384      </td><td>0.004705031</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Jasmine    </td><td> 9092      </td><td>0.004558625</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Haley      </td><td> 9068      </td><td>0.004546592</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Julia      </td><td> 8764      </td><td>0.004394170</td></tr>\n\t<tr><td>2000       </td><td>F          </td><td>Kaitlyn    </td><td> 8759      </td><td>0.004391663</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zeid        </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zeidan      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zekeriah    </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zenas       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zephen      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zerick      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zhaiden     </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zhalen      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zhayden     </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Ziar        </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zichen      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Ziden       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zierre      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Ziion       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zijun       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zilas       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zirui       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zivon       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Ziyah       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Ziyang      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zmarion     </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zo          </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zoraiz      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zyeir       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zyel        </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zykeem      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zymeer      </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zymiere     </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zyran       </td><td>5           </td><td>2.451228e-06</td></tr>\n\t<tr><td>2014        </td><td>M           </td><td>Zyrin       </td><td>5           </td><td>2.451228e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 2000        & F           & Emily       & 25953       & 0.013012538\\\\\n\t 2000        & F           & Hannah      & 23075       & 0.011569542\\\\\n\t 2000        & F           & Madison     & 19967       & 0.010011226\\\\\n\t 2000        & F           & Ashley      & 17997       & 0.009023491\\\\\n\t 2000        & F           & Sarah       & 17689       & 0.008869063\\\\\n\t 2000        & F           & Alexis      & 17627       & 0.008837977\\\\\n\t 2000        & F           & Samantha    & 17264       & 0.008655973\\\\\n\t 2000        & F           & Jessica     & 15705       & 0.007874308\\\\\n\t 2000        & F           & Elizabeth   & 15089       & 0.007565453\\\\\n\t 2000        & F           & Taylor      & 15077       & 0.007559436\\\\\n\t 2000        & F           & Lauren      & 14173       & 0.007106181\\\\\n\t 2000        & F           & Alyssa      & 13553       & 0.006795320\\\\\n\t 2000        & F           & Kayla       & 13311       & 0.006673984\\\\\n\t 2000        & F           & Abigail     & 13087       & 0.006561673\\\\\n\t 2000        & F           & Brianna     & 12874       & 0.006454877\\\\\n\t 2000        & F           & Olivia      & 12852       & 0.006443846\\\\\n\t 2000        & F           & Emma        & 12542       & 0.006288416\\\\\n\t 2000        & F           & Megan       & 11433       & 0.005732376\\\\\n\t 2000        & F           & Grace       & 11283       & 0.005657168\\\\\n\t 2000        & F           & Victoria    & 10922       & 0.005476166\\\\\n\t 2000        & F           & Rachel      & 10667       & 0.005348312\\\\\n\t 2000        & F           & Anna        & 10581       & 0.005305193\\\\\n\t 2000        & F           & Sydney      & 10242       & 0.005135222\\\\\n\t 2000        & F           & Destiny     &  9845       & 0.004936171\\\\\n\t 2000        & F           & Morgan      &  9502       & 0.004764194\\\\\n\t 2000        & F           & Jennifer    &  9384       & 0.004705031\\\\\n\t 2000        & F           & Jasmine     &  9092       & 0.004558625\\\\\n\t 2000        & F           & Haley       &  9068       & 0.004546592\\\\\n\t 2000        & F           & Julia       &  8764       & 0.004394170\\\\\n\t 2000        & F           & Kaitlyn     &  8759       & 0.004391663\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2014         & M            & Zeid         & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zeidan       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zekeriah     & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zenas        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zephen       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zerick       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zhaiden      & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zhalen       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zhayden      & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Ziar         & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zichen       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Ziden        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zierre       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Ziion        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zijun        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zilas        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zirui        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zivon        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Ziyah        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Ziyang       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zmarion      & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zo           & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zoraiz       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zyeir        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zyel         & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zykeem       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zymeer       & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zymiere      & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zyran        & 5            & 2.451228e-06\\\\\n\t 2014         & M            & Zyrin        & 5            & 2.451228e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 2000        | F           | Emily       | 25953       | 0.013012538 | \n| 2000        | F           | Hannah      | 23075       | 0.011569542 | \n| 2000        | F           | Madison     | 19967       | 0.010011226 | \n| 2000        | F           | Ashley      | 17997       | 0.009023491 | \n| 2000        | F           | Sarah       | 17689       | 0.008869063 | \n| 2000        | F           | Alexis      | 17627       | 0.008837977 | \n| 2000        | F           | Samantha    | 17264       | 0.008655973 | \n| 2000        | F           | Jessica     | 15705       | 0.007874308 | \n| 2000        | F           | Elizabeth   | 15089       | 0.007565453 | \n| 2000        | F           | Taylor      | 15077       | 0.007559436 | \n| 2000        | F           | Lauren      | 14173       | 0.007106181 | \n| 2000        | F           | Alyssa      | 13553       | 0.006795320 | \n| 2000        | F           | Kayla       | 13311       | 0.006673984 | \n| 2000        | F           | Abigail     | 13087       | 0.006561673 | \n| 2000        | F           | Brianna     | 12874       | 0.006454877 | \n| 2000        | F           | Olivia      | 12852       | 0.006443846 | \n| 2000        | F           | Emma        | 12542       | 0.006288416 | \n| 2000        | F           | Megan       | 11433       | 0.005732376 | \n| 2000        | F           | Grace       | 11283       | 0.005657168 | \n| 2000        | F           | Victoria    | 10922       | 0.005476166 | \n| 2000        | F           | Rachel      | 10667       | 0.005348312 | \n| 2000        | F           | Anna        | 10581       | 0.005305193 | \n| 2000        | F           | Sydney      | 10242       | 0.005135222 | \n| 2000        | F           | Destiny     |  9845       | 0.004936171 | \n| 2000        | F           | Morgan      |  9502       | 0.004764194 | \n| 2000        | F           | Jennifer    |  9384       | 0.004705031 | \n| 2000        | F           | Jasmine     |  9092       | 0.004558625 | \n| 2000        | F           | Haley       |  9068       | 0.004546592 | \n| 2000        | F           | Julia       |  8764       | 0.004394170 | \n| 2000        | F           | Kaitlyn     |  8759       | 0.004391663 | \n| ... | ... | ... | ... | ... | \n| 2014         | M            | Zeid         | 5            | 2.451228e-06 | \n| 2014         | M            | Zeidan       | 5            | 2.451228e-06 | \n| 2014         | M            | Zekeriah     | 5            | 2.451228e-06 | \n| 2014         | M            | Zenas        | 5            | 2.451228e-06 | \n| 2014         | M            | Zephen       | 5            | 2.451228e-06 | \n| 2014         | M            | Zerick       | 5            | 2.451228e-06 | \n| 2014         | M            | Zhaiden      | 5            | 2.451228e-06 | \n| 2014         | M            | Zhalen       | 5            | 2.451228e-06 | \n| 2014         | M            | Zhayden      | 5            | 2.451228e-06 | \n| 2014         | M            | Ziar         | 5            | 2.451228e-06 | \n| 2014         | M            | Zichen       | 5            | 2.451228e-06 | \n| 2014         | M            | Ziden        | 5            | 2.451228e-06 | \n| 2014         | M            | Zierre       | 5            | 2.451228e-06 | \n| 2014         | M            | Ziion        | 5            | 2.451228e-06 | \n| 2014         | M            | Zijun        | 5            | 2.451228e-06 | \n| 2014         | M            | Zilas        | 5            | 2.451228e-06 | \n| 2014         | M            | Zirui        | 5            | 2.451228e-06 | \n| 2014         | M            | Zivon        | 5            | 2.451228e-06 | \n| 2014         | M            | Ziyah        | 5            | 2.451228e-06 | \n| 2014         | M            | Ziyang       | 5            | 2.451228e-06 | \n| 2014         | M            | Zmarion      | 5            | 2.451228e-06 | \n| 2014         | M            | Zo           | 5            | 2.451228e-06 | \n| 2014         | M            | Zoraiz       | 5            | 2.451228e-06 | \n| 2014         | M            | Zyeir        | 5            | 2.451228e-06 | \n| 2014         | M            | Zyel         | 5            | 2.451228e-06 | \n| 2014         | M            | Zykeem       | 5            | 2.451228e-06 | \n| 2014         | M            | Zymeer       | 5            | 2.451228e-06 | \n| 2014         | M            | Zymiere      | 5            | 2.451228e-06 | \n| 2014         | M            | Zyran        | 5            | 2.451228e-06 | \n| 2014         | M            | Zyrin        | 5            | 2.451228e-06 | \n\n\n",
            "text/plain": "       year sex name      n     prop        \n1      2000 F   Emily     25953 0.013012538 \n2      2000 F   Hannah    23075 0.011569542 \n3      2000 F   Madison   19967 0.010011226 \n4      2000 F   Ashley    17997 0.009023491 \n5      2000 F   Sarah     17689 0.008869063 \n6      2000 F   Alexis    17627 0.008837977 \n7      2000 F   Samantha  17264 0.008655973 \n8      2000 F   Jessica   15705 0.007874308 \n9      2000 F   Elizabeth 15089 0.007565453 \n10     2000 F   Taylor    15077 0.007559436 \n11     2000 F   Lauren    14173 0.007106181 \n12     2000 F   Alyssa    13553 0.006795320 \n13     2000 F   Kayla     13311 0.006673984 \n14     2000 F   Abigail   13087 0.006561673 \n15     2000 F   Brianna   12874 0.006454877 \n16     2000 F   Olivia    12852 0.006443846 \n17     2000 F   Emma      12542 0.006288416 \n18     2000 F   Megan     11433 0.005732376 \n19     2000 F   Grace     11283 0.005657168 \n20     2000 F   Victoria  10922 0.005476166 \n21     2000 F   Rachel    10667 0.005348312 \n22     2000 F   Anna      10581 0.005305193 \n23     2000 F   Sydney    10242 0.005135222 \n24     2000 F   Destiny    9845 0.004936171 \n25     2000 F   Morgan     9502 0.004764194 \n26     2000 F   Jennifer   9384 0.004705031 \n27     2000 F   Jasmine    9092 0.004558625 \n28     2000 F   Haley      9068 0.004546592 \n29     2000 F   Julia      8764 0.004394170 \n30     2000 F   Kaitlyn    8759 0.004391663 \n...    ...  ... ...       ...   ...         \n493102 2014 M   Zeid      5     2.451228e-06\n493103 2014 M   Zeidan    5     2.451228e-06\n493104 2014 M   Zekeriah  5     2.451228e-06\n493105 2014 M   Zenas     5     2.451228e-06\n493106 2014 M   Zephen    5     2.451228e-06\n493107 2014 M   Zerick    5     2.451228e-06\n493108 2014 M   Zhaiden   5     2.451228e-06\n493109 2014 M   Zhalen    5     2.451228e-06\n493110 2014 M   Zhayden   5     2.451228e-06\n493111 2014 M   Ziar      5     2.451228e-06\n493112 2014 M   Zichen    5     2.451228e-06\n493113 2014 M   Ziden     5     2.451228e-06\n493114 2014 M   Zierre    5     2.451228e-06\n493115 2014 M   Ziion     5     2.451228e-06\n493116 2014 M   Zijun     5     2.451228e-06\n493117 2014 M   Zilas     5     2.451228e-06\n493118 2014 M   Zirui     5     2.451228e-06\n493119 2014 M   Zivon     5     2.451228e-06\n493120 2014 M   Ziyah     5     2.451228e-06\n493121 2014 M   Ziyang    5     2.451228e-06\n493122 2014 M   Zmarion   5     2.451228e-06\n493123 2014 M   Zo        5     2.451228e-06\n493124 2014 M   Zoraiz    5     2.451228e-06\n493125 2014 M   Zyeir     5     2.451228e-06\n493126 2014 M   Zyel      5     2.451228e-06\n493127 2014 M   Zykeem    5     2.451228e-06\n493128 2014 M   Zymeer    5     2.451228e-06\n493129 2014 M   Zymiere   5     2.451228e-06\n493130 2014 M   Zyran     5     2.451228e-06\n493131 2014 M   Zyrin     5     2.451228e-06"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "#multiple filters - and,or,not\nsqldf(\"select * from mydata where year >= 1980 and prop <0.5\")\nsqldf(\"select * from mydata where year >= 1980 and prop <0.5 order by prop desc\")\nsqldf(\"select * from mydata where name != '%man%' or year > 2000\") #no man in name \nsqldf(\"select * from mydata where prop > 0.07 and year not between 2000 and 2014\")\nsqldf(\"select * from mydata where n > 10000 order by name desc \")",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1980       </td><td>F          </td><td>Jennifer   </td><td>58381      </td><td>0.032794114</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Amanda     </td><td>35819      </td><td>0.020120456</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Jessica    </td><td>33921      </td><td>0.019054301</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Melissa    </td><td>31632      </td><td>0.017768511</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Sarah      </td><td>25747      </td><td>0.014462754</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Heather    </td><td>19972      </td><td>0.011218788</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Nicole     </td><td>19918      </td><td>0.011188455</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Amy        </td><td>19832      </td><td>0.011140146</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Elizabeth  </td><td>19530      </td><td>0.010970505</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Michelle   </td><td>19121      </td><td>0.010740759</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Kimberly   </td><td>18498      </td><td>0.010390804</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Angela     </td><td>17968      </td><td>0.010093089</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Stephanie  </td><td>17841      </td><td>0.010021750</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Tiffany    </td><td>16227      </td><td>0.009115125</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Christina  </td><td>16139      </td><td>0.009065693</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Lisa       </td><td>15661      </td><td>0.008797188</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Rebecca    </td><td>15283      </td><td>0.008584855</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Crystal    </td><td>14257      </td><td>0.008008525</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Kelly      </td><td>13715      </td><td>0.007704069</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Erin       </td><td>13434      </td><td>0.007546224</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Laura      </td><td>12918      </td><td>0.007256374</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Amber      </td><td>12555      </td><td>0.007052467</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Rachel     </td><td>11623      </td><td>0.006528939</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Jamie      </td><td>11523      </td><td>0.006472766</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>April      </td><td>11475      </td><td>0.006445804</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Mary       </td><td>11475      </td><td>0.006445804</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Sara       </td><td>11148      </td><td>0.006262119</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Andrea     </td><td>10452      </td><td>0.005871158</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Shannon    </td><td> 9668      </td><td>0.005430765</td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Megan      </td><td> 9139      </td><td>0.005133612</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zavon       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zay         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zaylor      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zayquan     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zecharia    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zecharya    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zee         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeev        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeik        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zekariah    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zepplin     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zerek       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeyd        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zhi         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziel        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zihan       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zihao       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziheng      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zimere      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziyi        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziyu        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zoel        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zohar       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zolton      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyah        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zykell      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyking      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zykir       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyrus       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyus        </td><td>5           </td><td>2.466855e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1980        & F           & Jennifer    & 58381       & 0.032794114\\\\\n\t 1980        & F           & Amanda      & 35819       & 0.020120456\\\\\n\t 1980        & F           & Jessica     & 33921       & 0.019054301\\\\\n\t 1980        & F           & Melissa     & 31632       & 0.017768511\\\\\n\t 1980        & F           & Sarah       & 25747       & 0.014462754\\\\\n\t 1980        & F           & Heather     & 19972       & 0.011218788\\\\\n\t 1980        & F           & Nicole      & 19918       & 0.011188455\\\\\n\t 1980        & F           & Amy         & 19832       & 0.011140146\\\\\n\t 1980        & F           & Elizabeth   & 19530       & 0.010970505\\\\\n\t 1980        & F           & Michelle    & 19121       & 0.010740759\\\\\n\t 1980        & F           & Kimberly    & 18498       & 0.010390804\\\\\n\t 1980        & F           & Angela      & 17968       & 0.010093089\\\\\n\t 1980        & F           & Stephanie   & 17841       & 0.010021750\\\\\n\t 1980        & F           & Tiffany     & 16227       & 0.009115125\\\\\n\t 1980        & F           & Christina   & 16139       & 0.009065693\\\\\n\t 1980        & F           & Lisa        & 15661       & 0.008797188\\\\\n\t 1980        & F           & Rebecca     & 15283       & 0.008584855\\\\\n\t 1980        & F           & Crystal     & 14257       & 0.008008525\\\\\n\t 1980        & F           & Kelly       & 13715       & 0.007704069\\\\\n\t 1980        & F           & Erin        & 13434       & 0.007546224\\\\\n\t 1980        & F           & Laura       & 12918       & 0.007256374\\\\\n\t 1980        & F           & Amber       & 12555       & 0.007052467\\\\\n\t 1980        & F           & Rachel      & 11623       & 0.006528939\\\\\n\t 1980        & F           & Jamie       & 11523       & 0.006472766\\\\\n\t 1980        & F           & April       & 11475       & 0.006445804\\\\\n\t 1980        & F           & Mary        & 11475       & 0.006445804\\\\\n\t 1980        & F           & Sara        & 11148       & 0.006262119\\\\\n\t 1980        & F           & Andrea      & 10452       & 0.005871158\\\\\n\t 1980        & F           & Shannon     &  9668       & 0.005430765\\\\\n\t 1980        & F           & Megan       &  9139       & 0.005133612\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2015         & M            & Zavon        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zay          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zaylor       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zayquan      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zecharia     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zecharya     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zee          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeev         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeik         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zekariah     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zepplin      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zerek        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeyd         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zhi          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziel         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zihan        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zihao        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziheng       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zimere       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziyi         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziyu         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zoel         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zohar        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zolton       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyah         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zykell       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyking       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zykir        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyrus        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyus         & 5            & 2.466855e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1980        | F           | Jennifer    | 58381       | 0.032794114 | \n| 1980        | F           | Amanda      | 35819       | 0.020120456 | \n| 1980        | F           | Jessica     | 33921       | 0.019054301 | \n| 1980        | F           | Melissa     | 31632       | 0.017768511 | \n| 1980        | F           | Sarah       | 25747       | 0.014462754 | \n| 1980        | F           | Heather     | 19972       | 0.011218788 | \n| 1980        | F           | Nicole      | 19918       | 0.011188455 | \n| 1980        | F           | Amy         | 19832       | 0.011140146 | \n| 1980        | F           | Elizabeth   | 19530       | 0.010970505 | \n| 1980        | F           | Michelle    | 19121       | 0.010740759 | \n| 1980        | F           | Kimberly    | 18498       | 0.010390804 | \n| 1980        | F           | Angela      | 17968       | 0.010093089 | \n| 1980        | F           | Stephanie   | 17841       | 0.010021750 | \n| 1980        | F           | Tiffany     | 16227       | 0.009115125 | \n| 1980        | F           | Christina   | 16139       | 0.009065693 | \n| 1980        | F           | Lisa        | 15661       | 0.008797188 | \n| 1980        | F           | Rebecca     | 15283       | 0.008584855 | \n| 1980        | F           | Crystal     | 14257       | 0.008008525 | \n| 1980        | F           | Kelly       | 13715       | 0.007704069 | \n| 1980        | F           | Erin        | 13434       | 0.007546224 | \n| 1980        | F           | Laura       | 12918       | 0.007256374 | \n| 1980        | F           | Amber       | 12555       | 0.007052467 | \n| 1980        | F           | Rachel      | 11623       | 0.006528939 | \n| 1980        | F           | Jamie       | 11523       | 0.006472766 | \n| 1980        | F           | April       | 11475       | 0.006445804 | \n| 1980        | F           | Mary        | 11475       | 0.006445804 | \n| 1980        | F           | Sara        | 11148       | 0.006262119 | \n| 1980        | F           | Andrea      | 10452       | 0.005871158 | \n| 1980        | F           | Shannon     |  9668       | 0.005430765 | \n| 1980        | F           | Megan       |  9139       | 0.005133612 | \n| ... | ... | ... | ... | ... | \n| 2015         | M            | Zavon        | 5            | 2.466855e-06 | \n| 2015         | M            | Zay          | 5            | 2.466855e-06 | \n| 2015         | M            | Zaylor       | 5            | 2.466855e-06 | \n| 2015         | M            | Zayquan      | 5            | 2.466855e-06 | \n| 2015         | M            | Zecharia     | 5            | 2.466855e-06 | \n| 2015         | M            | Zecharya     | 5            | 2.466855e-06 | \n| 2015         | M            | Zee          | 5            | 2.466855e-06 | \n| 2015         | M            | Zeev         | 5            | 2.466855e-06 | \n| 2015         | M            | Zeik         | 5            | 2.466855e-06 | \n| 2015         | M            | Zekariah     | 5            | 2.466855e-06 | \n| 2015         | M            | Zepplin      | 5            | 2.466855e-06 | \n| 2015         | M            | Zerek        | 5            | 2.466855e-06 | \n| 2015         | M            | Zeyd         | 5            | 2.466855e-06 | \n| 2015         | M            | Zhi          | 5            | 2.466855e-06 | \n| 2015         | M            | Ziel         | 5            | 2.466855e-06 | \n| 2015         | M            | Zihan        | 5            | 2.466855e-06 | \n| 2015         | M            | Zihao        | 5            | 2.466855e-06 | \n| 2015         | M            | Ziheng       | 5            | 2.466855e-06 | \n| 2015         | M            | Zimere       | 5            | 2.466855e-06 | \n| 2015         | M            | Ziyi         | 5            | 2.466855e-06 | \n| 2015         | M            | Ziyu         | 5            | 2.466855e-06 | \n| 2015         | M            | Zoel         | 5            | 2.466855e-06 | \n| 2015         | M            | Zohar        | 5            | 2.466855e-06 | \n| 2015         | M            | Zolton       | 5            | 2.466855e-06 | \n| 2015         | M            | Zyah         | 5            | 2.466855e-06 | \n| 2015         | M            | Zykell       | 5            | 2.466855e-06 | \n| 2015         | M            | Zyking       | 5            | 2.466855e-06 | \n| 2015         | M            | Zykir        | 5            | 2.466855e-06 | \n| 2015         | M            | Zyrus        | 5            | 2.466855e-06 | \n| 2015         | M            | Zyus         | 5            | 2.466855e-06 | \n\n\n",
