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"# 2021-11-02 Midterm Exam\n",
"\n",
"### General Instructions:\n",
"\n",
"Welcome to the **Python Programming (for Data Science)** exam session! Please, read **carefully** the instructions below before start writing code. \n",
"\n",
"This session will last **30 minutes** (plus some additional time gained during the first part of the exam) and is worth **18 points**.\n",
"\n",
"You will earn all of the points associated to an exercise **if and only if** the answer you provide passes successfully **all** the tests (both those that are visible in this python notebook and those that are hidden to you).
\n",
"\n",
"To actually write down your implementation, make sure to fill in any place that says **_# YOUR CODE HERE_**. \n",
"Note also that you should **either comment or delete** any **raise NotImplementedError()** exception.
\n",
"(**Warning**: If you forget to delete the **raise NotImplementedError()** in an exercise, you will automatically lose 1 point for that exercise even if the code does not raise any error).\n",
"\n",
"For this exam session **you will not be allowed** to use any lecture material, yet you will be able to access the following APIs:\n",
"\n",
"- [Python Standard Library](https://docs.python.org/3/library/index.html)\n",
"\n",
"Once you are done, save this notebook and rename it as follows:\n",
"\n",
"**YOURUSERNAME_2021-11-02.ipynb**\n",
"\n",
"where **YOURUSERNAME** is your actual username. To be consistent, we are expecting your username to be composed by your first name's initial, followed by your full lastname. As an example, in my case this notebook must be saved as **dinunzio_2021-11-02.ipynb** (Remember to insert an underscore **'_'** between your username and the date).
\n",
"\n",
"Finally, go back to the [Moodle](https://esami.elearning.unipd.it/) web page of the \"**2021-11-02 I Mid-Term Exam, 2021-11-02**\"; there, you will be able to upload your notebook file for grading.\n",
"\n",
"Submissions are allowed until Tuesday, 2 November 2021 at 10:00
\n",
"\n",
"Note that there is no limit on the number of submissions; however, be careful when you upload a new version of this notebook because each submission overwrites the previous one. \n",
"The due date indicated above is **strict**; after that, the system will not accept any more submissions and the latest uploaded notebook will be the one considered for grading.\n",
"\n",
"... Now, sit back, relax, and do your best!
swap_extend_list, which takes as input two lists l1 and l2 and returns a new list with all the elements of l2 followed by the elements of l1 (both in the same order). Implement the function delete_element, which takes as input a list lst and an element elem (not the index of the element) and deletes that element from the list (if the element is not in the list the function does not do anything). \n"
]
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"def swap_extend_list(l1, l2):\n",
" \"\"\"\n",
" Return a list with l1 appended to l2.\n",
" Remember to avoid side effects!\n",
" \"\"\"\n",
" l3 = l2 + l1\n",
" return l3\n",
"\n",
"\n",
"def delete_element(lst, elem):\n",
" \"\"\"\n",
" Return the list \"lst\" without the element \"elem\"\n",
" \"\"\"\n",
" if lst.index(elem):\n",
" del lst[lst.index(elem)]\n",
" else:\n",
" print ('it is not in the list')"
]
},
{
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"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
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"outputId": "6b0ac29c-16bb-4dc6-aa71-2563fa2524e7"
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"output_type": "stream",
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"text": [
"['Ximena', 'Aliza', 'Ayden', 'Calvin']\n",
"['Rowen', 'Sandeep', 'Ximena', 'Aliza', 'Ayden', 'Calvin']\n",
"it is not in the list\n",
"['Rowen', 'Sandeep', 'Ximena', 'Aliza', 'Ayden', 'Calvin']\n",
"An exception occurred\n",
"['Rowen', 'Sandeep', 'Ximena', 'Aliza', 'Ayden', 'Calvin']\n"
]
}
],
"source": [
"\"\"\"\n",
"Test the correctness of the implementation of the two functions\n",
"\"\"\"\n",
"# Create a list containing the names: baby_names = ['Ximena', 'Aliza', 'Ayden', and 'Calvin']\n",
"baby_names = ['Ximena', 'Aliza', 'Ayden', 'Calvin']\n",
"\n",
"# Extend baby_names with the folloing list \n",
"new_names = ['Rowen', 'Sandeep']\n",
"\n",
"x = swap_extend_list(baby_names, new_names)\n",
"\n",
"# print original list\n",
"print(baby_names)\n",
"\n",
"# print extended list\n",
"print(x)\n",
"\n",
"# delete one name\n",
"delete_element(x, 'Rowen')\n",
"\n",
"# print\n",
"print(x)\n",
"\n",
"# try to remove one element not in the list\n",
"try:\n",
" delete_element(x, 'Giorgio')\n",
"except:\n",
" print(\"An exception occurred\")\n",
"\n",
"# check output\n",
"print(x)\n",
"\n"
]
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"## Exercise 2 (3 point)\n",
"\n",
"Implement the function extract_names, which takes as input list of records of people and returns a new list with the names of the people only. We know that the fourth element of each record is the name of the person. \n",
"\n",
"Implement the function first_10_sorted which takes as input a list of baby_names then sorts the names alphabetically (in-place!) and and returns a list with the first ten names. \n"
]
},
{
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"source": [
"# First, you need to run the following line to load the records of the people\n",
"# load records (the fourth element of each record in the list is the name of the person)\n",
"records = [['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Aarya', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Abby', '27', '23'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Abigail', '31', '19'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Aisha', '18', '32'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Aiza', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Aleena', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Alexandra', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Alice', '24', '26'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Alicia', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Alina', '41', '10'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Alisa', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Alisha', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Allison', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Alyssa', '22', '28'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Amanda', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Amber', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Amelia', '27', '23'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Amina', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Amy', '31', '19'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Anaya', '32', '18'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Anayah', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Angel', '16', '34'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Angela', '77', '5'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Angelina', '38', '12'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Anna', '41', '10'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Annabelle', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Anne', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Annie', '30', '20'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Anya', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Aria', '26', '24'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ariana', '30', '20'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Arianna', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ariel', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Arisha', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Arya', '28', '22'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ashley', '33', '17'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Athena', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Audrey', '31', '19'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ava', '35', '15'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Avery', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ayesha', '28', '22'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Bella', '29', '21'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Carina', '18', '32'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Caroline', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Catherine', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Cecilia', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Celine', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Charlotte', '31', '19'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Chelsea', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Chloe', '111', '2'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Christina', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Cindy', '25', '25'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Claire', '49', '9'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Crystal', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Cynthia', '22', '28'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Doris', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Eileen', '18', '32'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Elaine', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Eleanor', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Elena', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Eliana', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Elina', '16', '34'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Elizabeth', '20', '30'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ella', '40', '11'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ellie', '26', '24'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Elsa', '23', '27'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Emily', '92', '4'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Emma', '96', '3'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Erica', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Erin', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Eshaal', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Esther', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Eva', '28', '22'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Evelyn', '26', '24'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Fatima', '23', '27'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Fiona', '37', '13'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Gabriella', '18', '32'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Gia', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Grace', '64', '7'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Hafsa', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Hailey', '23', '27'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Hana', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Hanna', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Hannah', '32', '18'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Inaaya', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Inaya', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Irene', '16', '34'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Iris', '21', '29'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Isabel', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Isabella', '58', '8'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Isabelle', '23', '27'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Ivy', '30', '20'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Janice', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Jannat', