MySQL_Exercise_05_Summaries_of_Groups_of_Data.ipynb

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   "metadata": {},
   "source": [
    "Copyright Jana Schaich Borg/Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)"
   ]
  },
  {
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    "# MySQL Exercise 5: Summaries of Groups of Data\n",
    "\n",
    "So far you've learned how to select, reformat, manipulate, order, and summarize data from a single table in database.  In this lesson, you are going to learn how to summarize multiple subsets of your data in the same query.  The method for doing this is to include a \"GROUP BY\" clause in your SQL query.  \n",
    "  \n",
    "    \n",
    "\n",
    "## The GROUP BY clause\n",
    "\n",
    "The GROUP BY clause comes after the WHERE clause, but before ORDER BY or LIMIT:\n",
    "\n",
    "<img src=\"https://duke.box.com/shared/static/lc0yjfz1339q3mc04ne13m2q5tkzy3x7.jpg\" width=400 alt=\"SELECT FROM WHERE ORDER BY\" />\n",
    "\n",
    "The GROUP BY clause is easy to incorporate into your queries.  In fact, it might be a little too easy to incorporate into MySQL queries, because it can be used incorrectly in MySQL queries even when no error message is displayed.  As a consequence, I suggest you adopt a healthy dose of caution every time you use the GROUP BY clause.  By the end of this lesson, you will understand why.  When used correctly, though, GROUP BY is one of the most useful and efficient parts of an SQL query, and once you are comfortable using it, you will use it very frequently.\n",
    "\n",
    "**To get started, load the SQL library and the Dognition database, and set the dognition database as the default:**\n"
   ]
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      "0 rows affected.\n"
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    "%load_ext sql\n",
    "%sql mysql://studentuser:studentpw@mysqlserver/dognitiondb\n",
    "%sql USE dognitiondb"
   ]
  },
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    "Let's return to a question from MySQL Exercise 4.  How would you query the average rating for each of the 40 tests in the Reviews table? As we discussed, one very inefficient method to do that would be to write 40 separate queries with each one having a different test name in the WHERE conditional clause.  Then you could copy or transcribe the results from all 40 queries into one place.  But that wouldn't be very pleasant.  Here's how you could do the same thing using one query that has a GROUP BY clause:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, AVG(rating) AS AVG_Rating\n",
    "FROM reviews\n",
    "GROUP BY test_name\n",
    "```\n",
    "\n",
    "This query will output the average rating for each test.  More technically, this query will instruct MySQL to average all the rows that have the same value in the test_name column.\n",
    "\n",
    "Notice that I included test_name in the SELECT statement.  As a strong rule of thumb, if you are grouping by a column, you should also include that column in the SELECT statement.  If you don't do this, you won't know to which group each row of your output corresponds.  \n",
    "     \n",
    "**To see what I mean, try the query above without test_name included in the SELECT statement:**"
   ]
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      "40 rows affected.\n"
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       "<table>\n",
       "    <tr>\n",
       "        <th>test_name</th>\n",
       "        <th>AVG_Rating</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>3.9206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>4.2857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>3.9272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>4.2153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>2.6741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>3.3514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>2.7647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>4.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>2.9372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>0.9632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>4.0093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>3.0965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>0.2174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>4.5223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>4.3066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>3.5584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>4.2623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>2.9841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>2.0303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>1.9805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>2.6173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>1.3693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>3.8492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>1.6625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>3.8519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>4.6667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>2.1818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>3.2778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>4.5111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>4.2857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>4.2857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>5.5676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>0.7909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>3.1293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>1.6737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>1.2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>2.4594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>2.6570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>2.8477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>2.0035</td>\n",
       "    </tr>\n",
       "</table>"
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       "[('1 vs 1 Game', Decimal('3.9206')),\n",
       " ('3 vs 1 Game', Decimal('4.2857')),\n",
       " ('5 vs 1 Game', Decimal('3.9272')),\n",
       " ('Arm Pointing', Decimal('4.2153')),\n",
       " ('Cover Your Eyes', Decimal('2.6741')),\n",
       " ('Delayed Cup Game', Decimal('3.3514')),\n",
       " ('Different Perspective', Decimal('2.7647')),\n",
       " ('Expression Game', Decimal('4.0000')),\n",
       " ('Eye Contact Game', Decimal('2.9372')),\n",
       " ('Eye Contact Warm-up', Decimal('0.9632')),\n",
       " ('Foot Pointing', Decimal('4.0093')),\n",
       " ('Impossible Task Game', Decimal('3.0965')),\n",
       " ('Impossible Task Warm-up', Decimal('0.2174')),\n",
       " ('Inferential Reasoning Game', Decimal('4.5223')),\n",
       " ('Inferential Reasoning Warm-up', Decimal('4.3066')),\n",
       " ('Memory versus Pointing', Decimal('3.5584')),\n",
       " ('Memory versus Smell', Decimal('4.2623')),\n",
       " ('Navigation Game', Decimal('2.9841')),\n",
       " ('Navigation Learning', Decimal('2.0303')),\n",
       " ('Navigation Warm-up', Decimal('1.9805')),\n",
       " ('Numerosity Warm-Up', Decimal('2.6173')),\n",
       " ('One Cup Warm-up', Decimal('1.3693')),\n",
       " ('Physical Reasoning Game', Decimal('3.8492')),\n",
       " ('Physical Reasoning Warm-up', Decimal('1.6625')),\n",
       " ('Self Control Game', Decimal('3.8519')),\n",
       " ('Shaker Game', Decimal('4.6667')),\n",
       " ('Shaker Warm-Up', Decimal('2.1818')),\n",
       " ('Shared Perspective', Decimal('3.2778')),\n",
       " ('Slide', Decimal('4.5111')),\n",
       " ('Smell Game', Decimal('4.2857')),\n",
       " ('Stair Game', Decimal('4.2857')),\n",
       " ('Switch', Decimal('5.5676')),\n",
       " ('Treat Warm-up', Decimal('0.7909')),\n",
       " ('Turn Your Back', Decimal('3.1293')),\n",
       " ('Two Cup Warm-up', Decimal('1.6737')),\n",
       " ('Warm-Up', Decimal('1.2020')),\n",
       " ('Watching', Decimal('2.4594')),\n",
       " ('Watching - Part 2', Decimal('2.6570')),\n",
       " ('Yawn Game', Decimal('2.8477')),\n",
       " ('Yawn Warm-up', Decimal('2.0035'))]"
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   "source": [
    "%%sql\n",
    "SELECT test_name, AVG(rating) AS AVG_Rating\n",
    "FROM reviews\n",
    "GROUP BY test_name"
   ]
  },
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   "cell_type": "markdown",
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   "source": [
    "You can form groups using derived values as well as original columns.  To illustrate this, let's address another question: how many tests were completed during each month of the year?\n",
    "\n",
    "To answer this question, we need to take advantage of another datetime function described in the website below:\n",
    "\n",
    "http://www.w3resource.com/mysql/date-and-time-functions/date-and-time-functions.php\n",
    "\n",
    "MONTH() will return a number representing the month of a date entry. To get the total number of tests completed each month, you could put the MONTH function into the GROUP BY clause, in this case through an alias:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "GROUP BY Month;\n",
    "```\n",
    "\n",
    "You can also group by multiple columns or derived fields.  If we wanted to determine the total number of each type of test completed each month, you could include both \"test_name\" and the derived \"Month\" field in the GROUP BY clause, separated by a comma.\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "GROUP BY test_name, Month;\n",
    "```\n",
    "\n",
    "MySQL allows you to use aliases in a GROUP BY clause, but some database systems do not.  If you are using a database system that does NOT accept aliases in GROUP BY clauses, you can still group by derived fields, but you have to duplicate the calculation for the derived field in the GROUP BY clause in addition to including the derived field in the SELECT clause:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "GROUP BY test_name, MONTH(created_at);\n",
    "```  \n",
    "  \n",
    "Try the query once with test_name first in the GROUP BY list, and once with Month first in the GROUP BY list below.  Inspect the outputs:"
   ]
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       "<table>\n",
       "    <tr>\n",
       "        <th>test_name</th>\n",
       "        <th>Month</th>\n",
       "        <th>Num_Completed_Tests</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>1</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>2</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>3</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>4</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>5</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>6</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>7</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>8</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>9</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>10</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>11</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>12</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>1</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>2</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>3</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>4</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>5</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>6</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>7</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>8</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>9</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>10</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>11</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>12</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>1</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>2</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>3</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>4</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>5</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>6</td>\n",
       "        <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>7</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>8</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>9</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>10</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>11</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>12</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>1</td>\n",
       "        <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>2</td>\n",
       "        <td>498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>3</td>\n",
       "        <td>507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>4</td>\n",
       "        <td>381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>5</td>\n",
       "        <td>1149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>6</td>\n",
       "        <td>1424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>7</td>\n",
       "        <td>913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>8</td>\n",
       "        <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>9</td>\n",
       "        <td>1243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>10</td>\n",
       "        <td>2535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>11</td>\n",
       "        <td>735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>12</td>\n",
       "        <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>1</td>\n",
       "        <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>2</td>\n",
       "        <td>373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>3</td>\n",
       "        <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>4</td>\n",
       "        <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>5</td>\n",
       "        <td>753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>6</td>\n",
       "        <td>767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>7</td>\n",
       "        <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>8</td>\n",
       "        <td>408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>9</td>\n",
       "        <td>574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>10</td>\n",
       "        <td>1653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>11</td>\n",
       "        <td>595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>12</td>\n",
       "        <td>447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>1</td>\n",
       "        <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>2</td>\n",
       "        <td>319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>3</td>\n",
       "        <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>4</td>\n",
       "        <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>5</td>\n",
       "        <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>6</td>\n",
       "        <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>7</td>\n",
       "        <td>407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>8</td>\n",
       "        <td>355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>9</td>\n",
       "        <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>10</td>\n",
       "        <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>11</td>\n",
       "        <td>422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>12</td>\n",
       "        <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>1</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>2</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>3</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>4</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>5</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>7</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>9</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>10</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>11</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>12</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>1</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>2</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>3</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>4</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>5</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>7</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>8</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>9</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>10</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>11</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>12</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>1</td>\n",
       "        <td>624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>2</td>\n",
       "        <td>564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>3</td>\n",
       "        <td>589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>4</td>\n",
       "        <td>449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>5</td>\n",
       "        <td>1408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>6</td>\n",
       "        <td>1812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>7</td>\n",
       "        <td>1194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>8</td>\n",
       "        <td>1130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>9</td>\n",
       "        <td>1674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>10</td>\n",
       "        <td>3452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>11</td>\n",
       "        <td>889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>12</td>\n",
       "        <td>760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>1636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>2152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>1379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>1256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>1967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>3675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>1</td>\n",
       "        <td>506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>2</td>\n",
       "        <td>433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>3</td>\n",
       "        <td>477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>4</td>\n",
       "        <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>5</td>\n",
       "        <td>926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>6</td>\n",
       "        <td>1125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>7</td>\n",
       "        <td>759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>8</td>\n",
       "        <td>653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>9</td>\n",
       "        <td>992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>10</td>\n",
       "        <td>2290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>11</td>\n",
       "        <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>12</td>\n",
       "        <td>566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>1</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>2</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>3</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>4</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>5</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>6</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>7</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>8</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>9</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>10</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>11</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>12</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>1</td>\n",
       "        <td>410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>2</td>\n",
       "        <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>3</td>\n",
       "        <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>4</td>\n",
       "        <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>5</td>\n",
       "        <td>533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>6</td>\n",
       "        <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>7</td>\n",