            "text/plain": "       year sex name      n     prop        \n1      1980 F   Jennifer  58381 0.032794114 \n2      1980 F   Amanda    35819 0.020120456 \n3      1980 F   Jessica   33921 0.019054301 \n4      1980 F   Melissa   31632 0.017768511 \n5      1980 F   Sarah     25747 0.014462754 \n6      1980 F   Heather   19972 0.011218788 \n7      1980 F   Nicole    19918 0.011188455 \n8      1980 F   Amy       19832 0.011140146 \n9      1980 F   Elizabeth 19530 0.010970505 \n10     1980 F   Michelle  19121 0.010740759 \n11     1980 F   Kimberly  18498 0.010390804 \n12     1980 F   Angela    17968 0.010093089 \n13     1980 F   Stephanie 17841 0.010021750 \n14     1980 F   Tiffany   16227 0.009115125 \n15     1980 F   Christina 16139 0.009065693 \n16     1980 F   Lisa      15661 0.008797188 \n17     1980 F   Rebecca   15283 0.008584855 \n18     1980 F   Crystal   14257 0.008008525 \n19     1980 F   Kelly     13715 0.007704069 \n20     1980 F   Erin      13434 0.007546224 \n21     1980 F   Laura     12918 0.007256374 \n22     1980 F   Amber     12555 0.007052467 \n23     1980 F   Rachel    11623 0.006528939 \n24     1980 F   Jamie     11523 0.006472766 \n25     1980 F   April     11475 0.006445804 \n26     1980 F   Mary      11475 0.006445804 \n27     1980 F   Sara      11148 0.006262119 \n28     1980 F   Andrea    10452 0.005871158 \n29     1980 F   Shannon    9668 0.005430765 \n30     1980 F   Megan      9139 0.005133612 \n...    ...  ... ...       ...   ...         \n994891 2015 M   Zavon     5     2.466855e-06\n994892 2015 M   Zay       5     2.466855e-06\n994893 2015 M   Zaylor    5     2.466855e-06\n994894 2015 M   Zayquan   5     2.466855e-06\n994895 2015 M   Zecharia  5     2.466855e-06\n994896 2015 M   Zecharya  5     2.466855e-06\n994897 2015 M   Zee       5     2.466855e-06\n994898 2015 M   Zeev      5     2.466855e-06\n994899 2015 M   Zeik      5     2.466855e-06\n994900 2015 M   Zekariah  5     2.466855e-06\n994901 2015 M   Zepplin   5     2.466855e-06\n994902 2015 M   Zerek     5     2.466855e-06\n994903 2015 M   Zeyd      5     2.466855e-06\n994904 2015 M   Zhi       5     2.466855e-06\n994905 2015 M   Ziel      5     2.466855e-06\n994906 2015 M   Zihan     5     2.466855e-06\n994907 2015 M   Zihao     5     2.466855e-06\n994908 2015 M   Ziheng    5     2.466855e-06\n994909 2015 M   Zimere    5     2.466855e-06\n994910 2015 M   Ziyi      5     2.466855e-06\n994911 2015 M   Ziyu      5     2.466855e-06\n994912 2015 M   Zoel      5     2.466855e-06\n994913 2015 M   Zohar     5     2.466855e-06\n994914 2015 M   Zolton    5     2.466855e-06\n994915 2015 M   Zyah      5     2.466855e-06\n994916 2015 M   Zykell    5     2.466855e-06\n994917 2015 M   Zyking    5     2.466855e-06\n994918 2015 M   Zykir     5     2.466855e-06\n994919 2015 M   Zyrus     5     2.466855e-06\n994920 2015 M   Zyus      5     2.466855e-06"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1980       </td><td>M          </td><td>Michael    </td><td>68673      </td><td>0.03702663 </td></tr>\n\t<tr><td>1981       </td><td>M          </td><td>Michael    </td><td>68765      </td><td>0.03692913 </td></tr>\n\t<tr><td>1983       </td><td>M          </td><td>Michael    </td><td>67991      </td><td>0.03649914 </td></tr>\n\t<tr><td>1982       </td><td>M          </td><td>Michael    </td><td>68216      </td><td>0.03615618 </td></tr>\n\t<tr><td>1984       </td><td>M          </td><td>Michael    </td><td>67731      </td><td>0.03610903 </td></tr>\n\t<tr><td>1985       </td><td>M          </td><td>Michael    </td><td>64895      </td><td>0.03374050 </td></tr>\n\t<tr><td>1986       </td><td>M          </td><td>Michael    </td><td>64188      </td><td>0.03342284 </td></tr>\n\t<tr><td>1980       </td><td>F          </td><td>Jennifer   </td><td>58381      </td><td>0.03279411 </td></tr>\n\t<tr><td>1987       </td><td>M          </td><td>Michael    </td><td>63638      </td><td>0.03265058 </td></tr>\n\t<tr><td>1988       </td><td>M          </td><td>Michael    </td><td>64117      </td><td>0.03204469 </td></tr>\n\t<tr><td>1984       </td><td>M          </td><td>Christopher</td><td>60017      </td><td>0.03199651 </td></tr>\n\t<tr><td>1981       </td><td>F          </td><td>Jennifer   </td><td>57043      </td><td>0.03190267 </td></tr>\n\t<tr><td>1983       </td><td>M          </td><td>Christopher</td><td>59336      </td><td>0.03185294 </td></tr>\n\t<tr><td>1982       </td><td>F          </td><td>Jennifer   </td><td>57109      </td><td>0.03148729 </td></tr>\n\t<tr><td>1982       </td><td>M          </td><td>Christopher</td><td>59222      </td><td>0.03138913 </td></tr>\n\t<tr><td>1989       </td><td>M          </td><td>Michael    </td><td>65378      </td><td>0.03120357 </td></tr>\n\t<tr><td>1985       </td><td>M          </td><td>Christopher</td><td>59593      </td><td>0.03098386 </td></tr>\n\t<tr><td>1983       </td><td>F          </td><td>Jennifer   </td><td>54336      </td><td>0.03037049 </td></tr>\n\t<tr><td>1990       </td><td>M          </td><td>Michael    </td><td>65275      </td><td>0.03034828 </td></tr>\n\t<tr><td>1987       </td><td>F          </td><td>Jessica    </td><td>55990      </td><td>0.02988406 </td></tr>\n\t<tr><td>1986       </td><td>M          </td><td>Christopher</td><td>56677      </td><td>0.02951185 </td></tr>\n\t<tr><td>1987       </td><td>F          </td><td>Ashley     </td><td>54845      </td><td>0.02927293 </td></tr>\n\t<tr><td>1991       </td><td>M          </td><td>Michael    </td><td>60783      </td><td>0.02868492 </td></tr>\n\t<tr><td>1986       </td><td>F          </td><td>Jessica    </td><td>52667      </td><td>0.02854992 </td></tr>\n\t<tr><td>1984       </td><td>F          </td><td>Jennifer   </td><td>50562      </td><td>0.02804978 </td></tr>\n\t<tr><td>1987       </td><td>M          </td><td>Christopher</td><td>54476      </td><td>0.02794985 </td></tr>\n\t<tr><td>1981       </td><td>M          </td><td>Christopher</td><td>50224      </td><td>0.02697199 </td></tr>\n\t<tr><td>1983       </td><td>M          </td><td>Matthew    </td><td>50204      </td><td>0.02695067 </td></tr>\n\t<tr><td>1986       </td><td>F          </td><td>Ashley     </td><td>49674      </td><td>0.02692746 </td></tr>\n\t<tr><td>1988       </td><td>F          </td><td>Jessica    </td><td>51532      </td><td>0.02680799 </td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zamarius    </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zamauri     </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zandre      </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zareb       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zaveion     </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zavery      </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zavyer      </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zayde       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zaydn       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zaydrian    </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zayion      </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zed         </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zell        </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zeno        </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zentavious  </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zerik       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zerion      </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zhayne      </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zione       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zolan       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zy          </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyaun       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyel        </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyheem      </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyian       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zylin       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyonn       </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyquarius   </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyquavious  </td><td>5           </td><td>2.259872e-06</td></tr>\n\t<tr><td>2007        </td><td>M           </td><td>Zyrese      </td><td>5           </td><td>2.259872e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1980        & M           & Michael     & 68673       & 0.03702663 \\\\\n\t 1981        & M           & Michael     & 68765       & 0.03692913 \\\\\n\t 1983        & M           & Michael     & 67991       & 0.03649914 \\\\\n\t 1982        & M           & Michael     & 68216       & 0.03615618 \\\\\n\t 1984        & M           & Michael     & 67731       & 0.03610903 \\\\\n\t 1985        & M           & Michael     & 64895       & 0.03374050 \\\\\n\t 1986        & M           & Michael     & 64188       & 0.03342284 \\\\\n\t 1980        & F           & Jennifer    & 58381       & 0.03279411 \\\\\n\t 1987        & M           & Michael     & 63638       & 0.03265058 \\\\\n\t 1988        & M           & Michael     & 64117       & 0.03204469 \\\\\n\t 1984        & M           & Christopher & 60017       & 0.03199651 \\\\\n\t 1981        & F           & Jennifer    & 57043       & 0.03190267 \\\\\n\t 1983        & M           & Christopher & 59336       & 0.03185294 \\\\\n\t 1982        & F           & Jennifer    & 57109       & 0.03148729 \\\\\n\t 1982        & M           & Christopher & 59222       & 0.03138913 \\\\\n\t 1989        & M           & Michael     & 65378       & 0.03120357 \\\\\n\t 1985        & M           & Christopher & 59593       & 0.03098386 \\\\\n\t 1983        & F           & Jennifer    & 54336       & 0.03037049 \\\\\n\t 1990        & M           & Michael     & 65275       & 0.03034828 \\\\\n\t 1987        & F           & Jessica     & 55990       & 0.02988406 \\\\\n\t 1986        & M           & Christopher & 56677       & 0.02951185 \\\\\n\t 1987        & F           & Ashley      & 54845       & 0.02927293 \\\\\n\t 1991        & M           & Michael     & 60783       & 0.02868492 \\\\\n\t 1986        & F           & Jessica     & 52667       & 0.02854992 \\\\\n\t 1984        & F           & Jennifer    & 50562       & 0.02804978 \\\\\n\t 1987        & M           & Christopher & 54476       & 0.02794985 \\\\\n\t 1981        & M           & Christopher & 50224       & 0.02697199 \\\\\n\t 1983        & M           & Matthew     & 50204       & 0.02695067 \\\\\n\t 1986        & F           & Ashley      & 49674       & 0.02692746 \\\\\n\t 1988        & F           & Jessica     & 51532       & 0.02680799 \\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2007         & M            & Zamarius     & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zamauri      & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zandre       & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zareb        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zaveion      & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zavery       & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zavyer       & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zayde        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zaydn        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zaydrian     & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zayion       & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zed          & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zell         & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zeno         & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zentavious   & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zerik        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zerion       & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zhayne       & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zione        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zolan        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zy           & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyaun        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyel         & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyheem       & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyian        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zylin        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyonn        & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyquarius    & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyquavious   & 5            & 2.259872e-06\\\\\n\t 2007         & M            & Zyrese       & 5            & 2.259872e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1980        | M           | Michael     | 68673       | 0.03702663  | \n| 1981        | M           | Michael     | 68765       | 0.03692913  | \n| 1983        | M           | Michael     | 67991       | 0.03649914  | \n| 1982        | M           | Michael     | 68216       | 0.03615618  | \n| 1984        | M           | Michael     | 67731       | 0.03610903  | \n| 1985        | M           | Michael     | 64895       | 0.03374050  | \n| 1986        | M           | Michael     | 64188       | 0.03342284  | \n| 1980        | F           | Jennifer    | 58381       | 0.03279411  | \n| 1987        | M           | Michael     | 63638       | 0.03265058  | \n| 1988        | M           | Michael     | 64117       | 0.03204469  | \n| 1984        | M           | Christopher | 60017       | 0.03199651  | \n| 1981        | F           | Jennifer    | 57043       | 0.03190267  | \n| 1983        | M           | Christopher | 59336       | 0.03185294  | \n| 1982        | F           | Jennifer    | 57109       | 0.03148729  | \n| 1982        | M           | Christopher | 59222       | 0.03138913  | \n| 1989        | M           | Michael     | 65378       | 0.03120357  | \n| 1985        | M           | Christopher | 59593       | 0.03098386  | \n| 1983        | F           | Jennifer    | 54336       | 0.03037049  | \n| 1990        | M           | Michael     | 65275       | 0.03034828  | \n| 1987        | F           | Jessica     | 55990       | 0.02988406  | \n| 1986        | M           | Christopher | 56677       | 0.02951185  | \n| 1987        | F           | Ashley      | 54845       | 0.02927293  | \n| 1991        | M           | Michael     | 60783       | 0.02868492  | \n| 1986        | F           | Jessica     | 52667       | 0.02854992  | \n| 1984        | F           | Jennifer    | 50562       | 0.02804978  | \n| 1987        | M           | Christopher | 54476       | 0.02794985  | \n| 1981        | M           | Christopher | 50224       | 0.02697199  | \n| 1983        | M           | Matthew     | 50204       | 0.02695067  | \n| 1986        | F           | Ashley      | 49674       | 0.02692746  | \n| 1988        | F           | Jessica     | 51532       | 0.02680799  | \n| ... | ... | ... | ... | ... | \n| 2007         | M            | Zamarius     | 5            | 2.259872e-06 | \n| 2007         | M            | Zamauri      | 5            | 2.259872e-06 | \n| 2007         | M            | Zandre       | 5            | 2.259872e-06 | \n| 2007         | M            | Zareb        | 5            | 2.259872e-06 | \n| 2007         | M            | Zaveion      | 5            | 2.259872e-06 | \n| 2007         | M            | Zavery       | 5            | 2.259872e-06 | \n| 2007         | M            | Zavyer       | 5            | 2.259872e-06 | \n| 2007         | M            | Zayde        | 5            | 2.259872e-06 | \n| 2007         | M            | Zaydn        | 5            | 2.259872e-06 | \n| 2007         | M            | Zaydrian     | 5            | 2.259872e-06 | \n| 2007         | M            | Zayion       | 5            | 2.259872e-06 | \n| 2007         | M            | Zed          | 5            | 2.259872e-06 | \n| 2007         | M            | Zell         | 5            | 2.259872e-06 | \n| 2007         | M            | Zeno         | 5            | 2.259872e-06 | \n| 2007         | M            | Zentavious   | 5            | 2.259872e-06 | \n| 2007         | M            | Zerik        | 5            | 2.259872e-06 | \n| 2007         | M            | Zerion       | 5            | 2.259872e-06 | \n| 2007         | M            | Zhayne       | 5            | 2.259872e-06 | \n| 2007         | M            | Zione        | 5            | 2.259872e-06 | \n| 2007         | M            | Zolan        | 5            | 2.259872e-06 | \n| 2007         | M            | Zy           | 5            | 2.259872e-06 | \n| 2007         | M            | Zyaun        | 5            | 2.259872e-06 | \n| 2007         | M            | Zyel         | 5            | 2.259872e-06 | \n| 2007         | M            | Zyheem       | 5            | 2.259872e-06 | \n| 2007         | M            | Zyian        | 5            | 2.259872e-06 | \n| 2007         | M            | Zylin        | 5            | 2.259872e-06 | \n| 2007         | M            | Zyonn        | 5            | 2.259872e-06 | \n| 2007         | M            | Zyquarius    | 5            | 2.259872e-06 | \n| 2007         | M            | Zyquavious   | 5            | 2.259872e-06 | \n| 2007         | M            | Zyrese       | 5            | 2.259872e-06 | \n\n\n",
            "text/plain": "       year sex name        n     prop        \n1      1980 M   Michael     68673 0.03702663  \n2      1981 M   Michael     68765 0.03692913  \n3      1983 M   Michael     67991 0.03649914  \n4      1982 M   Michael     68216 0.03615618  \n5      1984 M   Michael     67731 0.03610903  \n6      1985 M   Michael     64895 0.03374050  \n7      1986 M   Michael     64188 0.03342284  \n8      1980 F   Jennifer    58381 0.03279411  \n9      1987 M   Michael     63638 0.03265058  \n10     1988 M   Michael     64117 0.03204469  \n11     1984 M   Christopher 60017 0.03199651  \n12     1981 F   Jennifer    57043 0.03190267  \n13     1983 M   Christopher 59336 0.03185294  \n14     1982 F   Jennifer    57109 0.03148729  \n15     1982 M   Christopher 59222 0.03138913  \n16     1989 M   Michael     65378 0.03120357  \n17     1985 M   Christopher 59593 0.03098386  \n18     1983 F   Jennifer    54336 0.03037049  \n19     1990 M   Michael     65275 0.03034828  \n20     1987 F   Jessica     55990 0.02988406  \n21     1986 M   Christopher 56677 0.02951185  \n22     1987 F   Ashley      54845 0.02927293  \n23     1991 M   Michael     60783 0.02868492  \n24     1986 F   Jessica     52667 0.02854992  \n25     1984 F   Jennifer    50562 0.02804978  \n26     1987 M   Christopher 54476 0.02794985  \n27     1981 M   Christopher 50224 0.02697199  \n28     1983 M   Matthew     50204 0.02695067  \n29     1986 F   Ashley      49674 0.02692746  \n30     1988 F   Jessica     51532 0.02680799  \n...    ...  ... ...         ...   ...         \n994891 2007 M   Zamarius    5     2.259872e-06\n994892 2007 M   Zamauri     5     2.259872e-06\n994893 2007 M   Zandre      5     2.259872e-06\n994894 2007 M   Zareb       5     2.259872e-06\n994895 2007 M   Zaveion     5     2.259872e-06\n994896 2007 M   Zavery      5     2.259872e-06\n994897 2007 M   Zavyer      5     2.259872e-06\n994898 2007 M   Zayde       5     2.259872e-06\n994899 2007 M   Zaydn       5     2.259872e-06\n994900 2007 M   Zaydrian    5     2.259872e-06\n994901 2007 M   Zayion      5     2.259872e-06\n994902 2007 M   Zed         5     2.259872e-06\n994903 2007 M   Zell        5     2.259872e-06\n994904 2007 M   Zeno        5     2.259872e-06\n994905 2007 M   Zentavious  5     2.259872e-06\n994906 2007 M   Zerik       5     2.259872e-06\n994907 2007 M   Zerion      5     2.259872e-06\n994908 2007 M   Zhayne      5     2.259872e-06\n994909 2007 M   Zione       5     2.259872e-06\n994910 2007 M   Zolan       5     2.259872e-06\n994911 2007 M   Zy          5     2.259872e-06\n994912 2007 M   Zyaun       5     2.259872e-06\n994913 2007 M   Zyel        5     2.259872e-06\n994914 2007 M   Zyheem      5     2.259872e-06\n994915 2007 M   Zyian       5     2.259872e-06\n994916 2007 M   Zylin       5     2.259872e-06\n994917 2007 M   Zyonn       5     2.259872e-06\n994918 2007 M   Zyquarius   5     2.259872e-06\n994919 2007 M   Zyquavious  5     2.259872e-06\n994920 2007 M   Zyrese      5     2.259872e-06"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880       </td><td>F          </td><td>Mary       </td><td>7065       </td><td>0.072384329</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Anna       </td><td>2604       </td><td>0.026679234</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Emma       </td><td>2003       </td><td>0.020521700</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Elizabeth  </td><td>1939       </td><td>0.019865989</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Minnie     </td><td>1746       </td><td>0.017888611</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Margaret   </td><td>1578       </td><td>0.016167370</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Ida        </td><td>1472       </td><td>0.015081349</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Alice      </td><td>1414       </td><td>0.014487111</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Bertha     </td><td>1320       </td><td>0.013524036</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Sarah      </td><td>1288       </td><td>0.013196180</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Annie      </td><td>1258       </td><td>0.012888816</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Clara      </td><td>1226       </td><td>0.012560961</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Ella       </td><td>1156       </td><td>0.011843777</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Florence   </td><td>1063       </td><td>0.010890947</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Cora       </td><td>1045       </td><td>0.010706528</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Martha     </td><td>1040       </td><td>0.010655301</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Laura      </td><td>1012       </td><td>0.010368428</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Nellie     </td><td> 995       </td><td>0.010194254</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Grace      </td><td> 982       </td><td>0.010061063</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Carrie     </td><td> 949       </td><td>0.009722962</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Maude      </td><td> 858       </td><td>0.008790623</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Mabel      </td><td> 808       </td><td>0.008278349</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Bessie     </td><td> 796       </td><td>0.008155403</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Jennie     </td><td> 793       </td><td>0.008124667</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Gertrude   </td><td> 787       </td><td>0.008063194</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Julia      </td><td> 783       </td><td>0.008022212</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Hattie     </td><td> 769       </td><td>0.007878775</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Edith      </td><td> 768       </td><td>0.007868530</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Mattie     </td><td> 704       </td><td>0.007212819</td></tr>\n\t<tr><td>1880       </td><td>F          </td><td>Rose       </td><td> 700       </td><td>0.007171837</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zavon       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zay         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zaylor      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zayquan     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zecharia    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zecharya    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zee         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeev        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeik        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zekariah    </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zepplin     </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zerek       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zeyd        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zhi         </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziel        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zihan       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zihao       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziheng      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zimere      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziyi        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Ziyu        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zoel        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zohar       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zolton      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyah        </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zykell      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyking      </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zykir       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyrus       </td><td>5           </td><td>2.466855e-06</td></tr>\n\t<tr><td>2015        </td><td>M           </td><td>Zyus        </td><td>5           </td><td>2.466855e-06</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880        & F           & Mary        & 7065        & 0.072384329\\\\\n\t 1880        & F           & Anna        & 2604        & 0.026679234\\\\\n\t 1880        & F           & Emma        & 2003        & 0.020521700\\\\\n\t 1880        & F           & Elizabeth   & 1939        & 0.019865989\\\\\n\t 1880        & F           & Minnie      & 1746        & 0.017888611\\\\\n\t 1880        & F           & Margaret    & 1578        & 0.016167370\\\\\n\t 1880        & F           & Ida         & 1472        & 0.015081349\\\\\n\t 1880        & F           & Alice       & 1414        & 0.014487111\\\\\n\t 1880        & F           & Bertha      & 1320        & 0.013524036\\\\\n\t 1880        & F           & Sarah       & 1288        & 0.013196180\\\\\n\t 1880        & F           & Annie       & 1258        & 0.012888816\\\\\n\t 1880        & F           & Clara       & 1226        & 0.012560961\\\\\n\t 1880        & F           & Ella        & 1156        & 0.011843777\\\\\n\t 1880        & F           & Florence    & 1063        & 0.010890947\\\\\n\t 1880        & F           & Cora        & 1045        & 0.010706528\\\\\n\t 1880        & F           & Martha      & 1040        & 0.010655301\\\\\n\t 1880        & F           & Laura       & 1012        & 0.010368428\\\\\n\t 1880        & F           & Nellie      &  995        & 0.010194254\\\\\n\t 1880        & F           & Grace       &  982        & 0.010061063\\\\\n\t 1880        & F           & Carrie      &  949        & 0.009722962\\\\\n\t 1880        & F           & Maude       &  858        & 0.008790623\\\\\n\t 1880        & F           & Mabel       &  808        & 0.008278349\\\\\n\t 1880        & F           & Bessie      &  796        & 0.008155403\\\\\n\t 1880        & F           & Jennie      &  793        & 0.008124667\\\\\n\t 1880        & F           & Gertrude    &  787        & 0.008063194\\\\\n\t 1880        & F           & Julia       &  783        & 0.008022212\\\\\n\t 1880        & F           & Hattie      &  769        & 0.007878775\\\\\n\t 1880        & F           & Edith       &  768        & 0.007868530\\\\\n\t 1880        & F           & Mattie      &  704        & 0.007212819\\\\\n\t 1880        & F           & Rose        &  700        & 0.007171837\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2015         & M            & Zavon        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zay          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zaylor       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zayquan      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zecharia     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zecharya     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zee          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeev         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeik         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zekariah     & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zepplin      & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zerek        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zeyd         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zhi          & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziel         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zihan        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zihao        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziheng       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zimere       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziyi         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Ziyu         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zoel         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zohar        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zolton       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyah         & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zykell       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyking       & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zykir        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyrus        & 5            & 2.466855e-06\\\\\n\t 2015         & M            & Zyus         & 5            & 2.466855e-06\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880        | F           | Mary        | 7065        | 0.072384329 | \n| 1880        | F           | Anna        | 2604        | 0.026679234 | \n| 1880        | F           | Emma        | 2003        | 0.020521700 | \n| 1880        | F           | Elizabeth   | 1939        | 0.019865989 | \n| 1880        | F           | Minnie      | 1746        | 0.017888611 | \n| 1880        | F           | Margaret    | 1578        | 0.016167370 | \n| 1880        | F           | Ida         | 1472        | 0.015081349 | \n| 1880        | F           | Alice       | 1414        | 0.014487111 | \n| 1880        | F           | Bertha      | 1320        | 0.013524036 | \n| 1880        | F           | Sarah       | 1288        | 0.013196180 | \n| 1880        | F           | Annie       | 1258        | 0.012888816 | \n| 1880        | F           | Clara       | 1226        | 0.012560961 | \n| 1880        | F           | Ella        | 1156        | 0.011843777 | \n| 1880        | F           | Florence    | 1063        | 0.010890947 | \n| 1880        | F           | Cora        | 1045        | 0.010706528 | \n| 1880        | F           | Martha      | 1040        | 0.010655301 | \n| 1880        | F           | Laura       | 1012        | 0.010368428 | \n| 1880        | F           | Nellie      |  995        | 0.010194254 | \n| 1880        | F           | Grace       |  982        | 0.010061063 | \n| 1880        | F           | Carrie      |  949        | 0.009722962 | \n| 1880        | F           | Maude       |  858        | 0.008790623 | \n| 1880        | F           | Mabel       |  808        | 0.008278349 | \n| 1880        | F           | Bessie      |  796        | 0.008155403 | \n| 1880        | F           | Jennie      |  793        | 0.008124667 | \n| 1880        | F           | Gertrude    |  787        | 0.008063194 | \n| 1880        | F           | Julia       |  783        | 0.008022212 | \n| 1880        | F           | Hattie      |  769        | 0.007878775 | \n| 1880        | F           | Edith       |  768        | 0.007868530 | \n| 1880        | F           | Mattie      |  704        | 0.007212819 | \n| 1880        | F           | Rose        |  700        | 0.007171837 | \n| ... | ... | ... | ... | ... | \n| 2015         | M            | Zavon        | 5            | 2.466855e-06 | \n| 2015         | M            | Zay          | 5            | 2.466855e-06 | \n| 2015         | M            | Zaylor       | 5            | 2.466855e-06 | \n| 2015         | M            | Zayquan      | 5            | 2.466855e-06 | \n| 2015         | M            | Zecharia     | 5            | 2.466855e-06 | \n| 2015         | M            | Zecharya     | 5            | 2.466855e-06 | \n| 2015         | M            | Zee          | 5            | 2.466855e-06 | \n| 2015         | M            | Zeev         | 5            | 2.466855e-06 | \n| 2015         | M            | Zeik         | 5            | 2.466855e-06 | \n| 2015         | M            | Zekariah     | 5            | 2.466855e-06 | \n| 2015         | M            | Zepplin      | 5            | 2.466855e-06 | \n| 2015         | M            | Zerek        | 5            | 2.466855e-06 | \n| 2015         | M            | Zeyd         | 5            | 2.466855e-06 | \n| 2015         | M            | Zhi          | 5            | 2.466855e-06 | \n| 2015         | M            | Ziel         | 5            | 2.466855e-06 | \n| 2015         | M            | Zihan        | 5            | 2.466855e-06 | \n| 2015         | M            | Zihao        | 5            | 2.466855e-06 | \n| 2015         | M            | Ziheng       | 5            | 2.466855e-06 | \n| 2015         | M            | Zimere       | 5            | 2.466855e-06 | \n| 2015         | M            | Ziyi         | 5            | 2.466855e-06 | \n| 2015         | M            | Ziyu         | 5            | 2.466855e-06 | \n| 2015         | M            | Zoel         | 5            | 2.466855e-06 | \n| 2015         | M            | Zohar        | 5            | 2.466855e-06 | \n| 2015         | M            | Zolton       | 5            | 2.466855e-06 | \n| 2015         | M            | Zyah         | 5            | 2.466855e-06 | \n| 2015         | M            | Zykell       | 5            | 2.466855e-06 | \n| 2015         | M            | Zyking       | 5            | 2.466855e-06 | \n| 2015         | M            | Zykir        | 5            | 2.466855e-06 | \n| 2015         | M            | Zyrus        | 5            | 2.466855e-06 | \n| 2015         | M            | Zyus         | 5            | 2.466855e-06 | \n\n\n",