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Jasmine', '36', '14'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Jennifer', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Jenny', '20', '30'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Jessica', '35', '15'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Jessie', '18', '32'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Joanna', '32', '18'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Jocelyn', '16', '34'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Joy', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Joyce', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Julia', '26', '24'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Kaitlyn', '20', '30'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Karina', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Kate', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Katelyn', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Katherine', '37', '13'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Katie', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Kayla', '23', '27'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Kaylee', '18', '32'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Kelly', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Khadija', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Kylie', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Layla', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Leah', '25', '25'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Lila', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Lillian', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Lily', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Lina', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Lisa', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Livia', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Luna', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Lydia', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Madeline', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Madelyn', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Madison', '28', '22'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Maggie', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Mandy', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Maryam', '20', '30'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Maya', '25', '25'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Megan', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Melody', '28', '22'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Mia', '67', '6'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Michelle', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Mila', '25', '25'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Miranda', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Naomi', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Natalie', '16', '34'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Nicole', '28', '22'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Nina', '21', '29'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Noor', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Olivia', '141', '1'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Penelope', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Phoebe', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Priscilla', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Queena', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Queenie', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Rachel', '24', '26'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Raina', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Rebecca', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Riley', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sabrina', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Safa', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Samantha', '18', '32'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Samara', '13', '37'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sara', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sarah', '35', '15'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Scarlett', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Selena', '14', '36'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Selina', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Serena', '24', '26'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sharon', '16', '34'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Shirley', '17', '33'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Shreya', '10', '40'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sofia', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sophia', '111', '2'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sophie', '29', '21'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Stella', '19', '31'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Stephanie', '21', '29'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Summer', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Syeda', '16', '34'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Sylvia', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Tenzin', '33', '17'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Tiffany', '29', '21'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Vanessa', '12', '38'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Vicky', '15', '35'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Victoria', '25', '25'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Vivian', '31', '19'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Winnie', '11', '39'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Zainab', '24', '26'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Zara', '37', '13'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Zoe', '34', '16'], ['2014', 'FEMALE', 'ASIAN AND PACIFIC ISLANDER', 'Zoey', '24', '26'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aaliyah', '67', '4'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Abigail', '41', '12'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Adrianna', '11', '40'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aicha', '23', '28'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aisha', '15', '36'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aissatou', '13', '38'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Alana', '16', '35'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Alexandria', '10', '41'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Alexis', '13', '38'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aliyah', '23', '28'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Alyssa', '24', '27'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amara', '12', '39'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amaya', '33', '18'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amelia', '28', '23'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amia', '10', '41'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amina', '27', '24'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aminata', '29', '22'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amira', '15', '36'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amirah', '10', '41'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amiya', '10', '41'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Amiyah', '18', '33'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Angelina', '14', '37'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aniya', '11', '40'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aniyah', '17', '34'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Annabelle', '14', '37'], ['2014', 'FEMALE', 'BLACK NON HISPANIC', 'Aria', '19', '32'], ['2014', 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'69'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Bracha', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Brianna', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Bridget', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Brielle', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Brooke', '33', '63'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Brucha', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Bruchy', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Brynn', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Caitlin', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Camila', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Camilla', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Camille', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Carly', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Carolina', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Caroline', '45', '51'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Cassidy', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Catherine', '37', '59'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Cecelia', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Cecilia', '24', '72'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Celia', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Celine', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Chana', '143', '10'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Chany', '33', '63'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Charlie', '20', '76'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Charlotte', '133', '12'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Chava', '39', '57'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Chavy', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Chaya', '194', '6'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Chloe', '81', '28'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Christina', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Claire', '43', '53'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Clara', '36', '60'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Clementine', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Colette', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Cora', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Dahlia', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Daniella', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Danielle', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Daphne', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Delilah', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Devora', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Devorah', '47', '49'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Diana', '25', '71'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Dina', '28', '68'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Dylan', '33', '63'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eden', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eleanor', '65', '35'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Elena', '27', '69'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eleni', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eliana', '49', '47'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Elisheva', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eliza', '21', '75'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Elizabeth', '101', '19'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ella', '112', '16'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Elle', '24', '72'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ellie', '31', '65'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eloise', '42', '54'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Elsa', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Emerson', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Emilia', '54', '45'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Emily', '143', '10'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Emma', '205', '5'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Emmeline', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Erin', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Esme', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ester', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Esther', '233', '2'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Esty', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Etty', '18', '78'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eva', '74', '30'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Evangeline', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Eve', '18', '78'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Evelyn', '64', '36'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Everly', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Evie', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Faiga', '24', '72'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Faigy', '74', '30'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Fatima', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Fiona', '36', '60'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Fradel', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Frady', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Fraidy', '29', '67'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Frances', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Francesca', '39', '57'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Frimet', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Gabriela', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Gabriella', '93', '23'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Gabrielle', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Gemma', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Genevieve', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Georgia', '26', '70'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Gia', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Gianna', '38', '58'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Giovanna', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Giselle', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Gitty', '68', '33'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Giuliana', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Golda', '18', '78'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Goldie', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Goldy', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Grace', '86', '25'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hadassah', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hadley', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hailey', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hana', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hanna', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hannah', '64', '36'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Harlow', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Harper', '41', '55'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hazel', '24', '72'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Helen', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Helena', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Henchy', '20', '76'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Henny', '18', '78'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hinda', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Hindy', '34', '62'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Iris', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Isabel', '30', '66'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Isabella', '117', '15'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Isabelle', '26', '70'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Isla', '31', '65'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ivy', '20', '76'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jacqueline', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jana', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jane', '25', '71'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jasmina', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jasmine', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jenna', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jessica', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Jordyn', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Josephine', '39', '57'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Julia', '84', '26'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Juliana', '30', '66'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Julianna', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Julie', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Juliet', '31', '65'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Juliette', '32', '64'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'June', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Juniper', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Kaitlyn', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Kate', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Katherine', '42', '54'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Kayla', '42', '54'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Kaylee', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Keira', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Kennedy', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Khloe', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Kira', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Kylie', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Laila', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lana', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lara', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Laura', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lauren', '33', '63'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Layan', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Layla', '55', '44'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lea', '30', '66'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Leah', '206', '4'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Leila', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lena', '28', '68'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Leora', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lia', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Liana', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Liba', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Libby', '30', '66'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lila', '42', '54'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lilah', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lilian', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Liliana', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lillian', '40', '56'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lilly', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lily', '88', '24'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lina', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Linda', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Liv', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Livia', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lola', '20', '76'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Louisa', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lucia', '29', '67'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lucy', '58', '41'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Luna', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lydia', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Lyla', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mackenzie', '26', '70'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Madeleine', '35', '61'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Madeline', '59', '40'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Madelyn', '24', '72'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Madison', '68', '33'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mae', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Maeve', '30', '66'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Maisie', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Malak', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Malka', '84', '26'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Malky', '70', '32'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Margaret', '33', '63'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Margot', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Maria', '45', '51'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mariam', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Marielle', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mary', '28', '68'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Maryam', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Matilda', '18', '78'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Maya', '106', '18'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Melanie', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Menucha', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mia', '139', '11'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Michaela', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Michelle', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mikayla', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mila', '62', '38'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Milana', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mina', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mindy', '29', '67'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mira', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mirel', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Miriam', '143', '10'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Molly', '27', '69'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Morgan', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Mushka', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Nadia', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Naomi', '49', '47'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Natalia', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Natalie', '44', '52'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Nechama', '30', '66'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Nicole', '41', '55'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Nina', '41', '55'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Noa', '28', '68'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Noelle', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Noor', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Nora', '70', '32'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Olive', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Olivia', '248', '1'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Paige', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Parker', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Pearl', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Penelope', '63', '37'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Perel', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Perl', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Perry', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Pessy', '30', '66'