       "        <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>8</td>\n",
       "        <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>9</td>\n",
       "        <td>398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>10</td>\n",
       "        <td>785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>11</td>\n",
       "        <td>362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>12</td>\n",
       "        <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>1</td>\n",
       "        <td>464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>2</td>\n",
       "        <td>395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>3</td>\n",
       "        <td>381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>4</td>\n",
       "        <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>5</td>\n",
       "        <td>711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>6</td>\n",
       "        <td>704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>7</td>\n",
       "        <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>8</td>\n",
       "        <td>415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>9</td>\n",
       "        <td>574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>10</td>\n",
       "        <td>1218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>11</td>\n",
       "        <td>477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>12</td>\n",
       "        <td>376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>1</td>\n",
       "        <td>465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>2</td>\n",
       "        <td>374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>3</td>\n",
       "        <td>382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>4</td>\n",
       "        <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>5</td>\n",
       "        <td>667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>6</td>\n",
       "        <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>7</td>\n",
       "        <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>8</td>\n",
       "        <td>402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>9</td>\n",
       "        <td>529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>10</td>\n",
       "        <td>1111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>11</td>\n",
       "        <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>12</td>\n",
       "        <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>1</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>2</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>3</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>4</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>5</td>\n",
       "        <td>336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>6</td>\n",
       "        <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>7</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>8</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>9</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>10</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>11</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>12</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>1</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>2</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>3</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>4</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>5</td>\n",
       "        <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>6</td>\n",
       "        <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>7</td>\n",
       "        <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>8</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>9</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>10</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>11</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>12</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>1</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>2</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>3</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>4</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>5</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>6</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>7</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>8</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>9</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>10</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>11</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>12</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>1272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>1</td>\n",
       "        <td>317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>2</td>\n",
       "        <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>3</td>\n",
       "        <td>321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>4</td>\n",
       "        <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>5</td>\n",
       "        <td>430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>6</td>\n",
       "        <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>7</td>\n",
       "        <td>360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>8</td>\n",
       "        <td>316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>9</td>\n",
       "        <td>309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>10</td>\n",
       "        <td>711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>11</td>\n",
       "        <td>341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>12</td>\n",
       "        <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>1</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>2</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>3</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>4</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>5</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>7</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>8</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>9</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>10</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>11</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>12</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>1</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>2</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>3</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>4</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>5</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>6</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>7</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>8</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>9</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>10</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>11</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>12</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>1</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>2</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>3</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>4</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>5</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>6</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>7</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>8</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>9</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>10</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>11</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>12</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>1</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>2</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>3</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>4</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>5</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>7</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>9</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>10</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>11</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>12</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>1</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>2</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>3</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>4</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>5</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>6</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>7</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>8</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>9</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>10</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>11</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>12</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>1</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>2</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>3</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>4</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>5</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>6</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>7</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>9</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>10</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>11</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>12</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>1</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>2</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>3</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>4</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>5</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>6</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>7</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>8</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>9</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>10</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>11</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>12</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>1</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>2</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>3</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>4</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>5</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>7</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>9</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>10</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>11</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>12</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>1182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>1444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>1303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>2626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>1</td>\n",
       "        <td>462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>2</td>\n",
       "        <td>372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>3</td>\n",
       "        <td>418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>4</td>\n",
       "        <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>5</td>\n",
       "        <td>769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>6</td>\n",
       "        <td>778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>7</td>\n",
       "        <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>8</td>\n",
       "        <td>418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>9</td>\n",
       "        <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>10</td>\n",
       "        <td>1711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>11</td>\n",
       "        <td>601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>12</td>\n",
       "        <td>467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>1234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>3</td>\n",
       "        <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>4</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>5</td>\n",
       "        <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>6</td>\n",
       "        <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>7</td>\n",
       "        <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>8</td>\n",
       "        <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>9</td>\n",
       "        <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>11</td>\n",
       "        <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>1</td>\n",
       "        <td>594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>2</td>\n",
       "        <td>443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>3</td>\n",
       "        <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>4</td>\n",
       "        <td>322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>5</td>\n",
       "        <td>980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>6</td>\n",
       "        <td>1035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>7</td>\n",
       "        <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>8</td>\n",
       "        <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>9</td>\n",
       "        <td>809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>10</td>\n",
       "        <td>1797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>11</td>\n",
       "        <td>611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>12</td>\n",
       "        <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>1</td>\n",
       "        <td>445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>2</td>\n",
       "        <td>372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>3</td>\n",
       "        <td>406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>4</td>\n",
       "        <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>5</td>\n",
       "        <td>734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>6</td>\n",
       "        <td>747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>7</td>\n",
       "        <td>504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>8</td>\n",
       "        <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>9</td>\n",
       "        <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>10</td>\n",
       "        <td>1578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>11</td>\n",
       "        <td>565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>12</td>\n",
       "        <td>438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>1</td>\n",
       "        <td>828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>2</td>\n",
       "        <td>709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>3</td>\n",
       "        <td>681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>4</td>\n",
       "        <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>5</td>\n",
       "        <td>2065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>6</td>\n",
       "        <td>2906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>7</td>\n",
       "        <td>1775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>8</td>\n",
       "        <td>1520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>9</td>\n",
       "        <td>2563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>10</td>\n",
       "        <td>4073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>11</td>\n",
       "        <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>12</td>\n",
       "        <td>978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>2143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>3071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>1909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>1694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>2771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>4387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>1060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>1043</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('1 vs 1 Game', 1, 25),\n",
       " ('1 vs 1 Game', 2, 28),\n",
       " ('1 vs 1 Game', 3, 22),\n",
       " ('1 vs 1 Game', 4, 12),\n",
       " ('1 vs 1 Game', 5, 13),\n",
       " ('1 vs 1 Game', 6, 18),\n",
       " ('1 vs 1 Game', 7, 36),\n",
       " ('1 vs 1 Game', 8, 17),\n",
       " ('1 vs 1 Game', 9, 28),\n",
       " ('1 vs 1 Game', 10, 27),\n",
       " ('1 vs 1 Game', 11, 15),\n",
       " ('1 vs 1 Game', 12, 14),\n",
       " ('3 vs 1 Game', 1, 35),\n",
       " ('3 vs 1 Game', 2, 28),\n",
       " ('3 vs 1 Game', 3, 34),\n",
       " ('3 vs 1 Game', 4, 16),\n",
       " ('3 vs 1 Game', 5, 34),\n",
       " ('3 vs 1 Game', 6, 42),\n",
       " ('3 vs 1 Game', 7, 37),\n",
       " ('3 vs 1 Game', 8, 23),\n",
       " ('3 vs 1 Game', 9, 24),\n",
       " ('3 vs 1 Game', 10, 28),\n",
       " ('3 vs 1 Game', 11, 22),\n",
       " ('3 vs 1 Game', 12, 45),\n",
       " ('5 vs 1 Game', 1, 59),\n",
       " ('5 vs 1 Game', 2, 54),\n",
       " ('5 vs 1 Game', 3, 57),\n",
       " ('5 vs 1 Game', 4, 29),\n",
       " ('5 vs 1 Game', 5, 50),\n",
       " ('5 vs 1 Game', 6, 61),\n",
       " ('5 vs 1 Game', 7, 69),\n",
       " ('5 vs 1 Game', 8, 38),\n",
       " ('5 vs 1 Game', 9, 50),\n",
       " ('5 vs 1 Game', 10, 54),\n",
       " ('5 vs 1 Game', 11, 40),\n",
       " ('5 vs 1 Game', 12, 59),\n",
       " ('Arm Pointing', 1, 622),\n",
       " ('Arm Pointing', 2, 498),\n",
       " ('Arm Pointing', 3, 507),\n",
       " ('Arm Pointing', 4, 381),\n",
       " ('Arm Pointing', 5, 1149),\n",
       " ('Arm Pointing', 6, 1424),\n",
       " ('Arm Pointing', 7, 913),\n",
       " ('Arm Pointing', 8, 779),\n",
       " ('Arm Pointing', 9, 1243),\n",
       " ('Arm Pointing', 10, 2535),\n",
       " ('Arm Pointing', 11, 735),\n",
       " ('Arm Pointing', 12, 666),\n",
       " ('Cover Your Eyes', 1, 452),\n",
       " ('Cover Your Eyes', 2, 373),\n",
       " ('Cover Your Eyes', 3, 416),\n",
       " ('Cover Your Eyes', 4, 291),\n",
       " ('Cover Your Eyes', 5, 753),\n",
       " ('Cover Your Eyes', 6, 767),\n",
       " ('Cover Your Eyes', 7, 521),\n",
       " ('Cover Your Eyes', 8, 408),\n",
       " ('Cover Your Eyes', 9, 574),\n",
       " ('Cover Your Eyes', 10, 1653),\n",
       " ('Cover Your Eyes', 11, 595),\n",
       " ('Cover Your Eyes', 12, 447),\n",
       " ('Delayed Cup Game', 1, 356),\n",
       " ('Delayed Cup Game', 2, 319),\n",
       " ('Delayed Cup Game', 3, 350),\n",
       " ('Delayed Cup Game', 4, 256),\n",
       " ('Delayed Cup Game', 5, 539),\n",
       " ('Delayed Cup Game', 6, 525),\n",
       " ('Delayed Cup Game', 7, 407),\n",
       " ('Delayed Cup Game', 8, 355),\n",
       " ('Delayed Cup Game', 9, 424),\n",
       " ('Delayed Cup Game', 10, 1019),\n",
       " ('Delayed Cup Game', 11, 422),\n",
       " ('Delayed Cup Game', 12, 299),\n",
       " ('Different Perspective', 1, 2),\n",
       " ('Different Perspective', 2, 3),\n",
       " ('Different Perspective', 3, 4),\n",
       " ('Different Perspective', 4, 8),\n",
       " ('Different Perspective', 5, 12),\n",
       " ('Different Perspective', 6, 11),\n",
       " ('Different Perspective', 7, 8),\n",
       " ('Different Perspective', 8, 10),\n",
       " ('Different Perspective', 9, 12),\n",
       " ('Different Perspective', 10, 4),\n",
       " ('Different Perspective', 11, 6),\n",
       " ('Different Perspective', 12, 9),\n",
       " ('Expression Game', 1, 6),\n",
       " ('Expression Game', 2, 9),\n",
       " ('Expression Game', 3, 12),\n",
       " ('Expression Game', 4, 10),\n",
       " ('Expression Game', 5, 9),\n",
       " ('Expression Game', 6, 11),\n",
       " ('Expression Game', 7, 12),\n",
       " ('Expression Game', 8, 11),\n",
       " ('Expression Game', 9, 17),\n",
       " ('Expression Game', 10, 3),\n",
       " ('Expression Game', 11, 11),\n",
       " ('Expression Game', 12, 13),\n",
       " ('Eye Contact Game', 1, 624),\n",
       " ('Eye Contact Game', 2, 564),\n",
       " ('Eye Contact Game', 3, 589),\n",
       " ('Eye Contact Game', 4, 449),\n",
       " ('Eye Contact Game', 5, 1408),\n",