            "text/plain": "        year sex name      n    prop        \n1       1880 F   Mary      7065 0.072384329 \n2       1880 F   Anna      2604 0.026679234 \n3       1880 F   Emma      2003 0.020521700 \n4       1880 F   Elizabeth 1939 0.019865989 \n5       1880 F   Minnie    1746 0.017888611 \n6       1880 F   Margaret  1578 0.016167370 \n7       1880 F   Ida       1472 0.015081349 \n8       1880 F   Alice     1414 0.014487111 \n9       1880 F   Bertha    1320 0.013524036 \n10      1880 F   Sarah     1288 0.013196180 \n11      1880 F   Annie     1258 0.012888816 \n12      1880 F   Clara     1226 0.012560961 \n13      1880 F   Ella      1156 0.011843777 \n14      1880 F   Florence  1063 0.010890947 \n15      1880 F   Cora      1045 0.010706528 \n16      1880 F   Martha    1040 0.010655301 \n17      1880 F   Laura     1012 0.010368428 \n18      1880 F   Nellie     995 0.010194254 \n19      1880 F   Grace      982 0.010061063 \n20      1880 F   Carrie     949 0.009722962 \n21      1880 F   Maude      858 0.008790623 \n22      1880 F   Mabel      808 0.008278349 \n23      1880 F   Bessie     796 0.008155403 \n24      1880 F   Jennie     793 0.008124667 \n25      1880 F   Gertrude   787 0.008063194 \n26      1880 F   Julia      783 0.008022212 \n27      1880 F   Hattie     769 0.007878775 \n28      1880 F   Edith      768 0.007868530 \n29      1880 F   Mattie     704 0.007212819 \n30      1880 F   Rose       700 0.007171837 \n...     ...  ... ...       ...  ...         \n1858660 2015 M   Zavon     5    2.466855e-06\n1858661 2015 M   Zay       5    2.466855e-06\n1858662 2015 M   Zaylor    5    2.466855e-06\n1858663 2015 M   Zayquan   5    2.466855e-06\n1858664 2015 M   Zecharia  5    2.466855e-06\n1858665 2015 M   Zecharya  5    2.466855e-06\n1858666 2015 M   Zee       5    2.466855e-06\n1858667 2015 M   Zeev      5    2.466855e-06\n1858668 2015 M   Zeik      5    2.466855e-06\n1858669 2015 M   Zekariah  5    2.466855e-06\n1858670 2015 M   Zepplin   5    2.466855e-06\n1858671 2015 M   Zerek     5    2.466855e-06\n1858672 2015 M   Zeyd      5    2.466855e-06\n1858673 2015 M   Zhi       5    2.466855e-06\n1858674 2015 M   Ziel      5    2.466855e-06\n1858675 2015 M   Zihan     5    2.466855e-06\n1858676 2015 M   Zihao     5    2.466855e-06\n1858677 2015 M   Ziheng    5    2.466855e-06\n1858678 2015 M   Zimere    5    2.466855e-06\n1858679 2015 M   Ziyi      5    2.466855e-06\n1858680 2015 M   Ziyu      5    2.466855e-06\n1858681 2015 M   Zoel      5    2.466855e-06\n1858682 2015 M   Zohar     5    2.466855e-06\n1858683 2015 M   Zolton    5    2.466855e-06\n1858684 2015 M   Zyah      5    2.466855e-06\n1858685 2015 M   Zykell    5    2.466855e-06\n1858686 2015 M   Zyking    5    2.466855e-06\n1858687 2015 M   Zykir     5    2.466855e-06\n1858688 2015 M   Zyrus     5    2.466855e-06\n1858689 2015 M   Zyus      5    2.466855e-06"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1880      </td><td>F         </td><td>Mary      </td><td>7065      </td><td>0.07238433</td></tr>\n\t<tr><td>1880      </td><td>M         </td><td>John      </td><td>9655      </td><td>0.08154630</td></tr>\n\t<tr><td>1880      </td><td>M         </td><td>William   </td><td>9531      </td><td>0.08049899</td></tr>\n\t<tr><td>1881      </td><td>M         </td><td>John      </td><td>8769      </td><td>0.08098299</td></tr>\n\t<tr><td>1881      </td><td>M         </td><td>William   </td><td>8524      </td><td>0.07872038</td></tr>\n\t<tr><td>1882      </td><td>F         </td><td>Mary      </td><td>8148      </td><td>0.07042594</td></tr>\n\t<tr><td>1882      </td><td>M         </td><td>John      </td><td>9557      </td><td>0.07831617</td></tr>\n\t<tr><td>1882      </td><td>M         </td><td>William   </td><td>9298      </td><td>0.07619375</td></tr>\n\t<tr><td>1883      </td><td>M         </td><td>John      </td><td>8894      </td><td>0.07907324</td></tr>\n\t<tr><td>1883      </td><td>M         </td><td>William   </td><td>8387      </td><td>0.07456569</td></tr>\n\t<tr><td>1884      </td><td>M         </td><td>John      </td><td>9388      </td><td>0.07648751</td></tr>\n\t<tr><td>1884      </td><td>M         </td><td>William   </td><td>8897      </td><td>0.07248715</td></tr>\n\t<tr><td>1885      </td><td>M         </td><td>John      </td><td>8756      </td><td>0.07551791</td></tr>\n\t<tr><td>1886      </td><td>M         </td><td>John      </td><td>9026      </td><td>0.07582198</td></tr>\n\t<tr><td>1887      </td><td>M         </td><td>John      </td><td>8110      </td><td>0.07418927</td></tr>\n\t<tr><td>1888      </td><td>M         </td><td>John      </td><td>9247      </td><td>0.07118279</td></tr>\n\t<tr><td>1889      </td><td>M         </td><td>John      </td><td>8548      </td><td>0.07181142</td></tr>\n\t<tr><td>1890      </td><td>M         </td><td>John      </td><td>8502      </td><td>0.07102698</td></tr>\n\t<tr><td>1891      </td><td>M         </td><td>John      </td><td>7680      </td><td>0.07028655</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1880       & F          & Mary       & 7065       & 0.07238433\\\\\n\t 1880       & M          & John       & 9655       & 0.08154630\\\\\n\t 1880       & M          & William    & 9531       & 0.08049899\\\\\n\t 1881       & M          & John       & 8769       & 0.08098299\\\\\n\t 1881       & M          & William    & 8524       & 0.07872038\\\\\n\t 1882       & F          & Mary       & 8148       & 0.07042594\\\\\n\t 1882       & M          & John       & 9557       & 0.07831617\\\\\n\t 1882       & M          & William    & 9298       & 0.07619375\\\\\n\t 1883       & M          & John       & 8894       & 0.07907324\\\\\n\t 1883       & M          & William    & 8387       & 0.07456569\\\\\n\t 1884       & M          & John       & 9388       & 0.07648751\\\\\n\t 1884       & M          & William    & 8897       & 0.07248715\\\\\n\t 1885       & M          & John       & 8756       & 0.07551791\\\\\n\t 1886       & M          & John       & 9026       & 0.07582198\\\\\n\t 1887       & M          & John       & 8110       & 0.07418927\\\\\n\t 1888       & M          & John       & 9247       & 0.07118279\\\\\n\t 1889       & M          & John       & 8548       & 0.07181142\\\\\n\t 1890       & M          & John       & 8502       & 0.07102698\\\\\n\t 1891       & M          & John       & 7680       & 0.07028655\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880       | F          | Mary       | 7065       | 0.07238433 | \n| 1880       | M          | John       | 9655       | 0.08154630 | \n| 1880       | M          | William    | 9531       | 0.08049899 | \n| 1881       | M          | John       | 8769       | 0.08098299 | \n| 1881       | M          | William    | 8524       | 0.07872038 | \n| 1882       | F          | Mary       | 8148       | 0.07042594 | \n| 1882       | M          | John       | 9557       | 0.07831617 | \n| 1882       | M          | William    | 9298       | 0.07619375 | \n| 1883       | M          | John       | 8894       | 0.07907324 | \n| 1883       | M          | William    | 8387       | 0.07456569 | \n| 1884       | M          | John       | 9388       | 0.07648751 | \n| 1884       | M          | William    | 8897       | 0.07248715 | \n| 1885       | M          | John       | 8756       | 0.07551791 | \n| 1886       | M          | John       | 9026       | 0.07582198 | \n| 1887       | M          | John       | 8110       | 0.07418927 | \n| 1888       | M          | John       | 9247       | 0.07118279 | \n| 1889       | M          | John       | 8548       | 0.07181142 | \n| 1890       | M          | John       | 8502       | 0.07102698 | \n| 1891       | M          | John       | 7680       | 0.07028655 | \n\n\n",
            "text/plain": "   year sex name    n    prop      \n1  1880 F   Mary    7065 0.07238433\n2  1880 M   John    9655 0.08154630\n3  1880 M   William 9531 0.08049899\n4  1881 M   John    8769 0.08098299\n5  1881 M   William 8524 0.07872038\n6  1882 F   Mary    8148 0.07042594\n7  1882 M   John    9557 0.07831617\n8  1882 M   William 9298 0.07619375\n9  1883 M   John    8894 0.07907324\n10 1883 M   William 8387 0.07456569\n11 1884 M   John    9388 0.07648751\n12 1884 M   William 8897 0.07248715\n13 1885 M   John    8756 0.07551791\n14 1886 M   John    9026 0.07582198\n15 1887 M   John    8110 0.07418927\n16 1888 M   John    9247 0.07118279\n17 1889 M   John    8548 0.07181142\n18 1890 M   John    8502 0.07102698\n19 1891 M   John    7680 0.07028655"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>prop</th></tr></thead>\n<tbody>\n\t<tr><td>1985       </td><td>M          </td><td>Zachary    </td><td>11342      </td><td>0.005896984</td></tr>\n\t<tr><td>1986       </td><td>M          </td><td>Zachary    </td><td>11718      </td><td>0.006101590</td></tr>\n\t<tr><td>1987       </td><td>M          </td><td>Zachary    </td><td>13200      </td><td>0.006772489</td></tr>\n\t<tr><td>1988       </td><td>M          </td><td>Zachary    </td><td>15864      </td><td>0.007928583</td></tr>\n\t<tr><td>1989       </td><td>M          </td><td>Zachary    </td><td>18074      </td><td>0.008626347</td></tr>\n\t<tr><td>1990       </td><td>M          </td><td>Zachary    </td><td>20424      </td><td>0.009495723</td></tr>\n\t<tr><td>1991       </td><td>M          </td><td>Zachary    </td><td>21382      </td><td>0.010090666</td></tr>\n\t<tr><td>1992       </td><td>M          </td><td>Zachary    </td><td>24797      </td><td>0.011816969</td></tr>\n\t<tr><td>1993       </td><td>M          </td><td>Zachary    </td><td>25533      </td><td>0.012365811</td></tr>\n\t<tr><td>1994       </td><td>M          </td><td>Zachary    </td><td>25132      </td><td>0.012333047</td></tr>\n\t<tr><td>1995       </td><td>M          </td><td>Zachary    </td><td>23128      </td><td>0.011502044</td></tr>\n\t<tr><td>1996       </td><td>M          </td><td>Zachary    </td><td>22366      </td><td>0.011165643</td></tr>\n\t<tr><td>1997       </td><td>M          </td><td>Zachary    </td><td>21927      </td><td>0.010979624</td></tr>\n\t<tr><td>1998       </td><td>M          </td><td>Zachary    </td><td>20579      </td><td>0.010153414</td></tr>\n\t<tr><td>1999       </td><td>M          </td><td>Zachary    </td><td>19981      </td><td>0.009804605</td></tr>\n\t<tr><td>2000       </td><td>M          </td><td>Zachary    </td><td>19848      </td><td>0.009510411</td></tr>\n\t<tr><td>2001       </td><td>M          </td><td>Zachary    </td><td>18185      </td><td>0.008797813</td></tr>\n\t<tr><td>2002       </td><td>M          </td><td>Zachary    </td><td>16622      </td><td>0.008048713</td></tr>\n\t<tr><td>2003       </td><td>M          </td><td>Zachary    </td><td>15539      </td><td>0.007400874</td></tr>\n\t<tr><td>2004       </td><td>M          </td><td>Zachary    </td><td>13707      </td><td>0.006491013</td></tr>\n\t<tr><td>2005       </td><td>M          </td><td>Zachary    </td><td>12280      </td><td>0.005777790</td></tr>\n\t<tr><td>2006       </td><td>M          </td><td>Zachary    </td><td>11001      </td><td>0.005023136</td></tr>\n\t<tr><td>2007       </td><td>M          </td><td>Zachary    </td><td>10210      </td><td>0.004614658</td></tr>\n\t<tr><td>1911       </td><td>M          </td><td>William    </td><td>10593      </td><td>0.043882979</td></tr>\n\t<tr><td>1912       </td><td>M          </td><td>William    </td><td>19626      </td><td>0.043472675</td></tr>\n\t<tr><td>1913       </td><td>M          </td><td>William    </td><td>23537      </td><td>0.043892414</td></tr>\n\t<tr><td>1914       </td><td>M          </td><td>William    </td><td>29755      </td><td>0.043544688</td></tr>\n\t<tr><td>1915       </td><td>M          </td><td>William    </td><td>38564      </td><td>0.043775569</td></tr>\n\t<tr><td>1916       </td><td>M          </td><td>William    </td><td>40421      </td><td>0.043780828</td></tr>\n\t<tr><td>1917       </td><td>M          </td><td>William    </td><td>42421      </td><td>0.044219357</td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2011       </td><td>F          </td><td>Abigail    </td><td>13237      </td><td>0.006846693</td></tr>\n\t<tr><td>2012       </td><td>F          </td><td>Abigail    </td><td>12679      </td><td>0.006555670</td></tr>\n\t<tr><td>2013       </td><td>F          </td><td>Abigail    </td><td>12387      </td><td>0.006448362</td></tr>\n\t<tr><td>2014       </td><td>F          </td><td>Abigail    </td><td>12049      </td><td>0.006186738</td></tr>\n\t<tr><td>2015       </td><td>F          </td><td>Abigail    </td><td>12311      </td><td>0.006361916</td></tr>\n\t<tr><td>1974       </td><td>M          </td><td>Aaron      </td><td>10514      </td><td>0.006446609</td></tr>\n\t<tr><td>1975       </td><td>M          </td><td>Aaron      </td><td>10548      </td><td>0.006498331</td></tr>\n\t<tr><td>1976       </td><td>M          </td><td>Aaron      </td><td>11350      </td><td>0.006948990</td></tr>\n\t<tr><td>1977       </td><td>M          </td><td>Aaron      </td><td>11634      </td><td>0.006803966</td></tr>\n\t<tr><td>1978       </td><td>M          </td><td>Aaron      </td><td>12316      </td><td>0.007206600</td></tr>\n\t<tr><td>1979       </td><td>M          </td><td>Aaron      </td><td>13075      </td><td>0.007297551</td></tr>\n\t<tr><td>1980       </td><td>M          </td><td>Aaron      </td><td>13172      </td><td>0.007101988</td></tr>\n\t<tr><td>1981       </td><td>M          </td><td>Aaron      </td><td>14689      </td><td>0.007888490</td></tr>\n\t<tr><td>1982       </td><td>M          </td><td>Aaron      </td><td>14411      </td><td>0.007638188</td></tr>\n\t<tr><td>1983       </td><td>M          </td><td>Aaron      </td><td>14457      </td><td>0.007760852</td></tr>\n\t<tr><td>1984       </td><td>M          </td><td>Aaron      </td><td>13401      </td><td>0.007144396</td></tr>\n\t<tr><td>1985       </td><td>M          </td><td>Aaron      </td><td>13134      </td><td>0.006828689</td></tr>\n\t<tr><td>1986       </td><td>M          </td><td>Aaron      </td><td>12690      </td><td>0.006607713</td></tr>\n\t<tr><td>1987       </td><td>M          </td><td>Aaron      </td><td>12678      </td><td>0.006504667</td></tr>\n\t<tr><td>1988       </td><td>M          </td><td>Aaron      </td><td>14397      </td><td>0.007195399</td></tr>\n\t<tr><td>1989       </td><td>M          </td><td>Aaron      </td><td>15314      </td><td>0.007309056</td></tr>\n\t<tr><td>1990       </td><td>M          </td><td>Aaron      </td><td>14550      </td><td>0.006764727</td></tr>\n\t<tr><td>1991       </td><td>M          </td><td>Aaron      </td><td>14240      </td><td>0.006720189</td></tr>\n\t<tr><td>1992       </td><td>M          </td><td>Aaron      </td><td>14506      </td><td>0.006912810</td></tr>\n\t<tr><td>1993       </td><td>M          </td><td>Aaron      </td><td>13825      </td><td>0.006695544</td></tr>\n\t<tr><td>1994       </td><td>M          </td><td>Aaron      </td><td>14380      </td><td>0.007056709</td></tr>\n\t<tr><td>1995       </td><td>M          </td><td>Aaron      </td><td>13286      </td><td>0.006607409</td></tr>\n\t<tr><td>1996       </td><td>M          </td><td>Aaron      </td><td>11969      </td><td>0.005975212</td></tr>\n\t<tr><td>1997       </td><td>M          </td><td>Aaron      </td><td>11166      </td><td>0.005591211</td></tr>\n\t<tr><td>1998       </td><td>M          </td><td>Aaron      </td><td>10544      </td><td>0.005202274</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & sex & name & n & prop\\\\\n\\hline\n\t 1985        & M           & Zachary     & 11342       & 0.005896984\\\\\n\t 1986        & M           & Zachary     & 11718       & 0.006101590\\\\\n\t 1987        & M           & Zachary     & 13200       & 0.006772489\\\\\n\t 1988        & M           & Zachary     & 15864       & 0.007928583\\\\\n\t 1989        & M           & Zachary     & 18074       & 0.008626347\\\\\n\t 1990        & M           & Zachary     & 20424       & 0.009495723\\\\\n\t 1991        & M           & Zachary     & 21382       & 0.010090666\\\\\n\t 1992        & M           & Zachary     & 24797       & 0.011816969\\\\\n\t 1993        & M           & Zachary     & 25533       & 0.012365811\\\\\n\t 1994        & M           & Zachary     & 25132       & 0.012333047\\\\\n\t 1995        & M           & Zachary     & 23128       & 0.011502044\\\\\n\t 1996        & M           & Zachary     & 22366       & 0.011165643\\\\\n\t 1997        & M           & Zachary     & 21927       & 0.010979624\\\\\n\t 1998        & M           & Zachary     & 20579       & 0.010153414\\\\\n\t 1999        & M           & Zachary     & 19981       & 0.009804605\\\\\n\t 2000        & M           & Zachary     & 19848       & 0.009510411\\\\\n\t 2001        & M           & Zachary     & 18185       & 0.008797813\\\\\n\t 2002        & M           & Zachary     & 16622       & 0.008048713\\\\\n\t 2003        & M           & Zachary     & 15539       & 0.007400874\\\\\n\t 2004        & M           & Zachary     & 13707       & 0.006491013\\\\\n\t 2005        & M           & Zachary     & 12280       & 0.005777790\\\\\n\t 2006        & M           & Zachary     & 11001       & 0.005023136\\\\\n\t 2007        & M           & Zachary     & 10210       & 0.004614658\\\\\n\t 1911        & M           & William     & 10593       & 0.043882979\\\\\n\t 1912        & M           & William     & 19626       & 0.043472675\\\\\n\t 1913        & M           & William     & 23537       & 0.043892414\\\\\n\t 1914        & M           & William     & 29755       & 0.043544688\\\\\n\t 1915        & M           & William     & 38564       & 0.043775569\\\\\n\t 1916        & M           & William     & 40421       & 0.043780828\\\\\n\t 1917        & M           & William     & 42421       & 0.044219357\\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2011        & F           & Abigail     & 13237       & 0.006846693\\\\\n\t 2012        & F           & Abigail     & 12679       & 0.006555670\\\\\n\t 2013        & F           & Abigail     & 12387       & 0.006448362\\\\\n\t 2014        & F           & Abigail     & 12049       & 0.006186738\\\\\n\t 2015        & F           & Abigail     & 12311       & 0.006361916\\\\\n\t 1974        & M           & Aaron       & 10514       & 0.006446609\\\\\n\t 1975        & M           & Aaron       & 10548       & 0.006498331\\\\\n\t 1976        & M           & Aaron       & 11350       & 0.006948990\\\\\n\t 1977        & M           & Aaron       & 11634       & 0.006803966\\\\\n\t 1978        & M           & Aaron       & 12316       & 0.007206600\\\\\n\t 1979        & M           & Aaron       & 13075       & 0.007297551\\\\\n\t 1980        & M           & Aaron       & 13172       & 0.007101988\\\\\n\t 1981        & M           & Aaron       & 14689       & 0.007888490\\\\\n\t 1982        & M           & Aaron       & 14411       & 0.007638188\\\\\n\t 1983        & M           & Aaron       & 14457       & 0.007760852\\\\\n\t 1984        & M           & Aaron       & 13401       & 0.007144396\\\\\n\t 1985        & M           & Aaron       & 13134       & 0.006828689\\\\\n\t 1986        & M           & Aaron       & 12690       & 0.006607713\\\\\n\t 1987        & M           & Aaron       & 12678       & 0.006504667\\\\\n\t 1988        & M           & Aaron       & 14397       & 0.007195399\\\\\n\t 1989        & M           & Aaron       & 15314       & 0.007309056\\\\\n\t 1990        & M           & Aaron       & 14550       & 0.006764727\\\\\n\t 1991        & M           & Aaron       & 14240       & 0.006720189\\\\\n\t 1992        & M           & Aaron       & 14506       & 0.006912810\\\\\n\t 1993        & M           & Aaron       & 13825       & 0.006695544\\\\\n\t 1994        & M           & Aaron       & 14380       & 0.007056709\\\\\n\t 1995        & M           & Aaron       & 13286       & 0.006607409\\\\\n\t 1996        & M           & Aaron       & 11969       & 0.005975212\\\\\n\t 1997        & M           & Aaron       & 11166       & 0.005591211\\\\\n\t 1998        & M           & Aaron       & 10544       & 0.005202274\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | sex | name | n | prop | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1985        | M           | Zachary     | 11342       | 0.005896984 | \n| 1986        | M           | Zachary     | 11718       | 0.006101590 | \n| 1987        | M           | Zachary     | 13200       | 0.006772489 | \n| 1988        | M           | Zachary     | 15864       | 0.007928583 | \n| 1989        | M           | Zachary     | 18074       | 0.008626347 | \n| 1990        | M           | Zachary     | 20424       | 0.009495723 | \n| 1991        | M           | Zachary     | 21382       | 0.010090666 | \n| 1992        | M           | Zachary     | 24797       | 0.011816969 | \n| 1993        | M           | Zachary     | 25533       | 0.012365811 | \n| 1994        | M           | Zachary     | 25132       | 0.012333047 | \n| 1995        | M           | Zachary     | 23128       | 0.011502044 | \n| 1996        | M           | Zachary     | 22366       | 0.011165643 | \n| 1997        | M           | Zachary     | 21927       | 0.010979624 | \n| 1998        | M           | Zachary     | 20579       | 0.010153414 | \n| 1999        | M           | Zachary     | 19981       | 0.009804605 | \n| 2000        | M           | Zachary     | 19848       | 0.009510411 | \n| 2001        | M           | Zachary     | 18185       | 0.008797813 | \n| 2002        | M           | Zachary     | 16622       | 0.008048713 | \n| 2003        | M           | Zachary     | 15539       | 0.007400874 | \n| 2004        | M           | Zachary     | 13707       | 0.006491013 | \n| 2005        | M           | Zachary     | 12280       | 0.005777790 | \n| 2006        | M           | Zachary     | 11001       | 0.005023136 | \n| 2007        | M           | Zachary     | 10210       | 0.004614658 | \n| 1911        | M           | William     | 10593       | 0.043882979 | \n| 1912        | M           | William     | 19626       | 0.043472675 | \n| 1913        | M           | William     | 23537       | 0.043892414 | \n| 1914        | M           | William     | 29755       | 0.043544688 | \n| 1915        | M           | William     | 38564       | 0.043775569 | \n| 1916        | M           | William     | 40421       | 0.043780828 | \n| 1917        | M           | William     | 42421       | 0.044219357 | \n| ... | ... | ... | ... | ... | \n| 2011        | F           | Abigail     | 13237       | 0.006846693 | \n| 2012        | F           | Abigail     | 12679       | 0.006555670 | \n| 2013        | F           | Abigail     | 12387       | 0.006448362 | \n| 2014        | F           | Abigail     | 12049       | 0.006186738 | \n| 2015        | F           | Abigail     | 12311       | 0.006361916 | \n| 1974        | M           | Aaron       | 10514       | 0.006446609 | \n| 1975        | M           | Aaron       | 10548       | 0.006498331 | \n| 1976        | M           | Aaron       | 11350       | 0.006948990 | \n| 1977        | M           | Aaron       | 11634       | 0.006803966 | \n| 1978        | M           | Aaron       | 12316       | 0.007206600 | \n| 1979        | M           | Aaron       | 13075       | 0.007297551 | \n| 1980        | M           | Aaron       | 13172       | 0.007101988 | \n| 1981        | M           | Aaron       | 14689       | 0.007888490 | \n| 1982        | M           | Aaron       | 14411       | 0.007638188 | \n| 1983        | M           | Aaron       | 14457       | 0.007760852 | \n| 1984        | M           | Aaron       | 13401       | 0.007144396 | \n| 1985        | M           | Aaron       | 13134       | 0.006828689 | \n| 1986        | M           | Aaron       | 12690       | 0.006607713 | \n| 1987        | M           | Aaron       | 12678       | 0.006504667 | \n| 1988        | M           | Aaron       | 14397       | 0.007195399 | \n| 1989        | M           | Aaron       | 15314       | 0.007309056 | \n| 1990        | M           | Aaron       | 14550       | 0.006764727 | \n| 1991        | M           | Aaron       | 14240       | 0.006720189 | \n| 1992        | M           | Aaron       | 14506       | 0.006912810 | \n| 1993        | M           | Aaron       | 13825       | 0.006695544 | \n| 1994        | M           | Aaron       | 14380       | 0.007056709 | \n| 1995        | M           | Aaron       | 13286       | 0.006607409 | \n| 1996        | M           | Aaron       | 11969       | 0.005975212 | \n| 1997        | M           | Aaron       | 11166       | 0.005591211 | \n| 1998        | M           | Aaron       | 10544       | 0.005202274 | \n\n\n",
            "text/plain": "     year sex name    n     prop       \n1    1985 M   Zachary 11342 0.005896984\n2    1986 M   Zachary 11718 0.006101590\n3    1987 M   Zachary 13200 0.006772489\n4    1988 M   Zachary 15864 0.007928583\n5    1989 M   Zachary 18074 0.008626347\n6    1990 M   Zachary 20424 0.009495723\n7    1991 M   Zachary 21382 0.010090666\n8    1992 M   Zachary 24797 0.011816969\n9    1993 M   Zachary 25533 0.012365811\n10   1994 M   Zachary 25132 0.012333047\n11   1995 M   Zachary 23128 0.011502044\n12   1996 M   Zachary 22366 0.011165643\n13   1997 M   Zachary 21927 0.010979624\n14   1998 M   Zachary 20579 0.010153414\n15   1999 M   Zachary 19981 0.009804605\n16   2000 M   Zachary 19848 0.009510411\n17   2001 M   Zachary 18185 0.008797813\n18   2002 M   Zachary 16622 0.008048713\n19   2003 M   Zachary 15539 0.007400874\n20   2004 M   Zachary 13707 0.006491013\n21   2005 M   Zachary 12280 0.005777790\n22   2006 M   Zachary 11001 0.005023136\n23   2007 M   Zachary 10210 0.004614658\n24   1911 M   William 10593 0.043882979\n25   1912 M   William 19626 0.043472675\n26   1913 M   William 23537 0.043892414\n27   1914 M   William 29755 0.043544688\n28   1915 M   William 38564 0.043775569\n29   1916 M   William 40421 0.043780828\n30   1917 M   William 42421 0.044219357\n...  ...  ... ...     ...   ...        \n5742 2011 F   Abigail 13237 0.006846693\n5743 2012 F   Abigail 12679 0.006555670\n5744 2013 F   Abigail 12387 0.006448362\n5745 2014 F   Abigail 12049 0.006186738\n5746 2015 F   Abigail 12311 0.006361916\n5747 1974 M   Aaron   10514 0.006446609\n5748 1975 M   Aaron   10548 0.006498331\n5749 1976 M   Aaron   11350 0.006948990\n5750 1977 M   Aaron   11634 0.006803966\n5751 1978 M   Aaron   12316 0.007206600\n5752 1979 M   Aaron   13075 0.007297551\n5753 1980 M   Aaron   13172 0.007101988\n5754 1981 M   Aaron   14689 0.007888490\n5755 1982 M   Aaron   14411 0.007638188\n5756 1983 M   Aaron   14457 0.007760852\n5757 1984 M   Aaron   13401 0.007144396\n5758 1985 M   Aaron   13134 0.006828689\n5759 1986 M   Aaron   12690 0.006607713\n5760 1987 M   Aaron   12678 0.006504667\n5761 1988 M   Aaron   14397 0.007195399\n5762 1989 M   Aaron   15314 0.007309056\n5763 1990 M   Aaron   14550 0.006764727\n5764 1991 M   Aaron   14240 0.006720189\n5765 1992 M   Aaron   14506 0.006912810\n5766 1993 M   Aaron   13825 0.006695544\n5767 1994 M   Aaron   14380 0.007056709\n5768 1995 M   Aaron   13286 0.006607409\n5769 1996 M   Aaron   11969 0.005975212\n5770 1997 M   Aaron   11166 0.005591211\n5771 1998 M   Aaron   10544 0.005202274"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": false
      },
      "cell_type": "code",
      "source": "#basic aggregations\nsqldf(\"select sum(n) as 'Total_Count' from mydata\")\nsqldf(\"select min(n), max(n) from mydata\")\nsqldf(\"select year,avg(n) as 'Average' from mydata group by year order by Average desc\") #average by year\nsqldf(\"select year,count(*) as count from mydata group by year limit 100\") #count by year\nsqldf(\"select year,n,count(*) as 'my_count' from mydata where n > 10000 group by year order by my_count desc limit 100\") #multiple filters ",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Total_Count</th></tr></thead>\n<tbody>\n\t<tr><td>340851912</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|l}\n Total\\_Count\\\\\n\\hline\n\t 340851912\\\\\n\\end{tabular}\n",
            "text/markdown": "\nTotal_Count | \n|---|\n| 340851912 | \n\n\n",
            "text/plain": "  Total_Count\n1 340851912  "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>min(n)</th><th scope=col>max(n)</th></tr></thead>\n<tbody>\n\t<tr><td>5    </td><td>99680</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|ll}\n min(n) & max(n)\\\\\n\\hline\n\t 5     & 99680\\\\\n\\end{tabular}\n",
            "text/markdown": "\nmin(n) | max(n) | \n|---|\n| 5     | 99680 | \n\n\n",
            "text/plain": "  min(n) max(n)\n1 5      99680 "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>Average</th></tr></thead>\n<tbody>\n\t<tr><td>1956    </td><td>363.4601</td></tr>\n\t<tr><td>1957    </td><td>363.2088</td></tr>\n\t<tr><td>1954    </td><td>362.9615</td></tr>\n\t<tr><td>1955    </td><td>361.0543</td></tr>\n\t<tr><td>1958    </td><td>358.6307</td></tr>\n\t<tr><td>1952    </td><td>356.5054</td></tr>\n\t<tr><td>1953    </td><td>355.6499</td></tr>\n\t<tr><td>1959    </td><td>353.1235</td></tr>\n\t<tr><td>1951    </td><td>352.0081</td></tr>\n\t<tr><td>1960    </td><td>348.4466</td></tr>\n\t<tr><td>1947    </td><td>347.3426</td></tr>\n\t<tr><td>1950    </td><td>339.9868</td></tr>\n\t<tr><td>1961    </td><td>339.9606</td></tr>\n\t<tr><td>1949    </td><td>339.4959</td></tr>\n\t<tr><td>1948    </td><td>337.2323</td></tr>\n\t<tr><td>1962    </td><td>330.6214</td></tr>\n\t<tr><td>1946    </td><td>329.3071</td></tr>\n\t<tr><td>1963    </td><td>322.4454</td></tr>\n\t<tr><td>1964    </td><td>313.7025</td></tr>\n\t<tr><td>1965    </td><td>303.3916</td></tr>\n\t<tr><td>1943    </td><td>300.0556</td></tr>\n\t<tr><td>1945    </td><td>293.8928</td></tr>\n\t<tr><td>1944    </td><td>293.8638</td></tr>\n\t<tr><td>1942    </td><td>289.8327</td></tr>\n\t<tr><td>1966    </td><td>286.1308</td></tr>\n\t<tr><td>1967    </td><td>273.8182</td></tr>\n\t<tr><td>1941    </td><td>268.0701</td></tr>\n\t<tr><td>1968    </td><td>261.3431</td></tr>\n\t<tr><td>1940    </td><td>256.9531</td></tr>\n\t<tr><td>1969    </td><td>252.9251</td></tr>\n\t<tr><td>...</td><td>...</td></tr>\n\t<tr><td>1895    </td><td>115.1276</td></tr>\n\t<tr><td>1902    </td><td>115.0309</td></tr>\n\t<tr><td>1893    </td><td>114.8788</td></tr>\n\t<tr><td>1897    </td><td>114.5832</td></tr>\n\t<tr><td>1892    </td><td>114.4735</td></tr>\n\t<tr><td>2007    </td><td>114.2577</td></tr>\n\t<tr><td>1904    </td><td>113.3097</td></tr>\n\t<tr><td>1888    </td><td>112.9664</td></tr>\n\t<tr><td>1903    </td><td>112.4830</td></tr>\n\t<tr><td>2008    </td><td>111.9629</td></tr>\n\t<tr><td>1890    </td><td>111.8371</td></tr>\n\t<tr><td>1889    </td><td>111.5629</td></tr>\n\t<tr><td>1899    </td><td>111.5171</td></tr>\n\t<tr><td>2015    </td><td>111.3190</td></tr>\n\t<tr><td>2014    </td><td>111.1683</td></tr>\n\t<tr><td>2009    </td><td>109.9298</td></tr>\n\t<tr><td>1901    </td><td>109.6784</td></tr>\n\t<tr><td>2013    </td><td>109.2867</td></tr>\n\t<tr><td>2010    </td><td>108.3133</td></tr>\n\t<tr><td>2012    </td><td>108.2038</td></tr>\n\t<tr><td>1891    </td><td>107.7726</td></tr>\n\t<tr><td>2011    </td><td>107.6944</td></tr>\n\t<tr><td>1886    </td><td>106.7387</td></tr>\n\t<tr><td>1884    </td><td>105.9917</td></tr>\n\t<tr><td>1885    </td><td>104.9930</td></tr>\n\t<tr><td>1887    </td><td>104.2545</td></tr>\n\t<tr><td>1882    </td><td>104.1533</td></tr>\n\t<tr><td>1883    </td><td>104.1003</td></tr>\n\t<tr><td>1880    </td><td>100.7410</td></tr>\n\t<tr><td>1881    </td><td> 99.5845</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|ll}\n year & Average\\\\\n\\hline\n\t 1956     & 363.4601\\\\\n\t 1957     & 363.2088\\\\\n\t 1954     & 362.9615\\\\\n\t 1955     & 361.0543\\\\\n\t 1958     & 358.6307\\\\\n\t 1952     & 356.5054\\\\\n\t 1953     & 355.6499\\\\\n\t 1959     & 353.1235\\\\\n\t 1951     & 352.0081\\\\\n\t 1960     & 348.4466\\\\\n\t 1947     & 347.3426\\\\\n\t 1950     & 339.9868\\\\\n\t 1961     & 339.9606\\\\\n\t 1949     & 339.4959\\\\\n\t 1948     & 337.2323\\\\\n\t 1962     & 330.6214\\\\\n\t 1946     & 329.3071\\\\\n\t 1963     & 322.4454\\\\\n\t 1964     & 313.7025\\\\\n\t 1965     & 303.3916\\\\\n\t 1943     & 300.0556\\\\\n\t 1945     & 293.8928\\\\\n\t 1944     & 293.8638\\\\\n\t 1942     & 289.8327\\\\\n\t 1966     & 286.1308\\\\\n\t 1967     & 273.8182\\\\\n\t 1941     & 268.0701\\\\\n\t 1968     & 261.3431\\\\\n\t 1940     & 256.9531\\\\\n\t 1969     & 252.9251\\\\\n\t ... & ...\\\\\n\t 1895     & 115.1276\\\\\n\t 1902     & 115.0309\\\\\n\t 1893     & 114.8788\\\\\n\t 1897     & 114.5832\\\\\n\t 1892     & 114.4735\\\\\n\t 2007     & 114.2577\\\\\n\t 1904     & 113.3097\\\\\n\t 1888     & 112.9664\\\\\n\t 1903     & 112.4830\\\\\n\t 2008     & 111.9629\\\\\n\t 1890     & 111.8371\\\\\n\t 1889     & 111.5629\\\\\n\t 1899     & 111.5171\\\\\n\t 2015     & 111.3190\\\\\n\t 2014     & 111.1683\\\\\n\t 2009     & 109.9298\\\\\n\t 1901     & 109.6784\\\\\n\t 2013     & 109.2867\\\\\n\t 2010     & 108.3133\\\\\n\t 2012     & 108.2038\\\\\n\t 1891     & 107.7726\\\\\n\t 2011     & 107.6944\\\\\n\t 1886     & 106.7387\\\\\n\t 1884     & 105.9917\\\\\n\t 1885     & 104.9930\\\\\n\t 1887     & 104.2545\\\\\n\t 1882     & 104.1533\\\\\n\t 1883     & 104.1003\\\\\n\t 1880     & 100.7410\\\\\n\t 1881     &  99.5845\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | Average | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1956     | 363.4601 | \n| 1957     | 363.2088 | \n| 1954     | 362.9615 | \n| 1955     | 361.0543 | \n| 1958     | 358.6307 | \n| 1952     | 356.5054 | \n| 1953     | 355.6499 | \n| 1959     | 353.1235 | \n| 1951     | 352.0081 | \n| 1960     | 348.4466 | \n| 1947     | 347.3426 | \n| 1950     | 339.9868 | \n| 1961     | 339.9606 | \n| 1949     | 339.4959 | \n| 1948     | 337.2323 | \n| 1962     | 330.6214 | \n| 1946     | 329.3071 | \n| 1963     | 322.4454 | \n| 1964     | 313.7025 | \n| 1965     | 303.3916 | \n| 1943     | 300.0556 | \n| 1945     | 293.8928 | \n| 1944     | 293.8638 | \n| 1942     | 289.8327 | \n| 1966     | 286.1308 | \n| 1967     | 273.8182 | \n| 1941     | 268.0701 | \n| 1968     | 261.3431 | \n| 1940     | 256.9531 | \n| 1969     | 252.9251 | \n| ... | ... | \n| 1895     | 115.1276 | \n| 1902     | 115.0309 | \n| 1893     | 114.8788 | \n| 1897     | 114.5832 | \n| 1892     | 114.4735 | \n| 2007     | 114.2577 | \n| 1904     | 113.3097 | \n| 1888     | 112.9664 | \n| 1903     | 112.4830 | \n| 2008     | 111.9629 | \n| 1890     | 111.8371 | \n| 1889     | 111.5629 | \n| 1899     | 111.5171 | \n| 2015     | 111.3190 | \n| 2014     | 111.1683 | \n| 2009     | 109.9298 | \n| 1901     | 109.6784 | \n| 2013     | 109.2867 | \n| 2010     | 108.3133 | \n| 2012     | 108.2038 | \n| 1891     | 107.7726 | \n| 2011     | 107.6944 | \n| 1886     | 106.7387 | \n| 1884     | 105.9917 | \n| 1885     | 104.9930 | \n| 1887     | 104.2545 | \n| 1882     | 104.1533 | \n| 1883     | 104.1003 | \n| 1880     | 100.7410 | \n| 1881     |  99.5845 | \n\n\n",
            "text/plain": "    year Average \n1   1956 363.4601\n2   1957 363.2088\n3   1954 362.9615\n4   1955 361.0543\n5   1958 358.6307\n6   1952 356.5054\n7   1953 355.6499\n8   1959 353.1235\n9   1951 352.0081\n10  1960 348.4466\n11  1947 347.3426\n12  1950 339.9868\n13  1961 339.9606\n14  1949 339.4959\n15  1948 337.2323\n16  1962 330.6214\n17  1946 329.3071\n18  1963 322.4454\n19  1964 313.7025\n20  1965 303.3916\n21  1943 300.0556\n22  1945 293.8928\n23  1944 293.8638\n24  1942 289.8327\n25  1966 286.1308\n26  1967 273.8182\n27  1941 268.0701\n28  1968 261.3431\n29  1940 256.9531\n30  1969 252.9251\n... ...  ...     \n107 1895 115.1276\n108 1902 115.0309\n109 1893 114.8788\n110 1897 114.5832\n111 1892 114.4735\n112 2007 114.2577\n113 1904 113.3097\n114 1888 112.9664\n115 1903 112.4830\n116 2008 111.9629\n117 1890 111.8371\n118 1889 111.5629\n119 1899 111.5171\n120 2015 111.3190\n121 2014 111.1683\n122 2009 109.9298\n123 1901 109.6784\n124 2013 109.2867\n125 2010 108.3133\n126 2012 108.2038\n127 1891 107.7726\n128 2011 107.6944\n129 1886 106.7387\n130 1884 105.9917\n131 1885 104.9930\n132 1887 104.2545\n133 1882 104.1533\n134 1883 104.1003\n135 1880 100.7410\n136 1881  99.5845"
          },
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        },