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Peyton', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Phoebe', '27', '69'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Piper', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Poppy', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Quinn', '26', '70'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rachel', '228', '3'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Raizel', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Raizy', '84', '26'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rebecca', '43', '53'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Reese', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Reizy', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rena', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rifky', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Riley', '31', '65'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rivka', '100', '20'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rivky', '52', '46'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rochel', '31', '65'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Roizy', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rosa', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rose', '55', '44'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Rowan', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ruby', '48', '48'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ruchel', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ruchy', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Ruth', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sabrina', '25', '71'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sadie', '43', '53'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Salma', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Samantha', '57', '42'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Samira', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sara', '121', '14'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sarah', '185', '7'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sasha', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Savannah', '25', '71'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Scarlett', '40', '56'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Serena', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Shaina', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Shaindel', '15', '81'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Shaindy', '55', '44'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Shayna', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Shifra', '21', '75'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Shira', '24', '72'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Shoshana', '19', '77'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Siena', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sienna', '44', '52'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sima', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Simone', '22', '74'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Skylar', '17', '79'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sloane', '25', '71'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sofia', '110', '17'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sophia', '172', '8'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sophie', '56', '43'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Stella', '78', '29'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Summer', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Suri', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sury', '31', '65'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sydney', '23', '73'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sylvia', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Sylvie', '10', '86'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Talia', '49', '47'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Tamar', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Taylor', '24', '72'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Tess', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Tessa', '13', '83'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Thea', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Toby', '46', '50'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Trany', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Tzipora', '14', '82'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Tziporah', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Valentina', '45', '51'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Vera', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Veronica', '18', '78'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Victoria', '83', '27'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Violet', '49', '47'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Vivian', '61', '39'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Vivienne', '36', '60'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Willa', '26', '70'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Yael', '16', '80'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Yasmina', '11', '85'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Yasmine', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Yehudis', '25', '71'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Yides', '26', '70'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Yitty', '59', '40'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Yocheved', '28', '68'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Zelda', '12', '84'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Zissy', '25', '71'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Zoe', '96', '21'], ['2014', 'FEMALE', 'WHITE NON HISPANIC', 'Zoey', '26', '70'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Aahil', '14', '54'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Aaron', '63', '14'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Aayan', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Abdullah', '30', '38'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Adam', '35', '33'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Adrian', '26', '42'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Adyan', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ahmed', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ahnaf', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Aidan', '29', '39'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Aiden', '135', '5'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Alan', '28', '40'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Albert', '20', '48'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Alex', '45', '26'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Alexander', '51', '21'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Alfred', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ali', '21', '47'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Allen', '26', '42'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Alston', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Alvin', '32', '36'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Anderson', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Andrew', '63', '14'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Andy', '42', '29'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Anson', '23', '45'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Anthony', '31', '37'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Arham', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Arjun', '20', '48'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Armaan', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Arvin', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Aryan', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Asher', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Austin', '63', '14'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ayaan', '55', '18'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ayan', '16', '52'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ayden', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Azaan', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Benjamin', '48', '24'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Benson', '23', '45'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Brandon', '45', '26'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Brayden', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Brian', '34', '34'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Bryan', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Caleb', '23', '45'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Calvin', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Cameron', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Carson', '38', '30'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Carter', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Charles', '21', '47'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Chase', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Chris', '14', '54'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Christian', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Christopher', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Colin', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Connor', '21', '47'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Damon', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Daniel', '87', '7'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Darren', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'David', '30', '38'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Derek', '32', '36'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Devin', '22', '46'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Dylan', '50', '22'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Eason', '38', '30'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Eden', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Edison', '14', '54'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Edward', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Edwin', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Eli', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Elijah', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Elvis', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Emmanuel', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Eric', '84', '9'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ethan', '179', '2'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Evan', '76', '11'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Felix', '33', '35'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Frank', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Gabriel', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Gary', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Gavin', '20', '48'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'George', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Gordon', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Grayson', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Harrison', '16', '52'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Hassan', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Hayden', '16', '52'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Henry', '30', '38'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Hudson', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Hunter', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ian', '43', '28'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ibrahim', '24', '44'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Isaac', '33', '35'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Isaiah', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ivan', '43', '28'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jack', '21', '47'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jacob', '48', '24'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jaden', '30', '38'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jake', '14', '54'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'James', '52', '20'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jason', '78', '10'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jasper', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jayden', '187', '1'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jeffrey', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jeremy', '29', '39'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jerry', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jimmy', '19', '49'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'John', '26', '42'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jonathan', '43', '28'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Jordan', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Joseph', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Joshua', '36', '32'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Julian', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Justin', '56', '17'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kabir', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kaden', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kai', '21', '47'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kayden', '16', '52'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kevin', '62', '15'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kimi', '24', '44'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kingsley', '21', '47'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Kyle', '53', '19'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Lawrence', '26', '42'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Leo', '48', '24'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Leon', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Leonardo', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Liam', '61', '16'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Logan', '24', '44'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Louis', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Luca', '14', '54'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Lucas', '139', '4'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Luke', '26', '42'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Marcus', '28', '40'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Mark', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Mason', '64', '13'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Matthew', '71', '12'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Max', '22', '46'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Maxwell', '20', '48'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Michael', '44', '27'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Miles', '20', '48'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Mohammad', '63', '14'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Mohammed', '35', '33'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Muhammad', '129', '6'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Musa', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Nathan', '49', '23'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Nathaniel', '23', '45'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Neil', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Nicholas', '30', '38'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Noah', '42', '29'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Oliver', '55', '18'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Omar', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Oscar', '27', '41'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Owen', '48', '24'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Rayan', '20', '48'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Raymond', '37', '31'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Rayyan', '24', '44'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Rehan', '13', '55'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Richard', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ricky', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Riley', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Rohan', '21', '47'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Roman', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Roy', '23', '45'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ryan', '164', '3'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Ryder', '15', '53'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Samuel', '22', '46'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Sean', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Sebastian', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Shawn', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Shayan', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Simon', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Stanley', '14', '54'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Steven', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Syed', '20', '48'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Tenzin', '42', '29'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Theodore', '22', '46'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Thomas', '17', '51'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Timothy', '19', '49'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Tony', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Travis', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Tristan', '19', '49'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Tyler', '33', '35'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Victor', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Vincent', '46', '25'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Wesley', '18', '50'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'William', '85', '8'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Wilson', '11', '57'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Winston', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Xavier', '10', '58'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Zachary', '25', '43'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Zain', '12', '56'], ['2014', 'MALE', 'ASIAN AND PACIFIC ISLANDER', 'Zayan', '18', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Aaron', '34', '38'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Abdoul', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Abdoulaye', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Abraham', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Adam', '24', '46'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Aden', '17', '53'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Adonis', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Adrian', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ahmed', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Aiden', '121', '3'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Alexander', '49', '26'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ali', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Alpha', '16', '54'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Amadou', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Amare', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Amari', '30', '42'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Amir', '101', '10'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Andre', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Andrew', '41', '32'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Angel', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Anthony', '37', '35'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Antonio', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Asher', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ashton', '30', '42'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Austin', '22', '48'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Avery', '23', '47'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ayden', '59', '21'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Benjamin', '30', '42'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Blake', '17', '53'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Bradley', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Brandon', '31', '41'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Brian', '20', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Bryan', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Bryce', '32', '40'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Bryson', '17', '53'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Caden', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Caiden', '18', '52'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Caleb', '55', '23'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Calvin', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Cameron', '38', '34'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Carmelo', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Carter', '106', '8'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Cayden', '29', '43'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Chance', '28', '44'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Charles', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Chase', '70', '16'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Christian', '76', '14'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Christopher', '55', '23'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Daniel', '55', '23'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Darren', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'David', '46', '28'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Devin', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Dominic', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Donovan', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Dylan', '53', '24'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Eli', '20', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Elias', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Elijah', '117', '4'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Emmanuel', '37', '35'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Eric', '19', '51'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ethan', '138', '1'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ezekiel', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ezra', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Gabriel', '43', '31'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Gavin', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Giovanni', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Greyson', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Hunter', '33', '39'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ibrahim', '22', '48'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ibrahima', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Isaac', '28', '44'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Isaiah', '56', '22'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jace', '44', '30'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jacob', '73', '15'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