       " ('Eye Contact Game', 6, 1812),\n",
       " ('Eye Contact Game', 7, 1194),\n",
       " ('Eye Contact Game', 8, 1130),\n",
       " ('Eye Contact Game', 9, 1674),\n",
       " ('Eye Contact Game', 10, 3452),\n",
       " ('Eye Contact Game', 11, 889),\n",
       " ('Eye Contact Game', 12, 760),\n",
       " ('Eye Contact Warm-up', 1, 707),\n",
       " ('Eye Contact Warm-up', 2, 616),\n",
       " ('Eye Contact Warm-up', 3, 616),\n",
       " ('Eye Contact Warm-up', 4, 454),\n",
       " ('Eye Contact Warm-up', 5, 1636),\n",
       " ('Eye Contact Warm-up', 6, 2152),\n",
       " ('Eye Contact Warm-up', 7, 1379),\n",
       " ('Eye Contact Warm-up', 8, 1256),\n",
       " ('Eye Contact Warm-up', 9, 1967),\n",
       " ('Eye Contact Warm-up', 10, 3675),\n",
       " ('Eye Contact Warm-up', 11, 941),\n",
       " ('Eye Contact Warm-up', 12, 839),\n",
       " ('Foot Pointing', 1, 506),\n",
       " ('Foot Pointing', 2, 433),\n",
       " ('Foot Pointing', 3, 477),\n",
       " ('Foot Pointing', 4, 339),\n",
       " ('Foot Pointing', 5, 926),\n",
       " ('Foot Pointing', 6, 1125),\n",
       " ('Foot Pointing', 7, 759),\n",
       " ('Foot Pointing', 8, 653),\n",
       " ('Foot Pointing', 9, 992),\n",
       " ('Foot Pointing', 10, 2290),\n",
       " ('Foot Pointing', 11, 685),\n",
       " ('Foot Pointing', 12, 566),\n",
       " ('Impossible Task Game', 1, 49),\n",
       " ('Impossible Task Game', 2, 48),\n",
       " ('Impossible Task Game', 3, 36),\n",
       " ('Impossible Task Game', 4, 43),\n",
       " ('Impossible Task Game', 5, 49),\n",
       " ('Impossible Task Game', 6, 59),\n",
       " ('Impossible Task Game', 7, 50),\n",
       " ('Impossible Task Game', 8, 32),\n",
       " ('Impossible Task Game', 9, 35),\n",
       " ('Impossible Task Game', 10, 37),\n",
       " ('Impossible Task Game', 11, 48),\n",
       " ('Impossible Task Game', 12, 46),\n",
       " ('Impossible Task Warm-up', 1, 51),\n",
       " ('Impossible Task Warm-up', 2, 49),\n",
       " ('Impossible Task Warm-up', 3, 37),\n",
       " ('Impossible Task Warm-up', 4, 43),\n",
       " ('Impossible Task Warm-up', 5, 49),\n",
       " ('Impossible Task Warm-up', 6, 58),\n",
       " ('Impossible Task Warm-up', 7, 51),\n",
       " ('Impossible Task Warm-up', 8, 34),\n",
       " ('Impossible Task Warm-up', 9, 36),\n",
       " ('Impossible Task Warm-up', 10, 36),\n",
       " ('Impossible Task Warm-up', 11, 49),\n",
       " ('Impossible Task Warm-up', 12, 46),\n",
       " ('Inferential Reasoning Game', 1, 410),\n",
       " ('Inferential Reasoning Game', 2, 297),\n",
       " ('Inferential Reasoning Game', 3, 335),\n",
       " ('Inferential Reasoning Game', 4, 254),\n",
       " ('Inferential Reasoning Game', 5, 533),\n",
       " ('Inferential Reasoning Game', 6, 544),\n",
       " ('Inferential Reasoning Game', 7, 432),\n",
       " ('Inferential Reasoning Game', 8, 350),\n",
       " ('Inferential Reasoning Game', 9, 398),\n",
       " ('Inferential Reasoning Game', 10, 785),\n",
       " ('Inferential Reasoning Game', 11, 362),\n",
       " ('Inferential Reasoning Game', 12, 280),\n",
       " ('Inferential Reasoning Warm-up', 1, 425),\n",
       " ('Inferential Reasoning Warm-up', 2, 302),\n",
       " ('Inferential Reasoning Warm-up', 3, 351),\n",
       " ('Inferential Reasoning Warm-up', 4, 257),\n",
       " ('Inferential Reasoning Warm-up', 5, 544),\n",
       " ('Inferential Reasoning Warm-up', 6, 550),\n",
       " ('Inferential Reasoning Warm-up', 7, 450),\n",
       " ('Inferential Reasoning Warm-up', 8, 354),\n",
       " ('Inferential Reasoning Warm-up', 9, 399),\n",
       " ('Inferential Reasoning Warm-up', 10, 794),\n",
       " ('Inferential Reasoning Warm-up', 11, 376),\n",
       " ('Inferential Reasoning Warm-up', 12, 296),\n",
       " ('Memory versus Pointing', 1, 464),\n",
       " ('Memory versus Pointing', 2, 395),\n",
       " ('Memory versus Pointing', 3, 381),\n",
       " ('Memory versus Pointing', 4, 299),\n",
       " ('Memory versus Pointing', 5, 711),\n",
       " ('Memory versus Pointing', 6, 704),\n",
       " ('Memory versus Pointing', 7, 511),\n",
       " ('Memory versus Pointing', 8, 415),\n",
       " ('Memory versus Pointing', 9, 574),\n",
       " ('Memory versus Pointing', 10, 1218),\n",
       " ('Memory versus Pointing', 11, 477),\n",
       " ('Memory versus Pointing', 12, 376),\n",
       " ('Memory versus Smell', 1, 465),\n",
       " ('Memory versus Smell', 2, 374),\n",
       " ('Memory versus Smell', 3, 382),\n",
       " ('Memory versus Smell', 4, 280),\n",
       " ('Memory versus Smell', 5, 667),\n",
       " ('Memory versus Smell', 6, 666),\n",
       " ('Memory versus Smell', 7, 491),\n",
       " ('Memory versus Smell', 8, 402),\n",
       " ('Memory versus Smell', 9, 529),\n",
       " ('Memory versus Smell', 10, 1111),\n",
       " ('Memory versus Smell', 11, 444),\n",
       " ('Memory versus Smell', 12, 352),\n",
       " ('Navigation Game', 1, 57),\n",
       " ('Navigation Game', 2, 41),\n",
       " ('Navigation Game', 3, 47),\n",
       " ('Navigation Game', 4, 41),\n",
       " ('Navigation Game', 5, 336),\n",
       " ('Navigation Game', 6, 81),\n",
       " ('Navigation Game', 7, 70),\n",
       " ('Navigation Game', 8, 41),\n",
       " ('Navigation Game', 9, 52),\n",
       " ('Navigation Game', 10, 69),\n",
       " ('Navigation Game', 11, 47),\n",
       " ('Navigation Game', 12, 45),\n",
       " ('Navigation Learning', 1, 59),\n",
       " ('Navigation Learning', 2, 43),\n",
       " ('Navigation Learning', 3, 47),\n",
       " ('Navigation Learning', 4, 45),\n",
       " ('Navigation Learning', 5, 444),\n",
       " ('Navigation Learning', 6, 90),\n",
       " ('Navigation Learning', 7, 74),\n",
       " ('Navigation Learning', 8, 34),\n",
       " ('Navigation Learning', 9, 54),\n",
       " ('Navigation Learning', 10, 70),\n",
       " ('Navigation Learning', 11, 47),\n",
       " ('Navigation Learning', 12, 47),\n",
       " ('Navigation Warm-up', 1, 62),\n",
       " ('Navigation Warm-up', 2, 43),\n",
       " ('Navigation Warm-up', 3, 50),\n",
       " ('Navigation Warm-up', 4, 42),\n",
       " ('Navigation Warm-up', 5, 625),\n",
       " ('Navigation Warm-up', 6, 114),\n",
       " ('Navigation Warm-up', 7, 88),\n",
       " ('Navigation Warm-up', 8, 40),\n",
       " ('Navigation Warm-up', 9, 58),\n",
       " ('Navigation Warm-up', 10, 76),\n",
       " ('Navigation Warm-up', 11, 52),\n",
       " ('Navigation Warm-up', 12, 49),\n",
       " ('Numerosity Warm-Up', 1, 36),\n",
       " ('Numerosity Warm-Up', 2, 28),\n",
       " ('Numerosity Warm-Up', 3, 35),\n",
       " ('Numerosity Warm-Up', 4, 17),\n",
       " ('Numerosity Warm-Up', 5, 37),\n",
       " ('Numerosity Warm-Up', 6, 44),\n",
       " ('Numerosity Warm-Up', 7, 37),\n",
       " ('Numerosity Warm-Up', 8, 23),\n",
       " ('Numerosity Warm-Up', 9, 24),\n",
       " ('Numerosity Warm-Up', 10, 29),\n",
       " ('Numerosity Warm-Up', 11, 26),\n",
       " ('Numerosity Warm-Up', 12, 46),\n",
       " ('One Cup Warm-up', 1, 476),\n",
       " ('One Cup Warm-up', 2, 388),\n",
       " ('One Cup Warm-up', 3, 388),\n",
       " ('One Cup Warm-up', 4, 313),\n",
       " ('One Cup Warm-up', 5, 757),\n",
       " ('One Cup Warm-up', 6, 745),\n",
       " ('One Cup Warm-up', 7, 536),\n",
       " ('One Cup Warm-up', 8, 416),\n",
       " ('One Cup Warm-up', 9, 602),\n",
       " ('One Cup Warm-up', 10, 1272),\n",
       " ('One Cup Warm-up', 11, 491),\n",
       " ('One Cup Warm-up', 12, 401),\n",
       " ('Physical Reasoning Game', 1, 317),\n",
       " ('Physical Reasoning Game', 2, 252),\n",
       " ('Physical Reasoning Game', 3, 321),\n",
       " ('Physical Reasoning Game', 4, 224),\n",
       " ('Physical Reasoning Game', 5, 430),\n",
       " ('Physical Reasoning Game', 6, 424),\n",
       " ('Physical Reasoning Game', 7, 360),\n",
       " ('Physical Reasoning Game', 8, 316),\n",
       " ('Physical Reasoning Game', 9, 309),\n",
       " ('Physical Reasoning Game', 10, 711),\n",
       " ('Physical Reasoning Game', 11, 341),\n",
       " ('Physical Reasoning Game', 12, 250),\n",
       " ('Physical Reasoning Warm-up', 1, 384),\n",
       " ('Physical Reasoning Warm-up', 2, 290),\n",
       " ('Physical Reasoning Warm-up', 3, 337),\n",
       " ('Physical Reasoning Warm-up', 4, 247),\n",
       " ('Physical Reasoning Warm-up', 5, 510),\n",
       " ('Physical Reasoning Warm-up', 6, 504),\n",
       " ('Physical Reasoning Warm-up', 7, 411),\n",
       " ('Physical Reasoning Warm-up', 8, 347),\n",
       " ('Physical Reasoning Warm-up', 9, 364),\n",
       " ('Physical Reasoning Warm-up', 10, 742),\n",
       " ('Physical Reasoning Warm-up', 11, 349),\n",
       " ('Physical Reasoning Warm-up', 12, 276),\n",
       " ('Self Control Game', 1, 8),\n",
       " ('Self Control Game', 2, 8),\n",
       " ('Self Control Game', 3, 11),\n",
       " ('Self Control Game', 4, 9),\n",
       " ('Self Control Game', 5, 9),\n",
       " ('Self Control Game', 6, 11),\n",
       " ('Self Control Game', 7, 14),\n",
       " ('Self Control Game', 8, 13),\n",
       " ('Self Control Game', 9, 19),\n",
       " ('Self Control Game', 10, 9),\n",
       " ('Self Control Game', 11, 15),\n",
       " ('Self Control Game', 12, 6),\n",
       " ('Shaker Game', 1, 2),\n",
       " ('Shaker Game', 2, 9),\n",
       " ('Shaker Game', 3, 8),\n",
       " ('Shaker Game', 4, 4),\n",
       " ('Shaker Game', 5, 10),\n",
       " ('Shaker Game', 6, 7),\n",
       " ('Shaker Game', 7, 5),\n",
       " ('Shaker Game', 8, 6),\n",
       " ('Shaker Game', 9, 12),\n",
       " ('Shaker Game', 10, 10),\n",
       " ('Shaker Game', 11, 3),\n",
       " ('Shaker Game', 12, 1),\n",
       " ('Shaker Warm-Up', 1, 2),\n",
       " ('Shaker Warm-Up', 2, 11),\n",
       " ('Shaker Warm-Up', 3, 8),\n",
       " ('Shaker Warm-Up', 4, 4),\n",
       " ('Shaker Warm-Up', 5, 10),\n",
       " ('Shaker Warm-Up', 6, 7),\n",
       " ('Shaker Warm-Up', 7, 5),\n",
       " ('Shaker Warm-Up', 8, 6),\n",
       " ('Shaker Warm-Up', 9, 13),\n",
       " ('Shaker Warm-Up', 10, 11),\n",
       " ('Shaker Warm-Up', 11, 3),\n",
       " ('Shaker Warm-Up', 12, 1),\n",
       " ('Shared Perspective', 1, 1),\n",
       " ('Shared Perspective', 2, 3),\n",
       " ('Shared Perspective', 3, 3),\n",
       " ('Shared Perspective', 4, 8),\n",
       " ('Shared Perspective', 5, 11),\n",
       " ('Shared Perspective', 6, 11),\n",
       " ('Shared Perspective', 7, 7),\n",
       " ('Shared Perspective', 8, 10),\n",
       " ('Shared Perspective', 9, 12),\n",
       " ('Shared Perspective', 10, 4),\n",
       " ('Shared Perspective', 11, 6),\n",
       " ('Shared Perspective', 12, 7),\n",
       " ('Slide', 1, 17),\n",
       " ('Slide', 2, 12),\n",
       " ('Slide', 3, 16),\n",
       " ('Slide', 4, 11),\n",
       " ('Slide', 5, 17),\n",
       " ('Slide', 6, 10),\n",
       " ('Slide', 7, 13),\n",
       " ('Slide', 8, 6),\n",
       " ('Slide', 9, 18),\n",
       " ('Slide', 10, 7),\n",
       " ('Slide', 11, 13),\n",
       " ('Slide', 12, 7),\n",
       " ('Smell Game', 1, 13),\n",
       " ('Smell Game', 2, 18),\n",
       " ('Smell Game', 3, 16),\n",
       " ('Smell Game', 4, 6),\n",
       " ('Smell Game', 5, 19),\n",
       " ('Smell Game', 6, 9),\n",
       " ('Smell Game', 7, 21),\n",
       " ('Smell Game', 8, 10),\n",
       " ('Smell Game', 9, 16),\n",
       " ('Smell Game', 10, 15),\n",
       " ('Smell Game', 11, 12),\n",
       " ('Smell Game', 12, 13),\n",
       " ('Stair Game', 1, 12),\n",
       " ('Stair Game', 2, 8),\n",
       " ('Stair Game', 3, 7),\n",
       " ('Stair Game', 4, 4),\n",
       " ('Stair Game', 5, 10),\n",
       " ('Stair Game', 6, 7),\n",
       " ('Stair Game', 7, 14),\n",
       " ('Stair Game', 8, 15),\n",
       " ('Stair Game', 9, 17),\n",
       " ('Stair Game', 10, 7),\n",
       " ('Stair Game', 11, 3),\n",
       " ('Stair Game', 12, 8),\n",
       " ('Switch', 1, 15),\n",
       " ('Switch', 2, 12),\n",
       " ('Switch', 3, 14),\n",
       " ('Switch', 4, 11),\n",
       " ('Switch', 5, 15),\n",
       " ('Switch', 6, 11),\n",
       " ('Switch', 7, 11),\n",
       " ('Switch', 8, 10),\n",
       " ('Switch', 9, 13),\n",
       " ('Switch', 10, 9),\n",
       " ('Switch', 11, 10),\n",
       " ('Switch', 12, 6),\n",
       " ('Treat Warm-up', 1, 626),\n",
       " ('Treat Warm-up', 2, 495),\n",
       " ('Treat Warm-up', 3, 515),\n",
       " ('Treat Warm-up', 4, 393),\n",
       " ('Treat Warm-up', 5, 1182),\n",
       " ('Treat Warm-up', 6, 1444),\n",
       " ('Treat Warm-up', 7, 951),\n",
       " ('Treat Warm-up', 8, 791),\n",
       " ('Treat Warm-up', 9, 1303),\n",
       " ('Treat Warm-up', 10, 2626),\n",
       " ('Treat Warm-up', 11, 744),\n",
       " ('Treat Warm-up', 12, 667),\n",
       " ('Turn Your Back', 1, 462),\n",
       " ('Turn Your Back', 2, 372),\n",
       " ('Turn Your Back', 3, 418),\n",
       " ('Turn Your Back', 4, 298),\n",
       " ('Turn Your Back', 5, 769),\n",
       " ('Turn Your Back', 6, 778),\n",
       " ('Turn Your Back', 7, 535),\n",
       " ('Turn Your Back', 8, 418),\n",
       " ('Turn Your Back', 9, 599),\n",
       " ('Turn Your Back', 10, 1711),\n",
       " ('Turn Your Back', 11, 601),\n",
       " ('Turn Your Back', 12, 467),\n",
       " ('Two Cup Warm-up', 1, 490),\n",
       " ('Two Cup Warm-up', 2, 386),\n",
       " ('Two Cup Warm-up', 3, 389),\n",
       " ('Two Cup Warm-up', 4, 308),\n",
       " ('Two Cup Warm-up', 5, 747),\n",
       " ('Two Cup Warm-up', 6, 732),\n",
       " ('Two Cup Warm-up', 7, 537),\n",
       " ('Two Cup Warm-up', 8, 419),\n",
       " ('Two Cup Warm-up', 9, 578),\n",
       " ('Two Cup Warm-up', 10, 1234),\n",
       " ('Two Cup Warm-up', 11, 482),\n",
       " ('Two Cup Warm-up', 12, 379),\n",
       " ('Warm-up', 1, 70),\n",
       " ('Warm-up', 2, 77),\n",
       " ('Warm-Up', 3, 79),\n",
       " ('Warm-Up', 4, 54),\n",
       " ('Warm-Up', 5, 71),\n",
       " ('Warm-Up', 6, 64),\n",
       " ('Warm-Up', 7, 101),\n",
       " ('Warm-Up', 8, 64),\n",
       " ('Warm-Up', 9, 103),\n",
       " ('Warm-up', 10, 69),\n",
       " ('Warm-Up', 11, 65),\n",
       " ('Warm-up', 12, 56),\n",
       " ('Watching', 1, 594),\n",
       " ('Watching', 2, 443),\n",
       " ('Watching', 3, 472),\n",
       " ('Watching', 4, 322),\n",
       " ('Watching', 5, 980),\n",
       " ('Watching', 6, 1035),\n",
       " ('Watching', 7, 679),\n",
       " ('Watching', 8, 511),\n",
       " ('Watching', 9, 809),\n",
       " ('Watching', 10, 1797),\n",
       " ('Watching', 11, 611),\n",
       " ('Watching', 12, 555),\n",
       " ('Watching - Part 2', 1, 445),\n",
       " ('Watching - Part 2', 2, 372),\n",
       " ('Watching - Part 2', 3, 406),\n",
       " ('Watching - Part 2', 4, 282),\n",
       " ('Watching - Part 2', 5, 734),\n",
       " ('Watching - Part 2', 6, 747),\n",
       " ('Watching - Part 2', 7, 504),\n",
       " ('Watching - Part 2', 8, 405),\n",
       " ('Watching - Part 2', 9, 568),\n",
       " ('Watching - Part 2', 10, 1578),\n",
       " ('Watching - Part 2', 11, 565),\n",
       " ('Watching - Part 2', 12, 438),\n",
       " ('Yawn Game', 1, 828),\n",
       " ('Yawn Game', 2, 709),\n",
       " ('Yawn Game', 3, 681),\n",
       " ('Yawn Game', 4, 525),\n",
       " ('Yawn Game', 5, 2065),\n",
       " ('Yawn Game', 6, 2906),\n",
       " ('Yawn Game', 7, 1775),\n",
       " ('Yawn Game', 8, 1520),\n",
       " ('Yawn Game', 9, 2563),\n",
       " ('Yawn Game', 10, 4073),\n",
       " ('Yawn Game', 11, 989),\n",
       " ('Yawn Game', 12, 978),\n",
       " ('Yawn Warm-up', 1, 834),\n",
       " ('Yawn Warm-up', 2, 712),\n",
       " ('Yawn Warm-up', 3, 698),\n",
       " ('Yawn Warm-up', 4, 541),\n",
       " ('Yawn Warm-up', 5, 2143),\n",
       " ('Yawn Warm-up', 6, 3071),\n",
       " ('Yawn Warm-up', 7, 1909),\n",
       " ('Yawn Warm-up', 8, 1694),\n",
       " ('Yawn Warm-up', 9, 2771),\n",
       " ('Yawn Warm-up', 10, 4387),\n",
       " ('Yawn Warm-up', 11, 1060),\n",
       " ('Yawn Warm-up', 12, 1043)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "GROUP BY test_name, MONTH(created_at);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "480 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>test_name</th>\n",
       "        <th>Month</th>\n",
       "        <th>Num_Completed_Tests</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>1</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>1</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>1</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>1</td>\n",
       "        <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>1</td>\n",
       "        <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>1</td>\n",
       "        <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>1</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>1</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>1</td>\n",
       "        <td>624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>1</td>\n",
       "        <td>506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>1</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>1</td>\n",
       "        <td>410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>1</td>\n",
       "        <td>464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>1</td>\n",
       "        <td>465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>1</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>1</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>1</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>1</td>\n",
       "        <td>317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>1</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>1</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>1</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>1</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>1</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>1</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>1</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>1</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>1</td>\n",
       "        <td>462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>1</td>\n",
       "        <td>594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>1</td>\n",
       "        <td>445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>1</td>\n",
       "        <td>828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>1</td>\n",
       "        <td>834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>2</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>2</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>2</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>2</td>\n",
       "        <td>498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>2</td>\n",
       "        <td>373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>2</td>\n",
       "        <td>319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>2</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>2</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>2</td>\n",
       "        <td>564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>2</td>\n",
       "        <td>433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>2</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>2</td>\n",
       "        <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>2</td>\n",
       "        <td>395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>2</td>\n",
       "        <td>374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>2</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>2</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>2</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>2</td>\n",
       "        <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>2</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>2</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>2</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>2</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>2</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>2</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>2</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>2</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>2</td>\n",
       "        <td>372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>2</td>\n",
       "        <td>443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>2</td>\n",