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          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>count</th></tr></thead>\n<tbody>\n\t<tr><td>1880</td><td>2000</td></tr>\n\t<tr><td>1881</td><td>1935</td></tr>\n\t<tr><td>1882</td><td>2127</td></tr>\n\t<tr><td>1883</td><td>2084</td></tr>\n\t<tr><td>1884</td><td>2297</td></tr>\n\t<tr><td>1885</td><td>2294</td></tr>\n\t<tr><td>1886</td><td>2392</td></tr>\n\t<tr><td>1887</td><td>2373</td></tr>\n\t<tr><td>1888</td><td>2651</td></tr>\n\t<tr><td>1889</td><td>2590</td></tr>\n\t<tr><td>1890</td><td>2695</td></tr>\n\t<tr><td>1891</td><td>2660</td></tr>\n\t<tr><td>1892</td><td>2921</td></tr>\n\t<tr><td>1893</td><td>2831</td></tr>\n\t<tr><td>1894</td><td>2941</td></tr>\n\t<tr><td>1895</td><td>3049</td></tr>\n\t<tr><td>1896</td><td>3091</td></tr>\n\t<tr><td>1897</td><td>3028</td></tr>\n\t<tr><td>1898</td><td>3264</td></tr>\n\t<tr><td>1899</td><td>3042</td></tr>\n\t<tr><td>1900</td><td>3731</td></tr>\n\t<tr><td>1901</td><td>3153</td></tr>\n\t<tr><td>1902</td><td>3362</td></tr>\n\t<tr><td>1903</td><td>3389</td></tr>\n\t<tr><td>1904</td><td>3561</td></tr>\n\t<tr><td>1905</td><td>3655</td></tr>\n\t<tr><td>1906</td><td>3633</td></tr>\n\t<tr><td>1907</td><td>3948</td></tr>\n\t<tr><td>1908</td><td>4018</td></tr>\n\t<tr><td>1909</td><td>4227</td></tr>\n\t<tr><td>...</td><td>...</td></tr>\n\t<tr><td>1950 </td><td>10309</td></tr>\n\t<tr><td>1951 </td><td>10460</td></tr>\n\t<tr><td>1952 </td><td>10654</td></tr>\n\t<tr><td>1953 </td><td>10831</td></tr>\n\t<tr><td>1954 </td><td>10963</td></tr>\n\t<tr><td>1955 </td><td>11114</td></tr>\n\t<tr><td>1956 </td><td>11339</td></tr>\n\t<tr><td>1957 </td><td>11564</td></tr>\n\t<tr><td>1958 </td><td>11521</td></tr>\n\t<tr><td>1959 </td><td>11771</td></tr>\n\t<tr><td>1960 </td><td>11924</td></tr>\n\t<tr><td>1961 </td><td>12178</td></tr>\n\t<tr><td>1962 </td><td>12206</td></tr>\n\t<tr><td>1963 </td><td>12278</td></tr>\n\t<tr><td>1964 </td><td>12394</td></tr>\n\t<tr><td>1965 </td><td>11953</td></tr>\n\t<tr><td>1966 </td><td>12148</td></tr>\n\t<tr><td>1967 </td><td>12400</td></tr>\n\t<tr><td>1968 </td><td>12930</td></tr>\n\t<tr><td>1969 </td><td>13746</td></tr>\n\t<tr><td>1970 </td><td>14782</td></tr>\n\t<tr><td>1971 </td><td>15291</td></tr>\n\t<tr><td>1972 </td><td>15414</td></tr>\n\t<tr><td>1973 </td><td>15676</td></tr>\n\t<tr><td>1974 </td><td>16243</td></tr>\n\t<tr><td>1975 </td><td>16934</td></tr>\n\t<tr><td>1976 </td><td>17395</td></tr>\n\t<tr><td>1977 </td><td>18171</td></tr>\n\t<tr><td>1978 </td><td>18224</td></tr>\n\t<tr><td>1979 </td><td>19032</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|ll}\n year & count\\\\\n\\hline\n\t 1880 & 2000\\\\\n\t 1881 & 1935\\\\\n\t 1882 & 2127\\\\\n\t 1883 & 2084\\\\\n\t 1884 & 2297\\\\\n\t 1885 & 2294\\\\\n\t 1886 & 2392\\\\\n\t 1887 & 2373\\\\\n\t 1888 & 2651\\\\\n\t 1889 & 2590\\\\\n\t 1890 & 2695\\\\\n\t 1891 & 2660\\\\\n\t 1892 & 2921\\\\\n\t 1893 & 2831\\\\\n\t 1894 & 2941\\\\\n\t 1895 & 3049\\\\\n\t 1896 & 3091\\\\\n\t 1897 & 3028\\\\\n\t 1898 & 3264\\\\\n\t 1899 & 3042\\\\\n\t 1900 & 3731\\\\\n\t 1901 & 3153\\\\\n\t 1902 & 3362\\\\\n\t 1903 & 3389\\\\\n\t 1904 & 3561\\\\\n\t 1905 & 3655\\\\\n\t 1906 & 3633\\\\\n\t 1907 & 3948\\\\\n\t 1908 & 4018\\\\\n\t 1909 & 4227\\\\\n\t ... & ...\\\\\n\t 1950  & 10309\\\\\n\t 1951  & 10460\\\\\n\t 1952  & 10654\\\\\n\t 1953  & 10831\\\\\n\t 1954  & 10963\\\\\n\t 1955  & 11114\\\\\n\t 1956  & 11339\\\\\n\t 1957  & 11564\\\\\n\t 1958  & 11521\\\\\n\t 1959  & 11771\\\\\n\t 1960  & 11924\\\\\n\t 1961  & 12178\\\\\n\t 1962  & 12206\\\\\n\t 1963  & 12278\\\\\n\t 1964  & 12394\\\\\n\t 1965  & 11953\\\\\n\t 1966  & 12148\\\\\n\t 1967  & 12400\\\\\n\t 1968  & 12930\\\\\n\t 1969  & 13746\\\\\n\t 1970  & 14782\\\\\n\t 1971  & 15291\\\\\n\t 1972  & 15414\\\\\n\t 1973  & 15676\\\\\n\t 1974  & 16243\\\\\n\t 1975  & 16934\\\\\n\t 1976  & 17395\\\\\n\t 1977  & 18171\\\\\n\t 1978  & 18224\\\\\n\t 1979  & 19032\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | count | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1880 | 2000 | \n| 1881 | 1935 | \n| 1882 | 2127 | \n| 1883 | 2084 | \n| 1884 | 2297 | \n| 1885 | 2294 | \n| 1886 | 2392 | \n| 1887 | 2373 | \n| 1888 | 2651 | \n| 1889 | 2590 | \n| 1890 | 2695 | \n| 1891 | 2660 | \n| 1892 | 2921 | \n| 1893 | 2831 | \n| 1894 | 2941 | \n| 1895 | 3049 | \n| 1896 | 3091 | \n| 1897 | 3028 | \n| 1898 | 3264 | \n| 1899 | 3042 | \n| 1900 | 3731 | \n| 1901 | 3153 | \n| 1902 | 3362 | \n| 1903 | 3389 | \n| 1904 | 3561 | \n| 1905 | 3655 | \n| 1906 | 3633 | \n| 1907 | 3948 | \n| 1908 | 4018 | \n| 1909 | 4227 | \n| ... | ... | \n| 1950  | 10309 | \n| 1951  | 10460 | \n| 1952  | 10654 | \n| 1953  | 10831 | \n| 1954  | 10963 | \n| 1955  | 11114 | \n| 1956  | 11339 | \n| 1957  | 11564 | \n| 1958  | 11521 | \n| 1959  | 11771 | \n| 1960  | 11924 | \n| 1961  | 12178 | \n| 1962  | 12206 | \n| 1963  | 12278 | \n| 1964  | 12394 | \n| 1965  | 11953 | \n| 1966  | 12148 | \n| 1967  | 12400 | \n| 1968  | 12930 | \n| 1969  | 13746 | \n| 1970  | 14782 | \n| 1971  | 15291 | \n| 1972  | 15414 | \n| 1973  | 15676 | \n| 1974  | 16243 | \n| 1975  | 16934 | \n| 1976  | 17395 | \n| 1977  | 18171 | \n| 1978  | 18224 | \n| 1979  | 19032 | \n\n\n",
            "text/plain": "    year count\n1   1880 2000 \n2   1881 1935 \n3   1882 2127 \n4   1883 2084 \n5   1884 2297 \n6   1885 2294 \n7   1886 2392 \n8   1887 2373 \n9   1888 2651 \n10  1889 2590 \n11  1890 2695 \n12  1891 2660 \n13  1892 2921 \n14  1893 2831 \n15  1894 2941 \n16  1895 3049 \n17  1896 3091 \n18  1897 3028 \n19  1898 3264 \n20  1899 3042 \n21  1900 3731 \n22  1901 3153 \n23  1902 3362 \n24  1903 3389 \n25  1904 3561 \n26  1905 3655 \n27  1906 3633 \n28  1907 3948 \n29  1908 4018 \n30  1909 4227 \n... ...  ...  \n71  1950 10309\n72  1951 10460\n73  1952 10654\n74  1953 10831\n75  1954 10963\n76  1955 11114\n77  1956 11339\n78  1957 11564\n79  1958 11521\n80  1959 11771\n81  1960 11924\n82  1961 12178\n83  1962 12206\n84  1963 12278\n85  1964 12394\n86  1965 11953\n87  1966 12148\n88  1967 12400\n89  1968 12930\n90  1969 13746\n91  1970 14782\n92  1971 15291\n93  1972 15414\n94  1973 15676\n95  1974 16243\n96  1975 16934\n97  1976 17395\n98  1977 18171\n99  1978 18224\n100 1979 19032"
          },
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          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>n</th><th scope=col>my_count</th></tr></thead>\n<tbody>\n\t<tr><td>1961 </td><td>10019</td><td>88   </td></tr>\n\t<tr><td>1958 </td><td>10083</td><td>87   </td></tr>\n\t<tr><td>1962 </td><td>10043</td><td>84   </td></tr>\n\t<tr><td>1959 </td><td>10551</td><td>83   </td></tr>\n\t<tr><td>1960 </td><td>10371</td><td>82   </td></tr>\n\t<tr><td>1957 </td><td>10341</td><td>81   </td></tr>\n\t<tr><td>1963 </td><td>10195</td><td>80   </td></tr>\n\t<tr><td>1964 </td><td>10296</td><td>79   </td></tr>\n\t<tr><td>1965 </td><td>10681</td><td>78   </td></tr>\n\t<tr><td>1990 </td><td>10680</td><td>78   </td></tr>\n\t<tr><td>1956 </td><td>10146</td><td>77   </td></tr>\n\t<tr><td>1985 </td><td>10140</td><td>77   </td></tr>\n\t<tr><td>1991 </td><td>10133</td><td>77   </td></tr>\n\t<tr><td>1989 </td><td>10101</td><td>75   </td></tr>\n\t<tr><td>1966 </td><td>10241</td><td>74   </td></tr>\n\t<tr><td>1988 </td><td>10147</td><td>74   </td></tr>\n\t<tr><td>1992 </td><td>10146</td><td>74   </td></tr>\n\t<tr><td>1954 </td><td>10073</td><td>73   </td></tr>\n\t<tr><td>1955 </td><td>10109</td><td>73   </td></tr>\n\t<tr><td>1982 </td><td>10054</td><td>73   </td></tr>\n\t<tr><td>1984 </td><td>10016</td><td>73   </td></tr>\n\t<tr><td>1987 </td><td>10101</td><td>73   </td></tr>\n\t<tr><td>1993 </td><td>10176</td><td>73   </td></tr>\n\t<tr><td>1952 </td><td>10299</td><td>72   </td></tr>\n\t<tr><td>1953 </td><td>10010</td><td>72   </td></tr>\n\t<tr><td>1967 </td><td>11007</td><td>72   </td></tr>\n\t<tr><td>1983 </td><td>10478</td><td>72   </td></tr>\n\t<tr><td>1986 </td><td>10316</td><td>72   </td></tr>\n\t<tr><td>1981 </td><td>10109</td><td>70   </td></tr>\n\t<tr><td>1969 </td><td>11154</td><td>69   </td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2011 </td><td>10016</td><td>43   </td></tr>\n\t<tr><td>2015 </td><td>10027</td><td>41   </td></tr>\n\t<tr><td>1940 </td><td>10240</td><td>40   </td></tr>\n\t<tr><td>2014 </td><td>10322</td><td>40   </td></tr>\n\t<tr><td>2012 </td><td>10032</td><td>39   </td></tr>\n\t<tr><td>1921 </td><td>10157</td><td>38   </td></tr>\n\t<tr><td>1927 </td><td>10850</td><td>38   </td></tr>\n\t<tr><td>2013 </td><td>10090</td><td>38   </td></tr>\n\t<tr><td>1922 </td><td>10120</td><td>37   </td></tr>\n\t<tr><td>1924 </td><td>10172</td><td>37   </td></tr>\n\t<tr><td>1928 </td><td>10648</td><td>37   </td></tr>\n\t<tr><td>1920 </td><td>10239</td><td>36   </td></tr>\n\t<tr><td>1925 </td><td>10149</td><td>36   </td></tr>\n\t<tr><td>1926 </td><td>10338</td><td>36   </td></tr>\n\t<tr><td>1929 </td><td>10837</td><td>36   </td></tr>\n\t<tr><td>1939 </td><td>10050</td><td>36   </td></tr>\n\t<tr><td>1923 </td><td>11070</td><td>35   </td></tr>\n\t<tr><td>1930 </td><td>11653</td><td>35   </td></tr>\n\t<tr><td>1931 </td><td>10691</td><td>35   </td></tr>\n\t<tr><td>1932 </td><td>10345</td><td>35   </td></tr>\n\t<tr><td>1938 </td><td>10256</td><td>33   </td></tr>\n\t<tr><td>1918 </td><td>10104</td><td>31   </td></tr>\n\t<tr><td>1919 </td><td>10615</td><td>31   </td></tr>\n\t<tr><td>1934 </td><td>10635</td><td>31   </td></tr>\n\t<tr><td>1935 </td><td>10416</td><td>30   </td></tr>\n\t<tr><td>1937 </td><td>10124</td><td>30   </td></tr>\n\t<tr><td>1916 </td><td>10134</td><td>29   </td></tr>\n\t<tr><td>1917 </td><td>10696</td><td>29   </td></tr>\n\t<tr><td>1933 </td><td>10960</td><td>29   </td></tr>\n\t<tr><td>1936 </td><td>10191</td><td>29   </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lll}\n year & n & my\\_count\\\\\n\\hline\n\t 1961  & 10019 & 88   \\\\\n\t 1958  & 10083 & 87   \\\\\n\t 1962  & 10043 & 84   \\\\\n\t 1959  & 10551 & 83   \\\\\n\t 1960  & 10371 & 82   \\\\\n\t 1957  & 10341 & 81   \\\\\n\t 1963  & 10195 & 80   \\\\\n\t 1964  & 10296 & 79   \\\\\n\t 1965  & 10681 & 78   \\\\\n\t 1990  & 10680 & 78   \\\\\n\t 1956  & 10146 & 77   \\\\\n\t 1985  & 10140 & 77   \\\\\n\t 1991  & 10133 & 77   \\\\\n\t 1989  & 10101 & 75   \\\\\n\t 1966  & 10241 & 74   \\\\\n\t 1988  & 10147 & 74   \\\\\n\t 1992  & 10146 & 74   \\\\\n\t 1954  & 10073 & 73   \\\\\n\t 1955  & 10109 & 73   \\\\\n\t 1982  & 10054 & 73   \\\\\n\t 1984  & 10016 & 73   \\\\\n\t 1987  & 10101 & 73   \\\\\n\t 1993  & 10176 & 73   \\\\\n\t 1952  & 10299 & 72   \\\\\n\t 1953  & 10010 & 72   \\\\\n\t 1967  & 11007 & 72   \\\\\n\t 1983  & 10478 & 72   \\\\\n\t 1986  & 10316 & 72   \\\\\n\t 1981  & 10109 & 70   \\\\\n\t 1969  & 11154 & 69   \\\\\n\t ... & ... & ...\\\\\n\t 2011  & 10016 & 43   \\\\\n\t 2015  & 10027 & 41   \\\\\n\t 1940  & 10240 & 40   \\\\\n\t 2014  & 10322 & 40   \\\\\n\t 2012  & 10032 & 39   \\\\\n\t 1921  & 10157 & 38   \\\\\n\t 1927  & 10850 & 38   \\\\\n\t 2013  & 10090 & 38   \\\\\n\t 1922  & 10120 & 37   \\\\\n\t 1924  & 10172 & 37   \\\\\n\t 1928  & 10648 & 37   \\\\\n\t 1920  & 10239 & 36   \\\\\n\t 1925  & 10149 & 36   \\\\\n\t 1926  & 10338 & 36   \\\\\n\t 1929  & 10837 & 36   \\\\\n\t 1939  & 10050 & 36   \\\\\n\t 1923  & 11070 & 35   \\\\\n\t 1930  & 11653 & 35   \\\\\n\t 1931  & 10691 & 35   \\\\\n\t 1932  & 10345 & 35   \\\\\n\t 1938  & 10256 & 33   \\\\\n\t 1918  & 10104 & 31   \\\\\n\t 1919  & 10615 & 31   \\\\\n\t 1934  & 10635 & 31   \\\\\n\t 1935  & 10416 & 30   \\\\\n\t 1937  & 10124 & 30   \\\\\n\t 1916  & 10134 & 29   \\\\\n\t 1917  & 10696 & 29   \\\\\n\t 1933  & 10960 & 29   \\\\\n\t 1936  & 10191 & 29   \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | n | my_count | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1961  | 10019 | 88    | \n| 1958  | 10083 | 87    | \n| 1962  | 10043 | 84    | \n| 1959  | 10551 | 83    | \n| 1960  | 10371 | 82    | \n| 1957  | 10341 | 81    | \n| 1963  | 10195 | 80    | \n| 1964  | 10296 | 79    | \n| 1965  | 10681 | 78    | \n| 1990  | 10680 | 78    | \n| 1956  | 10146 | 77    | \n| 1985  | 10140 | 77    | \n| 1991  | 10133 | 77    | \n| 1989  | 10101 | 75    | \n| 1966  | 10241 | 74    | \n| 1988  | 10147 | 74    | \n| 1992  | 10146 | 74    | \n| 1954  | 10073 | 73    | \n| 1955  | 10109 | 73    | \n| 1982  | 10054 | 73    | \n| 1984  | 10016 | 73    | \n| 1987  | 10101 | 73    | \n| 1993  | 10176 | 73    | \n| 1952  | 10299 | 72    | \n| 1953  | 10010 | 72    | \n| 1967  | 11007 | 72    | \n| 1983  | 10478 | 72    | \n| 1986  | 10316 | 72    | \n| 1981  | 10109 | 70    | \n| 1969  | 11154 | 69    | \n| ... | ... | ... | \n| 2011  | 10016 | 43    | \n| 2015  | 10027 | 41    | \n| 1940  | 10240 | 40    | \n| 2014  | 10322 | 40    | \n| 2012  | 10032 | 39    | \n| 1921  | 10157 | 38    | \n| 1927  | 10850 | 38    | \n| 2013  | 10090 | 38    | \n| 1922  | 10120 | 37    | \n| 1924  | 10172 | 37    | \n| 1928  | 10648 | 37    | \n| 1920  | 10239 | 36    | \n| 1925  | 10149 | 36    | \n| 1926  | 10338 | 36    | \n| 1929  | 10837 | 36    | \n| 1939  | 10050 | 36    | \n| 1923  | 11070 | 35    | \n| 1930  | 11653 | 35    | \n| 1931  | 10691 | 35    | \n| 1932  | 10345 | 35    | \n| 1938  | 10256 | 33    | \n| 1918  | 10104 | 31    | \n| 1919  | 10615 | 31    | \n| 1934  | 10635 | 31    | \n| 1935  | 10416 | 30    | \n| 1937  | 10124 | 30    | \n| 1916  | 10134 | 29    | \n| 1917  | 10696 | 29    | \n| 1933  | 10960 | 29    | \n| 1936  | 10191 | 29    | \n\n\n",
            "text/plain": "    year n     my_count\n1   1961 10019 88      \n2   1958 10083 87      \n3   1962 10043 84      \n4   1959 10551 83      \n5   1960 10371 82      \n6   1957 10341 81      \n7   1963 10195 80      \n8   1964 10296 79      \n9   1965 10681 78      \n10  1990 10680 78      \n11  1956 10146 77      \n12  1985 10140 77      \n13  1991 10133 77      \n14  1989 10101 75      \n15  1966 10241 74      \n16  1988 10147 74      \n17  1992 10146 74      \n18  1954 10073 73      \n19  1955 10109 73      \n20  1982 10054 73      \n21  1984 10016 73      \n22  1987 10101 73      \n23  1993 10176 73      \n24  1952 10299 72      \n25  1953 10010 72      \n26  1967 11007 72      \n27  1983 10478 72      \n28  1986 10316 72      \n29  1981 10109 70      \n30  1969 11154 69      \n... ...  ...   ...     \n71  2011 10016 43      \n72  2015 10027 41      \n73  1940 10240 40      \n74  2014 10322 40      \n75  2012 10032 39      \n76  1921 10157 38      \n77  1927 10850 38      \n78  2013 10090 38      \n79  1922 10120 37      \n80  1924 10172 37      \n81  1928 10648 37      \n82  1920 10239 36      \n83  1925 10149 36      \n84  1926 10338 36      \n85  1929 10837 36      \n86  1939 10050 36      \n87  1923 11070 35      \n88  1930 11653 35      \n89  1931 10691 35      \n90  1932 10345 35      \n91  1938 10256 33      \n92  1918 10104 31      \n93  1919 10615 31      \n94  1934 10635 31      \n95  1935 10416 30      \n96  1937 10124 30      \n97  1916 10134 29      \n98  1917 10696 29      \n99  1933 10960 29      \n100 1936 10191 29      "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### load dataset using `read.csv.sql` and working with joining the tables"
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "crash <- read.csv.sql(\"data/crashes.csv\",sql = \"select * from file\")\nroads <- read.csv.sql(\"data/roads.csv\",sql = \"select * from file\")",
      "execution_count": 13,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "head(crash)\nhead(roads)",
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Year</th><th scope=col>Road</th><th scope=col>N_Crashes</th><th scope=col>Volume</th></tr></thead>\n<tbody>\n\t<tr><td>1991         </td><td>Interstate 65</td><td>25           </td><td>40000        </td></tr>\n\t<tr><td>1992         </td><td>Interstate 65</td><td>37           </td><td>41000        </td></tr>\n\t<tr><td>1993         </td><td>Interstate 65</td><td>45           </td><td>45000        </td></tr>\n\t<tr><td>1994         </td><td>Interstate 65</td><td>46           </td><td>45600        </td></tr>\n\t<tr><td>1995         </td><td>Interstate 65</td><td>46           </td><td>49000        </td></tr>\n\t<tr><td>1996         </td><td>Interstate 65</td><td>59           </td><td>51000        </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|llll}\n Year & Road & N\\_Crashes & Volume\\\\\n\\hline\n\t 1991          & Interstate 65 & 25            & 40000        \\\\\n\t 1992          & Interstate 65 & 37            & 41000        \\\\\n\t 1993          & Interstate 65 & 45            & 45000        \\\\\n\t 1994          & Interstate 65 & 46            & 45600        \\\\\n\t 1995          & Interstate 65 & 46            & 49000        \\\\\n\t 1996          & Interstate 65 & 59            & 51000        \\\\\n\\end{tabular}\n",
            "text/markdown": "\nYear | Road | N_Crashes | Volume | \n|---|---|---|---|---|---|\n| 1991          | Interstate 65 | 25            | 40000         | \n| 1992          | Interstate 65 | 37            | 41000         | \n| 1993          | Interstate 65 | 45            | 45000         | \n| 1994          | Interstate 65 | 46            | 45600         | \n| 1995          | Interstate 65 | 46            | 49000         | \n| 1996          | Interstate 65 | 59            | 51000         | \n\n\n",
            "text/plain": "  Year Road          N_Crashes Volume\n1 1991 Interstate 65 25        40000 \n2 1992 Interstate 65 37        41000 \n3 1993 Interstate 65 45        45000 \n4 1994 Interstate 65 46        45600 \n5 1995 Interstate 65 46        49000 \n6 1996 Interstate 65 59        51000 "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Road</th><th scope=col>District</th><th scope=col>Length</th></tr></thead>\n<tbody>\n\t<tr><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>US-52         </td><td>Crawfordsville</td><td>172           </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lll}\n Road & District & Length\\\\\n\\hline\n\t Interstate 65  & Greenfield     & 262           \\\\\n\t Interstate 70  & Vincennes      & 156           \\\\\n\t US-36          & Crawfordsville & 139           \\\\\n\t US-40          & Greenfield     & 150           \\\\\n\t US-52          & Crawfordsville & 172           \\\\\n\\end{tabular}\n",
            "text/markdown": "\nRoad | District | Length | \n|---|---|---|---|---|\n| Interstate 65  | Greenfield     | 262            | \n| Interstate 70  | Vincennes      | 156            | \n| US-36          | Crawfordsville | 139            | \n| US-40          | Greenfield     | 150            | \n| US-52          | Crawfordsville | 172            | \n\n\n",
            "text/plain": "  Road          District       Length\n1 Interstate 65 Greenfield     262   \n2 Interstate 70 Vincennes      156   \n3 US-36         Crawfordsville 139   \n4 US-40         Greenfield     150   \n5 US-52         Crawfordsville 172   "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "#join the data sets\nsqldf(\"select * from crash join roads on crash.Road = roads.Road \")#inner join\nsqldf(\"select crash.Year, crash.Volume, roads.* from crash left join roads on crash.Road = roads.Road\") #left join",
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Year</th><th scope=col>Road</th><th scope=col>N_Crashes</th><th scope=col>Volume</th><th scope=col>Road..5</th><th scope=col>District</th><th scope=col>Length</th></tr></thead>\n<tbody>\n\t<tr><td>1991         </td><td>Interstate 65</td><td> 25          </td><td> 40000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1992         </td><td>Interstate 65</td><td> 37          </td><td> 41000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1993         </td><td>Interstate 65</td><td> 45          </td><td> 45000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1994         </td><td>Interstate 65</td><td> 46          </td><td> 45600       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1995         </td><td>Interstate 65</td><td> 46          </td><td> 49000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1996         </td><td>Interstate 65</td><td> 59          </td><td> 51000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1997         </td><td>Interstate 65</td><td> 76          </td><td> 52000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1998         </td><td>Interstate 65</td><td> 90          </td><td> 58000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1999         </td><td>Interstate 65</td><td> 95          </td><td> 65000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2000         </td><td>Interstate 65</td><td> 95          </td><td> 74000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2001         </td><td>Interstate 65</td><td> 95          </td><td> 80000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2002         </td><td>Interstate 65</td><td>122          </td><td> 85000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2003         </td><td>Interstate 65</td><td>125          </td><td> 86000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2004         </td><td>Interstate 65</td><td>125          </td><td> 87500       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2005         </td><td>Interstate 65</td><td>135          </td><td> 87000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2006         </td><td>Interstate 65</td><td>138          </td><td> 95000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2007         </td><td>Interstate 65</td><td>141          </td><td>110000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2008         </td><td>Interstate 65</td><td>157          </td><td>115000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2009         </td><td>Interstate 65</td><td>165          </td><td>121000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2010         </td><td>Interstate 65</td><td>182          </td><td>122000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2011         </td><td>Interstate 65</td><td>183          </td><td>125000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2012         </td><td>Interstate 65</td><td>190          </td><td>127000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1991         </td><td>Interstate 70</td><td> 84          </td><td> 76000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1992         </td><td>Interstate 70</td><td> 82          </td><td> 79000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1993         </td><td>Interstate 70</td><td> 84          </td><td> 82000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1994         </td><td>Interstate 70</td><td> 84          </td><td> 91000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1995         </td><td>Interstate 70</td><td> 81          </td><td> 93000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1996         </td><td>Interstate 70</td><td> 76          </td><td> 93200       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1997         </td><td>Interstate 70</td><td> 74          </td><td> 93500       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1998         </td><td>Interstate 70</td><td> 72          </td><td> 93800       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2005          </td><td>US-40         </td><td>105           </td><td>56750         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2006          </td><td>US-40         </td><td> 52           </td><td>58000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2007          </td><td>US-40         </td><td> 45           </td><td>59500         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2008          </td><td>US-40         </td><td> 23           </td><td>61000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2009          </td><td>US-40         </td><td> 67           </td><td>65000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2010          </td><td>US-40         </td><td>102           </td><td>67000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2011          </td><td>US-40         </td><td> 87           </td><td>67500         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2012          </td><td>US-40         </td><td> 32           </td><td>67500         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>1991          </td><td>US-36         </td><td> 27           </td><td>35200         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1992          </td><td>US-36         </td><td> 45           </td><td>45000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1993          </td><td>US-36         </td><td> 64           </td><td>50000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1994          </td><td>US-36         </td><td> 67           </td><td>48000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1995          </td><td>US-36         </td><td> 67           </td><td>49500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1996          </td><td>US-36         </td><td> 51           </td><td>47000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1997          </td><td>US-36         </td><td> 51           </td><td>44000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1998          </td><td>US-36         </td><td> 43           </td><td>42000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1999          </td><td>US-36         </td><td> 44           </td><td>36000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2000          </td><td>US-36         </td><td> 58           </td><td>35400         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2001          </td><td>US-36         </td><td> 61           </td><td>39500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2002          </td><td>US-36         </td><td> 61           </td><td>32000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2003          </td><td>US-36         </td><td> 43           </td><td>28000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2004          </td><td>US-36         </td><td> 42           </td><td>29500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2005          </td><td>US-36         </td><td> 42           </td><td>26000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2006          </td><td>US-36         </td><td> 35           </td><td>26000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2007          </td><td>US-36         </td><td> 49           </td><td>24000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2008          </td><td>US-36         </td><td> 52           </td><td>24500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2009          </td><td>US-36         </td><td> 55           </td><td>24700         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2010          </td><td>US-36         </td><td> 35           </td><td>23000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2011          </td><td>US-36         </td><td> 33           </td><td>21000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2012          </td><td>US-36         </td><td> 31           </td><td>20500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllllll}\n Year & Road & N\\_Crashes & Volume & Road..5 & District & Length\\\\\n\\hline\n\t 1991          & Interstate 65 &  25           &  40000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1992          & Interstate 65 &  37           &  41000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1993          & Interstate 65 &  45           &  45000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1994          & Interstate 65 &  46           &  45600        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1995          & Interstate 65 &  46           &  49000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1996          & Interstate 65 &  59           &  51000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1997          & Interstate 65 &  76           &  52000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1998          & Interstate 65 &  90           &  58000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1999          & Interstate 65 &  95           &  65000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2000          & Interstate 65 &  95           &  74000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2001          & Interstate 65 &  95           &  80000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2002          & Interstate 65 & 122           &  85000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2003          & Interstate 65 & 125           &  86000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2004          & Interstate 65 & 125           &  87500        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2005          & Interstate 65 & 135           &  87000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2006          & Interstate 65 & 138           &  95000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2007          & Interstate 65 & 141           & 110000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2008          & Interstate 65 & 157           & 115000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2009          & Interstate 65 & 165           & 121000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2010          & Interstate 65 & 182           & 122000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2011          & Interstate 65 & 183           & 125000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2012          & Interstate 65 & 190           & 127000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1991          & Interstate 70 &  84           &  76000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1992          & Interstate 70 &  82           &  79000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1993          & Interstate 70 &  84           &  82000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1994          & Interstate 70 &  84           &  91000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1995          & Interstate 70 &  81           &  93000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1996          & Interstate 70 &  76           &  93200        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1997          & Interstate 70 &  74           &  93500        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1998          & Interstate 70 &  72           &  93800        & Interstate 70 & Vincennes     & 156          \\\\\n\t ... & ... & ... & ... & ... & ... & ...\\\\\n\t 2005           & US-40          & 105            & 56750          & US-40          & Greenfield     & 150           \\\\\n\t 2006           & US-40          &  52            & 58000          & US-40          & Greenfield     & 150           \\\\\n\t 2007           & US-40          &  45            & 59500          & US-40          & Greenfield     & 150           \\\\\n\t 2008           & US-40          &  23            & 61000          & US-40          & Greenfield     & 150           \\\\\n\t 2009           & US-40          &  67            & 65000          & US-40          & Greenfield     & 150           \\\\\n\t 2010           & US-40          & 102            & 67000          & US-40          & Greenfield     & 150           \\\\\n\t 2011           & US-40          &  87            & 67500          & US-40          & Greenfield     & 150           \\\\\n\t 2012           & US-40          &  32            & 67500          & US-40          & Greenfield     & 150           \\\\\n\t 1991           & US-36          &  27            & 35200          & US-36          & Crawfordsville & 139           \\\\\n\t 1992           & US-36          &  45            & 45000          & US-36          & Crawfordsville & 139           \\\\\n\t 1993           & US-36          &  64            & 50000          & US-36          & Crawfordsville & 139           \\\\\n\t 1994           & US-36          &  67            & 48000          & US-36          & Crawfordsville & 139           \\\\\n\t 1995           & US-36          &  67            & 49500          & US-36          & Crawfordsville & 139           \\\\\n\t 1996           & US-36          &  51            & 47000          & US-36          & Crawfordsville & 139           \\\\\n\t 1997           & US-36          &  51            & 44000          & US-36          & Crawfordsville & 139           \\\\\n\t 1998           & US-36          &  43            & 42000          & US-36          & Crawfordsville & 139           \\\\\n\t 1999           & US-36          &  44            & 36000          & US-36          & Crawfordsville & 139           \\\\\n\t 2000           & US-36          &  58            & 35400          & US-36          & Crawfordsville & 139           \\\\\n\t 2001           & US-36          &  61            & 39500          & US-36          & Crawfordsville & 139           \\\\\n\t 2002           & US-36          &  61            & 32000          & US-36          & Crawfordsville & 139           \\\\\n\t 2003           & US-36          &  43            & 28000          & US-36          & Crawfordsville & 139           \\\\\n\t 2004           & US-36          &  42            & 29500          & US-36          & Crawfordsville & 139           \\\\\n\t 2005           & US-36          &  42            & 26000          & US-36          & Crawfordsville & 139           \\\\\n\t 2006           & US-36          &  35            & 26000          & US-36          & Crawfordsville & 139           \\\\\n\t 2007           & US-36          &  49            & 24000          & US-36          & Crawfordsville & 139           \\\\\n\t 2008           & US-36          &  52            & 24500          & US-36          & Crawfordsville & 139           \\\\\n\t 2009           & US-36          &  55            & 24700          & US-36          & Crawfordsville & 139           \\\\\n\t 2010           & US-36          &  35            & 23000          & US-36          & Crawfordsville & 139           \\\\\n\t 2011           & US-36          &  33            & 21000          & US-36          & Crawfordsville & 139           \\\\\n\t 2012           & US-36          &  31            & 20500          & US-36          & Crawfordsville & 139           \\\\\n\\end{tabular}\n",