jaden', '28', '44'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jaiden', '21', '49'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jalen', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jamar', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'James', '41', '32'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jasiah', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jason', '34', '38'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jaxon', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jayce', '33', '39'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jayceon', '36', '36'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jayden', '121', '3'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jaylen', '19', '51'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jayson', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jeremiah', '114', '5'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jeremy', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Joel', '29', '43'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'John', '20', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jonathan', '46', '28'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Jordan', '40', '33'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Joseph', '27', '45'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Joshua', '108', '7'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Josiah', '89', '11'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Julian', '18', '52'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Julius', '17', '53'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Justice', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Justin', '43', '31'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kaden', '20', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kai', '30', '42'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kaiden', '64', '19'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kaleb', '20', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kamari', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kareem', '18', '52'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Karter', '35', '37'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kayden', '67', '17'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kenneth', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kevin', '27', '45'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Khalil', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'King', '66', '18'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kingston', '16', '54'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kristian', '17', '53'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kyle', '33', '39'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Kyrie', '23', '47'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Landon', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Levi', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Liam', '113', '6'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Logan', '70', '16'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Lorenzo', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Lucas', '20', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Luke', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Major', '16', '54'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Malachi', '46', '28'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Malik', '27', '45'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Mamadou', '23', '47'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Marcus', '18', '52'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Mason', '105', '9'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Matthew', '52', '25'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Mekhi', '23', '47'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Messiah', '49', '26'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Micah', '32', '40'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Michael', '80', '12'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Miles', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Mohamed', '43', '31'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Mohammed', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Mouhamed', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Moussa', '16', '54'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Myles', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Nasir', '33', '39'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Nathan', '63', '20'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Nathaniel', '48', '27'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Nicholas', '31', '41'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Noah', '128', '2'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Noel', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Nolan', '16', '54'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Omar', '21', '49'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Omari', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Oumar', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Peyton', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Preston', '16', '54'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Prince', '21', '49'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Princeton', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Quincy', '15', '55'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Richard', '16', '54'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Riley', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Robert', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Roman', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Ryan', '46', '28'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Samuel', '24', '46'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Savion', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Sean', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Sebastian', '21', '49'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Seth', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Sincere', '19', '51'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Steven', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Thomas', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Timothy', '11', '59'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Travis', '12', '58'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Tristan', '52', '25'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Tyler', '77', '13'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'William', '21', '49'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Wyatt', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Xavier', '45', '29'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zachary', '36', '36'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zahir', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zaiden', '14', '56'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zaire', '20', '50'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zamir', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zane', '10', '60'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zayden', '13', '57'], ['2014', 'MALE', 'BLACK NON HISPANIC', 'Zion', '40', '33'], ['2014', 'MALE', 'HISPANIC', 'Aaron', '129', '21'], ['2014', 'MALE', 'HISPANIC', 'Abel', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Abraham', '33', '75'], ['2014', 'MALE', 'HISPANIC', 'Adam', '51', '59'], ['2014', 'MALE', 'HISPANIC', 'Adan', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Adonis', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Adrian', '140', '18'], ['2014', 'MALE', 'HISPANIC', 'Adriel', '34', '74'], ['2014', 'MALE', 'HISPANIC', 'Aidan', '24', '84'], ['2014', 'MALE', 'HISPANIC', 'Aiden', '165', '15'], ['2014', 'MALE', 'HISPANIC', 'Alan', '62', '52'], ['2014', 'MALE', 'HISPANIC', 'Albert', '15', '93'], ['2014', 'MALE', 'HISPANIC', 'Alberto', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Alejandro', '55', '55'], ['2014', 'MALE', 'HISPANIC', 'Alex', '66', '49'], ['2014', 'MALE', 'HISPANIC', 'Alexander', '213', '8'], ['2014', 'MALE', 'HISPANIC', 'Alexis', '40', '68'], ['2014', 'MALE', 'HISPANIC', 'Allan', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Allen', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Amir', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Anderson', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Andres', '30', '78'], ['2014', 'MALE', 'HISPANIC', 'Andrew', '88', '39'], ['2014', 'MALE', 'HISPANIC', 'Andy', '33', '75'], ['2014', 'MALE', 'HISPANIC', 'Angel', '194', '10'], ['2014', 'MALE', 'HISPANIC', 'Anthony', '152', '17'], ['2014', 'MALE', 'HISPANIC', 'Antonio', '36', '72'], ['2014', 'MALE', 'HISPANIC', 'Ariel', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Armani', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Ashton', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Austin', '39', '69'], ['2014', 'MALE', 'HISPANIC', 'Avery', '23', '85'], ['2014', 'MALE', 'HISPANIC', 'Axel', '52', '58'], ['2014', 'MALE', 'HISPANIC', 'Ayden', '91', '36'], ['2014', 'MALE', 'HISPANIC', 'Benjamin', '69', '47'], ['2014', 'MALE', 'HISPANIC', 'Bradley', '28', '80'], ['2014', 'MALE', 'HISPANIC', 'Brandon', '131', '20'], ['2014', 'MALE', 'HISPANIC', 'Brayan', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Brayden', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Brian', '26', '82'], ['2014', 'MALE', 'HISPANIC', 'Bruce', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Bryan', '83', '41'], ['2014', 'MALE', 'HISPANIC', 'Bryant', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Bryce', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Caleb', '42', '66'], ['2014', 'MALE', 'HISPANIC', 'Cameron', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Carlos', '86', '40'], ['2014', 'MALE', 'HISPANIC', 'Carter', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Cesar', '23', '85'], ['2014', 'MALE', 'HISPANIC', 'Charles', '21', '87'], ['2014', 'MALE', 'HISPANIC', 'Chase', '21', '87'], ['2014', 'MALE', 'HISPANIC', 'Chris', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Christian', '90', '37'], ['2014', 'MALE', 'HISPANIC', 'Christopher', '156', '16'], ['2014', 'MALE', 'HISPANIC', 'Cristian', '33', '75'], ['2014', 'MALE', 'HISPANIC', 'Damian', '49', '60'], ['2014', 'MALE', 'HISPANIC', 'Damien', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Daniel', '204', '9'], ['2014', 'MALE', 'HISPANIC', 'Danny', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Dante', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Dariel', '28', '80'], ['2014', 'MALE', 'HISPANIC', 'Darwin', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'David', '167', '14'], ['2014', 'MALE', 'HISPANIC', 'Dean', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Dennis', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Derek', '54', '56'], ['2014', 'MALE', 'HISPANIC', 'Derick', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Devin', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Diego', '62', '52'], ['2014', 'MALE', 'HISPANIC', 'Dominic', '33', '75'], ['2014', 'MALE', 'HISPANIC', 'Dominick', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Donovan', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Dylan', '292', '2'], ['2014', 'MALE', 'HISPANIC', 'Eddy', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Edgar', '24', '84'], ['2014', 'MALE', 'HISPANIC', 'Eduardo', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Edward', '35', '73'], ['2014', 'MALE', 'HISPANIC', 'Edwin', '41', '67'], ['2014', 'MALE', 'HISPANIC', 'Eli', '39', '69'], ['2014', 'MALE', 'HISPANIC', 'Elian', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Elias', '89', '38'], ['2014', 