       "        <td>372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>2</td>\n",
       "        <td>709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>2</td>\n",
       "        <td>712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>3</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>3</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>3</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>3</td>\n",
       "        <td>507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>3</td>\n",
       "        <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>3</td>\n",
       "        <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>3</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>3</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>3</td>\n",
       "        <td>589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>3</td>\n",
       "        <td>477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>3</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>3</td>\n",
       "        <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>3</td>\n",
       "        <td>381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>3</td>\n",
       "        <td>382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>3</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>3</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>3</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>3</td>\n",
       "        <td>321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>3</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>3</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>3</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>3</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>3</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>3</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>3</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>3</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>3</td>\n",
       "        <td>418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>3</td>\n",
       "        <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>3</td>\n",
       "        <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>3</td>\n",
       "        <td>406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>3</td>\n",
       "        <td>681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>3</td>\n",
       "        <td>698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>4</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>4</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>4</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>4</td>\n",
       "        <td>381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>4</td>\n",
       "        <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>4</td>\n",
       "        <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>4</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>4</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>4</td>\n",
       "        <td>449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>4</td>\n",
       "        <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>4</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>4</td>\n",
       "        <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>4</td>\n",
       "        <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>4</td>\n",
       "        <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>4</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>4</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>4</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>4</td>\n",
       "        <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>4</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>4</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>4</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>4</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>4</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>4</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>4</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>4</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>4</td>\n",
       "        <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>4</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>4</td>\n",
       "        <td>322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>4</td>\n",
       "        <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>4</td>\n",
       "        <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>4</td>\n",
       "        <td>541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>5</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>5</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>5</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>5</td>\n",
       "        <td>1149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>5</td>\n",
       "        <td>753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>5</td>\n",
       "        <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>5</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>5</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>5</td>\n",
       "        <td>1408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>1636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>5</td>\n",
       "        <td>926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>5</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>5</td>\n",
       "        <td>533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>5</td>\n",
       "        <td>711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>5</td>\n",
       "        <td>667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>5</td>\n",
       "        <td>336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>5</td>\n",
       "        <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>5</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>5</td>\n",
       "        <td>430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>5</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>5</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>5</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>5</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>5</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>5</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>5</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>5</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>1182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>5</td>\n",
       "        <td>769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>5</td>\n",
       "        <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>5</td>\n",
       "        <td>980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>5</td>\n",
       "        <td>734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>5</td>\n",
       "        <td>2065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>5</td>\n",
       "        <td>2143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>6</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>6</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>6</td>\n",
       "        <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>6</td>\n",
       "        <td>1424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>6</td>\n",
       "        <td>767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>6</td>\n",
       "        <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>6</td>\n",
       "        <td>1812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>2152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>6</td>\n",
       "        <td>1125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>6</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>6</td>\n",
       "        <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>6</td>\n",
       "        <td>704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>6</td>\n",
       "        <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>6</td>\n",
       "        <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>6</td>\n",
       "        <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>6</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>6</td>\n",
       "        <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>6</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>6</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>6</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>6</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>6</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>6</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>1444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>6</td>\n",
       "        <td>778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>6</td>\n",
       "        <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>6</td>\n",
       "        <td>1035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>6</td>\n",
       "        <td>747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>6</td>\n",
       "        <td>2906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>6</td>\n",
       "        <td>3071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>7</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>7</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>7</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>7</td>\n",
       "        <td>913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>7</td>\n",
       "        <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>7</td>\n",
       "        <td>407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>7</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>7</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>7</td>\n",
       "        <td>1194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>1379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>7</td>\n",
       "        <td>759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>7</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>7</td>\n",
       "        <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>7</td>\n",
       "        <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>7</td>\n",
       "        <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>7</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>7</td>\n",
       "        <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>7</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>7</td>\n",
       "        <td>360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>7</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>7</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>7</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>7</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>7</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>7</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>7</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>7</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>7</td>\n",
       "        <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>7</td>\n",
       "        <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>7</td>\n",
       "        <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>7</td>\n",
       "        <td>504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>7</td>\n",
       "        <td>1775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>7</td>\n",
       "        <td>1909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>8</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>8</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>8</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>8</td>\n",
       "        <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>8</td>\n",
       "        <td>408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>8</td>\n",
       "        <td>355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>8</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>8</td>\n",
       "        <td>1130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>1256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>8</td>\n",
       "        <td>653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>8</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>8</td>\n",
       "        <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>8</td>\n",
       "        <td>415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>8</td>\n",
       "        <td>402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>8</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>8</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>8</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>8</td>\n",
       "        <td>316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>8</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>8</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>8</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>8</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>8</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>8</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>8</td>\n",
       "        <td>418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>8</td>\n",
       "        <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>8</td>\n",
       "        <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>8</td>\n",
       "        <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>8</td>\n",
       "        <td>1520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>8</td>\n",
       "        <td>1694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>9</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>9</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>9</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>9</td>\n",
       "        <td>1243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>9</td>\n",
       "        <td>574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>9</td>\n",
       "        <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>9</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>9</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>9</td>\n",
       "        <td>1674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>1967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>9</td>\n",
       "        <td>992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>9</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>9</td>\n",
       "        <td>398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>9</td>\n",
       "        <td>574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>9</td>\n",
       "        <td>529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>9</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>9</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>9</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>9</td>\n",
       "        <td>309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>9</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>9</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>9</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>9</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>9</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>9</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>9</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>9</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>1303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>9</td>\n",
       "        <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>9</td>\n",
       "        <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>9</td>\n",
       "        <td>809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>9</td>\n",
       "        <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>9</td>\n",
       "        <td>2563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>9</td>\n",
       "        <td>2771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>10</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>10</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>10</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>10</td>\n",
       "        <td>2535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>10</td>\n",
       "        <td>1653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>10</td>\n",
       "        <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>10</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>10</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>10</td>\n",
       "        <td>3452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>3675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>10</td>\n",
       "        <td>2290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>10</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>10</td>\n",
       "        <td>785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>10</td>\n",
       "        <td>1218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>10</td>\n",
       "        <td>1111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>10</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>10</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>10</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>1272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>10</td>\n",
       "        <td>711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>10</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>10</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>10</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>10</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>10</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>10</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>10</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>10</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>2626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>10</td>\n",
       "        <td>1711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>1234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>10</td>\n",
       "        <td>1797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>10</td>\n",
       "        <td>1578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>10</td>\n",
       "        <td>4073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>10</td>\n",
       "        <td>4387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>11</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>11</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>11</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>11</td>\n",
       "        <td>735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>11</td>\n",
       "        <td>595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>11</td>\n",
       "        <td>422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>11</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>11</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>11</td>\n",
       "        <td>889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>11</td>\n",
       "        <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>11</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>11</td>\n",
       "        <td>362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>11</td>\n",
       "        <td>477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>11</td>\n",
       "        <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>11</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>11</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>11</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>11</td>\n",
       "        <td>341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>11</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>11</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>11</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>11</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>11</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>11</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>11</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>11</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>11</td>\n",
       "        <td>601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>11</td>\n",