            "text/markdown": "\nYear | Road | N_Crashes | Volume | Road..5 | District | Length | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1991          | Interstate 65 |  25           |  40000        | Interstate 65 | Greenfield    | 262           | \n| 1992          | Interstate 65 |  37           |  41000        | Interstate 65 | Greenfield    | 262           | \n| 1993          | Interstate 65 |  45           |  45000        | Interstate 65 | Greenfield    | 262           | \n| 1994          | Interstate 65 |  46           |  45600        | Interstate 65 | Greenfield    | 262           | \n| 1995          | Interstate 65 |  46           |  49000        | Interstate 65 | Greenfield    | 262           | \n| 1996          | Interstate 65 |  59           |  51000        | Interstate 65 | Greenfield    | 262           | \n| 1997          | Interstate 65 |  76           |  52000        | Interstate 65 | Greenfield    | 262           | \n| 1998          | Interstate 65 |  90           |  58000        | Interstate 65 | Greenfield    | 262           | \n| 1999          | Interstate 65 |  95           |  65000        | Interstate 65 | Greenfield    | 262           | \n| 2000          | Interstate 65 |  95           |  74000        | Interstate 65 | Greenfield    | 262           | \n| 2001          | Interstate 65 |  95           |  80000        | Interstate 65 | Greenfield    | 262           | \n| 2002          | Interstate 65 | 122           |  85000        | Interstate 65 | Greenfield    | 262           | \n| 2003          | Interstate 65 | 125           |  86000        | Interstate 65 | Greenfield    | 262           | \n| 2004          | Interstate 65 | 125           |  87500        | Interstate 65 | Greenfield    | 262           | \n| 2005          | Interstate 65 | 135           |  87000        | Interstate 65 | Greenfield    | 262           | \n| 2006          | Interstate 65 | 138           |  95000        | Interstate 65 | Greenfield    | 262           | \n| 2007          | Interstate 65 | 141           | 110000        | Interstate 65 | Greenfield    | 262           | \n| 2008          | Interstate 65 | 157           | 115000        | Interstate 65 | Greenfield    | 262           | \n| 2009          | Interstate 65 | 165           | 121000        | Interstate 65 | Greenfield    | 262           | \n| 2010          | Interstate 65 | 182           | 122000        | Interstate 65 | Greenfield    | 262           | \n| 2011          | Interstate 65 | 183           | 125000        | Interstate 65 | Greenfield    | 262           | \n| 2012          | Interstate 65 | 190           | 127000        | Interstate 65 | Greenfield    | 262           | \n| 1991          | Interstate 70 |  84           |  76000        | Interstate 70 | Vincennes     | 156           | \n| 1992          | Interstate 70 |  82           |  79000        | Interstate 70 | Vincennes     | 156           | \n| 1993          | Interstate 70 |  84           |  82000        | Interstate 70 | Vincennes     | 156           | \n| 1994          | Interstate 70 |  84           |  91000        | Interstate 70 | Vincennes     | 156           | \n| 1995          | Interstate 70 |  81           |  93000        | Interstate 70 | Vincennes     | 156           | \n| 1996          | Interstate 70 |  76           |  93200        | Interstate 70 | Vincennes     | 156           | \n| 1997          | Interstate 70 |  74           |  93500        | Interstate 70 | Vincennes     | 156           | \n| 1998          | Interstate 70 |  72           |  93800        | Interstate 70 | Vincennes     | 156           | \n| ... | ... | ... | ... | ... | ... | ... | \n| 2005           | US-40          | 105            | 56750          | US-40          | Greenfield     | 150            | \n| 2006           | US-40          |  52            | 58000          | US-40          | Greenfield     | 150            | \n| 2007           | US-40          |  45            | 59500          | US-40          | Greenfield     | 150            | \n| 2008           | US-40          |  23            | 61000          | US-40          | Greenfield     | 150            | \n| 2009           | US-40          |  67            | 65000          | US-40          | Greenfield     | 150            | \n| 2010           | US-40          | 102            | 67000          | US-40          | Greenfield     | 150            | \n| 2011           | US-40          |  87            | 67500          | US-40          | Greenfield     | 150            | \n| 2012           | US-40          |  32            | 67500          | US-40          | Greenfield     | 150            | \n| 1991           | US-36          |  27            | 35200          | US-36          | Crawfordsville | 139            | \n| 1992           | US-36          |  45            | 45000          | US-36          | Crawfordsville | 139            | \n| 1993           | US-36          |  64            | 50000          | US-36          | Crawfordsville | 139            | \n| 1994           | US-36          |  67            | 48000          | US-36          | Crawfordsville | 139            | \n| 1995           | US-36          |  67            | 49500          | US-36          | Crawfordsville | 139            | \n| 1996           | US-36          |  51            | 47000          | US-36          | Crawfordsville | 139            | \n| 1997           | US-36          |  51            | 44000          | US-36          | Crawfordsville | 139            | \n| 1998           | US-36          |  43            | 42000          | US-36          | Crawfordsville | 139            | \n| 1999           | US-36          |  44            | 36000          | US-36          | Crawfordsville | 139            | \n| 2000           | US-36          |  58            | 35400          | US-36          | Crawfordsville | 139            | \n| 2001           | US-36          |  61            | 39500          | US-36          | Crawfordsville | 139            | \n| 2002           | US-36          |  61            | 32000          | US-36          | Crawfordsville | 139            | \n| 2003           | US-36          |  43            | 28000          | US-36          | Crawfordsville | 139            | \n| 2004           | US-36          |  42            | 29500          | US-36          | Crawfordsville | 139            | \n| 2005           | US-36          |  42            | 26000          | US-36          | Crawfordsville | 139            | \n| 2006           | US-36          |  35            | 26000          | US-36          | Crawfordsville | 139            | \n| 2007           | US-36          |  49            | 24000          | US-36          | Crawfordsville | 139            | \n| 2008           | US-36          |  52            | 24500          | US-36          | Crawfordsville | 139            | \n| 2009           | US-36          |  55            | 24700          | US-36          | Crawfordsville | 139            | \n| 2010           | US-36          |  35            | 23000          | US-36          | Crawfordsville | 139            | \n| 2011           | US-36          |  33            | 21000          | US-36          | Crawfordsville | 139            | \n| 2012           | US-36          |  31            | 20500          | US-36          | Crawfordsville | 139            | \n\n\n",
            "text/plain": "    Year Road          N_Crashes Volume Road..5       District       Length\n1   1991 Interstate 65  25        40000 Interstate 65 Greenfield     262   \n2   1992 Interstate 65  37        41000 Interstate 65 Greenfield     262   \n3   1993 Interstate 65  45        45000 Interstate 65 Greenfield     262   \n4   1994 Interstate 65  46        45600 Interstate 65 Greenfield     262   \n5   1995 Interstate 65  46        49000 Interstate 65 Greenfield     262   \n6   1996 Interstate 65  59        51000 Interstate 65 Greenfield     262   \n7   1997 Interstate 65  76        52000 Interstate 65 Greenfield     262   \n8   1998 Interstate 65  90        58000 Interstate 65 Greenfield     262   \n9   1999 Interstate 65  95        65000 Interstate 65 Greenfield     262   \n10  2000 Interstate 65  95        74000 Interstate 65 Greenfield     262   \n11  2001 Interstate 65  95        80000 Interstate 65 Greenfield     262   \n12  2002 Interstate 65 122        85000 Interstate 65 Greenfield     262   \n13  2003 Interstate 65 125        86000 Interstate 65 Greenfield     262   \n14  2004 Interstate 65 125        87500 Interstate 65 Greenfield     262   \n15  2005 Interstate 65 135        87000 Interstate 65 Greenfield     262   \n16  2006 Interstate 65 138        95000 Interstate 65 Greenfield     262   \n17  2007 Interstate 65 141       110000 Interstate 65 Greenfield     262   \n18  2008 Interstate 65 157       115000 Interstate 65 Greenfield     262   \n19  2009 Interstate 65 165       121000 Interstate 65 Greenfield     262   \n20  2010 Interstate 65 182       122000 Interstate 65 Greenfield     262   \n21  2011 Interstate 65 183       125000 Interstate 65 Greenfield     262   \n22  2012 Interstate 65 190       127000 Interstate 65 Greenfield     262   \n23  1991 Interstate 70  84        76000 Interstate 70 Vincennes      156   \n24  1992 Interstate 70  82        79000 Interstate 70 Vincennes      156   \n25  1993 Interstate 70  84        82000 Interstate 70 Vincennes      156   \n26  1994 Interstate 70  84        91000 Interstate 70 Vincennes      156   \n27  1995 Interstate 70  81        93000 Interstate 70 Vincennes      156   \n28  1996 Interstate 70  76        93200 Interstate 70 Vincennes      156   \n29  1997 Interstate 70  74        93500 Interstate 70 Vincennes      156   \n30  1998 Interstate 70  72        93800 Interstate 70 Vincennes      156   \n... ...  ...           ...       ...    ...           ...            ...   \n59  2005 US-40         105       56750  US-40         Greenfield     150   \n60  2006 US-40          52       58000  US-40         Greenfield     150   \n61  2007 US-40          45       59500  US-40         Greenfield     150   \n62  2008 US-40          23       61000  US-40         Greenfield     150   \n63  2009 US-40          67       65000  US-40         Greenfield     150   \n64  2010 US-40         102       67000  US-40         Greenfield     150   \n65  2011 US-40          87       67500  US-40         Greenfield     150   \n66  2012 US-40          32       67500  US-40         Greenfield     150   \n67  1991 US-36          27       35200  US-36         Crawfordsville 139   \n68  1992 US-36          45       45000  US-36         Crawfordsville 139   \n69  1993 US-36          64       50000  US-36         Crawfordsville 139   \n70  1994 US-36          67       48000  US-36         Crawfordsville 139   \n71  1995 US-36          67       49500  US-36         Crawfordsville 139   \n72  1996 US-36          51       47000  US-36         Crawfordsville 139   \n73  1997 US-36          51       44000  US-36         Crawfordsville 139   \n74  1998 US-36          43       42000  US-36         Crawfordsville 139   \n75  1999 US-36          44       36000  US-36         Crawfordsville 139   \n76  2000 US-36          58       35400  US-36         Crawfordsville 139   \n77  2001 US-36          61       39500  US-36         Crawfordsville 139   \n78  2002 US-36          61       32000  US-36         Crawfordsville 139   \n79  2003 US-36          43       28000  US-36         Crawfordsville 139   \n80  2004 US-36          42       29500  US-36         Crawfordsville 139   \n81  2005 US-36          42       26000  US-36         Crawfordsville 139   \n82  2006 US-36          35       26000  US-36         Crawfordsville 139   \n83  2007 US-36          49       24000  US-36         Crawfordsville 139   \n84  2008 US-36          52       24500  US-36         Crawfordsville 139   \n85  2009 US-36          55       24700  US-36         Crawfordsville 139   \n86  2010 US-36          35       23000  US-36         Crawfordsville 139   \n87  2011 US-36          33       21000  US-36         Crawfordsville 139   \n88  2012 US-36          31       20500  US-36         Crawfordsville 139   "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Year</th><th scope=col>Volume</th><th scope=col>Road</th><th scope=col>District</th><th scope=col>Length</th></tr></thead>\n<tbody>\n\t<tr><td>1991         </td><td> 40000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1992         </td><td> 41000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1993         </td><td> 45000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1994         </td><td> 45600       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1995         </td><td> 49000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1996         </td><td> 51000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1997         </td><td> 52000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1998         </td><td> 58000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1999         </td><td> 65000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2000         </td><td> 74000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2001         </td><td> 80000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2002         </td><td> 85000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2003         </td><td> 86000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2004         </td><td> 87500       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2005         </td><td> 87000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2006         </td><td> 95000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2007         </td><td>110000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2008         </td><td>115000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2009         </td><td>121000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2010         </td><td>122000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2011         </td><td>125000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2012         </td><td>127000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1991         </td><td> 76000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1992         </td><td> 79000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1993         </td><td> 82000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1994         </td><td> 91000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1995         </td><td> 93000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1996         </td><td> 93200       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1997         </td><td> 93500       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1998         </td><td> 93800       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2005          </td><td>26000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2006          </td><td>26000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2007          </td><td>24000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2008          </td><td>24500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2009          </td><td>24700         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2010          </td><td>23000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2011          </td><td>21000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2012          </td><td>20500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1991          </td><td>20350         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1992          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1993          </td><td>23200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1994          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1995          </td><td>23200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1996          </td><td>20000         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1997          </td><td>18000         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1998          </td><td>19500         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1999          </td><td>21000         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2000          </td><td>20700         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2001          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2002          </td><td>21600         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2003          </td><td>21700         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2004          </td><td>22100         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2005          </td><td>22300         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2006          </td><td>22700         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2007          </td><td>21900         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2008          </td><td>21850         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2009          </td><td>22100         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2010          </td><td>21500         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2011          </td><td>20300         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2012          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n Year & Volume & Road & District & Length\\\\\n\\hline\n\t 1991          &  40000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1992          &  41000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1993          &  45000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1994          &  45600        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1995          &  49000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1996          &  51000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1997          &  52000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1998          &  58000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1999          &  65000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2000          &  74000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2001          &  80000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2002          &  85000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2003          &  86000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2004          &  87500        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2005          &  87000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2006          &  95000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2007          & 110000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2008          & 115000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2009          & 121000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2010          & 122000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2011          & 125000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2012          & 127000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 1991          &  76000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1992          &  79000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1993          &  82000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1994          &  91000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1995          &  93000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1996          &  93200        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1997          &  93500        & Interstate 70 & Vincennes     & 156          \\\\\n\t 1998          &  93800        & Interstate 70 & Vincennes     & 156          \\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2005           & 26000          & US-36          & Crawfordsville & 139           \\\\\n\t 2006           & 26000          & US-36          & Crawfordsville & 139           \\\\\n\t 2007           & 24000          & US-36          & Crawfordsville & 139           \\\\\n\t 2008           & 24500          & US-36          & Crawfordsville & 139           \\\\\n\t 2009           & 24700          & US-36          & Crawfordsville & 139           \\\\\n\t 2010           & 23000          & US-36          & Crawfordsville & 139           \\\\\n\t 2011           & 21000          & US-36          & Crawfordsville & 139           \\\\\n\t 2012           & 20500          & US-36          & Crawfordsville & 139           \\\\\n\t 1991           & 20350          & NA             & NA             &  NA           \\\\\n\t 1992           & 21200          & NA             & NA             &  NA           \\\\\n\t 1993           & 23200          & NA             & NA             &  NA           \\\\\n\t 1994           & 21200          & NA             & NA             &  NA           \\\\\n\t 1995           & 23200          & NA             & NA             &  NA           \\\\\n\t 1996           & 20000          & NA             & NA             &  NA           \\\\\n\t 1997           & 18000          & NA             & NA             &  NA           \\\\\n\t 1998           & 19500          & NA             & NA             &  NA           \\\\\n\t 1999           & 21000          & NA             & NA             &  NA           \\\\\n\t 2000           & 20700          & NA             & NA             &  NA           \\\\\n\t 2001           & 21200          & NA             & NA             &  NA           \\\\\n\t 2002           & 21600          & NA             & NA             &  NA           \\\\\n\t 2003           & 21700          & NA             & NA             &  NA           \\\\\n\t 2004           & 22100          & NA             & NA             &  NA           \\\\\n\t 2005           & 22300          & NA             & NA             &  NA           \\\\\n\t 2006           & 22700          & NA             & NA             &  NA           \\\\\n\t 2007           & 21900          & NA             & NA             &  NA           \\\\\n\t 2008           & 21850          & NA             & NA             &  NA           \\\\\n\t 2009           & 22100          & NA             & NA             &  NA           \\\\\n\t 2010           & 21500          & NA             & NA             &  NA           \\\\\n\t 2011           & 20300          & NA             & NA             &  NA           \\\\\n\t 2012           & 21200          & NA             & NA             &  NA           \\\\\n\\end{tabular}\n",
            "text/markdown": "\nYear | Volume | Road | District | Length | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1991          |  40000        | Interstate 65 | Greenfield    | 262           | \n| 1992          |  41000        | Interstate 65 | Greenfield    | 262           | \n| 1993          |  45000        | Interstate 65 | Greenfield    | 262           | \n| 1994          |  45600        | Interstate 65 | Greenfield    | 262           | \n| 1995          |  49000        | Interstate 65 | Greenfield    | 262           | \n| 1996          |  51000        | Interstate 65 | Greenfield    | 262           | \n| 1997          |  52000        | Interstate 65 | Greenfield    | 262           | \n| 1998          |  58000        | Interstate 65 | Greenfield    | 262           | \n| 1999          |  65000        | Interstate 65 | Greenfield    | 262           | \n| 2000          |  74000        | Interstate 65 | Greenfield    | 262           | \n| 2001          |  80000        | Interstate 65 | Greenfield    | 262           | \n| 2002          |  85000        | Interstate 65 | Greenfield    | 262           | \n| 2003          |  86000        | Interstate 65 | Greenfield    | 262           | \n| 2004          |  87500        | Interstate 65 | Greenfield    | 262           | \n| 2005          |  87000        | Interstate 65 | Greenfield    | 262           | \n| 2006          |  95000        | Interstate 65 | Greenfield    | 262           | \n| 2007          | 110000        | Interstate 65 | Greenfield    | 262           | \n| 2008          | 115000        | Interstate 65 | Greenfield    | 262           | \n| 2009          | 121000        | Interstate 65 | Greenfield    | 262           | \n| 2010          | 122000        | Interstate 65 | Greenfield    | 262           | \n| 2011          | 125000        | Interstate 65 | Greenfield    | 262           | \n| 2012          | 127000        | Interstate 65 | Greenfield    | 262           | \n| 1991          |  76000        | Interstate 70 | Vincennes     | 156           | \n| 1992          |  79000        | Interstate 70 | Vincennes     | 156           | \n| 1993          |  82000        | Interstate 70 | Vincennes     | 156           | \n| 1994          |  91000        | Interstate 70 | Vincennes     | 156           | \n| 1995          |  93000        | Interstate 70 | Vincennes     | 156           | \n| 1996          |  93200        | Interstate 70 | Vincennes     | 156           | \n| 1997          |  93500        | Interstate 70 | Vincennes     | 156           | \n| 1998          |  93800        | Interstate 70 | Vincennes     | 156           | \n| ... | ... | ... | ... | ... | \n| 2005           | 26000          | US-36          | Crawfordsville | 139            | \n| 2006           | 26000          | US-36          | Crawfordsville | 139            | \n| 2007           | 24000          | US-36          | Crawfordsville | 139            | \n| 2008           | 24500          | US-36          | Crawfordsville | 139            | \n| 2009           | 24700          | US-36          | Crawfordsville | 139            | \n| 2010           | 23000          | US-36          | Crawfordsville | 139            | \n| 2011           | 21000          | US-36          | Crawfordsville | 139            | \n| 2012           | 20500          | US-36          | Crawfordsville | 139            | \n| 1991           | 20350          | NA             | NA             |  NA            | \n| 1992           | 21200          | NA             | NA             |  NA            | \n| 1993           | 23200          | NA             | NA             |  NA            | \n| 1994           | 21200          | NA             | NA             |  NA            | \n| 1995           | 23200          | NA             | NA             |  NA            | \n| 1996           | 20000          | NA             | NA             |  NA            | \n| 1997           | 18000          | NA             | NA             |  NA            | \n| 1998           | 19500          | NA             | NA             |  NA            | \n| 1999           | 21000          | NA             | NA             |  NA            | \n| 2000           | 20700          | NA             | NA             |  NA            | \n| 2001           | 21200          | NA             | NA             |  NA            | \n| 2002           | 21600          | NA             | NA             |  NA            | \n| 2003           | 21700          | NA             | NA             |  NA            | \n| 2004           | 22100          | NA             | NA             |  NA            | \n| 2005           | 22300          | NA             | NA             |  NA            | \n| 2006           | 22700          | NA             | NA             |  NA            | \n| 2007           | 21900          | NA             | NA             |  NA            | \n| 2008           | 21850          | NA             | NA             |  NA            | \n| 2009           | 22100          | NA             | NA             |  NA            | \n| 2010           | 21500          | NA             | NA             |  NA            | \n| 2011           | 20300          | NA             | NA             |  NA            | \n| 2012           | 21200          | NA             | NA             |  NA            | \n\n\n",
            "text/plain": "    Year Volume Road          District       Length\n1   1991  40000 Interstate 65 Greenfield     262   \n2   1992  41000 Interstate 65 Greenfield     262   \n3   1993  45000 Interstate 65 Greenfield     262   \n4   1994  45600 Interstate 65 Greenfield     262   \n5   1995  49000 Interstate 65 Greenfield     262   \n6   1996  51000 Interstate 65 Greenfield     262   \n7   1997  52000 Interstate 65 Greenfield     262   \n8   1998  58000 Interstate 65 Greenfield     262   \n9   1999  65000 Interstate 65 Greenfield     262   \n10  2000  74000 Interstate 65 Greenfield     262   \n11  2001  80000 Interstate 65 Greenfield     262   \n12  2002  85000 Interstate 65 Greenfield     262   \n13  2003  86000 Interstate 65 Greenfield     262   \n14  2004  87500 Interstate 65 Greenfield     262   \n15  2005  87000 Interstate 65 Greenfield     262   \n16  2006  95000 Interstate 65 Greenfield     262   \n17  2007 110000 Interstate 65 Greenfield     262   \n18  2008 115000 Interstate 65 Greenfield     262   \n19  2009 121000 Interstate 65 Greenfield     262   \n20  2010 122000 Interstate 65 Greenfield     262   \n21  2011 125000 Interstate 65 Greenfield     262   \n22  2012 127000 Interstate 65 Greenfield     262   \n23  1991  76000 Interstate 70 Vincennes      156   \n24  1992  79000 Interstate 70 Vincennes      156   \n25  1993  82000 Interstate 70 Vincennes      156   \n26  1994  91000 Interstate 70 Vincennes      156   \n27  1995  93000 Interstate 70 Vincennes      156   \n28  1996  93200 Interstate 70 Vincennes      156   \n29  1997  93500 Interstate 70 Vincennes      156   \n30  1998  93800 Interstate 70 Vincennes      156   \n... ...  ...    ...           ...            ...   \n81  2005 26000  US-36         Crawfordsville 139   \n82  2006 26000  US-36         Crawfordsville 139   \n83  2007 24000  US-36         Crawfordsville 139   \n84  2008 24500  US-36         Crawfordsville 139   \n85  2009 24700  US-36         Crawfordsville 139   \n86  2010 23000  US-36         Crawfordsville 139   \n87  2011 21000  US-36         Crawfordsville 139   \n88  2012 20500  US-36         Crawfordsville 139   \n89  1991 20350  NA            NA              NA   \n90  1992 21200  NA            NA              NA   \n91  1993 23200  NA            NA              NA   \n92  1994 21200  NA            NA              NA   \n93  1995 23200  NA            NA              NA   \n94  1996 20000  NA            NA              NA   \n95  1997 18000  NA            NA              NA   \n96  1998 19500  NA            NA              NA   \n97  1999 21000  NA            NA              NA   \n98  2000 20700  NA            NA              NA   \n99  2001 21200  NA            NA              NA   \n100 2002 21600  NA            NA              NA   \n101 2003 21700  NA            NA              NA   \n102 2004 22100  NA            NA              NA   \n103 2005 22300  NA            NA              NA   \n104 2006 22700  NA            NA              NA   \n105 2007 21900  NA            NA              NA   \n106 2008 21850  NA            NA              NA   \n107 2009 22100  NA            NA              NA   \n108 2010 21500  NA            NA              NA   \n109 2011 20300  NA            NA              NA   \n110 2012 21200  NA            NA              NA   "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "#joining while aggregation\nsqldf(\"select crash.Year, crash.Volume, roads.* from crash left join roads on crash.Road = roads.Road order by 1\")\nsqldf(\"select crash.Year, crash.Volume, roads.* from crash left join roads on crash.Road = roads.Road where roads.Road != 'US-36' order by 1\")\nsqldf(\"select Road, avg(roads.Length) as 'Avg_Length', avg(N_Crashes) as 'Avg_Crash' from roads join crash using (Road) group by Road\")",