'MALE', 'HISPANIC', 'Elijah', '119', '23'], ['2014', 'MALE', 'HISPANIC', 'Emanuel', '24', '84'], ['2014', 'MALE', 'HISPANIC', 'Emiliano', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Emilio', '22', '86'], ['2014', 'MALE', 'HISPANIC', 'Emmanuel', '64', '50'], ['2014', 'MALE', 'HISPANIC', 'Enrique', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Enzo', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Eric', '27', '81'], ['2014', 'MALE', 'HISPANIC', 'Erick', '55', '55'], ['2014', 'MALE', 'HISPANIC', 'Esteban', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Ethan', '262', '5'], ['2014', 'MALE', 'HISPANIC', 'Evan', '49', '60'], ['2014', 'MALE', 'HISPANIC', 'Ezekiel', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Ezequiel', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Ezra', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Fabian', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Felix', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Fernando', '26', '82'], ['2014', 'MALE', 'HISPANIC', 'Francisco', '33', '75'], ['2014', 'MALE', 'HISPANIC', 'Frank', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Gabriel', '138', '19'], ['2014', 'MALE', 'HISPANIC', 'Gael', '38', '70'], ['2014', 'MALE', 'HISPANIC', 'Gavin', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'George', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Gerardo', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Giovanni', '42', '66'], ['2014', 'MALE', 'HISPANIC', 'Grayson', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Gregory', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Hector', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Henry', '29', '79'], ['2014', 'MALE', 'HISPANIC', 'Hudson', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Hunter', '33', '75'], ['2014', 'MALE', 'HISPANIC', 'Ian', '112', '27'], ['2014', 'MALE', 'HISPANIC', 'Iker', '49', '60'], ['2014', 'MALE', 'HISPANIC', 'Isaac', '89', '38'], ['2014', 'MALE', 'HISPANIC', 'Isaiah', '47', '61'], ['2014', 'MALE', 'HISPANIC', 'Ismael', '26', '82'], ['2014', 'MALE', 'HISPANIC', 'Israel', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Ivan', '44', '64'], ['2014', 'MALE', 'HISPANIC', 'Jace', '63', '51'], ['2014', 'MALE', 'HISPANIC', 'Jack', '25', '83'], ['2014', 'MALE', 'HISPANIC', 'Jackson', '21', '87'], ['2014', 'MALE', 'HISPANIC', 'Jacob', '292', '2'], ['2014', 'MALE', 'HISPANIC', 'Jaden', '43', '65'], ['2014', 'MALE', 'HISPANIC', 'Jadiel', '44', '64'], ['2014', 'MALE', 'HISPANIC', 'Jael', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Jaiden', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Jake', '41', '67'], ['2014', 'MALE', 'HISPANIC', 'James', '99', '34'], ['2014', 'MALE', 'HISPANIC', 'Jared', '25', '83'], ['2014', 'MALE', 'HISPANIC', 'Jariel', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Jason', '70', '46'], ['2014', 'MALE', 'HISPANIC', 'Javier', '42', '66'], ['2014', 'MALE', 'HISPANIC', 'Jaxon', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Jaxson', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Jay', '21', '87'], ['2014', 'MALE', 'HISPANIC', 'Jayce', '35', '73'], ['2014', 'MALE', 'HISPANIC', 'Jayceon', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Jayden', '266', '4'], ['2014', 'MALE', 'HISPANIC', 'Jayson', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Jean', '22', '86'], ['2014', 'MALE', 'HISPANIC', 'Jefferson', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Jeffrey', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Jeremiah', '98', '35'], ['2014', 'MALE', 'HISPANIC', 'Jeremy', '109', '28'], ['2014', 'MALE', 'HISPANIC', 'Jesus', '67', '48'], ['2014', 'MALE', 'HISPANIC', 'Joaquin', '21', '87'], ['2014', 'MALE', 'HISPANIC', 'Joel', '76', '44'], ['2014', 'MALE', 'HISPANIC', 'Johan', '23', '85'], ['2014', 'MALE', 'HISPANIC', 'John', '66', '49'], ['2014', 'MALE', 'HISPANIC', 'Johnny', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Jonah', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Jonas', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Jonathan', '113', '26'], ['2014', 'MALE', 'HISPANIC', 'Jordan', '62', '52'], ['2014', 'MALE', 'HISPANIC', 'Jorge', '29', '79'], ['2014', 'MALE', 'HISPANIC', 'Jose', '100', '33'], ['2014', 'MALE', 'HISPANIC', 'Joseph', '114', '25'], ['2014', 'MALE', 'HISPANIC', 'Joshua', '152', '17'], ['2014', 'MALE', 'HISPANIC', 'Josiah', '52', '58'], ['2014', 'MALE', 'HISPANIC', 'Josue', '35', '73'], ['2014', 'MALE', 'HISPANIC', 'Juan', '66', '49'], ['2014', 'MALE', 'HISPANIC', 'Julian', '106', '30'], ['2014', 'MALE', 'HISPANIC', 'Julio', '15', '93'], ['2014', 'MALE', 'HISPANIC', 'Julius', '46', '62'], ['2014', 'MALE', 'HISPANIC', 'Junior', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Justin', '125', '22'], ['2014', 'MALE', 'HISPANIC', 'Kaden', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Kai', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Kaiden', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Kaleb', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Kayden', '59', '54'], ['2014', 'MALE', 'HISPANIC', 'Kendrick', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Kenneth', '24', '84'], ['2014', 'MALE', 'HISPANIC', 'Kenny', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Kevin', '117', '24'], ['2014', 'MALE', 'HISPANIC', 'King', '26', '82'], ['2014', 'MALE', 'HISPANIC', 'Kyle', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Landon', '15', '93'], ['2014', 'MALE', 'HISPANIC', 'Leandro', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Leo', '22', '86'], ['2014', 'MALE', 'HISPANIC', 'Leon', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Leonardo', '61', '53'], ['2014', 'MALE', 'HISPANIC', 'Leonidas', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Levi', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Liam', '312', '1'], ['2014', 'MALE', 'HISPANIC', 'Logan', '107', '29'], ['2014', 'MALE', 'HISPANIC', 'Lorenzo', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Louis', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Luca', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Lucas', '187', '11'], ['2014', 'MALE', 'HISPANIC', 'Luis', '98', '35'], ['2014', 'MALE', 'HISPANIC', 'Lukas', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Luke', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Maddox', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Manuel', '25', '83'], ['2014', 'MALE', 'HISPANIC', 'Marcelo', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Marco', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Marcos', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Marcus', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Mario', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Mark', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Marlon', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Martin', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Marvin', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Mason', '184', '12'], ['2014', 'MALE', 'HISPANIC', 'Mateo', '66', '49'], ['2014', 'MALE', 'HISPANIC', 'Mathew', '18', '90'], ['2014', 'MALE', 'HISPANIC', 'Mathias', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Matias', '32', '76'], ['2014', 'MALE', 'HISPANIC', 'Matteo', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Matthew', '257', '6'], ['2014', 'MALE', 'HISPANIC', 'Max', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Maximilian', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Maximiliano', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Maximus', '28', '80'], ['2014', 'MALE', 'HISPANIC', 'Maxwell', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Melvin', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Messiah', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Michael', '174', '13'], ['2014', 'MALE', 'HISPANIC', 'Miguel', '64', '50'], ['2014', 'MALE', 'HISPANIC', 'Mike', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Milan', '32', '76'], ['2014', 'MALE', 'HISPANIC', 'Miles', '13', '95'], ['2014', 'MALE', 'HISPANIC', 'Misael', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Moises', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Myles', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Nathan', '79', '42'], ['2014', 'MALE', 'HISPANIC', 'Nathaniel', '53', '57'], ['2014', 'MALE', 'HISPANIC', 'Nelson', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Neymar', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Nicholas', '103', '31'], ['2014', 'MALE', 'HISPANIC', 'Nicolas', '49', '60'], ['2014', 'MALE', 'HISPANIC', 'Noah', '282', '3'], ['2014', 'MALE', 'HISPANIC', 'Noel', '31', '77'], ['2014', 'MALE', 'HISPANIC', 'Oliver', '45', '63'], ['2014', 'MALE', 'HISPANIC', 'Omar', '23', '85'], ['2014', 'MALE', 'HISPANIC', 'Orlando', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Oscar', '26', '82'], ['2014', 'MALE', 'HISPANIC', 'Owen', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Pablo', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Pedro', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Peter', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Prince', '19', '89'], ['2014', 'MALE', 'HISPANIC', 'Rafael', '20', '88'], ['2014', 'MALE', 'HISPANIC', 'Randy', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Raymond', '17', '91'], ['2014', 'MALE', 'HISPANIC', 'Ricardo', '22', '86'], ['2014', 'MALE', 'HISPANIC', 'Richard', '27', '81'], ['2014', 'MALE', 'HISPANIC', 'Riley', '23', '85'], ['2014', 'MALE', 'HISPANIC', 'Robert', '30', '78'], ['2014', 'MALE', 'HISPANIC', 'Roberto', '22', '86'], ['2014', 'MALE', 'HISPANIC', 'Rodrigo', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Romeo', '14', '94'], ['2014', 'MALE', 'HISPANIC', 'Ruben', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Ryan', '102', '32'], ['2014', 'MALE', 'HISPANIC', 'Samuel', '78', '43'], ['2014', 'MALE', 'HISPANIC', 'Santiago', '59', '54'], ['2014', 'MALE', 'HISPANIC', 'Saul', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Sean', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'Sebastian', '241', '7'], ['2014', 'MALE', 'HISPANIC', 'Sergio', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Skyler', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Stephen', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Steve', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Steven', '74', '45'], ['2014', 'MALE', 'HISPANIC', 'Theodore', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Thiago', '37', '71'], ['2014', 'MALE', 'HISPANIC', 'Thomas', '30', '78'], ['2014', 'MALE', 'HISPANIC', 'Timothy', '16', '92'], ['2014', 'MALE', 'HISPANIC', 'Tristan', '35', '73'], ['2014', 'MALE', 'HISPANIC', 'Tyler', '40', '68'], ['2014', 'MALE', 'HISPANIC', 'Uriel', '11', '97'], ['2014', 'MALE', 'HISPANIC', 'Victor', '52', '58'], ['2014', 'MALE', 'HISPANIC', 'Vincent', '21', '87'], ['2014', 'MALE', 'HISPANIC', 'Walter', '10', '98'], ['2014', 'MALE', 'HISPANIC', 'William', '59', '54'], ['2014', 'MALE', 'HISPANIC', 'Xavier', '83', '41'], ['2014', 'MALE', 'HISPANIC', 'Yadiel', '15', '93'], ['2014', 'MALE', 'HISPANIC', 'Yahir', '15', '93'], ['2014', 'MALE', 'HISPANIC', 'Yandel', '15', '93'], ['2014', 'MALE', 'HISPANIC', 'Yariel', '12', '96'], ['2014', 'MALE', 'HISPANIC', 'Zachary', '27', '81'], ['2014', 'MALE', 'HISPANIC', 