       "        <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>11</td>\n",
       "        <td>611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>11</td>\n",
       "        <td>565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>11</td>\n",
       "        <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>11</td>\n",
       "        <td>1060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1 vs 1 Game</td>\n",
       "        <td>12</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3 vs 1 Game</td>\n",
       "        <td>12</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5 vs 1 Game</td>\n",
       "        <td>12</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>12</td>\n",
       "        <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>12</td>\n",
       "        <td>447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>12</td>\n",
       "        <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>12</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Expression Game</td>\n",
       "        <td>12</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>12</td>\n",
       "        <td>760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>12</td>\n",
       "        <td>566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>12</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>12</td>\n",
       "        <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>12</td>\n",
       "        <td>376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>12</td>\n",
       "        <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>12</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>12</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>12</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>12</td>\n",
       "        <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Self Control Game</td>\n",
       "        <td>12</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Game</td>\n",
       "        <td>12</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>12</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shared Perspective</td>\n",
       "        <td>12</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>12</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>12</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>12</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>12</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>12</td>\n",
       "        <td>467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>12</td>\n",
       "        <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>12</td>\n",
       "        <td>438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>12</td>\n",
       "        <td>978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>12</td>\n",
       "        <td>1043</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('1 vs 1 Game', 1, 25),\n",
       " ('3 vs 1 Game', 1, 35),\n",
       " ('5 vs 1 Game', 1, 59),\n",
       " ('Arm Pointing', 1, 622),\n",
       " ('Cover Your Eyes', 1, 452),\n",
       " ('Delayed Cup Game', 1, 356),\n",
       " ('Different Perspective', 1, 2),\n",
       " ('Expression Game', 1, 6),\n",
       " ('Eye Contact Game', 1, 624),\n",
       " ('Eye Contact Warm-up', 1, 707),\n",
       " ('Foot Pointing', 1, 506),\n",
       " ('Impossible Task Game', 1, 49),\n",
       " ('Impossible Task Warm-up', 1, 51),\n",
       " ('Inferential Reasoning Game', 1, 410),\n",
       " ('Inferential Reasoning Warm-up', 1, 425),\n",
       " ('Memory versus Pointing', 1, 464),\n",
       " ('Memory versus Smell', 1, 465),\n",
       " ('Navigation Game', 1, 57),\n",
       " ('Navigation Learning', 1, 59),\n",
       " ('Navigation Warm-up', 1, 62),\n",
       " ('Numerosity Warm-Up', 1, 36),\n",
       " ('One Cup Warm-up', 1, 476),\n",
       " ('Physical Reasoning Game', 1, 317),\n",
       " ('Physical Reasoning Warm-up', 1, 384),\n",
       " ('Self Control Game', 1, 8),\n",
       " ('Shaker Game', 1, 2),\n",
       " ('Shaker Warm-Up', 1, 2),\n",
       " ('Shared Perspective', 1, 1),\n",
       " ('Slide', 1, 17),\n",
       " ('Smell Game', 1, 13),\n",
       " ('Stair Game', 1, 12),\n",
       " ('Switch', 1, 15),\n",
       " ('Treat Warm-up', 1, 626),\n",
       " ('Turn Your Back', 1, 462),\n",
       " ('Two Cup Warm-up', 1, 490),\n",
       " ('Warm-up', 1, 70),\n",
       " ('Watching', 1, 594),\n",
       " ('Watching - Part 2', 1, 445),\n",
       " ('Yawn Game', 1, 828),\n",
       " ('Yawn Warm-up', 1, 834),\n",
       " ('1 vs 1 Game', 2, 28),\n",
       " ('3 vs 1 Game', 2, 28),\n",
       " ('5 vs 1 Game', 2, 54),\n",
       " ('Arm Pointing', 2, 498),\n",
       " ('Cover Your Eyes', 2, 373),\n",
       " ('Delayed Cup Game', 2, 319),\n",
       " ('Different Perspective', 2, 3),\n",
       " ('Expression Game', 2, 9),\n",
       " ('Eye Contact Game', 2, 564),\n",
       " ('Eye Contact Warm-up', 2, 616),\n",
       " ('Foot Pointing', 2, 433),\n",
       " ('Impossible Task Game', 2, 48),\n",
       " ('Impossible Task Warm-up', 2, 49),\n",
       " ('Inferential Reasoning Game', 2, 297),\n",
       " ('Inferential Reasoning Warm-up', 2, 302),\n",
       " ('Memory versus Pointing', 2, 395),\n",
       " ('Memory versus Smell', 2, 374),\n",
       " ('Navigation Game', 2, 41),\n",
       " ('Navigation Learning', 2, 43),\n",
       " ('Navigation Warm-up', 2, 43),\n",
       " ('Numerosity Warm-Up', 2, 28),\n",
       " ('One Cup Warm-up', 2, 388),\n",
       " ('Physical Reasoning Game', 2, 252),\n",
       " ('Physical Reasoning Warm-up', 2, 290),\n",
       " ('Self Control Game', 2, 8),\n",
       " ('Shaker Game', 2, 9),\n",
       " ('Shaker Warm-Up', 2, 11),\n",
       " ('Shared Perspective', 2, 3),\n",
       " ('Slide', 2, 12),\n",
       " ('Smell Game', 2, 18),\n",
       " ('Stair Game', 2, 8),\n",
       " ('Switch', 2, 12),\n",
       " ('Treat Warm-up', 2, 495),\n",
       " ('Turn Your Back', 2, 372),\n",
       " ('Two Cup Warm-up', 2, 386),\n",
       " ('Warm-up', 2, 77),\n",
       " ('Watching', 2, 443),\n",
       " ('Watching - Part 2', 2, 372),\n",
       " ('Yawn Game', 2, 709),\n",
       " ('Yawn Warm-up', 2, 712),\n",
       " ('1 vs 1 Game', 3, 22),\n",
       " ('3 vs 1 Game', 3, 34),\n",
       " ('5 vs 1 Game', 3, 57),\n",
       " ('Arm Pointing', 3, 507),\n",
       " ('Cover Your Eyes', 3, 416),\n",
       " ('Delayed Cup Game', 3, 350),\n",
       " ('Different Perspective', 3, 4),\n",
       " ('Expression Game', 3, 12),\n",
       " ('Eye Contact Game', 3, 589),\n",
       " ('Eye Contact Warm-up', 3, 616),\n",
       " ('Foot Pointing', 3, 477),\n",
       " ('Impossible Task Game', 3, 36),\n",
       " ('Impossible Task Warm-up', 3, 37),\n",
       " ('Inferential Reasoning Game', 3, 335),\n",
       " ('Inferential Reasoning Warm-up', 3, 351),\n",
       " ('Memory versus Pointing', 3, 381),\n",
       " ('Memory versus Smell', 3, 382),\n",
       " ('Navigation Game', 3, 47),\n",
       " ('Navigation Learning', 3, 47),\n",
       " ('Navigation Warm-up', 3, 50),\n",
       " ('Numerosity Warm-Up', 3, 35),\n",
       " ('One Cup Warm-up', 3, 388),\n",
       " ('Physical Reasoning Game', 3, 321),\n",
       " ('Physical Reasoning Warm-up', 3, 337),\n",
       " ('Self Control Game', 3, 11),\n",
       " ('Shaker Game', 3, 8),\n",
       " ('Shaker Warm-Up', 3, 8),\n",
       " ('Shared Perspective', 3, 3),\n",
       " ('Slide', 3, 16),\n",
       " ('Smell Game', 3, 16),\n",
       " ('Stair Game', 3, 7),\n",
       " ('Switch', 3, 14),\n",
       " ('Treat Warm-up', 3, 515),\n",
       " ('Turn Your Back', 3, 418),\n",
       " ('Two Cup Warm-up', 3, 389),\n",
       " ('Warm-Up', 3, 79),\n",
       " ('Watching', 3, 472),\n",
       " ('Watching - Part 2', 3, 406),\n",
       " ('Yawn Game', 3, 681),\n",
       " ('Yawn Warm-up', 3, 698),\n",
       " ('1 vs 1 Game', 4, 12),\n",
       " ('3 vs 1 Game', 4, 16),\n",
       " ('5 vs 1 Game', 4, 29),\n",
       " ('Arm Pointing', 4, 381),\n",
       " ('Cover Your Eyes', 4, 291),\n",
       " ('Delayed Cup Game', 4, 256),\n",
       " ('Different Perspective', 4, 8),\n",
       " ('Expression Game', 4, 10),\n",
       " ('Eye Contact Game', 4, 449),\n",
       " ('Eye Contact Warm-up', 4, 454),\n",
       " ('Foot Pointing', 4, 339),\n",
       " ('Impossible Task Game', 4, 43),\n",
       " ('Impossible Task Warm-up', 4, 43),\n",
       " ('Inferential Reasoning Game', 4, 254),\n",
       " ('Inferential Reasoning Warm-up', 4, 257),\n",
       " ('Memory versus Pointing', 4, 299),\n",
       " ('Memory versus Smell', 4, 280),\n",
       " ('Navigation Game', 4, 41),\n",
       " ('Navigation Learning', 4, 45),\n",
       " ('Navigation Warm-up', 4, 42),\n",
       " ('Numerosity Warm-Up', 4, 17),\n",
       " ('One Cup Warm-up', 4, 313),\n",
       " ('Physical Reasoning Game', 4, 224),\n",
       " ('Physical Reasoning Warm-up', 4, 247),\n",
       " ('Self Control Game', 4, 9),\n",
       " ('Shaker Game', 4, 4),\n",
       " ('Shaker Warm-Up', 4, 4),\n",
       " ('Shared Perspective', 4, 8),\n",
       " ('Slide', 4, 11),\n",
       " ('Smell Game', 4, 6),\n",
       " ('Stair Game', 4, 4),\n",
       " ('Switch', 4, 11),\n",
       " ('Treat Warm-up', 4, 393),\n",
       " ('Turn Your Back', 4, 298),\n",
       " ('Two Cup Warm-up', 4, 308),\n",
       " ('Warm-Up', 4, 54),\n",
       " ('Watching', 4, 322),\n",
       " ('Watching - Part 2', 4, 282),\n",
       " ('Yawn Game', 4, 525),\n",
       " ('Yawn Warm-up', 4, 541),\n",
       " ('1 vs 1 Game', 5, 13),\n",
       " ('3 vs 1 Game', 5, 34),\n",
       " ('5 vs 1 Game', 5, 50),\n",
       " ('Arm Pointing', 5, 1149),\n",
       " ('Cover Your Eyes', 5, 753),\n",
       " ('Delayed Cup Game', 5, 539),\n",
       " ('Different Perspective', 5, 12),\n",
       " ('Expression Game', 5, 9),\n",
       " ('Eye Contact Game', 5, 1408),\n",
       " ('Eye Contact Warm-up', 5, 1636),\n",
       " ('Foot Pointing', 5, 926),\n",
       " ('Impossible Task Game', 5, 49),\n",
       " ('Impossible Task Warm-up', 5, 49),\n",
       " ('Inferential Reasoning Game', 5, 533),\n",
       " ('Inferential Reasoning Warm-up', 5, 544),\n",
       " ('Memory versus Pointing', 5, 711),\n",
       " ('Memory versus Smell', 5, 667),\n",
       " ('Navigation Game', 5, 336),\n",
       " ('Navigation Learning', 5, 444),\n",
       " ('Navigation Warm-up', 5, 625),\n",
       " ('Numerosity Warm-Up', 5, 37),\n",
       " ('One Cup Warm-up', 5, 757),\n",
       " ('Physical Reasoning Game', 5, 430),\n",
       " ('Physical Reasoning Warm-up', 5, 510),\n",
       " ('Self Control Game', 5, 9),\n",
       " ('Shaker Game', 5, 10),\n",
       " ('Shaker Warm-Up', 5, 10),\n",
       " ('Shared Perspective', 5, 11),\n",
       " ('Slide', 5, 17),\n",
       " ('Smell Game', 5, 19),\n",
       " ('Stair Game', 5, 10),\n",
       " ('Switch', 5, 15),\n",
       " ('Treat Warm-up', 5, 1182),\n",
       " ('Turn Your Back', 5, 769),\n",
       " ('Two Cup Warm-up', 5, 747),\n",
       " ('Warm-Up', 5, 71),\n",
       " ('Watching', 5, 980),\n",
       " ('Watching - Part 2', 5, 734),\n",
       " ('Yawn Game', 5, 2065),\n",
       " ('Yawn Warm-up', 5, 2143),\n",
       " ('1 vs 1 Game', 6, 18),\n",
       " ('3 vs 1 Game', 6, 42),\n",
       " ('5 vs 1 Game', 6, 61),\n",
       " ('Arm Pointing', 6, 1424),\n",
       " ('Cover Your Eyes', 6, 767),\n",
       " ('Delayed Cup Game', 6, 525),\n",
       " ('Different Perspective', 6, 11),\n",
       " ('Expression Game', 6, 11),\n",
       " ('Eye Contact Game', 6, 1812),\n",
       " ('Eye Contact Warm-up', 6, 2152),\n",
       " ('Foot Pointing', 6, 1125),\n",
       " ('Impossible Task Game', 6, 59),\n",
       " ('Impossible Task Warm-up', 6, 58),\n",
       " ('Inferential Reasoning Game', 6, 544),\n",
       " ('Inferential Reasoning Warm-up', 6, 550),\n",
       " ('Memory versus Pointing', 6, 704),\n",
       " ('Memory versus Smell', 6, 666),\n",
       " ('Navigation Game', 6, 81),\n",
       " ('Navigation Learning', 6, 90),\n",
       " ('Navigation Warm-up', 6, 114),\n",
       " ('Numerosity Warm-Up', 6, 44),\n",
       " ('One Cup Warm-up', 6, 745),\n",
       " ('Physical Reasoning Game', 6, 424),\n",
       " ('Physical Reasoning Warm-up', 6, 504),\n",
       " ('Self Control Game', 6, 11),\n",
       " ('Shaker Game', 6, 7),\n",
       " ('Shaker Warm-Up', 6, 7),\n",
       " ('Shared Perspective', 6, 11),\n",
       " ('Slide', 6, 10),\n",
       " ('Smell Game', 6, 9),\n",
       " ('Stair Game', 6, 7),\n",
       " ('Switch', 6, 11),\n",
       " ('Treat Warm-up', 6, 1444),\n",
       " ('Turn Your Back', 6, 778),\n",
       " ('Two Cup Warm-up', 6, 732),\n",
       " ('Warm-Up', 6, 64),\n",
       " ('Watching', 6, 1035),\n",
       " ('Watching - Part 2', 6, 747),\n",
       " ('Yawn Game', 6, 2906),\n",
       " ('Yawn Warm-up', 6, 3071),\n",
       " ('1 vs 1 Game', 7, 36),\n",
       " ('3 vs 1 Game', 7, 37),\n",
       " ('5 vs 1 Game', 7, 69),\n",
       " ('Arm Pointing', 7, 913),\n",
       " ('Cover Your Eyes', 7, 521),\n",
       " ('Delayed Cup Game', 7, 407),\n",
       " ('Different Perspective', 7, 8),\n",
       " ('Expression Game', 7, 12),\n",
       " ('Eye Contact Game', 7, 1194),\n",
       " ('Eye Contact Warm-up', 7, 1379),\n",
       " ('Foot Pointing', 7, 759),\n",
       " ('Impossible Task Game', 7, 50),\n",
       " ('Impossible Task Warm-up', 7, 51),\n",
       " ('Inferential Reasoning Game', 7, 432),\n",
       " ('Inferential Reasoning Warm-up', 7, 450),\n",
       " ('Memory versus Pointing', 7, 511),\n",
       " ('Memory versus Smell', 7, 491),\n",
       " ('Navigation Game', 7, 70),\n",
       " ('Navigation Learning', 7, 74),\n",
       " ('Navigation Warm-up', 7, 88),\n",
       " ('Numerosity Warm-Up', 7, 37),\n",
       " ('One Cup Warm-up', 7, 536),\n",
       " ('Physical Reasoning Game', 7, 360),\n",
       " ('Physical Reasoning Warm-up', 7, 411),\n",
       " ('Self Control Game', 7, 14),\n",
       " ('Shaker Game', 7, 5),\n",
       " ('Shaker Warm-Up', 7, 5),\n",
       " ('Shared Perspective', 7, 7),\n",
       " ('Slide', 7, 13),\n",
       " ('Smell Game', 7, 21),\n",
       " ('Stair Game', 7, 14),\n",
       " ('Switch', 7, 11),\n",
       " ('Treat Warm-up', 7, 951),\n",
       " ('Turn Your Back', 7, 535),\n",
       " ('Two Cup Warm-up', 7, 537),\n",
       " ('Warm-Up', 7, 101),\n",
       " ('Watching', 7, 679),\n",
       " ('Watching - Part 2', 7, 504),\n",
       " ('Yawn Game', 7, 1775),\n",
       " ('Yawn Warm-up', 7, 1909),\n",
       " ('1 vs 1 Game', 8, 17),\n",
       " ('3 vs 1 Game', 8, 23),\n",
       " ('5 vs 1 Game', 8, 38),\n",
       " ('Arm Pointing', 8, 779),\n",
       " ('Cover Your Eyes', 8, 408),\n",
       " ('Delayed Cup Game', 8, 355),\n",
       " ('Different Perspective', 8, 10),\n",
       " ('Expression Game', 8, 11),\n",
       " ('Eye Contact Game', 8, 1130),\n",
       " ('Eye Contact Warm-up', 8, 1256),\n",
       " ('Foot Pointing', 8, 653),\n",
       " ('Impossible Task Game', 8, 32),\n",
       " ('Impossible Task Warm-up', 8, 34),\n",
       " ('Inferential Reasoning Game', 8, 350),\n",
       " ('Inferential Reasoning Warm-up', 8, 354),\n",
       " ('Memory versus Pointing', 8, 415),\n",
       " ('Memory versus Smell', 8, 402),\n",
       " ('Navigation Game', 8, 41),\n",
       " ('Navigation Learning', 8, 34),\n",
       " ('Navigation Warm-up', 8, 40),\n",
       " ('Numerosity Warm-Up', 8, 23),\n",
       " ('One Cup Warm-up', 8, 416),\n",
       " ('Physical Reasoning Game', 8, 316),\n",
       " ('Physical Reasoning Warm-up', 8, 347),\n",
       " ('Self Control Game', 8, 13),\n",
       " ('Shaker Game', 8, 6),\n",
       " ('Shaker Warm-Up', 8, 6),\n",
       " ('Shared Perspective', 8, 10),\n",
       " ('Slide', 8, 6),\n",
       " ('Smell Game', 8, 10),\n",
       " ('Stair Game', 8, 15),\n",
       " ('Switch', 8, 10),\n",
       " ('Treat Warm-up', 8, 791),\n",
       " ('Turn Your Back', 8, 418),\n",
       " ('Two Cup Warm-up', 8, 419),\n",
       " ('Warm-Up', 8, 64),\n",
       " ('Watching', 8, 511),\n",
       " ('Watching - Part 2', 8, 405),\n",
       " ('Yawn Game', 8, 1520),\n",
       " ('Yawn Warm-up', 8, 1694),\n",
       " ('1 vs 1 Game', 9, 28),\n",
       " ('3 vs 1 Game', 9, 24),\n",
       " ('5 vs 1 Game', 9, 50),\n",
       " ('Arm Pointing', 9, 1243),\n",
       " ('Cover Your Eyes', 9, 574),\n",
       " ('Delayed Cup Game', 9, 424),\n",
       " ('Different Perspective', 9, 12),\n",
       " ('Expression Game', 9, 17),\n",
       " ('Eye Contact Game', 9, 1674),\n",
       " ('Eye Contact Warm-up', 9, 1967),\n",
       " ('Foot Pointing', 9, 992),\n",
       " ('Impossible Task Game', 9, 35),\n",
       " ('Impossible Task Warm-up', 9, 36),\n",
       " ('Inferential Reasoning Game', 9, 398),\n",
       " ('Inferential Reasoning Warm-up', 9, 399),\n",
       " ('Memory versus Pointing', 9, 574),\n",
       " ('Memory versus Smell', 9, 529),\n",
       " ('Navigation Game', 9, 52),\n",
       " ('Navigation Learning', 9, 54),\n",
       " ('Navigation Warm-up', 9, 58),\n",
       " ('Numerosity Warm-Up', 9, 24),\n",
       " ('One Cup Warm-up', 9, 602),\n",
       " ('Physical Reasoning Game', 9, 309),\n",
       " ('Physical Reasoning Warm-up', 9, 364),\n",
       " ('Self Control Game', 9, 19),\n",
       " ('Shaker Game', 9, 12),\n",
       " ('Shaker Warm-Up', 9, 13),\n",
       " ('Shared Perspective', 9, 12),\n",
       " ('Slide', 9, 18),\n",
       " ('Smell Game', 9, 16),\n",
       " ('Stair Game', 9, 17),\n",
       " ('Switch', 9, 13),\n",
       " ('Treat Warm-up', 9, 1303),\n",
       " ('Turn Your Back', 9, 599),\n",
       " ('Two Cup Warm-up', 9, 578),\n",
       " ('Warm-Up', 9, 103),\n",
       " ('Watching', 9, 809),\n",
       " ('Watching - Part 2', 9, 568),\n",
       " ('Yawn Game', 9, 2563),\n",
       " ('Yawn Warm-up', 9, 2771),\n",
       " ('1 vs 1 Game', 10, 27),\n",
       " ('3 vs 1 Game', 10, 28),\n",
       " ('5 vs 1 Game', 10, 54),\n",
       " ('Arm Pointing', 10, 2535),\n",
       " ('Cover Your Eyes', 10, 1653),\n",
       " ('Delayed Cup Game', 10, 1019),\n",
       " ('Different Perspective', 10, 4),\n",
       " ('Expression Game', 10, 3),\n",
       " ('Eye Contact Game', 10, 3452),\n",
       " ('Eye Contact Warm-up', 10, 3675),\n",
       " ('Foot Pointing', 10, 2290),\n",
       " ('Impossible Task Game', 10, 37),\n",
       " ('Impossible Task Warm-up', 10, 36),\n",
       " ('Inferential Reasoning Game', 10, 785),\n",
       " ('Inferential Reasoning Warm-up', 10, 794),\n",
       " ('Memory versus Pointing', 10, 1218),\n",
       " ('Memory versus Smell', 10, 1111),\n",
       " ('Navigation Game', 10, 69),\n",
       " ('Navigation Learning', 10, 70),\n",
       " ('Navigation Warm-up', 10, 76),\n",
       " ('Numerosity Warm-Up', 10, 29),\n",
       " ('One Cup Warm-up', 10, 1272),\n",
       " ('Physical Reasoning Game', 10, 711),\n",
       " ('Physical Reasoning Warm-up', 10, 742),\n",
       " ('Self Control Game', 10, 9),\n",
       " ('Shaker Game', 10, 10),\n",
       " ('Shaker Warm-Up', 10, 11),\n",
       " ('Shared Perspective', 10, 4),\n",
       " ('Slide', 10, 7),\n",
       " ('Smell Game', 10, 15),\n",
       " ('Stair Game', 10, 7),\n",
       " ('Switch', 10, 9),\n",
       " ('Treat Warm-up', 10, 2626),\n",
       " ('Turn Your Back', 10, 1711),\n",
       " ('Two Cup Warm-up', 10, 1234),\n",
       " ('Warm-up', 10, 69),\n",
       " ('Watching', 10, 1797),\n",
       " ('Watching - Part 2', 10, 1578),\n",
       " ('Yawn Game', 10, 4073),\n",
       " ('Yawn Warm-up', 10, 4387),\n",
       " ('1 vs 1 Game', 11, 15),\n",
       " ('3 vs 1 Game', 11, 22),\n",
       " ('5 vs 1 Game', 11, 40),\n",
       " ('Arm Pointing', 11, 735),\n",
       " ('Cover Your Eyes', 11, 595),\n",
       " ('Delayed Cup Game', 11, 422),\n",
       " ('Different Perspective', 11, 6),\n",
       " ('Expression Game', 11, 11),\n",
       " ('Eye Contact Game', 11, 889),\n",
       " ('Eye Contact Warm-up', 11, 941),\n",
       " ('Foot Pointing', 11, 685),\n",
       " ('Impossible Task Game', 11, 48),\n",
       " ('Impossible Task Warm-up', 11, 49),\n",
       " ('Inferential Reasoning Game', 11, 362),\n",
       " ('Inferential Reasoning Warm-up', 11, 376),\n",
       " ('Memory versus Pointing', 11, 477),\n",
       " ('Memory versus Smell', 11, 444),\n",
       " ('Navigation Game', 11, 47),\n",
       " ('Navigation Learning', 11, 47),\n",
       " ('Navigation Warm-up', 11, 52),\n",
       " ('Numerosity Warm-Up', 11, 26),\n",