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Year</th><th scope=col>Volume</th><th scope=col>Road</th><th scope=col>District</th><th scope=col>Length</th></tr></thead>\n<tbody>\n\t<tr><td>1991          </td><td>40000         </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>1991          </td><td>76000         </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>1991          </td><td>21000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>1991          </td><td>35200         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1991          </td><td>20350         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1992          </td><td>41000         </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>1992          </td><td>79000         </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>1992          </td><td>21500         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>1992          </td><td>45000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1992          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1993          </td><td>45000         </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>1993          </td><td>82000         </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>1993          </td><td>23000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>1993          </td><td>50000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1993          </td><td>23200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1994          </td><td>45600         </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>1994          </td><td>91000         </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>1994          </td><td>21000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>1994          </td><td>48000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1994          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1995          </td><td>49000         </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>1995          </td><td>93000         </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>1995          </td><td>24000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>1995          </td><td>49500         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1995          </td><td>23200         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>1996          </td><td>51000         </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>1996          </td><td>93200         </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>1996          </td><td>23500         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>1996          </td><td>47000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>1996          </td><td>20000         </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2007          </td><td>110000        </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>2007          </td><td>106350        </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>2007          </td><td> 59500        </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2007          </td><td> 24000        </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2007          </td><td> 21900        </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2008          </td><td>115000        </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>2008          </td><td>108000        </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>2008          </td><td> 61000        </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2008          </td><td> 24500        </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2008          </td><td> 21850        </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2009          </td><td>121000        </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>2009          </td><td>110000        </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>2009          </td><td> 65000        </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2009          </td><td> 24700        </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2009          </td><td> 22100        </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2010          </td><td>122000        </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>2010          </td><td>110500        </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>2010          </td><td> 67000        </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2010          </td><td> 23000        </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2010          </td><td> 21500        </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2011          </td><td>125000        </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>2011          </td><td>111000        </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>2011          </td><td> 67500        </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2011          </td><td> 21000        </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2011          </td><td> 20300        </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n\t<tr><td>2012          </td><td>127000        </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td></tr>\n\t<tr><td>2012          </td><td>113000        </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td></tr>\n\t<tr><td>2012          </td><td> 67500        </td><td>US-40         </td><td>Greenfield    </td><td>150           </td></tr>\n\t<tr><td>2012          </td><td> 20500        </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td></tr>\n\t<tr><td>2012          </td><td> 21200        </td><td>NA            </td><td>NA            </td><td> NA           </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n Year & Volume & Road & District & Length\\\\\n\\hline\n\t 1991           & 40000          & Interstate 65  & Greenfield     & 262           \\\\\n\t 1991           & 76000          & Interstate 70  & Vincennes      & 156           \\\\\n\t 1991           & 21000          & US-40          & Greenfield     & 150           \\\\\n\t 1991           & 35200          & US-36          & Crawfordsville & 139           \\\\\n\t 1991           & 20350          & NA             & NA             &  NA           \\\\\n\t 1992           & 41000          & Interstate 65  & Greenfield     & 262           \\\\\n\t 1992           & 79000          & Interstate 70  & Vincennes      & 156           \\\\\n\t 1992           & 21500          & US-40          & Greenfield     & 150           \\\\\n\t 1992           & 45000          & US-36          & Crawfordsville & 139           \\\\\n\t 1992           & 21200          & NA             & NA             &  NA           \\\\\n\t 1993           & 45000          & Interstate 65  & Greenfield     & 262           \\\\\n\t 1993           & 82000          & Interstate 70  & Vincennes      & 156           \\\\\n\t 1993           & 23000          & US-40          & Greenfield     & 150           \\\\\n\t 1993           & 50000          & US-36          & Crawfordsville & 139           \\\\\n\t 1993           & 23200          & NA             & NA             &  NA           \\\\\n\t 1994           & 45600          & Interstate 65  & Greenfield     & 262           \\\\\n\t 1994           & 91000          & Interstate 70  & Vincennes      & 156           \\\\\n\t 1994           & 21000          & US-40          & Greenfield     & 150           \\\\\n\t 1994           & 48000          & US-36          & Crawfordsville & 139           \\\\\n\t 1994           & 21200          & NA             & NA             &  NA           \\\\\n\t 1995           & 49000          & Interstate 65  & Greenfield     & 262           \\\\\n\t 1995           & 93000          & Interstate 70  & Vincennes      & 156           \\\\\n\t 1995           & 24000          & US-40          & Greenfield     & 150           \\\\\n\t 1995           & 49500          & US-36          & Crawfordsville & 139           \\\\\n\t 1995           & 23200          & NA             & NA             &  NA           \\\\\n\t 1996           & 51000          & Interstate 65  & Greenfield     & 262           \\\\\n\t 1996           & 93200          & Interstate 70  & Vincennes      & 156           \\\\\n\t 1996           & 23500          & US-40          & Greenfield     & 150           \\\\\n\t 1996           & 47000          & US-36          & Crawfordsville & 139           \\\\\n\t 1996           & 20000          & NA             & NA             &  NA           \\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2007           & 110000         & Interstate 65  & Greenfield     & 262           \\\\\n\t 2007           & 106350         & Interstate 70  & Vincennes      & 156           \\\\\n\t 2007           &  59500         & US-40          & Greenfield     & 150           \\\\\n\t 2007           &  24000         & US-36          & Crawfordsville & 139           \\\\\n\t 2007           &  21900         & NA             & NA             &  NA           \\\\\n\t 2008           & 115000         & Interstate 65  & Greenfield     & 262           \\\\\n\t 2008           & 108000         & Interstate 70  & Vincennes      & 156           \\\\\n\t 2008           &  61000         & US-40          & Greenfield     & 150           \\\\\n\t 2008           &  24500         & US-36          & Crawfordsville & 139           \\\\\n\t 2008           &  21850         & NA             & NA             &  NA           \\\\\n\t 2009           & 121000         & Interstate 65  & Greenfield     & 262           \\\\\n\t 2009           & 110000         & Interstate 70  & Vincennes      & 156           \\\\\n\t 2009           &  65000         & US-40          & Greenfield     & 150           \\\\\n\t 2009           &  24700         & US-36          & Crawfordsville & 139           \\\\\n\t 2009           &  22100         & NA             & NA             &  NA           \\\\\n\t 2010           & 122000         & Interstate 65  & Greenfield     & 262           \\\\\n\t 2010           & 110500         & Interstate 70  & Vincennes      & 156           \\\\\n\t 2010           &  67000         & US-40          & Greenfield     & 150           \\\\\n\t 2010           &  23000         & US-36          & Crawfordsville & 139           \\\\\n\t 2010           &  21500         & NA             & NA             &  NA           \\\\\n\t 2011           & 125000         & Interstate 65  & Greenfield     & 262           \\\\\n\t 2011           & 111000         & Interstate 70  & Vincennes      & 156           \\\\\n\t 2011           &  67500         & US-40          & Greenfield     & 150           \\\\\n\t 2011           &  21000         & US-36          & Crawfordsville & 139           \\\\\n\t 2011           &  20300         & NA             & NA             &  NA           \\\\\n\t 2012           & 127000         & Interstate 65  & Greenfield     & 262           \\\\\n\t 2012           & 113000         & Interstate 70  & Vincennes      & 156           \\\\\n\t 2012           &  67500         & US-40          & Greenfield     & 150           \\\\\n\t 2012           &  20500         & US-36          & Crawfordsville & 139           \\\\\n\t 2012           &  21200         & NA             & NA             &  NA           \\\\\n\\end{tabular}\n",
            "text/markdown": "\nYear | Volume | Road | District | Length | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1991           | 40000          | Interstate 65  | Greenfield     | 262            | \n| 1991           | 76000          | Interstate 70  | Vincennes      | 156            | \n| 1991           | 21000          | US-40          | Greenfield     | 150            | \n| 1991           | 35200          | US-36          | Crawfordsville | 139            | \n| 1991           | 20350          | NA             | NA             |  NA            | \n| 1992           | 41000          | Interstate 65  | Greenfield     | 262            | \n| 1992           | 79000          | Interstate 70  | Vincennes      | 156            | \n| 1992           | 21500          | US-40          | Greenfield     | 150            | \n| 1992           | 45000          | US-36          | Crawfordsville | 139            | \n| 1992           | 21200          | NA             | NA             |  NA            | \n| 1993           | 45000          | Interstate 65  | Greenfield     | 262            | \n| 1993           | 82000          | Interstate 70  | Vincennes      | 156            | \n| 1993           | 23000          | US-40          | Greenfield     | 150            | \n| 1993           | 50000          | US-36          | Crawfordsville | 139            | \n| 1993           | 23200          | NA             | NA             |  NA            | \n| 1994           | 45600          | Interstate 65  | Greenfield     | 262            | \n| 1994           | 91000          | Interstate 70  | Vincennes      | 156            | \n| 1994           | 21000          | US-40          | Greenfield     | 150            | \n| 1994           | 48000          | US-36          | Crawfordsville | 139            | \n| 1994           | 21200          | NA             | NA             |  NA            | \n| 1995           | 49000          | Interstate 65  | Greenfield     | 262            | \n| 1995           | 93000          | Interstate 70  | Vincennes      | 156            | \n| 1995           | 24000          | US-40          | Greenfield     | 150            | \n| 1995           | 49500          | US-36          | Crawfordsville | 139            | \n| 1995           | 23200          | NA             | NA             |  NA            | \n| 1996           | 51000          | Interstate 65  | Greenfield     | 262            | \n| 1996           | 93200          | Interstate 70  | Vincennes      | 156            | \n| 1996           | 23500          | US-40          | Greenfield     | 150            | \n| 1996           | 47000          | US-36          | Crawfordsville | 139            | \n| 1996           | 20000          | NA             | NA             |  NA            | \n| ... | ... | ... | ... | ... | \n| 2007           | 110000         | Interstate 65  | Greenfield     | 262            | \n| 2007           | 106350         | Interstate 70  | Vincennes      | 156            | \n| 2007           |  59500         | US-40          | Greenfield     | 150            | \n| 2007           |  24000         | US-36          | Crawfordsville | 139            | \n| 2007           |  21900         | NA             | NA             |  NA            | \n| 2008           | 115000         | Interstate 65  | Greenfield     | 262            | \n| 2008           | 108000         | Interstate 70  | Vincennes      | 156            | \n| 2008           |  61000         | US-40          | Greenfield     | 150            | \n| 2008           |  24500         | US-36          | Crawfordsville | 139            | \n| 2008           |  21850         | NA             | NA             |  NA            | \n| 2009           | 121000         | Interstate 65  | Greenfield     | 262            | \n| 2009           | 110000         | Interstate 70  | Vincennes      | 156            | \n| 2009           |  65000         | US-40          | Greenfield     | 150            | \n| 2009           |  24700         | US-36          | Crawfordsville | 139            | \n| 2009           |  22100         | NA             | NA             |  NA            | \n| 2010           | 122000         | Interstate 65  | Greenfield     | 262            | \n| 2010           | 110500         | Interstate 70  | Vincennes      | 156            | \n| 2010           |  67000         | US-40          | Greenfield     | 150            | \n| 2010           |  23000         | US-36          | Crawfordsville | 139            | \n| 2010           |  21500         | NA             | NA             |  NA            | \n| 2011           | 125000         | Interstate 65  | Greenfield     | 262            | \n| 2011           | 111000         | Interstate 70  | Vincennes      | 156            | \n| 2011           |  67500         | US-40          | Greenfield     | 150            | \n| 2011           |  21000         | US-36          | Crawfordsville | 139            | \n| 2011           |  20300         | NA             | NA             |  NA            | \n| 2012           | 127000         | Interstate 65  | Greenfield     | 262            | \n| 2012           | 113000         | Interstate 70  | Vincennes      | 156            | \n| 2012           |  67500         | US-40          | Greenfield     | 150            | \n| 2012           |  20500         | US-36          | Crawfordsville | 139            | \n| 2012           |  21200         | NA             | NA             |  NA            | \n\n\n",
            "text/plain": "    Year Volume Road          District       Length\n1   1991 40000  Interstate 65 Greenfield     262   \n2   1991 76000  Interstate 70 Vincennes      156   \n3   1991 21000  US-40         Greenfield     150   \n4   1991 35200  US-36         Crawfordsville 139   \n5   1991 20350  NA            NA              NA   \n6   1992 41000  Interstate 65 Greenfield     262   \n7   1992 79000  Interstate 70 Vincennes      156   \n8   1992 21500  US-40         Greenfield     150   \n9   1992 45000  US-36         Crawfordsville 139   \n10  1992 21200  NA            NA              NA   \n11  1993 45000  Interstate 65 Greenfield     262   \n12  1993 82000  Interstate 70 Vincennes      156   \n13  1993 23000  US-40         Greenfield     150   \n14  1993 50000  US-36         Crawfordsville 139   \n15  1993 23200  NA            NA              NA   \n16  1994 45600  Interstate 65 Greenfield     262   \n17  1994 91000  Interstate 70 Vincennes      156   \n18  1994 21000  US-40         Greenfield     150   \n19  1994 48000  US-36         Crawfordsville 139   \n20  1994 21200  NA            NA              NA   \n21  1995 49000  Interstate 65 Greenfield     262   \n22  1995 93000  Interstate 70 Vincennes      156   \n23  1995 24000  US-40         Greenfield     150   \n24  1995 49500  US-36         Crawfordsville 139   \n25  1995 23200  NA            NA              NA   \n26  1996 51000  Interstate 65 Greenfield     262   \n27  1996 93200  Interstate 70 Vincennes      156   \n28  1996 23500  US-40         Greenfield     150   \n29  1996 47000  US-36         Crawfordsville 139   \n30  1996 20000  NA            NA              NA   \n... ...  ...    ...           ...            ...   \n81  2007 110000 Interstate 65 Greenfield     262   \n82  2007 106350 Interstate 70 Vincennes      156   \n83  2007  59500 US-40         Greenfield     150   \n84  2007  24000 US-36         Crawfordsville 139   \n85  2007  21900 NA            NA              NA   \n86  2008 115000 Interstate 65 Greenfield     262   \n87  2008 108000 Interstate 70 Vincennes      156   \n88  2008  61000 US-40         Greenfield     150   \n89  2008  24500 US-36         Crawfordsville 139   \n90  2008  21850 NA            NA              NA   \n91  2009 121000 Interstate 65 Greenfield     262   \n92  2009 110000 Interstate 70 Vincennes      156   \n93  2009  65000 US-40         Greenfield     150   \n94  2009  24700 US-36         Crawfordsville 139   \n95  2009  22100 NA            NA              NA   \n96  2010 122000 Interstate 65 Greenfield     262   \n97  2010 110500 Interstate 70 Vincennes      156   \n98  2010  67000 US-40         Greenfield     150   \n99  2010  23000 US-36         Crawfordsville 139   \n100 2010  21500 NA            NA              NA   \n101 2011 125000 Interstate 65 Greenfield     262   \n102 2011 111000 Interstate 70 Vincennes      156   \n103 2011  67500 US-40         Greenfield     150   \n104 2011  21000 US-36         Crawfordsville 139   \n105 2011  20300 NA            NA              NA   \n106 2012 127000 Interstate 65 Greenfield     262   \n107 2012 113000 Interstate 70 Vincennes      156   \n108 2012  67500 US-40         Greenfield     150   \n109 2012  20500 US-36         Crawfordsville 139   \n110 2012  21200 NA            NA              NA   "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Year</th><th scope=col>Volume</th><th scope=col>Road</th><th scope=col>District</th><th scope=col>Length</th></tr></thead>\n<tbody>\n\t<tr><td>1991         </td><td>40000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1991         </td><td>76000        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1991         </td><td>21000        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1992         </td><td>41000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1992         </td><td>79000        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1992         </td><td>21500        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1993         </td><td>45000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1993         </td><td>82000        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1993         </td><td>23000        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1994         </td><td>45600        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1994         </td><td>91000        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1994         </td><td>21000        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1995         </td><td>49000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1995         </td><td>93000        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1995         </td><td>24000        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1996         </td><td>51000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1996         </td><td>93200        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1996         </td><td>23500        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1997         </td><td>52000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1997         </td><td>93500        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1997         </td><td>23400        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1998         </td><td>58000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1998         </td><td>93800        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1998         </td><td>40000        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>1999         </td><td>65000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>1999         </td><td>95100        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>1999         </td><td>42000        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2000         </td><td>74000        </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2000         </td><td>97000        </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2000         </td><td>45000        </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2003         </td><td> 86000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2003         </td><td>101000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2003         </td><td> 55200       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2004         </td><td> 87500       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2004         </td><td>102000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2004         </td><td> 55300       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2005         </td><td> 87000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2005         </td><td>106000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2005         </td><td> 56750       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2006         </td><td> 95000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2006         </td><td>106200       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2006         </td><td> 58000       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2007         </td><td>110000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2007         </td><td>106350       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2007         </td><td> 59500       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2008         </td><td>115000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2008         </td><td>108000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2008         </td><td> 61000       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2009         </td><td>121000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2009         </td><td>110000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2009         </td><td> 65000       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2010         </td><td>122000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2010         </td><td>110500       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2010         </td><td> 67000       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2011         </td><td>125000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2011         </td><td>111000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2011         </td><td> 67500       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n\t<tr><td>2012         </td><td>127000       </td><td>Interstate 65</td><td>Greenfield   </td><td>262          </td></tr>\n\t<tr><td>2012         </td><td>113000       </td><td>Interstate 70</td><td>Vincennes    </td><td>156          </td></tr>\n\t<tr><td>2012         </td><td> 67500       </td><td>US-40        </td><td>Greenfield   </td><td>150          </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n Year & Volume & Road & District & Length\\\\\n\\hline\n\t 1991          & 40000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1991          & 76000         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1991          & 21000         & US-40         & Greenfield    & 150          \\\\\n\t 1992          & 41000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1992          & 79000         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1992          & 21500         & US-40         & Greenfield    & 150          \\\\\n\t 1993          & 45000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1993          & 82000         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1993          & 23000         & US-40         & Greenfield    & 150          \\\\\n\t 1994          & 45600         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1994          & 91000         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1994          & 21000         & US-40         & Greenfield    & 150          \\\\\n\t 1995          & 49000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1995          & 93000         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1995          & 24000         & US-40         & Greenfield    & 150          \\\\\n\t 1996          & 51000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1996          & 93200         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1996          & 23500         & US-40         & Greenfield    & 150          \\\\\n\t 1997          & 52000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1997          & 93500         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1997          & 23400         & US-40         & Greenfield    & 150          \\\\\n\t 1998          & 58000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1998          & 93800         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1998          & 40000         & US-40         & Greenfield    & 150          \\\\\n\t 1999          & 65000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 1999          & 95100         & Interstate 70 & Vincennes     & 156          \\\\\n\t 1999          & 42000         & US-40         & Greenfield    & 150          \\\\\n\t 2000          & 74000         & Interstate 65 & Greenfield    & 262          \\\\\n\t 2000          & 97000         & Interstate 70 & Vincennes     & 156          \\\\\n\t 2000          & 45000         & US-40         & Greenfield    & 150          \\\\\n\t ... & ... & ... & ... & ...\\\\\n\t 2003          &  86000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2003          & 101000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2003          &  55200        & US-40         & Greenfield    & 150          \\\\\n\t 2004          &  87500        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2004          & 102000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2004          &  55300        & US-40         & Greenfield    & 150          \\\\\n\t 2005          &  87000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2005          & 106000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2005          &  56750        & US-40         & Greenfield    & 150          \\\\\n\t 2006          &  95000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2006          & 106200        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2006          &  58000        & US-40         & Greenfield    & 150          \\\\\n\t 2007          & 110000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2007          & 106350        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2007          &  59500        & US-40         & Greenfield    & 150          \\\\\n\t 2008          & 115000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2008          & 108000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2008          &  61000        & US-40         & Greenfield    & 150          \\\\\n\t 2009          & 121000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2009          & 110000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2009          &  65000        & US-40         & Greenfield    & 150          \\\\\n\t 2010          & 122000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2010          & 110500        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2010          &  67000        & US-40         & Greenfield    & 150          \\\\\n\t 2011          & 125000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2011          & 111000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2011          &  67500        & US-40         & Greenfield    & 150          \\\\\n\t 2012          & 127000        & Interstate 65 & Greenfield    & 262          \\\\\n\t 2012          & 113000        & Interstate 70 & Vincennes     & 156          \\\\\n\t 2012          &  67500        & US-40         & Greenfield    & 150          \\\\\n\\end{tabular}\n",
            "text/markdown": "\nYear | Volume | Road | District | Length | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1991          | 40000         | Interstate 65 | Greenfield    | 262           | \n| 1991          | 76000         | Interstate 70 | Vincennes     | 156           | \n| 1991          | 21000         | US-40         | Greenfield    | 150           | \n| 1992          | 41000         | Interstate 65 | Greenfield    | 262           | \n| 1992          | 79000         | Interstate 70 | Vincennes     | 156           | \n| 1992          | 21500         | US-40         | Greenfield    | 150           | \n| 1993          | 45000         | Interstate 65 | Greenfield    | 262           | \n| 1993          | 82000         | Interstate 70 | Vincennes     | 156           | \n| 1993          | 23000         | US-40         | Greenfield    | 150           | \n| 1994          | 45600         | Interstate 65 | Greenfield    | 262           | \n| 1994          | 91000         | Interstate 70 | Vincennes     | 156           | \n| 1994          | 21000         | US-40         | Greenfield    | 150           | \n| 1995          | 49000         | Interstate 65 | Greenfield    | 262           | \n| 1995          | 93000         | Interstate 70 | Vincennes     | 156           | \n| 1995          | 24000         | US-40         | Greenfield    | 150           | \n| 1996          | 51000         | Interstate 65 | Greenfield    | 262           | \n| 1996          | 93200         | Interstate 70 | Vincennes     | 156           | \n| 1996          | 23500         | US-40         | Greenfield    | 150           | \n| 1997          | 52000         | Interstate 65 | Greenfield    | 262           | \n| 1997          | 93500         | Interstate 70 | Vincennes     | 156           | \n| 1997          | 23400         | US-40         | Greenfield    | 150           | \n| 1998          | 58000         | Interstate 65 | Greenfield    | 262           | \n| 1998          | 93800         | Interstate 70 | Vincennes     | 156           | \n| 1998          | 40000         | US-40         | Greenfield    | 150           | \n| 1999          | 65000         | Interstate 65 | Greenfield    | 262           | \n| 1999          | 95100         | Interstate 70 | Vincennes     | 156           | \n| 1999          | 42000         | US-40         | Greenfield    | 150           | \n| 2000          | 74000         | Interstate 65 | Greenfield    | 262           | \n| 2000          | 97000         | Interstate 70 | Vincennes     | 156           | \n| 2000          | 45000         | US-40         | Greenfield    | 150           | \n| ... | ... | ... | ... | ... | \n| 2003          |  86000        | Interstate 65 | Greenfield    | 262           | \n| 2003          | 101000        | Interstate 70 | Vincennes     | 156           | \n| 2003          |  55200        | US-40         | Greenfield    | 150           | \n| 2004          |  87500        | Interstate 65 | Greenfield    | 262           | \n| 2004          | 102000        | Interstate 70 | Vincennes     | 156           | \n| 2004          |  55300        | US-40         | Greenfield    | 150           | \n| 2005          |  87000        | Interstate 65 | Greenfield    | 262           | \n| 2005          | 106000        | Interstate 70 | Vincennes     | 156           | \n| 2005          |  56750        | US-40         | Greenfield    | 150           | \n| 2006          |  95000        | Interstate 65 | Greenfield    | 262           | \n| 2006          | 106200        | Interstate 70 | Vincennes     | 156           | \n| 2006          |  58000        | US-40         | Greenfield    | 150           | \n| 2007          | 110000        | Interstate 65 | Greenfield    | 262           | \n| 2007          | 106350        | Interstate 70 | Vincennes     | 156           | \n| 2007          |  59500        | US-40         | Greenfield    | 150           | \n| 2008          | 115000        | Interstate 65 | Greenfield    | 262           | \n| 2008          | 108000        | Interstate 70 | Vincennes     | 156           | \n| 2008          |  61000        | US-40         | Greenfield    | 150           | \n| 2009          | 121000        | Interstate 65 | Greenfield    | 262           | \n| 2009          | 110000        | Interstate 70 | Vincennes     | 156           | \n| 2009          |  65000        | US-40         | Greenfield    | 150           | \n| 2010          | 122000        | Interstate 65 | Greenfield    | 262           | \n| 2010          | 110500        | Interstate 70 | Vincennes     | 156           | \n| 2010          |  67000        | US-40         | Greenfield    | 150           | \n| 2011          | 125000        | Interstate 65 | Greenfield    | 262           | \n| 2011          | 111000        | Interstate 70 | Vincennes     | 156           | \n| 2011          |  67500        | US-40         | Greenfield    | 150           | \n| 2012          | 127000        | Interstate 65 | Greenfield    | 262           | \n| 2012          | 113000        | Interstate 70 | Vincennes     | 156           | \n| 2012          |  67500        | US-40         | Greenfield    | 150           | \n\n\n",