       " ('One Cup Warm-up', 11, 491),\n",
       " ('Physical Reasoning Game', 11, 341),\n",
       " ('Physical Reasoning Warm-up', 11, 349),\n",
       " ('Self Control Game', 11, 15),\n",
       " ('Shaker Game', 11, 3),\n",
       " ('Shaker Warm-Up', 11, 3),\n",
       " ('Shared Perspective', 11, 6),\n",
       " ('Slide', 11, 13),\n",
       " ('Smell Game', 11, 12),\n",
       " ('Stair Game', 11, 3),\n",
       " ('Switch', 11, 10),\n",
       " ('Treat Warm-up', 11, 744),\n",
       " ('Turn Your Back', 11, 601),\n",
       " ('Two Cup Warm-up', 11, 482),\n",
       " ('Warm-Up', 11, 65),\n",
       " ('Watching', 11, 611),\n",
       " ('Watching - Part 2', 11, 565),\n",
       " ('Yawn Game', 11, 989),\n",
       " ('Yawn Warm-up', 11, 1060),\n",
       " ('1 vs 1 Game', 12, 14),\n",
       " ('3 vs 1 Game', 12, 45),\n",
       " ('5 vs 1 Game', 12, 59),\n",
       " ('Arm Pointing', 12, 666),\n",
       " ('Cover Your Eyes', 12, 447),\n",
       " ('Delayed Cup Game', 12, 299),\n",
       " ('Different Perspective', 12, 9),\n",
       " ('Expression Game', 12, 13),\n",
       " ('Eye Contact Game', 12, 760),\n",
       " ('Eye Contact Warm-up', 12, 839),\n",
       " ('Foot Pointing', 12, 566),\n",
       " ('Impossible Task Game', 12, 46),\n",
       " ('Impossible Task Warm-up', 12, 46),\n",
       " ('Inferential Reasoning Game', 12, 280),\n",
       " ('Inferential Reasoning Warm-up', 12, 296),\n",
       " ('Memory versus Pointing', 12, 376),\n",
       " ('Memory versus Smell', 12, 352),\n",
       " ('Navigation Game', 12, 45),\n",
       " ('Navigation Learning', 12, 47),\n",
       " ('Navigation Warm-up', 12, 49),\n",
       " ('Numerosity Warm-Up', 12, 46),\n",
       " ('One Cup Warm-up', 12, 401),\n",
       " ('Physical Reasoning Game', 12, 250),\n",
       " ('Physical Reasoning Warm-up', 12, 276),\n",
       " ('Self Control Game', 12, 6),\n",
       " ('Shaker Game', 12, 1),\n",
       " ('Shaker Warm-Up', 12, 1),\n",
       " ('Shared Perspective', 12, 7),\n",
       " ('Slide', 12, 7),\n",
       " ('Smell Game', 12, 13),\n",
       " ('Stair Game', 12, 8),\n",
       " ('Switch', 12, 6),\n",
       " ('Treat Warm-up', 12, 667),\n",
       " ('Turn Your Back', 12, 467),\n",
       " ('Two Cup Warm-up', 12, 379),\n",
       " ('Warm-up', 12, 56),\n",
       " ('Watching', 12, 555),\n",
       " ('Watching - Part 2', 12, 438),\n",
       " ('Yawn Game', 12, 978),\n",
       " ('Yawn Warm-up', 12, 1043)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "GROUP BY MONTH(created_at), test_name;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that in the first case, the first block of rows share the same test_name, but are broken up into separate months (for those of you who took the \"Data Visualization and Communication with Tableau\" course of this specialization, this is similar to what would happen if you put test_name first and created_at second on the rows or columns shelf in Tableau).  \n",
    "\n",
    "In the second case, the first block of rows share the same month, but are broken up into separate tests  (this is similar to what would happen if you put created_at first and test_name second on the rows or columns shelf in Tableau).  If you were to visualize these outputs, they would look like the charts below.\n",
    "\n",
    "<img src=\"https://duke.box.com/shared/static/y6l3ldxg289brid5mmn886qweglt65qv.jpg\" width=800 alt=\"ORDER\" />\n",
    "\n",
    "Different database servers might default to ordering the outputs in a certain way, but you shouldn't rely on that being the case.  To ensure the output is ordered in a way you intend, add an ORDER BY clause to your grouped query using the syntax you already know and have practiced:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "GROUP BY test_name, Month\n",
    "ORDER BY test_name ASC, Month ASC;\n",
    "```\n",
    "\n",
    "**Question 1: Output a table that calculates the number of distinct female and male dogs in each breed group of the Dogs table, sorted by the total number of dogs in descending order (the sex/breed_group pair with the greatest number of dogs should have 8466 unique Dog_Guids):**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>gender</th>\n",
       "        <th>breed_group</th>\n",
       "        <th>COUNT(DISTINCT dog_guid)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>None</td>\n",
       "        <td>8466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>None</td>\n",
       "        <td>8367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Sporting</td>\n",
       "        <td>2584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Sporting</td>\n",
       "        <td>2262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Herding</td>\n",
       "        <td>1736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Herding</td>\n",
       "        <td>1704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Toy</td>\n",
       "        <td>1473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Toy</td>\n",
       "        <td>1145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Non-Sporting</td>\n",
       "        <td>1098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Working</td>\n",
       "        <td>1075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Non-Sporting</td>\n",
       "        <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Terrier</td>\n",
       "        <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Working</td>\n",
       "        <td>895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Terrier</td>\n",
       "        <td>794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Hound</td>\n",
       "        <td>725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Hound</td>\n",
       "        <td>614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td></td>\n",
       "        <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td></td>\n",
       "        <td>127</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('male', None, 8466),\n",
       " ('female', None, 8367),\n",
       " ('male', 'Sporting', 2584),\n",
       " ('female', 'Sporting', 2262),\n",
       " ('male', 'Herding', 1736),\n",
       " ('female', 'Herding', 1704),\n",
       " ('male', 'Toy', 1473),\n",
       " ('female', 'Toy', 1145),\n",
       " ('male', 'Non-Sporting', 1098),\n",
       " ('male', 'Working', 1075),\n",
       " ('female', 'Non-Sporting', 919),\n",
       " ('male', 'Terrier', 919),\n",
       " ('female', 'Working', 895),\n",
       " ('female', 'Terrier', 794),\n",
       " ('male', 'Hound', 725),\n",
       " ('female', 'Hound', 614),\n",
       " ('male', '', 147),\n",
       " ('female', '', 127)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT gender, breed_group, COUNT(DISTINCT dog_guid)\n",
    "FROM dogs\n",
    "GROUP BY breed_group, gender\n",
    "ORDER BY COUNT(DISTINCT dog_guid) DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some database servers, including MySQL, allow you to use numbers in place of field names in the GROUP BY or ORDER BY fields to reduce the overall length of the queries.  I tend to avoid this abbreviated method of writing queries because I find it challenging to troubleshoot when you are writing complicated queries with many fields, but it does allow you to write queries faster.  To use this method, assign each field in your SELECT statement a number acording to the order the field appears in the SELECT statement.  In the following statement:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "```\n",
    "\n",
    "test_name would be #1, Month would be #2, and Num_Completed_Tests would be #3.  You could then rewrite the query above to read:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "GROUP BY 1, 2\n",
    "ORDER BY 1 ASC, 2 ASC;\n",
    "```\n",
    "\n",
    "**Question 2: Revise the query your wrote in Question 1 so that it uses only numbers in the GROUP BY and ORDER BY fields.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>gender</th>\n",
       "        <th>breed_group</th>\n",
       "        <th>COUNT(DISTINCT dog_guid)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>None</td>\n",
       "        <td>8466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>None</td>\n",
       "        <td>8367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Sporting</td>\n",
       "        <td>2584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Sporting</td>\n",
       "        <td>2262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Herding</td>\n",
       "        <td>1736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Herding</td>\n",
       "        <td>1704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Toy</td>\n",
       "        <td>1473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Toy</td>\n",
       "        <td>1145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Non-Sporting</td>\n",
       "        <td>1098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Working</td>\n",
       "        <td>1075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Non-Sporting</td>\n",
       "        <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Terrier</td>\n",
       "        <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Working</td>\n",
       "        <td>895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Terrier</td>\n",
       "        <td>794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Hound</td>\n",
       "        <td>725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Hound</td>\n",
       "        <td>614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td></td>\n",
       "        <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td></td>\n",
       "        <td>127</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('male', None, 8466),\n",
       " ('female', None, 8367),\n",
       " ('male', 'Sporting', 2584),\n",
       " ('female', 'Sporting', 2262),\n",
       " ('male', 'Herding', 1736),\n",
       " ('female', 'Herding', 1704),\n",
       " ('male', 'Toy', 1473),\n",
       " ('female', 'Toy', 1145),\n",
       " ('male', 'Non-Sporting', 1098),\n",
       " ('male', 'Working', 1075),\n",
       " ('female', 'Non-Sporting', 919),\n",
       " ('male', 'Terrier', 919),\n",
       " ('female', 'Working', 895),\n",
       " ('female', 'Terrier', 794),\n",
       " ('male', 'Hound', 725),\n",
       " ('female', 'Hound', 614),\n",
       " ('male', '', 147),\n",
       " ('female', '', 127)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT gender, breed_group, COUNT(DISTINCT dog_guid)\n",
    "FROM dogs\n",
    "GROUP BY 1, 2\n",
    "ORDER BY 3 DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The HAVING clause\n",
    "\n",
    "Just like you can query subsets of rows using the WHERE clause, you can query subsets of aggregated groups using the HAVING clause.  However, wheras the expression that follows a WHERE clause has to be applicable to each row of data in a column, the expression that follows a HAVING clause has to be applicable or computable using a group of data.  \n",
    "\n",
    "If you wanted to examine the number of tests completed only during the winter holiday months of November and December, you would need to use a WHERE clause, because the month a test was completed in is recorded in each row.  Your query might look like this:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "WHERE MONTH(created_at)=11 OR MONTH(created_at)=12\n",
    "GROUP BY 1, 2\n",
    "ORDER BY 3 DESC;\n",
    "```\n",
    "If you then wanted to output only the test-month pairs that had at least 20 records in them, you would add a HAVING clause, because the stipulation of at least 20 records only makes sense and is only computable at the aggregated group level:\n",
    "\n",
    "```mySQL\n",
    "SELECT test_name, MONTH(created_at) AS Month, COUNT(created_at) AS Num_Completed_Tests\n",
    "FROM complete_tests\n",
    "WHERE MONTH(created_at)=11 OR MONTH(created_at)=12\n",
    "GROUP BY 1, 2\n",
    "HAVING COUNT(created_at)>=20\n",
    "ORDER BY 3 DESC;\n",
    "```\n",
    "\n",
    "**Question 3: Revise the query your wrote in Question 2 so that it (1) excludes the NULL and empty string entries in the breed_group field, and (2) excludes any groups that don't have at least 1,000 distinct Dog_Guids in them.  Your result should contain 8 rows.  (HINT: sometimes empty strings are registered as non-NULL values.  You might want to include the following line somewhere in your query to exclude these values as well):**\n",
    "\n",
    "```mySQL\n",
    "breed_group!=\"\"\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>gender</th>\n",
       "        <th>breed_group</th>\n",
       "        <th>COUNT(DISTINCT dog_guid)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Sporting</td>\n",
       "        <td>2584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Sporting</td>\n",
       "        <td>2262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Herding</td>\n",
       "        <td>1736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Herding</td>\n",
       "        <td>1704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Toy</td>\n",
       "        <td>1473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>female</td>\n",
       "        <td>Toy</td>\n",
       "        <td>1145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Non-Sporting</td>\n",
       "        <td>1098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>male</td>\n",
       "        <td>Working</td>\n",
       "        <td>1075</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('male', 'Sporting', 2584),\n",
       " ('female', 'Sporting', 2262),\n",
       " ('male', 'Herding', 1736),\n",
       " ('female', 'Herding', 1704),\n",
       " ('male', 'Toy', 1473),\n",
       " ('female', 'Toy', 1145),\n",
       " ('male', 'Non-Sporting', 1098),\n",
       " ('male', 'Working', 1075)]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT gender, breed_group, COUNT(DISTINCT dog_guid)\n",
    "FROM dogs\n",
    "WHERE breed_group!=\"\" AND breed_group IS NOT NULL AND breed_group!='None'\n",
    "GROUP BY 1,2\n",
    "HAVING COUNT(DISTINCT dog_guid) >= 1000\n",
    "ORDER BY 3 DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will review several issues that can be tricky about using GROUP BY in your queries in the next lesson, but those issues will make more sense once you are sure you are comfortable with the basic functionality of the GROUP BY and HAVING clauses.  \n",
    "   \n",
    "      \n",
    "\n",
    "## Practice incorporating GROUP BY and HAVING into your own queries.\n",
    "\n",
    "**Question 4: Write a query that outputs the average number of tests completed and average mean inter-test-interval for every breed type, sorted by the average number of completed tests in descending order (popular hybrid should be the first row in your output).**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>breed_type</th>\n",
       "        <th>AVG(total_tests_completed)</th>\n",
       "        <th>AVG(mean_iti_days)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Popular Hybrid</td>\n",
       "        <td>10.257530120481928</td>\n",
       "        <td>1.9682781756219017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cross Breed</td>\n",
       "        <td>9.945900537634408</td>\n",
       "        <td>1.994688302855342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pure Breed</td>\n",
       "        <td>9.871602824737856</td>\n",
       "        <td>2.2176045095807226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mixed Breed/ Other/ I Don&#x27;t Know</td>\n",
       "        <td>9.54250850170034</td>\n",
       "        <td>2.0993549515344747</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('Popular Hybrid', 10.257530120481928, 1.9682781756219017),\n",
       " ('Cross Breed', 9.945900537634408, 1.994688302855342),\n",
       " ('Pure Breed', 9.871602824737856, 2.2176045095807226),\n",
       " (\"Mixed Breed/ Other/ I Don't Know\", 9.54250850170034, 2.0993549515344747)]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT breed_type, AVG(total_tests_completed), AVG(mean_iti_days)\n",
    "FROM dogs\n",
    "GROUP BY 1\n",
    "ORDER BY AVG(total_tests_completed) DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 5: Write a query that outputs the average amount of time it took customers to complete each type of test where any individual reaction times over 6000 hours are excluded and only average reaction times that are greater than 0 seconds are included (your output should end up with 67 rows).**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>test_name</th>\n",
       "        <th>duration</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Social-Quiz</td>\n",
       "        <td>81.9923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Diet</td>\n",
       "        <td>32.7712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sociability</td>\n",
       "        <td>21.1726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Activity</td>\n",
       "        <td>20.0071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Warm-up</td>\n",
       "        <td>15.2669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shy/Boldness</td>\n",
       "        <td>11.6170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching</td>\n",
       "        <td>11.4743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Attachment</td>\n",
       "        <td>11.0557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Excitability</td>\n",
       "        <td>10.9972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Surprise And Delight</td>\n",
       "        <td>10.9355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Confinement</td>\n",
       "        <td>9.2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Set 3</td>\n",
       "        <td>7.0007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Warm-up</td>\n",
       "        <td>6.1733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gender</td>\n",
       "        <td>6.1326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical</td>\n",
       "        <td>5.6950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Owner</td>\n",
       "        <td>5.2280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emotions</td>\n",
       "        <td>4.6607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Numerosity Warm-Up</td>\n",
       "        <td>4.5937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yawn Game</td>\n",
       "        <td>3.8349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Recall</td>\n",
       "        <td>3.8206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Perception</td>\n",
       "        <td>3.8185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Warm-up</td>\n",
       "        <td>3.8022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Puzzles</td>\n",
       "        <td>3.7676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Partnership</td>\n",
       "        <td>3.4735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Obedience</td>\n",
       "        <td>3.4643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Purina-Only</td>\n",
       "        <td>3.3696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Set 1</td>\n",
       "        <td>3.0899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Social</td>\n",
       "        <td>2.7286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Training</td>\n",
       "        <td>2.6089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Purina</td>\n",
       "        <td>2.4655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Treat Warm-up</td>\n",
       "        <td>2.2185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Toys</td>\n",
       "        <td>2.2110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Watching - Part 2</td>\n",
       "        <td>2.1875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warm-Up</td>\n",
       "        <td>2.0840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delayed Cup Game</td>\n",
       "        <td>1.4267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>One Cup Warm-up</td>\n",
       "        <td>1.4191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Warm-up</td>\n",
       "        <td>1.3832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Warm-up</td>\n",
       "        <td>1.2267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Smell</td>\n",
       "        <td>1.1865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Smell Game</td>\n",
       "        <td>1.1813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eye Contact Game</td>\n",
       "        <td>1.1389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cover Your Eyes</td>\n",
       "        <td>0.8247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Turn Your Back</td>\n",
       "        <td>0.7646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arm Pointing</td>\n",
       "        <td>0.6092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Foot Pointing</td>\n",
       "        <td>0.5739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slide</td>\n",
       "        <td>0.5362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Environment</td>\n",
       "        <td>0.4971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Warm-up</td>\n",
       "        <td>0.4921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Inferential Reasoning Game</td>\n",
       "        <td>0.3883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stair Game</td>\n",
       "        <td>0.3021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Learning</td>\n",
       "        <td>0.2271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Memory versus Pointing</td>\n",
       "        <td>0.2205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Impossible Task Game</td>\n",
       "        <td>0.1913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Navigation Game</td>\n",
       "        <td>0.1273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Set 2</td>\n",
       "        <td>0.1259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Two Cup Warm-up</td>\n",
       "        <td>0.1223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physical Reasoning Game</td>\n",
       "        <td>0.0819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaker Warm-Up</td>\n",
       "        <td>0.0644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Switch</td>\n",
       "        <td>0.0531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Different Perspective</td>\n",
       "        <td>0.0493</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('Social-Quiz', Decimal('81.9923')),\n",
       " ('Diet', Decimal('32.7712')),\n",
       " ('Sociability', Decimal('21.1726')),\n",
       " ('Activity', Decimal('20.0071')),\n",
       " ('Yawn Warm-up', Decimal('15.2669')),\n",
       " ('Shy/Boldness', Decimal('11.6170')),\n",
       " ('Watching', Decimal('11.4743')),\n",
       " ('Attachment', Decimal('11.0557')),\n",
       " ('Excitability', Decimal('10.9972')),\n",
       " ('Surprise And Delight', Decimal('10.9355')),\n",
       " ('Confinement', Decimal('9.2003')),\n",
       " ('Set 3', Decimal('7.0007')),\n",
       " ('Navigation Warm-up', Decimal('6.1733')),\n",
       " ('Gender', Decimal('6.1326')),\n",
       " ('Physical', Decimal('5.6950')),\n",
       " ('Owner', Decimal('5.2280')),\n",
       " ('Emotions', Decimal('4.6607')),\n",
       " ('Numerosity Warm-Up', Decimal('4.5937')),\n",
       " ('Yawn Game', Decimal('3.8349')),\n",
       " ('Recall', Decimal('3.8206')),\n",
       " ('Perception', Decimal('3.8185')),\n",
       " ('Impossible Task Warm-up', Decimal('3.8022')),\n",
       " ('Puzzles', Decimal('3.7676')),\n",
       " ('Partnership', Decimal('3.4735')),\n",
       " ('Obedience', Decimal('3.4643')),\n",
       " ('Purina-Only', Decimal('3.3696')),\n",
       " ('Set 1', Decimal('3.0899')),\n",
       " ('Social', Decimal('2.7286')),\n",
       " ('Training', Decimal('2.6089')),\n",
       " ('Purina', Decimal('2.4655')),\n",
       " ('Treat Warm-up', Decimal('2.2185')),\n",
       " ('Toys', Decimal('2.2110')),\n",
       " ('Watching - Part 2', Decimal('2.1875')),\n",
       " ('Warm-Up', Decimal('2.0840')),\n",
       " ('Delayed Cup Game', Decimal('1.4267')),\n",
       " ('One Cup Warm-up', Decimal('1.4191')),\n",
       " ('Inferential Reasoning Warm-up', Decimal('1.3832')),\n",
       " ('Eye Contact Warm-up', Decimal('1.2267')),\n",
       " ('Memory versus Smell', Decimal('1.1865')),\n",
       " ('Smell Game', Decimal('1.1813')),\n",
       " ('Eye Contact Game', Decimal('1.1389')),\n",
       " ('Cover Your Eyes', Decimal('0.8247')),\n",
       " ('Turn Your Back', Decimal('0.7646')),\n",
       " ('Arm Pointing', Decimal('0.6092')),\n",
       " ('Foot Pointing', Decimal('0.5739')),\n",
       " ('Slide', Decimal('0.5362')),\n",
       " ('Environment', Decimal('0.4971')),\n",
       " ('Physical Reasoning Warm-up', Decimal('0.4921')),\n",
       " ('Inferential Reasoning Game', Decimal('0.3883')),\n",
       " ('Stair Game', Decimal('0.3021')),\n",
       " ('Navigation Learning', Decimal('0.2271')),\n",
       " ('Memory versus Pointing', Decimal('0.2205')),\n",
       " ('Impossible Task Game', Decimal('0.1913')),\n",
       " ('Navigation Game', Decimal('0.1273')),\n",
       " ('Set 2', Decimal('0.1259')),\n",
       " ('Two Cup Warm-up', Decimal('0.1223')),\n",
       " ('Physical Reasoning Game', Decimal('0.0819')),\n",
       " ('Shaker Warm-Up', Decimal('0.0644')),\n",
       " ('Switch', Decimal('0.0531')),\n",
       " ('Different Perspective', Decimal('0.0493'))]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT test_name, AVG(TIMESTAMPDIFF(HOUR,start_time,end_time)) AS duration\n",
    "FROM exam_answers\n",
    "WHERE TIMESTAMPDIFF(HOUR,start_time,end_time) <=6000\n",
    "GROUP BY test_name\n",
    "HAVING AVG(TIMESTAMPDIFF(HOUR,start_time,end_time)) >0\n",
    "ORDER BY duration DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 6: Write a query that outputs the total number of unique User_Guids in each combination of State and ZIP code (postal code) in the United States, sorted first by state name in ascending alphabetical order, and second by total number of unique User_Guids in descending order (your first state should be AE and there should be 5043 rows in total in your output).**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5043 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>COUNT(DISTINCT user_guid)</th>\n",
       "        <th>state</th>\n",
       "        <th>zip</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AE</td>\n",
       "        <td>9128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AE</td>\n",
       "        <td>9053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AE</td>\n",
       "        <td>9107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AE</td>\n",
       "        <td>9469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AE</td>\n",
       "        <td>9845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AK</td>\n",
       "        <td>99507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AK</td>\n",
       "        <td>99709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AK</td>\n",
       "        <td>99577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AK</td>\n",
       "        <td>99501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AK</td>\n",
       "        <td>99775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>AL</td>\n",
       "        <td>35209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AL</td>\n",
       "        <td>36609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AL</td>\n",
       "        <td>36116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AL</td>\n",
       "        <td>35801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AL</td>\n",
       "        <td>36532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>36527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AL</td>\n",
       "        <td>35803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AP</td>\n",
       "        <td>96377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AP</td>\n",
       "        <td>96205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AP</td>\n",
       "        <td>96310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AP</td>\n",
       "        <td>96367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AR</td>\n",
       "        <td>72207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AR</td>\n",
       "        <td>72401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AR</td>\n",
       "        <td>72712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AR</td>\n",
       "        <td>72223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AR</td>\n",
       "        <td>72632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>71909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>71913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AR</td>\n",
       "        <td>72703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>AZ</td>\n",
       "        <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>16</td>\n",
       "        <td>CA</td>\n",
       "        <td>92107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13</td>\n",
       "        <td>CA</td>\n",
       "        <td>90046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>CA</td>\n",
       "        <td>94107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>CA</td>\n",
       "        <td>92130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>CA</td>\n",
       "        <td>94110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>CA</td>\n",
       "        <td>92024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>CA</td>\n",
       "        <td>92064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>CA</td>\n",
       "        <td>90068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>CA</td>\n",
       "        <td>94131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>CA</td>\n",
       "        <td>90069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>CA</td>\n",
       "        <td>90049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>90291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>90292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>90266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>90803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>93003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>94602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>94117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>90278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CA</td>\n",
       "        <td>94121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>90036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>94061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>92672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>91301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>94123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>90039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>95762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>92103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>92071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>94901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>95008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>94903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>94952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>95014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>90274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>90277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>94549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>91406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>95003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>95818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>95476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>91307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>91941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>91942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>91320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>91367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>93103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>91030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>94506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>93561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>95125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>92126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CA</td>\n",
       "        <td>90034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>90065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>90731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>90024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>90403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>93955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>90807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>91208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>90064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>95648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>92629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CA</td>\n",
       "        <td>94705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>96022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>96161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>92627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>91387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>95065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>94530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>90808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CA</td>\n",
       "        <td>93013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>90504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>96003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>93446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>95425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>92247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>91902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CA</td>\n",
       "        <td>94303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>CO</td>\n",
       "        <td>80304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CO</td>\n",
       "        <td>80210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CO</td>\n",
       "        <td>80303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CO</td>\n",
       "        <td>80526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CO</td>\n",
       "        <td>80220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CO</td>\n",
       "        <td>80403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>81601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>81620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4</td>\n",
       "        <td>CO</td>\n",
       "        <td>80237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>CO</td>\n",
       "        <td>80015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>81611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>81623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>81301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>81501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>CO</td>\n",
       "        <td>80203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>81652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
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       "        <td>80808</td>\n",
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       "    <tr>\n",
       "        <td>1</td>\n",
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       "        <td>80537</td>\n",
       "    </tr>\n",
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       "        <td>CO</td>\n",
       "        <td>80104</td>\n",
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       "        <td>1</td>\n",
       "        <td>CO</td>\n",
       "        <td>80122</td>\n",
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       "        <td>80106</td>\n",
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       "        <td>CO</td>\n",
       "        <td>80829</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "        <td>6614</td>\n",
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       "        <td>6001</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<span style=\"font-style:italic;text-align:center;\">5043 rows, truncated to displaylimit of 1000</span>"
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       " ...]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT COUNT(DISTINCT user_guid), state, zip\n",
    "FROM users\n",
    "WHERE country='US'\n",
    "GROUP BY state, zip\n",
    "ORDER BY state ASC, COUNT(DISTINCT user_guid) DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 7: Write a query that outputs the total number of unique User_Guids in each combination of State and ZIP code in the United States *that have at least 5 users*, sorted first by state name in ascending alphabetical order, and second by total number of unique User_Guids in descending order (your first state/ZIP code combination should be AZ/86303).**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "285 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>COUNT(DISTINCT user_guid)</th>\n",
       "        <th>state</th>\n",
       "        <th>zip</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14</td>\n",
       "        <td>AZ</td>\n",
       "        <td>86303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>AZ</td>\n",
       "        <td>85253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>16</td>\n",
       "        <td>CA</td>\n",
       "        <td>92107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13</td>\n",
       "        <td>CA</td>\n",
       "        <td>90046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>CA</td>\n",
       "        <td>92130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>CA</td>\n",
       "        <td>94107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>CA</td>\n",
       "        <td>94110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>CA</td>\n",
       "        <td>92024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94941</td>\n",
       "    </tr>\n",
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       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CA</td>\n",
       "        <td>94611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>CA</td>\n",
       "        <td>90068</td>\n",
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       "        <td>92064</td>\n",
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       "        <td>94131</td>\n",
       "    </tr>\n",
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       "        <td>7</td>\n",
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       "        <td>CA</td>\n",
       "        <td>95762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>90039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>94952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CA</td>\n",
       "        <td>92071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>95818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>95476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>91406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>95003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>90025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>94118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>92009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CA</td>\n",
       "        <td>93012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>CO</td>\n",
       "        <td>80304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>CO</td>\n",
       "        <td>80210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CO</td>\n",
       "        <td>80303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>CO</td>\n",
       "        <td>80526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CO</td>\n",
       "        <td>80220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CO</td>\n",
       "        <td>80403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CO</td>\n",
       "        <td>80206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>CT</td>\n",
       "        <td>6880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CT</td>\n",
       "        <td>6824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>CT</td>\n",
       "        <td>6840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CT</td>\n",
       "        <td>6820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>CT</td>\n",