            "text/plain": "    Year Volume Road          District   Length\n1   1991 40000  Interstate 65 Greenfield 262   \n2   1991 76000  Interstate 70 Vincennes  156   \n3   1991 21000  US-40         Greenfield 150   \n4   1992 41000  Interstate 65 Greenfield 262   \n5   1992 79000  Interstate 70 Vincennes  156   \n6   1992 21500  US-40         Greenfield 150   \n7   1993 45000  Interstate 65 Greenfield 262   \n8   1993 82000  Interstate 70 Vincennes  156   \n9   1993 23000  US-40         Greenfield 150   \n10  1994 45600  Interstate 65 Greenfield 262   \n11  1994 91000  Interstate 70 Vincennes  156   \n12  1994 21000  US-40         Greenfield 150   \n13  1995 49000  Interstate 65 Greenfield 262   \n14  1995 93000  Interstate 70 Vincennes  156   \n15  1995 24000  US-40         Greenfield 150   \n16  1996 51000  Interstate 65 Greenfield 262   \n17  1996 93200  Interstate 70 Vincennes  156   \n18  1996 23500  US-40         Greenfield 150   \n19  1997 52000  Interstate 65 Greenfield 262   \n20  1997 93500  Interstate 70 Vincennes  156   \n21  1997 23400  US-40         Greenfield 150   \n22  1998 58000  Interstate 65 Greenfield 262   \n23  1998 93800  Interstate 70 Vincennes  156   \n24  1998 40000  US-40         Greenfield 150   \n25  1999 65000  Interstate 65 Greenfield 262   \n26  1999 95100  Interstate 70 Vincennes  156   \n27  1999 42000  US-40         Greenfield 150   \n28  2000 74000  Interstate 65 Greenfield 262   \n29  2000 97000  Interstate 70 Vincennes  156   \n30  2000 45000  US-40         Greenfield 150   \n... ...  ...    ...           ...        ...   \n37  2003  86000 Interstate 65 Greenfield 262   \n38  2003 101000 Interstate 70 Vincennes  156   \n39  2003  55200 US-40         Greenfield 150   \n40  2004  87500 Interstate 65 Greenfield 262   \n41  2004 102000 Interstate 70 Vincennes  156   \n42  2004  55300 US-40         Greenfield 150   \n43  2005  87000 Interstate 65 Greenfield 262   \n44  2005 106000 Interstate 70 Vincennes  156   \n45  2005  56750 US-40         Greenfield 150   \n46  2006  95000 Interstate 65 Greenfield 262   \n47  2006 106200 Interstate 70 Vincennes  156   \n48  2006  58000 US-40         Greenfield 150   \n49  2007 110000 Interstate 65 Greenfield 262   \n50  2007 106350 Interstate 70 Vincennes  156   \n51  2007  59500 US-40         Greenfield 150   \n52  2008 115000 Interstate 65 Greenfield 262   \n53  2008 108000 Interstate 70 Vincennes  156   \n54  2008  61000 US-40         Greenfield 150   \n55  2009 121000 Interstate 65 Greenfield 262   \n56  2009 110000 Interstate 70 Vincennes  156   \n57  2009  65000 US-40         Greenfield 150   \n58  2010 122000 Interstate 65 Greenfield 262   \n59  2010 110500 Interstate 70 Vincennes  156   \n60  2010  67000 US-40         Greenfield 150   \n61  2011 125000 Interstate 65 Greenfield 262   \n62  2011 111000 Interstate 70 Vincennes  156   \n63  2011  67500 US-40         Greenfield 150   \n64  2012 127000 Interstate 65 Greenfield 262   \n65  2012 113000 Interstate 70 Vincennes  156   \n66  2012  67500 US-40         Greenfield 150   "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Road</th><th scope=col>Avg_Length</th><th scope=col>Avg_Crash</th></tr></thead>\n<tbody>\n\t<tr><td>Interstate 65</td><td>262          </td><td>107.81818    </td></tr>\n\t<tr><td>Interstate 70</td><td>156          </td><td> 65.18182    </td></tr>\n\t<tr><td>US-36        </td><td>139          </td><td> 48.00000    </td></tr>\n\t<tr><td>US-40        </td><td>150          </td><td> 68.68182    </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lll}\n Road & Avg\\_Length & Avg\\_Crash\\\\\n\\hline\n\t Interstate 65 & 262           & 107.81818    \\\\\n\t Interstate 70 & 156           &  65.18182    \\\\\n\t US-36         & 139           &  48.00000    \\\\\n\t US-40         & 150           &  68.68182    \\\\\n\\end{tabular}\n",
            "text/markdown": "\nRoad | Avg_Length | Avg_Crash | \n|---|---|---|---|\n| Interstate 65 | 262           | 107.81818     | \n| Interstate 70 | 156           |  65.18182     | \n| US-36         | 139           |  48.00000     | \n| US-40         | 150           |  68.68182     | \n\n\n",
            "text/plain": "  Road          Avg_Length Avg_Crash\n1 Interstate 65 262        107.81818\n2 Interstate 70 156         65.18182\n3 US-36         139         48.00000\n4 US-40         150         68.68182"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "#besides Road, adding Year variable as a key\nroads$Year <- crash$Year[1:5]\nsqldf(\"select crash.Year, crash.Volume, roads.* from crash left join roads on crash.Road = roads.Road and crash.Year = roads.Year order by 1\") #multiple keys",
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>Year</th><th scope=col>Volume</th><th scope=col>Road</th><th scope=col>District</th><th scope=col>Length</th><th scope=col>Year..6</th></tr></thead>\n<tbody>\n\t<tr><td>1991          </td><td>40000         </td><td>Interstate 65 </td><td>Greenfield    </td><td>262           </td><td>1991          </td></tr>\n\t<tr><td>1991          </td><td>76000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1991          </td><td>21000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1991          </td><td>35200         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1991          </td><td>20350         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1992          </td><td>41000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1992          </td><td>79000         </td><td>Interstate 70 </td><td>Vincennes     </td><td>156           </td><td>1992          </td></tr>\n\t<tr><td>1992          </td><td>21500         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1992          </td><td>45000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1992          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1993          </td><td>45000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1993          </td><td>82000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1993          </td><td>23000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1993          </td><td>50000         </td><td>US-36         </td><td>Crawfordsville</td><td>139           </td><td>1993          </td></tr>\n\t<tr><td>1993          </td><td>23200         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1994          </td><td>45600         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1994          </td><td>91000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1994          </td><td>21000         </td><td>US-40         </td><td>Greenfield    </td><td>150           </td><td>1994          </td></tr>\n\t<tr><td>1994          </td><td>48000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1994          </td><td>21200         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1995          </td><td>49000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1995          </td><td>93000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1995          </td><td>24000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1995          </td><td>49500         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1995          </td><td>23200         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1996          </td><td>51000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1996          </td><td>93200         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1996          </td><td>23500         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1996          </td><td>47000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>1996          </td><td>20000         </td><td>NA            </td><td>NA            </td><td> NA           </td><td>  NA          </td></tr>\n\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n\t<tr><td>2007  </td><td>110000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2007  </td><td>106350</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2007  </td><td> 59500</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2007  </td><td> 24000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2007  </td><td> 21900</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2008  </td><td>115000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2008  </td><td>108000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2008  </td><td> 61000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2008  </td><td> 24500</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2008  </td><td> 21850</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2009  </td><td>121000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2009  </td><td>110000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2009  </td><td> 65000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2009  </td><td> 24700</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2009  </td><td> 22100</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2010  </td><td>122000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2010  </td><td>110500</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2010  </td><td> 67000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2010  </td><td> 23000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2010  </td><td> 21500</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2011  </td><td>125000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2011  </td><td>111000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2011  </td><td> 67500</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2011  </td><td> 21000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2011  </td><td> 20300</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2012  </td><td>127000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2012  </td><td>113000</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2012  </td><td> 67500</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2012  </td><td> 20500</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n\t<tr><td>2012  </td><td> 21200</td><td>NA    </td><td>NA    </td><td>NA    </td><td>NA    </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|llllll}\n Year & Volume & Road & District & Length & Year..6\\\\\n\\hline\n\t 1991           & 40000          & Interstate 65  & Greenfield     & 262            & 1991          \\\\\n\t 1991           & 76000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1991           & 21000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1991           & 35200          & NA             & NA             &  NA            &   NA          \\\\\n\t 1991           & 20350          & NA             & NA             &  NA            &   NA          \\\\\n\t 1992           & 41000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1992           & 79000          & Interstate 70  & Vincennes      & 156            & 1992          \\\\\n\t 1992           & 21500          & NA             & NA             &  NA            &   NA          \\\\\n\t 1992           & 45000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1992           & 21200          & NA             & NA             &  NA            &   NA          \\\\\n\t 1993           & 45000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1993           & 82000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1993           & 23000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1993           & 50000          & US-36          & Crawfordsville & 139            & 1993          \\\\\n\t 1993           & 23200          & NA             & NA             &  NA            &   NA          \\\\\n\t 1994           & 45600          & NA             & NA             &  NA            &   NA          \\\\\n\t 1994           & 91000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1994           & 21000          & US-40          & Greenfield     & 150            & 1994          \\\\\n\t 1994           & 48000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1994           & 21200          & NA             & NA             &  NA            &   NA          \\\\\n\t 1995           & 49000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1995           & 93000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1995           & 24000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1995           & 49500          & NA             & NA             &  NA            &   NA          \\\\\n\t 1995           & 23200          & NA             & NA             &  NA            &   NA          \\\\\n\t 1996           & 51000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1996           & 93200          & NA             & NA             &  NA            &   NA          \\\\\n\t 1996           & 23500          & NA             & NA             &  NA            &   NA          \\\\\n\t 1996           & 47000          & NA             & NA             &  NA            &   NA          \\\\\n\t 1996           & 20000          & NA             & NA             &  NA            &   NA          \\\\\n\t ... & ... & ... & ... & ... & ...\\\\\n\t 2007   & 110000 & NA     & NA     & NA     & NA    \\\\\n\t 2007   & 106350 & NA     & NA     & NA     & NA    \\\\\n\t 2007   &  59500 & NA     & NA     & NA     & NA    \\\\\n\t 2007   &  24000 & NA     & NA     & NA     & NA    \\\\\n\t 2007   &  21900 & NA     & NA     & NA     & NA    \\\\\n\t 2008   & 115000 & NA     & NA     & NA     & NA    \\\\\n\t 2008   & 108000 & NA     & NA     & NA     & NA    \\\\\n\t 2008   &  61000 & NA     & NA     & NA     & NA    \\\\\n\t 2008   &  24500 & NA     & NA     & NA     & NA    \\\\\n\t 2008   &  21850 & NA     & NA     & NA     & NA    \\\\\n\t 2009   & 121000 & NA     & NA     & NA     & NA    \\\\\n\t 2009   & 110000 & NA     & NA     & NA     & NA    \\\\\n\t 2009   &  65000 & NA     & NA     & NA     & NA    \\\\\n\t 2009   &  24700 & NA     & NA     & NA     & NA    \\\\\n\t 2009   &  22100 & NA     & NA     & NA     & NA    \\\\\n\t 2010   & 122000 & NA     & NA     & NA     & NA    \\\\\n\t 2010   & 110500 & NA     & NA     & NA     & NA    \\\\\n\t 2010   &  67000 & NA     & NA     & NA     & NA    \\\\\n\t 2010   &  23000 & NA     & NA     & NA     & NA    \\\\\n\t 2010   &  21500 & NA     & NA     & NA     & NA    \\\\\n\t 2011   & 125000 & NA     & NA     & NA     & NA    \\\\\n\t 2011   & 111000 & NA     & NA     & NA     & NA    \\\\\n\t 2011   &  67500 & NA     & NA     & NA     & NA    \\\\\n\t 2011   &  21000 & NA     & NA     & NA     & NA    \\\\\n\t 2011   &  20300 & NA     & NA     & NA     & NA    \\\\\n\t 2012   & 127000 & NA     & NA     & NA     & NA    \\\\\n\t 2012   & 113000 & NA     & NA     & NA     & NA    \\\\\n\t 2012   &  67500 & NA     & NA     & NA     & NA    \\\\\n\t 2012   &  20500 & NA     & NA     & NA     & NA    \\\\\n\t 2012   &  21200 & NA     & NA     & NA     & NA    \\\\\n\\end{tabular}\n",
            "text/markdown": "\nYear | Volume | Road | District | Length | Year..6 | \n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| 1991           | 40000          | Interstate 65  | Greenfield     | 262            | 1991           | \n| 1991           | 76000          | NA             | NA             |  NA            |   NA           | \n| 1991           | 21000          | NA             | NA             |  NA            |   NA           | \n| 1991           | 35200          | NA             | NA             |  NA            |   NA           | \n| 1991           | 20350          | NA             | NA             |  NA            |   NA           | \n| 1992           | 41000          | NA             | NA             |  NA            |   NA           | \n| 1992           | 79000          | Interstate 70  | Vincennes      | 156            | 1992           | \n| 1992           | 21500          | NA             | NA             |  NA            |   NA           | \n| 1992           | 45000          | NA             | NA             |  NA            |   NA           | \n| 1992           | 21200          | NA             | NA             |  NA            |   NA           | \n| 1993           | 45000          | NA             | NA             |  NA            |   NA           | \n| 1993           | 82000          | NA             | NA             |  NA            |   NA           | \n| 1993           | 23000          | NA             | NA             |  NA            |   NA           | \n| 1993           | 50000          | US-36          | Crawfordsville | 139            | 1993           | \n| 1993           | 23200          | NA             | NA             |  NA            |   NA           | \n| 1994           | 45600          | NA             | NA             |  NA            |   NA           | \n| 1994           | 91000          | NA             | NA             |  NA            |   NA           | \n| 1994           | 21000          | US-40          | Greenfield     | 150            | 1994           | \n| 1994           | 48000          | NA             | NA             |  NA            |   NA           | \n| 1994           | 21200          | NA             | NA             |  NA            |   NA           | \n| 1995           | 49000          | NA             | NA             |  NA            |   NA           | \n| 1995           | 93000          | NA             | NA             |  NA            |   NA           | \n| 1995           | 24000          | NA             | NA             |  NA            |   NA           | \n| 1995           | 49500          | NA             | NA             |  NA            |   NA           | \n| 1995           | 23200          | NA             | NA             |  NA            |   NA           | \n| 1996           | 51000          | NA             | NA             |  NA            |   NA           | \n| 1996           | 93200          | NA             | NA             |  NA            |   NA           | \n| 1996           | 23500          | NA             | NA             |  NA            |   NA           | \n| 1996           | 47000          | NA             | NA             |  NA            |   NA           | \n| 1996           | 20000          | NA             | NA             |  NA            |   NA           | \n| ... | ... | ... | ... | ... | ... | \n| 2007   | 110000 | NA     | NA     | NA     | NA     | \n| 2007   | 106350 | NA     | NA     | NA     | NA     | \n| 2007   |  59500 | NA     | NA     | NA     | NA     | \n| 2007   |  24000 | NA     | NA     | NA     | NA     | \n| 2007   |  21900 | NA     | NA     | NA     | NA     | \n| 2008   | 115000 | NA     | NA     | NA     | NA     | \n| 2008   | 108000 | NA     | NA     | NA     | NA     | \n| 2008   |  61000 | NA     | NA     | NA     | NA     | \n| 2008   |  24500 | NA     | NA     | NA     | NA     | \n| 2008   |  21850 | NA     | NA     | NA     | NA     | \n| 2009   | 121000 | NA     | NA     | NA     | NA     | \n| 2009   | 110000 | NA     | NA     | NA     | NA     | \n| 2009   |  65000 | NA     | NA     | NA     | NA     | \n| 2009   |  24700 | NA     | NA     | NA     | NA     | \n| 2009   |  22100 | NA     | NA     | NA     | NA     | \n| 2010   | 122000 | NA     | NA     | NA     | NA     | \n| 2010   | 110500 | NA     | NA     | NA     | NA     | \n| 2010   |  67000 | NA     | NA     | NA     | NA     | \n| 2010   |  23000 | NA     | NA     | NA     | NA     | \n| 2010   |  21500 | NA     | NA     | NA     | NA     | \n| 2011   | 125000 | NA     | NA     | NA     | NA     | \n| 2011   | 111000 | NA     | NA     | NA     | NA     | \n| 2011   |  67500 | NA     | NA     | NA     | NA     | \n| 2011   |  21000 | NA     | NA     | NA     | NA     | \n| 2011   |  20300 | NA     | NA     | NA     | NA     | \n| 2012   | 127000 | NA     | NA     | NA     | NA     | \n| 2012   | 113000 | NA     | NA     | NA     | NA     | \n| 2012   |  67500 | NA     | NA     | NA     | NA     | \n| 2012   |  20500 | NA     | NA     | NA     | NA     | \n| 2012   |  21200 | NA     | NA     | NA     | NA     | \n\n\n",
            "text/plain": "    Year Volume Road          District       Length Year..6\n1   1991 40000  Interstate 65 Greenfield     262    1991   \n2   1991 76000  NA            NA              NA      NA   \n3   1991 21000  NA            NA              NA      NA   \n4   1991 35200  NA            NA              NA      NA   \n5   1991 20350  NA            NA              NA      NA   \n6   1992 41000  NA            NA              NA      NA   \n7   1992 79000  Interstate 70 Vincennes      156    1992   \n8   1992 21500  NA            NA              NA      NA   \n9   1992 45000  NA            NA              NA      NA   \n10  1992 21200  NA            NA              NA      NA   \n11  1993 45000  NA            NA              NA      NA   \n12  1993 82000  NA            NA              NA      NA   \n13  1993 23000  NA            NA              NA      NA   \n14  1993 50000  US-36         Crawfordsville 139    1993   \n15  1993 23200  NA            NA              NA      NA   \n16  1994 45600  NA            NA              NA      NA   \n17  1994 91000  NA            NA              NA      NA   \n18  1994 21000  US-40         Greenfield     150    1994   \n19  1994 48000  NA            NA              NA      NA   \n20  1994 21200  NA            NA              NA      NA   \n21  1995 49000  NA            NA              NA      NA   \n22  1995 93000  NA            NA              NA      NA   \n23  1995 24000  NA            NA              NA      NA   \n24  1995 49500  NA            NA              NA      NA   \n25  1995 23200  NA            NA              NA      NA   \n26  1996 51000  NA            NA              NA      NA   \n27  1996 93200  NA            NA              NA      NA   \n28  1996 23500  NA            NA              NA      NA   \n29  1996 47000  NA            NA              NA      NA   \n30  1996 20000  NA            NA              NA      NA   \n... ...  ...    ...           ...            ...    ...    \n81  2007 110000 NA            NA             NA     NA     \n82  2007 106350 NA            NA             NA     NA     \n83  2007  59500 NA            NA             NA     NA     \n84  2007  24000 NA            NA             NA     NA     \n85  2007  21900 NA            NA             NA     NA     \n86  2008 115000 NA            NA             NA     NA     \n87  2008 108000 NA            NA             NA     NA     \n88  2008  61000 NA            NA             NA     NA     \n89  2008  24500 NA            NA             NA     NA     \n90  2008  21850 NA            NA             NA     NA     \n91  2009 121000 NA            NA             NA     NA     \n92  2009 110000 NA            NA             NA     NA     \n93  2009  65000 NA            NA             NA     NA     \n94  2009  24700 NA            NA             NA     NA     \n95  2009  22100 NA            NA             NA     NA     \n96  2010 122000 NA            NA             NA     NA     \n97  2010 110500 NA            NA             NA     NA     \n98  2010  67000 NA            NA             NA     NA     \n99  2010  23000 NA            NA             NA     NA     \n100 2010  21500 NA            NA             NA     NA     \n101 2011 125000 NA            NA             NA     NA     \n102 2011 111000 NA            NA             NA     NA     \n103 2011  67500 NA            NA             NA     NA     \n104 2011  21000 NA            NA             NA     NA     \n105 2011  20300 NA            NA             NA     NA     \n106 2012 127000 NA            NA             NA     NA     \n107 2012 113000 NA            NA             NA     NA     \n108 2012  67500 NA            NA             NA     NA     \n109 2012  20500 NA            NA             NA     NA     \n110 2012  21200 NA            NA             NA     NA     "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "slideshow": {
          "slide_type": "subslide"
        }
      },
      "cell_type": "markdown",
      "source": "## Using `SQLite` package for sqlite database"
    },
    {
      "metadata": {
        "slideshow": {
          "slide_type": "subslide"
        }
      },
      "cell_type": "markdown",
      "source": "* SQLite is a public-domain, single-user database\n* light weight serverless transactional SQL database engine\n* SQLite supports most of the query language features\n\n**Download SQLite from here:** https://www.sqlite.org/download.html  \n**How to download & Install SQLite:** http://www.sqlitetutorial.net/download-install-sqlite/     \n**SQLite tutorials:**    \nhttps://www.guru99.com/sqlite-tutorial.html  \nhttps://www.sqlite.org/cli.html \n**SQLite DB Browser(visual & open source tool):** http://sqlitebrowser.org/  "
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "slide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "# install required packages\n# install.packages(\"RSQLite\", repos = \"http://cran.us.r-project.org\")\n# install.packages(\"DBI\", repos = \"http://cran.us.r-project.org\")",
      "execution_count": 2,
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "also installing the dependencies 'bit', 'prettyunits', 'bit64', 'blob', 'DBI', 'memoise', 'plogr'\n\n"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "package 'bit' successfully unpacked and MD5 sums checked\npackage 'prettyunits' successfully unpacked and MD5 sums checked\npackage 'bit64' successfully unpacked and MD5 sums checked\npackage 'blob' successfully unpacked and MD5 sums checked\npackage 'DBI' successfully unpacked and MD5 sums checked\npackage 'memoise' successfully unpacked and MD5 sums checked\npackage 'plogr' successfully unpacked and MD5 sums checked\npackage 'RSQLite' successfully unpacked and MD5 sums checked\n\nThe downloaded binary packages are in\n\tC:\\Users\\User\\AppData\\Local\\Temp\\RtmpSAhvkS\\downloaded_packages\npackage 'DBI' successfully unpacked and MD5 sums checked\n\nThe downloaded binary packages are in\n\tC:\\Users\\User\\AppData\\Local\\Temp\\RtmpSAhvkS\\downloaded_packages\n"
        }
      ]
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "fragment"
        }
      },
      "cell_type": "markdown",
      "source": "### load packages"
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "fragment"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "library(RSQLite)\nlibrary(DBI) # database interface (DBI) connectivity between DBMS(database management systems)  \n# and R ",
      "execution_count": 29,
      "outputs": []
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "subslide"
        }
      },
      "cell_type": "markdown",
      "source": "### connect to the sqlite database"
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "# To create a new SQLite database, you simply supply the filename to dbConnect():\n\n# mydb <- dbConnect(RSQLite::SQLite(), \"my-db.sqlite\")\n# dbDisconnect(mydb)\n# unlink(\"my-db.sqlite\")\nmydb <- dbConnect(SQLite(), dbname = \"data/ex1.db\")\n#mydb <- dbConnect(SQLite(), dbname = \"c:/sqlite/ex1.db\") # if its a local system",
      "execution_count": 35,
      "outputs": []
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "scrolled": true,
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "# list out tables from database\ndbListTables(mydb)\n# sending query and selecting the table\ndbGetQuery(mydb, 'SELECT * FROM tbl1')",
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<ol class=list-inline>\n\t<li>'letterMonths'</li>\n\t<li>'motarcars'</li>\n\t<li>'mtcars'</li>\n\t<li>'mtcarsNew'</li>\n\t<li>'tbl1'</li>\n\t<li>'tbl2'</li>\n\t<li>'tutorial.us_housing_units'</li>\n</ol>\n",
            "text/latex": "\\begin{enumerate*}\n\\item 'letterMonths'\n\\item 'motarcars'\n\\item 'mtcars'\n\\item 'mtcarsNew'\n\\item 'tbl1'\n\\item 'tbl2'\n\\item 'tutorial.us\\_housing\\_units'\n\\end{enumerate*}\n",
            "text/markdown": "1. 'letterMonths'\n2. 'motarcars'\n3. 'mtcars'\n4. 'mtcarsNew'\n5. 'tbl1'\n6. 'tbl2'\n7. 'tutorial.us_housing_units'\n\n\n",
            "text/plain": "[1] \"letterMonths\"              \"motarcars\"                \n[3] \"mtcars\"                    \"mtcarsNew\"                \n[5] \"tbl1\"                      \"tbl2\"                     \n[7] \"tutorial.us_housing_units\""
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>one</th><th scope=col>two</th></tr></thead>\n<tbody>\n\t<tr><td>hello!    </td><td>10        </td></tr>\n\t<tr><td>goodbye   </td><td>20        </td></tr>\n\t<tr><td>lucid!    </td><td>40        </td></tr>\n\t<tr><td>solutions!</td><td>90        </td></tr>\n\t<tr><td>data      </td><td> 4        </td></tr>\n\t<tr><td>science   </td><td>54        </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|ll}\n one & two\\\\\n\\hline\n\t hello!     & 10        \\\\\n\t goodbye    & 20        \\\\\n\t lucid!     & 40        \\\\\n\t solutions! & 90        \\\\\n\t data       &  4        \\\\\n\t science    & 54        \\\\\n\\end{tabular}\n",
            "text/markdown": "\none | two | \n|---|---|---|---|---|---|\n| hello!     | 10         | \n| goodbye    | 20         | \n| lucid!     | 40         | \n| solutions! | 90         | \n| data       |  4         | \n| science    | 54         | \n\n\n",
            "text/plain": "  one        two\n1 hello!     10 \n2 goodbye    20 \n3 lucid!     40 \n4 solutions! 90 \n5 data        4 \n6 science    54 "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "slideshow": {
          "slide_type": "slide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbListFields(mydb, 'tbl1')",
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<ol class=list-inline>\n\t<li>'one'</li>\n\t<li>'two'</li>\n</ol>\n",
            "text/latex": "\\begin{enumerate*}\n\\item 'one'\n\\item 'two'\n\\end{enumerate*}\n",
            "text/markdown": "1. 'one'\n2. 'two'\n\n\n",
            "text/plain": "[1] \"one\" \"two\""
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "fragment"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "# to disconnect the database\n# dbDisconnect(mydb) ",
      "execution_count": 38,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Exporting dataframe to the temporary database"
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "slide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "mydb <- dbConnect(RSQLite::SQLite(), \"\") # If you just need a temporary database, use  \"\"\ndbWriteTable(mydb, \"mtcars\", mtcars) # You can easily copy an R data frame into a SQLite database with dbWriteTable()\ndbWriteTable(mydb, \"iris\", iris) # to write the dataframe to sqlite database\ndbListTables(mydb)  # to list out the tables",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<ol class=list-inline>\n\t<li>'iris'</li>\n\t<li>'mtcars'</li>\n</ol>\n",
            "text/latex": "\\begin{enumerate*}\n\\item 'iris'\n\\item 'mtcars'\n\\end{enumerate*}\n",
            "text/markdown": "1. 'iris'\n2. 'mtcars'\n\n\n",
            "text/plain": "[1] \"iris\"   \"mtcars\""
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "# query with dbGetQuery():\ndbGetQuery(mydb, 'SELECT * FROM mtcars LIMIT 5')",
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>mpg</th><th scope=col>cyl</th><th scope=col>disp</th><th scope=col>hp</th><th scope=col>drat</th><th scope=col>wt</th><th scope=col>qsec</th><th scope=col>vs</th><th scope=col>am</th><th scope=col>gear</th><th scope=col>carb</th></tr></thead>\n<tbody>\n\t<tr><td>21.0 </td><td>6    </td><td>160  </td><td>110  </td><td>3.90 </td><td>2.620</td><td>16.46</td><td>0    </td><td>1    </td><td>4    </td><td>4    </td></tr>\n\t<tr><td>21.0 </td><td>6    </td><td>160  </td><td>110  </td><td>3.90 </td><td>2.875</td><td>17.02</td><td>0    </td><td>1    </td><td>4    </td><td>4    </td></tr>\n\t<tr><td>22.8 </td><td>4    </td><td>108  </td><td> 93  </td><td>3.85 </td><td>2.320</td><td>18.61</td><td>1    </td><td>1    </td><td>4    </td><td>1    </td></tr>\n\t<tr><td>21.4 </td><td>6    </td><td>258  </td><td>110  </td><td>3.08 </td><td>3.215</td><td>19.44</td><td>1    </td><td>0    </td><td>3    </td><td>1    </td></tr>\n\t<tr><td>18.7 </td><td>8    </td><td>360  </td><td>175  </td><td>3.15 </td><td>3.440</td><td>17.02</td><td>0    </td><td>0    </td><td>3    </td><td>2    </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllllllllll}\n mpg & cyl & disp & hp & drat & wt & qsec & vs & am & gear & carb\\\\\n\\hline\n\t 21.0  & 6     & 160   & 110   & 3.90  & 2.620 & 16.46 & 0     & 1     & 4     & 4    \\\\\n\t 21.0  & 6     & 160   & 110   & 3.90  & 2.875 & 17.02 & 0     & 1     & 4     & 4    \\\\\n\t 22.8  & 4     & 108   &  93   & 3.85  & 2.320 & 18.61 & 1     & 1     & 4     & 1    \\\\\n\t 21.4  & 6     & 258   & 110   & 3.08  & 3.215 & 19.44 & 1     & 0     & 3     & 1    \\\\\n\t 18.7  & 8     & 360   & 175   & 3.15  & 3.440 & 17.02 & 0     & 0     & 3     & 2    \\\\\n\\end{tabular}\n",
            "text/markdown": "\nmpg | cyl | disp | hp | drat | wt | qsec | vs | am | gear | carb | \n|---|---|---|---|---|\n| 21.0  | 6     | 160   | 110   | 3.90  | 2.620 | 16.46 | 0     | 1     | 4     | 4     | \n| 21.0  | 6     | 160   | 110   | 3.90  | 2.875 | 17.02 | 0     | 1     | 4     | 4     | \n| 22.8  | 4     | 108   |  93   | 3.85  | 2.320 | 18.61 | 1     | 1     | 4     | 1     | \n| 21.4  | 6     | 258   | 110   | 3.08  | 3.215 | 19.44 | 1     | 0     | 3     | 1     | \n| 18.7  | 8     | 360   | 175   | 3.15  | 3.440 | 17.02 | 0     | 0     | 3     | 2     | \n\n\n",
            "text/plain": "  mpg  cyl disp hp  drat wt    qsec  vs am gear carb\n1 21.0 6   160  110 3.90 2.620 16.46 0  1  4    4   \n2 21.0 6   160  110 3.90 2.875 17.02 0  1  4    4   \n3 22.8 4   108   93 3.85 2.320 18.61 1  1  4    1   \n4 21.4 6   258  110 3.08 3.215 19.44 1  0  3    1   \n5 18.7 8   360  175 3.15 3.440 17.02 0  0  3    2   "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "scrolled": false,
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbGetQuery(mydb, 'SELECT * FROM iris WHERE \"Sepal.Length\" < 4.6')",
      "execution_count": 40,
      "outputs": [
        {
          "ename": "ERROR",
          "evalue": "Error in result_create(conn@ptr, statement): no such table: iris\n",
          "output_type": "error",
          "traceback": [
            "Error in result_create(conn@ptr, statement): no such table: iris\nTraceback:\n",
            "1. dbGetQuery(mydb, \"SELECT * FROM iris WHERE \\\"Sepal.Length\\\" < 4.6\")",
            "2. dbGetQuery(mydb, \"SELECT * FROM iris WHERE \\\"Sepal.Length\\\" < 4.6\")",
            "3. .local(conn, statement, ...)",
            "4. dbSendQuery(conn, statement, ...)",
            "5. dbSendQuery(conn, statement, ...)",
            "6. .local(conn, statement, ...)",
            "7. new(\"SQLiteResult\", sql = statement, ptr = result_create(conn@ptr, \n .     statement), conn = conn, bigint = conn@bigint)",
            "8. initialize(value, ...)",
            "9. initialize(value, ...)",
            "10. result_create(conn@ptr, statement)"
          ]
        }
      ]
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "fragment"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbDisconnect(mydb)",