       "        <td>6614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14</td>\n",
       "        <td>DC</td>\n",
       "        <td>20009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>DC</td>\n",
       "        <td>20002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>DC</td>\n",
       "        <td>20007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>DC</td>\n",
       "        <td>20016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>DC</td>\n",
       "        <td>20001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>DC</td>\n",
       "        <td>20011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>DC</td>\n",
       "        <td>20005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>DC</td>\n",
       "        <td>20003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>DE</td>\n",
       "        <td>19958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>FL</td>\n",
       "        <td>32312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>FL</td>\n",
       "        <td>33418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>FL</td>\n",
       "        <td>33647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>FL</td>\n",
       "        <td>33156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>FL</td>\n",
       "        <td>32751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>FL</td>\n",
       "        <td>32765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>GA</td>\n",
       "        <td>30305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>GA</td>\n",
       "        <td>30004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>GA</td>\n",
       "        <td>30345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>GA</td>\n",
       "        <td>30308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>GA</td>\n",
       "        <td>30316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>GA</td>\n",
       "        <td>30328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>GA</td>\n",
       "        <td>30067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>HI</td>\n",
       "        <td>96734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>ID</td>\n",
       "        <td>83702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>18</td>\n",
       "        <td>IL</td>\n",
       "        <td>60614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>11</td>\n",
       "        <td>IL</td>\n",
       "        <td>60654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>IL</td>\n",
       "        <td>60657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>IL</td>\n",
       "        <td>60640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>IL</td>\n",
       "        <td>60613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>IL</td>\n",
       "        <td>60660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>IL</td>\n",
       "        <td>60610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>IL</td>\n",
       "        <td>60647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>IL</td>\n",
       "        <td>60618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>IL</td>\n",
       "        <td>60093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>IL</td>\n",
       "        <td>60626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>IL</td>\n",
       "        <td>60642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>IN</td>\n",
       "        <td>47401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>KS</td>\n",
       "        <td>66062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>LA</td>\n",
       "        <td>70115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>LA</td>\n",
       "        <td>70118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>MA</td>\n",
       "        <td>2127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>MA</td>\n",
       "        <td>2129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MA</td>\n",
       "        <td>2143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MA</td>\n",
       "        <td>2135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MA</td>\n",
       "        <td>2472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MA</td>\n",
       "        <td>2116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MA</td>\n",
       "        <td>2130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>MD</td>\n",
       "        <td>20854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>MD</td>\n",
       "        <td>20910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>MD</td>\n",
       "        <td>20817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>MD</td>\n",
       "        <td>21286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>MD</td>\n",
       "        <td>20878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MD</td>\n",
       "        <td>20852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MD</td>\n",
       "        <td>21228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MD</td>\n",
       "        <td>21230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MD</td>\n",
       "        <td>20895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>MI</td>\n",
       "        <td>48103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>MN</td>\n",
       "        <td>55426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>MO</td>\n",
       "        <td>63139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MO</td>\n",
       "        <td>63122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>MT</td>\n",
       "        <td>59715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>83</td>\n",
       "        <td>N/A</td>\n",
       "        <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>32</td>\n",
       "        <td>NC</td>\n",
       "        <td>27701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>26</td>\n",
       "        <td>NC</td>\n",
       "        <td>27705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>17</td>\n",
       "        <td>NC</td>\n",
       "        <td>27516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>17</td>\n",
       "        <td>NC</td>\n",
       "        <td>27707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>11</td>\n",
       "        <td>NC</td>\n",
       "        <td>27517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>11</td>\n",
       "        <td>NC</td>\n",
       "        <td>27613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>11</td>\n",
       "        <td>NC</td>\n",
       "        <td>27615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>NC</td>\n",
       "        <td>27713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>NC</td>\n",
       "        <td>27514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>NC</td>\n",
       "        <td>27278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>NC</td>\n",
       "        <td>27539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>NC</td>\n",
       "        <td>27617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>NC</td>\n",
       "        <td>27609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>NC</td>\n",
       "        <td>27614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>NC</td>\n",
       "        <td>27519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>NC</td>\n",
       "        <td>27608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>NC</td>\n",
       "        <td>27513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>27104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>27603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>27612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>28270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>28787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>27587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>27607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>28374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NC</td>\n",
       "        <td>27410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NC</td>\n",
       "        <td>28205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NC</td>\n",
       "        <td>28226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NC</td>\n",
       "        <td>27502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NC</td>\n",
       "        <td>27606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>NJ</td>\n",
       "        <td>7030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>NJ</td>\n",
       "        <td>7302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NJ</td>\n",
       "        <td>8540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NM</td>\n",
       "        <td>87111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NV</td>\n",
       "        <td>89511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14</td>\n",
       "        <td>NY</td>\n",
       "        <td>10003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13</td>\n",
       "        <td>NY</td>\n",
       "        <td>10023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13</td>\n",
       "        <td>NY</td>\n",
       "        <td>10024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>NY</td>\n",
       "        <td>10025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>NY</td>\n",
       "        <td>11201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>11</td>\n",
       "        <td>NY</td>\n",
       "        <td>10028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10</td>\n",
       "        <td>NY</td>\n",
       "        <td>10016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>NY</td>\n",
       "        <td>10019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>NY</td>\n",
       "        <td>10011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>NY</td>\n",
       "        <td>14850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>NY</td>\n",
       "        <td>11238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>NY</td>\n",
       "        <td>10021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>NY</td>\n",
       "        <td>10014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>NY</td>\n",
       "        <td>11249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NY</td>\n",
       "        <td>11217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NY</td>\n",
       "        <td>10128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NY</td>\n",
       "        <td>10583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NY</td>\n",
       "        <td>10012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>NY</td>\n",
       "        <td>10013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>10708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>11222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>11209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>11211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>10022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>11105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>11215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>NY</td>\n",
       "        <td>10075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>OH</td>\n",
       "        <td>43214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OH</td>\n",
       "        <td>43068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OH</td>\n",
       "        <td>43235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OH</td>\n",
       "        <td>45040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OH</td>\n",
       "        <td>44149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OH</td>\n",
       "        <td>45243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OK</td>\n",
       "        <td>73013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>OR</td>\n",
       "        <td>97229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>OR</td>\n",
       "        <td>97212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OR</td>\n",
       "        <td>97215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OR</td>\n",
       "        <td>97405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OR</td>\n",
       "        <td>97702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>OR</td>\n",
       "        <td>97206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>PA</td>\n",
       "        <td>19147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>PA</td>\n",
       "        <td>19460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>PA</td>\n",
       "        <td>19087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>PA</td>\n",
       "        <td>15101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>PA</td>\n",
       "        <td>15237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14</td>\n",
       "        <td>SC</td>\n",
       "        <td>29303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13</td>\n",
       "        <td>SC</td>\n",
       "        <td>29464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>SC</td>\n",
       "        <td>29205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>SC</td>\n",
       "        <td>29707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>SC</td>\n",
       "        <td>29407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>TN</td>\n",
       "        <td>37205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>TN</td>\n",
       "        <td>37067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>TN</td>\n",
       "        <td>37027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>TX</td>\n",
       "        <td>78750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>TX</td>\n",
       "        <td>78745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>TX</td>\n",
       "        <td>77008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>TX</td>\n",
       "        <td>78703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>TX</td>\n",
       "        <td>77007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>TX</td>\n",
       "        <td>78704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>TX</td>\n",
       "        <td>78757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>TX</td>\n",
       "        <td>77584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>78613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>77006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>77381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>77382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>75219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>76712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>75023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>75248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>78748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>TX</td>\n",
       "        <td>75025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>UT</td>\n",
       "        <td>84098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>VA</td>\n",
       "        <td>22201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>VA</td>\n",
       "        <td>20191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>VA</td>\n",
       "        <td>22314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>VA</td>\n",
       "        <td>22903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>VA</td>\n",
       "        <td>22043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>VA</td>\n",
       "        <td>20147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>VA</td>\n",
       "        <td>20120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>VA</td>\n",
       "        <td>22304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>VA</td>\n",
       "        <td>22101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>VA</td>\n",
       "        <td>22301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>VA</td>\n",
       "        <td>22902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>VA</td>\n",
       "        <td>23462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>WA</td>\n",
       "        <td>98103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>WA</td>\n",
       "        <td>98102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>WA</td>\n",
       "        <td>98122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>WA</td>\n",
       "        <td>98225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>WA</td>\n",
       "        <td>98118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>WA</td>\n",
       "        <td>98199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>WA</td>\n",
       "        <td>98045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>WA</td>\n",
       "        <td>98033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>WA</td>\n",
       "        <td>98115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>WA</td>\n",
       "        <td>98052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6</td>\n",
       "        <td>WA</td>\n",
       "        <td>98074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>WA</td>\n",
       "        <td>98110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>WA</td>\n",
       "        <td>98072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>WA</td>\n",
       "        <td>98106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>WI</td>\n",
       "        <td>53213</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(14, 'AZ', '86303'),\n",
       " (6, 'AZ', '85718'),\n",
       " (5, 'AZ', '85254'),\n",
       " (5, 'AZ', '85749'),\n",
       " (5, 'AZ', '85260'),\n",
       " (5, 'AZ', '85711'),\n",
       " (5, 'AZ', '85253'),\n",
       " (16, 'CA', '92107'),\n",
       " (13, 'CA', '90046'),\n",
       " (12, 'CA', '92130'),\n",
       " (12, 'CA', '94107'),\n",
       " (10, 'CA', '94110'),\n",
       " (10, 'CA', '92024'),\n",
       " (9, 'CA', '94941'),\n",
       " (9, 'CA', '94114'),\n",
       " (9, 'CA', '94025'),\n",
       " (9, 'CA', '94611'),\n",
       " (8, 'CA', '90068'),\n",
       " (8, 'CA', '90069'),\n",
       " (8, 'CA', '90049'),\n",
       " (8, 'CA', '92064'),\n",
       " (8, 'CA', '94131'),\n",
       " (7, 'CA', '94121'),\n",
       " (7, 'CA', '94602'),\n",
       " (7, 'CA', '90278'),\n",
       " (7, 'CA', '90803'),\n",
       " (7, 'CA', '90291'),\n",
       " (7, 'CA', '93003'),\n",
       " (7, 'CA', '90292'),\n",
       " (7, 'CA', '94117'),\n",
       " (7, 'CA', '90266'),\n",
       " (6, 'CA', '91301'),\n",
       " (6, 'CA', '95008'),\n",
       " (6, 'CA', '90274'),\n",
       " (6, 'CA', '92103'),\n",
       " (6, 'CA', '94123'),\n",
       " (6, 'CA', '90277'),\n",
       " (6, 'CA', '92672'),\n",
       " (6, 'CA', '94901'),\n",
       " (6, 'CA', '95014'),\n",
       " (6, 'CA', '94549'),\n",
       " (6, 'CA', '94903'),\n",
       " (6, 'CA', '90036'),\n",
       " (6, 'CA', '94061'),\n",
       " (6, 'CA', '95762'),\n",
       " (6, 'CA', '90039'),\n",
       " (6, 'CA', '94952'),\n",
       " (6, 'CA', '92071'),\n",
       " (5, 'CA', '92122'),\n",
       " (5, 'CA', '94109'),\n",
       " (5, 'CA', '94040'),\n",
       " (5, 'CA', '95818'),\n",
       " (5, 'CA', '93105'),\n",
       " (5, 'CA', '95476'),\n",
       " (5, 'CA', '93023'),\n",
       " (5, 'CA', '90232'),\n",
       " (5, 'CA', '92211'),\n",
       " (5, 'CA', '93940'),\n",
       " (5, 'CA', '94550'),\n",
       " (5, 'CA', '90405'),\n",
       " (5, 'CA', '94904'),\n",
       " (5, 'CA', '92106'),\n",
       " (5, 'CA', '94597'),\n",
       " (5, 'CA', '91406'),\n",
       " (5, 'CA', '94706'),\n",
       " (5, 'CA', '90210'),\n",
       " (5, 'CA', '95003'),\n",
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       " (5, 'WI', '53213')]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT COUNT(DISTINCT user_guid), state, zip\n",
    "FROM users\n",
    "WHERE country='US'\n",
    "GROUP BY state, zip\n",
    "HAVING COUNT(DISTINCT user_guid) >=5\n",
    "ORDER BY state ASC, COUNT(DISTINCT user_guid) DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<mark>**Be sure to watch the next video before beginning Exercise 6, the next set of MySQL exercises</mark>,** **and feel free to practice any other queries you wish below!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
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