      "execution_count": 25,
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "Warning message in connection_release(conn@ptr):\n\"Already disconnected\""
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "mydb <- dbConnect(SQLite(), dbname = \"data/ex1.db\")",
      "execution_count": 53,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbWriteTable (conn = mydb, name = \"tutorial_us_housing_units\", value = \"data/tutorial_us_housing_units.csv\",\n     row.names = FALSE, header = TRUE, overwrite =TRUE)",
      "execution_count": 69,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbListTables(mydb)                   # The tables in the database\ndbListFields(mydb, \"tutorial_us_housing_units\")         # The columns in a table",
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<ol class=list-inline>\n\t<li>'letterMonths'</li>\n\t<li>'motarcars'</li>\n\t<li>'mtcars'</li>\n\t<li>'mtcarsNew'</li>\n\t<li>'tbl1'</li>\n\t<li>'tbl2'</li>\n\t<li>'tutorial.us_housing_units'</li>\n\t<li>'tutorial_us_housing_units'</li>\n</ol>\n",
            "text/latex": "\\begin{enumerate*}\n\\item 'letterMonths'\n\\item 'motarcars'\n\\item 'mtcars'\n\\item 'mtcarsNew'\n\\item 'tbl1'\n\\item 'tbl2'\n\\item 'tutorial.us\\_housing\\_units'\n\\item 'tutorial\\_us\\_housing\\_units'\n\\end{enumerate*}\n",
            "text/markdown": "1. 'letterMonths'\n2. 'motarcars'\n3. 'mtcars'\n4. 'mtcarsNew'\n5. 'tbl1'\n6. 'tbl2'\n7. 'tutorial.us_housing_units'\n8. 'tutorial_us_housing_units'\n\n\n",
            "text/plain": "[1] \"letterMonths\"              \"motarcars\"                \n[3] \"mtcars\"                    \"mtcarsNew\"                \n[5] \"tbl1\"                      \"tbl2\"                     \n[7] \"tutorial.us_housing_units\" \"tutorial_us_housing_units\""
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<ol class=list-inline>\n\t<li>'year'</li>\n\t<li>'month'</li>\n\t<li>'month_name'</li>\n\t<li>'south'</li>\n\t<li>'west'</li>\n\t<li>'midwest'</li>\n\t<li>'northeast'</li>\n</ol>\n",
            "text/latex": "\\begin{enumerate*}\n\\item 'year'\n\\item 'month'\n\\item 'month\\_name'\n\\item 'south'\n\\item 'west'\n\\item 'midwest'\n\\item 'northeast'\n\\end{enumerate*}\n",
            "text/markdown": "1. 'year'\n2. 'month'\n3. 'month_name'\n4. 'south'\n5. 'west'\n6. 'midwest'\n7. 'northeast'\n\n\n",
            "text/plain": "[1] \"year\"       \"month\"      \"month_name\" \"south\"      \"west\"      \n[6] \"midwest\"    \"northeast\" "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### `SELECT`, `WHERE`, `LIMIT` "
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": false
      },
      "cell_type": "code",
      "source": "head(dbGetQuery (mydb, 'SELECT * FROM tutorial_us_housing_units'))",
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>month_name</th><th scope=col>south</th><th scope=col>west</th><th scope=col>midwest</th><th scope=col>northeast</th></tr></thead>\n<tbody>\n\t<tr><td>1968    </td><td>1       </td><td>January </td><td>35.6    </td><td>17.0    </td><td>22.6    </td><td>12.9    </td></tr>\n\t<tr><td>1968    </td><td>2       </td><td>February</td><td>31.5    </td><td>18.6    </td><td>23.3    </td><td> 9.7    </td></tr>\n\t<tr><td>1968    </td><td>3       </td><td>March   </td><td>42.5    </td><td>17.4    </td><td>24.4    </td><td>10.7    </td></tr>\n\t<tr><td>1968    </td><td>4       </td><td>April   </td><td>42.9    </td><td>20.6    </td><td>27.0    </td><td>12.0    </td></tr>\n\t<tr><td>1968    </td><td>5       </td><td>May     </td><td>46.2    </td><td>20.0    </td><td>25.1    </td><td>20.0    </td></tr>\n\t<tr><td>1968    </td><td>6       </td><td>June    </td><td>37.7    </td><td>23.2    </td><td>26.9    </td><td>16.8    </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllllll}\n year & month & month\\_name & south & west & midwest & northeast\\\\\n\\hline\n\t 1968     & 1        & January  & 35.6     & 17.0     & 22.6     & 12.9    \\\\\n\t 1968     & 2        & February & 31.5     & 18.6     & 23.3     &  9.7    \\\\\n\t 1968     & 3        & March    & 42.5     & 17.4     & 24.4     & 10.7    \\\\\n\t 1968     & 4        & April    & 42.9     & 20.6     & 27.0     & 12.0    \\\\\n\t 1968     & 5        & May      & 46.2     & 20.0     & 25.1     & 20.0    \\\\\n\t 1968     & 6        & June     & 37.7     & 23.2     & 26.9     & 16.8    \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | month_name | south | west | midwest | northeast | \n|---|---|---|---|---|---|\n| 1968     | 1        | January  | 35.6     | 17.0     | 22.6     | 12.9     | \n| 1968     | 2        | February | 31.5     | 18.6     | 23.3     |  9.7     | \n| 1968     | 3        | March    | 42.5     | 17.4     | 24.4     | 10.7     | \n| 1968     | 4        | April    | 42.9     | 20.6     | 27.0     | 12.0     | \n| 1968     | 5        | May      | 46.2     | 20.0     | 25.1     | 20.0     | \n| 1968     | 6        | June     | 37.7     | 23.2     | 26.9     | 16.8     | \n\n\n",
            "text/plain": "  year month month_name south west midwest northeast\n1 1968 1     January    35.6  17.0 22.6    12.9     \n2 1968 2     February   31.5  18.6 23.3     9.7     \n3 1968 3     March      42.5  17.4 24.4    10.7     \n4 1968 4     April      42.9  20.6 27.0    12.0     \n5 1968 5     May        46.2  20.0 25.1    20.0     \n6 1968 6     June       37.7  23.2 26.9    16.8     "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "run_control": {
          "marked": false
        },
        "scrolled": true,
        "trusted": false
      },
      "cell_type": "code",
      "source": "head(dbGetQuery (mydb, 'SELECT year,\n       month,\n       west\n  FROM tutorial_us_housing_units'))\n\nhead(dbGetQuery (mydb, 'SELECT west AS \"West Region\"\n  FROM tutorial_us_housing_units'))\n\nhead(dbGetQuery (mydb, 'SELECT west AS West_Region,\n       south AS South_Region\n  FROM tutorial_us_housing_units'))\nhead(dbGetQuery (mydb, 'SELECT *\n  FROM tutorial_us_housing_units\n LIMIT 100'))\nhead(dbGetQuery (mydb, 'SELECT *\n  FROM tutorial_us_housing_units\n WHERE month = 1'))",
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>west</th></tr></thead>\n<tbody>\n\t<tr><td>1968</td><td>1   </td><td>17.0</td></tr>\n\t<tr><td>1968</td><td>2   </td><td>18.6</td></tr>\n\t<tr><td>1968</td><td>3   </td><td>17.4</td></tr>\n\t<tr><td>1968</td><td>4   </td><td>20.6</td></tr>\n\t<tr><td>1968</td><td>5   </td><td>20.0</td></tr>\n\t<tr><td>1968</td><td>6   </td><td>23.2</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lll}\n year & month & west\\\\\n\\hline\n\t 1968 & 1    & 17.0\\\\\n\t 1968 & 2    & 18.6\\\\\n\t 1968 & 3    & 17.4\\\\\n\t 1968 & 4    & 20.6\\\\\n\t 1968 & 5    & 20.0\\\\\n\t 1968 & 6    & 23.2\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | west | \n|---|---|---|---|---|---|\n| 1968 | 1    | 17.0 | \n| 1968 | 2    | 18.6 | \n| 1968 | 3    | 17.4 | \n| 1968 | 4    | 20.6 | \n| 1968 | 5    | 20.0 | \n| 1968 | 6    | 23.2 | \n\n\n",
            "text/plain": "  year month west\n1 1968 1     17.0\n2 1968 2     18.6\n3 1968 3     17.4\n4 1968 4     20.6\n5 1968 5     20.0\n6 1968 6     23.2"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Comparison operators on numerical data\n\n|     Meaning              |    Operator      |\n|--------------------------|-----------|\n| Equal to                 | = |\n| Not equal to             | <> or  != |\n| Greater than             | >         |\n| Less than                | <         |\n| Greater than or equal to | >=        |\n| Less than or equal to    | <=        |"
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "head(dbGetQuery (mydb, 'SELECT *\n  FROM tutorial_us_housing_units\n WHERE west > 30'))\n# head(dbGetQuery (mydb, 'SELECT *\n#   FROM tutorial_us_housing_units\n#  WHERE month_name != 'January''))\n# head(dbGetQuery (mydb, 'SELECT *\n#   FROM tutorial_us_housing_units\n#  WHERE month_name > 'J''))\nhead(dbGetQuery (mydb, 'SELECT year,\n       month,\n       west,\n       south,\n       west + south AS south_plus_west\n  FROM tutorial_us_housing_units'))\nhead(dbGetQuery (mydb, 'SELECT year,\n       month,\n       west,\n       south,\n       west + south - 4 * year AS nonsense_column\n  FROM tutorial_us_housing_units'))\nhead(dbGetQuery (mydb, 'SELECT year,\n       month,\n       west,\n       south,\n       (west + south)/2 AS south_west_avg\n  FROM tutorial_us_housing_units'))",
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>month_name</th><th scope=col>south</th><th scope=col>west</th><th scope=col>midwest</th><th scope=col>northeast</th></tr></thead>\n<tbody>\n\t<tr><td>1968    </td><td>1       </td><td>January </td><td>35.6    </td><td>17.0    </td><td>22.6    </td><td>12.9    </td></tr>\n\t<tr><td>1968    </td><td>2       </td><td>February</td><td>31.5    </td><td>18.6    </td><td>23.3    </td><td> 9.7    </td></tr>\n\t<tr><td>1968    </td><td>3       </td><td>March   </td><td>42.5    </td><td>17.4    </td><td>24.4    </td><td>10.7    </td></tr>\n\t<tr><td>1968    </td><td>4       </td><td>April   </td><td>42.9    </td><td>20.6    </td><td>27.0    </td><td>12.0    </td></tr>\n\t<tr><td>1968    </td><td>5       </td><td>May     </td><td>46.2    </td><td>20.0    </td><td>25.1    </td><td>20.0    </td></tr>\n\t<tr><td>1968    </td><td>6       </td><td>June    </td><td>37.7    </td><td>23.2    </td><td>26.9    </td><td>16.8    </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllllll}\n year & month & month\\_name & south & west & midwest & northeast\\\\\n\\hline\n\t 1968     & 1        & January  & 35.6     & 17.0     & 22.6     & 12.9    \\\\\n\t 1968     & 2        & February & 31.5     & 18.6     & 23.3     &  9.7    \\\\\n\t 1968     & 3        & March    & 42.5     & 17.4     & 24.4     & 10.7    \\\\\n\t 1968     & 4        & April    & 42.9     & 20.6     & 27.0     & 12.0    \\\\\n\t 1968     & 5        & May      & 46.2     & 20.0     & 25.1     & 20.0    \\\\\n\t 1968     & 6        & June     & 37.7     & 23.2     & 26.9     & 16.8    \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | month_name | south | west | midwest | northeast | \n|---|---|---|---|---|---|\n| 1968     | 1        | January  | 35.6     | 17.0     | 22.6     | 12.9     | \n| 1968     | 2        | February | 31.5     | 18.6     | 23.3     |  9.7     | \n| 1968     | 3        | March    | 42.5     | 17.4     | 24.4     | 10.7     | \n| 1968     | 4        | April    | 42.9     | 20.6     | 27.0     | 12.0     | \n| 1968     | 5        | May      | 46.2     | 20.0     | 25.1     | 20.0     | \n| 1968     | 6        | June     | 37.7     | 23.2     | 26.9     | 16.8     | \n\n\n",
            "text/plain": "  year month month_name south west midwest northeast\n1 1968 1     January    35.6  17.0 22.6    12.9     \n2 1968 2     February   31.5  18.6 23.3     9.7     \n3 1968 3     March      42.5  17.4 24.4    10.7     \n4 1968 4     April      42.9  20.6 27.0    12.0     \n5 1968 5     May        46.2  20.0 25.1    20.0     \n6 1968 6     June       37.7  23.2 26.9    16.8     "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>month_name</th><th scope=col>south</th><th scope=col>west</th><th scope=col>midwest</th><th scope=col>northeast</th></tr></thead>\n<tbody>\n\t<tr><td>1968    </td><td>1       </td><td>January </td><td>35.6    </td><td>17.0    </td><td>22.6    </td><td>12.9    </td></tr>\n\t<tr><td>1968    </td><td>2       </td><td>February</td><td>31.5    </td><td>18.6    </td><td>23.3    </td><td> 9.7    </td></tr>\n\t<tr><td>1968    </td><td>3       </td><td>March   </td><td>42.5    </td><td>17.4    </td><td>24.4    </td><td>10.7    </td></tr>\n\t<tr><td>1968    </td><td>4       </td><td>April   </td><td>42.9    </td><td>20.6    </td><td>27.0    </td><td>12.0    </td></tr>\n\t<tr><td>1968    </td><td>5       </td><td>May     </td><td>46.2    </td><td>20.0    </td><td>25.1    </td><td>20.0    </td></tr>\n\t<tr><td>1968    </td><td>6       </td><td>June    </td><td>37.7    </td><td>23.2    </td><td>26.9    </td><td>16.8    </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllllll}\n year & month & month\\_name & south & west & midwest & northeast\\\\\n\\hline\n\t 1968     & 1        & January  & 35.6     & 17.0     & 22.6     & 12.9    \\\\\n\t 1968     & 2        & February & 31.5     & 18.6     & 23.3     &  9.7    \\\\\n\t 1968     & 3        & March    & 42.5     & 17.4     & 24.4     & 10.7    \\\\\n\t 1968     & 4        & April    & 42.9     & 20.6     & 27.0     & 12.0    \\\\\n\t 1968     & 5        & May      & 46.2     & 20.0     & 25.1     & 20.0    \\\\\n\t 1968     & 6        & June     & 37.7     & 23.2     & 26.9     & 16.8    \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | month_name | south | west | midwest | northeast | \n|---|---|---|---|---|---|\n| 1968     | 1        | January  | 35.6     | 17.0     | 22.6     | 12.9     | \n| 1968     | 2        | February | 31.5     | 18.6     | 23.3     |  9.7     | \n| 1968     | 3        | March    | 42.5     | 17.4     | 24.4     | 10.7     | \n| 1968     | 4        | April    | 42.9     | 20.6     | 27.0     | 12.0     | \n| 1968     | 5        | May      | 46.2     | 20.0     | 25.1     | 20.0     | \n| 1968     | 6        | June     | 37.7     | 23.2     | 26.9     | 16.8     | \n\n\n",
            "text/plain": "  year month month_name south west midwest northeast\n1 1968 1     January    35.6  17.0 22.6    12.9     \n2 1968 2     February   31.5  18.6 23.3     9.7     \n3 1968 3     March      42.5  17.4 24.4    10.7     \n4 1968 4     April      42.9  20.6 27.0    12.0     \n5 1968 5     May        46.2  20.0 25.1    20.0     \n6 1968 6     June       37.7  23.2 26.9    16.8     "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>month_name</th><th scope=col>south</th><th scope=col>west</th><th scope=col>midwest</th><th scope=col>northeast</th></tr></thead>\n<tbody>\n\t<tr><td>1968   </td><td>1      </td><td>January</td><td>35.6   </td><td>17.0   </td><td>22.6   </td><td>12.9   </td></tr>\n\t<tr><td>1969   </td><td>1      </td><td>January</td><td>40.1   </td><td>19.7   </td><td>18.0   </td><td>11.0   </td></tr>\n\t<tr><td>1970   </td><td>1      </td><td>January</td><td>43.7   </td><td>25.2   </td><td>23.1   </td><td>13.2   </td></tr>\n\t<tr><td>1971   </td><td>1      </td><td>January</td><td>46.8   </td><td>22.3   </td><td>24.0   </td><td>14.2   </td></tr>\n\t<tr><td>1972   </td><td>1      </td><td>January</td><td>67.6   </td><td>32.8   </td><td>26.6   </td><td>18.2   </td></tr>\n\t<tr><td>1973   </td><td>1      </td><td>January</td><td>72.2   </td><td>33.7   </td><td>32.4   </td><td>23.2   </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllllll}\n year & month & month\\_name & south & west & midwest & northeast\\\\\n\\hline\n\t 1968    & 1       & January & 35.6    & 17.0    & 22.6    & 12.9   \\\\\n\t 1969    & 1       & January & 40.1    & 19.7    & 18.0    & 11.0   \\\\\n\t 1970    & 1       & January & 43.7    & 25.2    & 23.1    & 13.2   \\\\\n\t 1971    & 1       & January & 46.8    & 22.3    & 24.0    & 14.2   \\\\\n\t 1972    & 1       & January & 67.6    & 32.8    & 26.6    & 18.2   \\\\\n\t 1973    & 1       & January & 72.2    & 33.7    & 32.4    & 23.2   \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | month_name | south | west | midwest | northeast | \n|---|---|---|---|---|---|\n| 1968    | 1       | January | 35.6    | 17.0    | 22.6    | 12.9    | \n| 1969    | 1       | January | 40.1    | 19.7    | 18.0    | 11.0    | \n| 1970    | 1       | January | 43.7    | 25.2    | 23.1    | 13.2    | \n| 1971    | 1       | January | 46.8    | 22.3    | 24.0    | 14.2    | \n| 1972    | 1       | January | 67.6    | 32.8    | 26.6    | 18.2    | \n| 1973    | 1       | January | 72.2    | 33.7    | 32.4    | 23.2    | \n\n\n",
            "text/plain": "  year month month_name south west midwest northeast\n1 1968 1     January    35.6  17.0 22.6    12.9     \n2 1969 1     January    40.1  19.7 18.0    11.0     \n3 1970 1     January    43.7  25.2 23.1    13.2     \n4 1971 1     January    46.8  22.3 24.0    14.2     \n5 1972 1     January    67.6  32.8 26.6    18.2     \n6 1973 1     January    72.2  33.7 32.4    23.2     "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>month_name</th><th scope=col>south</th><th scope=col>west</th><th scope=col>midwest</th><th scope=col>northeast</th></tr></thead>\n<tbody>\n\t<tr><td>1970     </td><td>9        </td><td>September</td><td>49.7     </td><td>31.2     </td><td>29.7     </td><td>18.3     </td></tr>\n\t<tr><td>1971     </td><td>4        </td><td>April    </td><td>60.6     </td><td>32.3     </td><td>25.1     </td><td>15.2     </td></tr>\n\t<tr><td>1971     </td><td>5        </td><td>May      </td><td>60.4     </td><td>30.3     </td><td>27.1     </td><td>15.9     </td></tr>\n\t<tr><td>1971     </td><td>6        </td><td>June     </td><td>63.4     </td><td>30.8     </td><td>28.7     </td><td>21.4     </td></tr>\n\t<tr><td>1971     </td><td>7        </td><td>July     </td><td>62.3     </td><td>36.7     </td><td>28.5     </td><td>18.0     </td></tr>\n\t<tr><td>1971     </td><td>8        </td><td>August   </td><td>69.3     </td><td>43.1     </td><td>37.9     </td><td>21.2     </td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllllll}\n year & month & month\\_name & south & west & midwest & northeast\\\\\n\\hline\n\t 1970      & 9         & September & 49.7      & 31.2      & 29.7      & 18.3     \\\\\n\t 1971      & 4         & April     & 60.6      & 32.3      & 25.1      & 15.2     \\\\\n\t 1971      & 5         & May       & 60.4      & 30.3      & 27.1      & 15.9     \\\\\n\t 1971      & 6         & June      & 63.4      & 30.8      & 28.7      & 21.4     \\\\\n\t 1971      & 7         & July      & 62.3      & 36.7      & 28.5      & 18.0     \\\\\n\t 1971      & 8         & August    & 69.3      & 43.1      & 37.9      & 21.2     \\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | month_name | south | west | midwest | northeast | \n|---|---|---|---|---|---|\n| 1970      | 9         | September | 49.7      | 31.2      | 29.7      | 18.3      | \n| 1971      | 4         | April     | 60.6      | 32.3      | 25.1      | 15.2      | \n| 1971      | 5         | May       | 60.4      | 30.3      | 27.1      | 15.9      | \n| 1971      | 6         | June      | 63.4      | 30.8      | 28.7      | 21.4      | \n| 1971      | 7         | July      | 62.3      | 36.7      | 28.5      | 18.0      | \n| 1971      | 8         | August    | 69.3      | 43.1      | 37.9      | 21.2      | \n\n\n",
            "text/plain": "  year month month_name south west midwest northeast\n1 1970 9     September  49.7  31.2 29.7    18.3     \n2 1971 4     April      60.6  32.3 25.1    15.2     \n3 1971 5     May        60.4  30.3 27.1    15.9     \n4 1971 6     June       63.4  30.8 28.7    21.4     \n5 1971 7     July       62.3  36.7 28.5    18.0     \n6 1971 8     August     69.3  43.1 37.9    21.2     "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>west</th><th scope=col>south</th><th scope=col>south_plus_west</th></tr></thead>\n<tbody>\n\t<tr><td>1968</td><td>1   </td><td>17.0</td><td>35.6</td><td>52.6</td></tr>\n\t<tr><td>1968</td><td>2   </td><td>18.6</td><td>31.5</td><td>50.1</td></tr>\n\t<tr><td>1968</td><td>3   </td><td>17.4</td><td>42.5</td><td>59.9</td></tr>\n\t<tr><td>1968</td><td>4   </td><td>20.6</td><td>42.9</td><td>63.5</td></tr>\n\t<tr><td>1968</td><td>5   </td><td>20.0</td><td>46.2</td><td>66.2</td></tr>\n\t<tr><td>1968</td><td>6   </td><td>23.2</td><td>37.7</td><td>60.9</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & month & west & south & south\\_plus\\_west\\\\\n\\hline\n\t 1968 & 1    & 17.0 & 35.6 & 52.6\\\\\n\t 1968 & 2    & 18.6 & 31.5 & 50.1\\\\\n\t 1968 & 3    & 17.4 & 42.5 & 59.9\\\\\n\t 1968 & 4    & 20.6 & 42.9 & 63.5\\\\\n\t 1968 & 5    & 20.0 & 46.2 & 66.2\\\\\n\t 1968 & 6    & 23.2 & 37.7 & 60.9\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | west | south | south_plus_west | \n|---|---|---|---|---|---|\n| 1968 | 1    | 17.0 | 35.6 | 52.6 | \n| 1968 | 2    | 18.6 | 31.5 | 50.1 | \n| 1968 | 3    | 17.4 | 42.5 | 59.9 | \n| 1968 | 4    | 20.6 | 42.9 | 63.5 | \n| 1968 | 5    | 20.0 | 46.2 | 66.2 | \n| 1968 | 6    | 23.2 | 37.7 | 60.9 | \n\n\n",
            "text/plain": "  year month west south south_plus_west\n1 1968 1     17.0 35.6  52.6           \n2 1968 2     18.6 31.5  50.1           \n3 1968 3     17.4 42.5  59.9           \n4 1968 4     20.6 42.9  63.5           \n5 1968 5     20.0 46.2  66.2           \n6 1968 6     23.2 37.7  60.9           "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>west</th><th scope=col>south</th><th scope=col>nonsense_column</th></tr></thead>\n<tbody>\n\t<tr><td>1968   </td><td>1      </td><td>17.0   </td><td>35.6   </td><td>-7819.4</td></tr>\n\t<tr><td>1968   </td><td>2      </td><td>18.6   </td><td>31.5   </td><td>-7821.9</td></tr>\n\t<tr><td>1968   </td><td>3      </td><td>17.4   </td><td>42.5   </td><td>-7812.1</td></tr>\n\t<tr><td>1968   </td><td>4      </td><td>20.6   </td><td>42.9   </td><td>-7808.5</td></tr>\n\t<tr><td>1968   </td><td>5      </td><td>20.0   </td><td>46.2   </td><td>-7805.8</td></tr>\n\t<tr><td>1968   </td><td>6      </td><td>23.2   </td><td>37.7   </td><td>-7811.1</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & month & west & south & nonsense\\_column\\\\\n\\hline\n\t 1968    & 1       & 17.0    & 35.6    & -7819.4\\\\\n\t 1968    & 2       & 18.6    & 31.5    & -7821.9\\\\\n\t 1968    & 3       & 17.4    & 42.5    & -7812.1\\\\\n\t 1968    & 4       & 20.6    & 42.9    & -7808.5\\\\\n\t 1968    & 5       & 20.0    & 46.2    & -7805.8\\\\\n\t 1968    & 6       & 23.2    & 37.7    & -7811.1\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | west | south | nonsense_column | \n|---|---|---|---|---|---|\n| 1968    | 1       | 17.0    | 35.6    | -7819.4 | \n| 1968    | 2       | 18.6    | 31.5    | -7821.9 | \n| 1968    | 3       | 17.4    | 42.5    | -7812.1 | \n| 1968    | 4       | 20.6    | 42.9    | -7808.5 | \n| 1968    | 5       | 20.0    | 46.2    | -7805.8 | \n| 1968    | 6       | 23.2    | 37.7    | -7811.1 | \n\n\n",
            "text/plain": "  year month west south nonsense_column\n1 1968 1     17.0 35.6  -7819.4        \n2 1968 2     18.6 31.5  -7821.9        \n3 1968 3     17.4 42.5  -7812.1        \n4 1968 4     20.6 42.9  -7808.5        \n5 1968 5     20.0 46.2  -7805.8        \n6 1968 6     23.2 37.7  -7811.1        "
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>year</th><th scope=col>month</th><th scope=col>west</th><th scope=col>south</th><th scope=col>south_west_avg</th></tr></thead>\n<tbody>\n\t<tr><td>1968 </td><td>1    </td><td>17.0 </td><td>35.6 </td><td>26.30</td></tr>\n\t<tr><td>1968 </td><td>2    </td><td>18.6 </td><td>31.5 </td><td>25.05</td></tr>\n\t<tr><td>1968 </td><td>3    </td><td>17.4 </td><td>42.5 </td><td>29.95</td></tr>\n\t<tr><td>1968 </td><td>4    </td><td>20.6 </td><td>42.9 </td><td>31.75</td></tr>\n\t<tr><td>1968 </td><td>5    </td><td>20.0 </td><td>46.2 </td><td>33.10</td></tr>\n\t<tr><td>1968 </td><td>6    </td><td>23.2 </td><td>37.7 </td><td>30.45</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|lllll}\n year & month & west & south & south\\_west\\_avg\\\\\n\\hline\n\t 1968  & 1     & 17.0  & 35.6  & 26.30\\\\\n\t 1968  & 2     & 18.6  & 31.5  & 25.05\\\\\n\t 1968  & 3     & 17.4  & 42.5  & 29.95\\\\\n\t 1968  & 4     & 20.6  & 42.9  & 31.75\\\\\n\t 1968  & 5     & 20.0  & 46.2  & 33.10\\\\\n\t 1968  & 6     & 23.2  & 37.7  & 30.45\\\\\n\\end{tabular}\n",
            "text/markdown": "\nyear | month | west | south | south_west_avg | \n|---|---|---|---|---|---|\n| 1968  | 1     | 17.0  | 35.6  | 26.30 | \n| 1968  | 2     | 18.6  | 31.5  | 25.05 | \n| 1968  | 3     | 17.4  | 42.5  | 29.95 | \n| 1968  | 4     | 20.6  | 42.9  | 31.75 | \n| 1968  | 5     | 20.0  | 46.2  | 33.10 | \n| 1968  | 6     | 23.2  | 37.7  | 30.45 | \n\n\n",
            "text/plain": "  year month west south south_west_avg\n1 1968 1     17.0 35.6  26.30         \n2 1968 2     18.6 31.5  25.05         \n3 1968 3     17.4 42.5  29.95         \n4 1968 4     20.6 42.9  31.75         \n5 1968 5     20.0 46.2  33.10         \n6 1968 6     23.2 37.7  30.45         "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Logical operators\n\n| Operator | Meaning                                                          |\n|----------|------------------------------------------------------------------|\n| LIKE     | allows you to match similar values, instead of exact values      |\n| IN       | allows you to specify a list of values you’d like to include     |\n| BETWEEN  | allows you to select only rows within a certain range.           |\n| IS NULL  | allows you to select rows that contain no data in a given column |\n| AND      | allows you to select only rows that satisfy two conditions.      |\n| OR       | allows you to select rows that satisfy either of two conditions  |\n| NOT      | allows you to select rows that do not match a certain condition  |"
    },
    {
      "metadata": {
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbWriteTable(conn = mydb, name = \"tutorial_billboard_top_hundred_year_end\", value = \"data/tutorial_billboard_top_hundred_year_end.csv\",\n     row.names = FALSE, header = TRUE, overwrite =TRUE)",
      "execution_count": 77,
      "outputs": [
        {
          "ename": "ERROR",
          "evalue": "Error in connection_import_file(conn@ptr, name, value, sep, eol, skip): RS_sqlite_import: data/tutorial_billboard_top_100_year_end.csv line 15 expected 6 columns of data but found 8\n",
          "output_type": "error",
          "traceback": [
            "Error in connection_import_file(conn@ptr, name, value, sep, eol, skip): RS_sqlite_import: data/tutorial_billboard_top_100_year_end.csv line 15 expected 6 columns of data but found 8\nTraceback:\n",
            "1. dbWriteTable(conn = mydb, name = \"tutorial_billboard_top_100_year_end\", \n .     value = \"data/tutorial_billboard_top_100_year_end.csv\", row.names = FALSE, \n .     header = TRUE, overwrite = TRUE)",
            "2. dbWriteTable(conn = mydb, name = \"tutorial_billboard_top_100_year_end\", \n .     value = \"data/tutorial_billboard_top_100_year_end.csv\", row.names = FALSE, \n .     header = TRUE, overwrite = TRUE)",
            "3. .local(conn, name, value, ...)",
            "4. connection_import_file(conn@ptr, name, value, sep, eol, skip)"
          ]
        }
      ]
    },
    {
      "metadata": {
        "slideshow": {
          "slide_type": "slide"
        }
      },
      "cell_type": "markdown",
      "source": "## Using `RMySQL` package for mySQL database"
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "scrolled": true,
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "# install.packages(\"RMySQL\", repos = \"http://cran.us.r-project.org\")\nlibrary(RMySQL)\nlibrary(DBI)",
      "execution_count": 27,
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "Warning message:\n\"package 'RMySQL' was built under R version 3.4.3\"\nAttaching package: 'RMySQL'\n\nThe following object is masked from 'package:RSQLite':\n\n    isIdCurrent\n\n"
        }
      ]
    },
    {
      "metadata": {
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        },
        "slideshow": {
          "slide_type": "fragment"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "mydb = dbConnect(MySQL(), user='root', password='m*********3', dbname='contacts', host='localhost')",
      "execution_count": 29,
      "outputs": []
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbListTables(mydb)",
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<ol class=list-inline>\n\t<li>'address'</li>\n\t<li>'email_address'</li>\n\t<li>'person'</li>\n\t<li>'person_address'</li>\n\t<li>'phone_number'</li>\n</ol>\n",
            "text/latex": "\\begin{enumerate*}\n\\item 'address'\n\\item 'email\\_address'\n\\item 'person'\n\\item 'person\\_address'\n\\item 'phone\\_number'\n\\end{enumerate*}\n",
            "text/markdown": "1. 'address'\n2. 'email_address'\n3. 'person'\n4. 'person_address'\n5. 'phone_number'\n\n\n",
            "text/plain": "[1] \"address\"        \"email_address\"  \"person\"         \"person_address\"\n[5] \"phone_number\"  "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
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        },
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "dbListFields(mydb, 'person')",
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<ol class=list-inline>\n\t<li>'person_id'</li>\n\t<li>'person_first_name'</li>\n\t<li>'person_last_name'</li>\n\t<li>'person_contacted_number'</li>\n\t<li>'person_date_last_contacted'</li>\n\t<li>'person_date_added'</li>\n</ol>\n",
            "text/latex": "\\begin{enumerate*}\n\\item 'person\\_id'\n\\item 'person\\_first\\_name'\n\\item 'person\\_last\\_name'\n\\item 'person\\_contacted\\_number'\n\\item 'person\\_date\\_last\\_contacted'\n\\item 'person\\_date\\_added'\n\\end{enumerate*}\n",
            "text/markdown": "1. 'person_id'\n2. 'person_first_name'\n3. 'person_last_name'\n4. 'person_contacted_number'\n5. 'person_date_last_contacted'\n6. 'person_date_added'\n\n\n",
            "text/plain": "[1] \"person_id\"                  \"person_first_name\"         \n[3] \"person_last_name\"           \"person_contacted_number\"   \n[5] \"person_date_last_contacted\" \"person_date_added\"         "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "collapsed": true,
        "run_control": {
          "frozen": false,
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        },
        "slideshow": {
          "slide_type": "fragment"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "rs = dbSendQuery(mydb, \"select * from person\")\n# the results of this query remain on the MySQL server",
      "execution_count": 32,
      "outputs": []
    },
    {
      "metadata": {
        "run_control": {
          "frozen": false,
          "read_only": false
        },
        "scrolled": true,
        "slideshow": {
          "slide_type": "subslide"
        },
        "trusted": false
      },
      "cell_type": "code",
      "source": "# to access the results in R we need to use the fetch function.\ndata = fetch(rs, n = -1)\ndata\n# This saves the results of the query as a data frame object. The n in the\n# function specifies the number of records to retrieve, using n=-1 retrieves all\n# pending records\n",
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<table>\n<thead><tr><th scope=col>person_id</th><th scope=col>person_first_name</th><th scope=col>person_last_name</th><th scope=col>person_contacted_number</th><th scope=col>person_date_last_contacted</th><th scope=col>person_date_added</th></tr></thead>\n<tbody>\n\t<tr><td>1                  </td><td>Jon                </td><td>Flanders           </td><td>5                  </td><td>2013-09-14 11:43:31</td><td>2013-01-14 11:43:31</td></tr>\n\t<tr><td>2                  </td><td>Shannon            </td><td>Ahern              </td><td>0                  </td><td>2013-08-14 11:43:31</td><td>2013-02-14 11:43:31</td></tr>\n\t<tr><td>3                  </td><td>Fritz              </td><td>Onion              </td><td>1                  </td><td>2013-07-14 11:43:31</td><td>2013-03-14 11:43:31</td></tr>\n</tbody>\n</table>\n",
            "text/latex": "\\begin{tabular}{r|llllll}\n person\\_id & person\\_first\\_name & person\\_last\\_name & person\\_contacted\\_number & person\\_date\\_last\\_contacted & person\\_date\\_added\\\\\n\\hline\n\t 1                   & Jon                 & Flanders            & 5                   & 2013-09-14 11:43:31 & 2013-01-14 11:43:31\\\\\n\t 2                   & Shannon             & Ahern               & 0                   & 2013-08-14 11:43:31 & 2013-02-14 11:43:31\\\\\n\t 3                   & Fritz               & Onion               & 1                   & 2013-07-14 11:43:31 & 2013-03-14 11:43:31\\\\\n\\end{tabular}\n",
            "text/markdown": "\nperson_id | person_first_name | person_last_name | person_contacted_number | person_date_last_contacted | person_date_added | \n|---|---|---|\n| 1                   | Jon                 | Flanders            | 5                   | 2013-09-14 11:43:31 | 2013-01-14 11:43:31 | \n| 2                   | Shannon             | Ahern               | 0                   | 2013-08-14 11:43:31 | 2013-02-14 11:43:31 | \n| 3                   | Fritz               | Onion               | 1                   | 2013-07-14 11:43:31 | 2013-03-14 11:43:31 | \n\n\n",
            "text/plain": "  person_id person_first_name person_last_name person_contacted_number\n1 1         Jon               Flanders         5                      \n2 2         Shannon           Ahern            0                      \n3 3         Fritz             Onion            1                      \n  person_date_last_contacted person_date_added  \n1 2013-09-14 11:43:31        2013-01-14 11:43:31\n2 2013-08-14 11:43:31        2013-02-14 11:43:31\n3 2013-07-14 11:43:31        2013-03-14 11:43:31"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "slideshow": {
          "slide_type": "slide"
        }
      },
      "cell_type": "markdown",
      "source": "**Resourses for practice SQL for data analysis using R**    \nhttps://www.tutorialgateway.org/mysql-tutorial/  \nwww.sqlfiddle.com/  \nhttps://www.commonlounge.com/discussion/20f16f60d5604d5ba18fdbb9aec0560b    \nhttps://community.modeanalytics.com/sql/  \nhttps://www.red-gate.com/simple-talk/dotnet/software-tools/sql-and-r/  \nhttp://dept.stat.lsa.umich.edu/~jerrick/courses/stat701/notes/sql.html  "
    }
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