'Zayden', '13', '95'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Aaron', '90', '39'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Abraham', '172', '15'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Adam', '191', '12'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Adrian', '42', '71'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Aharon', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ahmad', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ahmed', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Aidan', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Aiden', '78', '45'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Akiva', '22', '90'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Alan', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Albert', '17', '95'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Alex', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Alexander', '225', '7'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ali', '54', '60'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Amir', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Andrew', '91', '38'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Angelo', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Anthony', '110', '29'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Anton', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Antonio', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Archer', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ari', '42', '71'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ariel', '24', '88'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Arlo', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Aron', '62', '54'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Arthur', '25', '87'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Aryeh', '22', '90'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Asher', '72', '48'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ashton', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'August', '28', '84'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Austin', '40', '72'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Avi', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Avraham', '55', '59'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Avrohom', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Avrum', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Axel', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ayden', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Aydin', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Baruch', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Beckett', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ben', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Benjamin', '233', '6'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Bennett', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Benzion', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Berish', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Berl', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Binyamin', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Binyomin', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Blake', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Boruch', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Brady', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Brandon', '33', '79'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Brayden', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Brendan', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Brian', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Brody', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Brooks', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Caleb', '28', '84'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Calvin', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Cameron', '24', '88'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Carter', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Chaim', '130', '23'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Charles', '131', '22'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Charlie', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Chase', '43', '70'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Cheskel', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Christian', '64', '53'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Christopher', '76', '46'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Cole', '31', '81'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Colin', '36', '76'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Connor', '43', '70'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Conor', '19', '93'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Cooper', '40', '72'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Cormac', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Damian', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Daniel', '223', '8'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dante', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dashiell', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'David', '272', '2'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dean', '19', '93'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Declan', '43', '70'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Denis', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Derek', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Devin', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dominic', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dominick', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dov', '38', '74'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dovid', '26', '86'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Drew', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Duvid', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Dylan', '94', '36'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Edward', '40', '72'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Efraim', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Eitan', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Eli', '103', '33'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Elias', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Eliezer', '52', '62'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Elijah', '28', '84'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Elimelech', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Eliyahu', '25', '87'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Elliot', '33', '79'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Elliott', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ellis', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Emmett', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Eric', '29', '83'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Erik', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ethan', '149', '18'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Evan', '58', '56'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Everett', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ezra', '45', '68'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Felix', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Filip', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Finn', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Francesco', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Francis', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Frank', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Frederick', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Gabriel', '105', '32'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Gavin', '50', '64'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Gavriel', '17', '95'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'George', '65', '52'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Giovanni', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Giuseppe', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Graham', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Grant', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Grayson', '30', '82'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Gregory', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Greyson', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Griffin', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hamza', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Harrison', '44', '69'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Harry', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hayden', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Henry', '176', '14'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hersh', '22', '90'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hershel', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hershy', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hillel', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hudson', '58', '56'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hugo', '22', '90'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Hunter', '44', '69'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ian', '30', '82'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ibrahim', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Imran', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Isaac', '125', '25'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Israel', '35', '77'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Issac', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ivan', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jace', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jack', '199', '10'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jackson', '85', '42'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jacob', '256', '5'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jake', '46', '67'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jakub', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'James', '195', '11'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jason', '49', '65'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jasper', '24', '88'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jax', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jaxon', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jaxson', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jayden', '35', '77'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jeremy', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jesse', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Joel', '31', '81'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'John', '158', '17'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jonah', '45', '68'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jonathan', '75', '47'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jordan', '34', '78'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Joseph', '300', '1'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Joshua', '68', '49'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Judah', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Jude', '25', '87'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Julian', '87', '40'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Justin', '24', '88'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Kai', '23', '89'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Karas', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Kareem', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Kevin', '17', '95'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Kieran', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Kyle', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Landon', '23', '89'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lazer', '26', '86'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Leibish', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Leo', '108', '31'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Leon', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Leonardo', '36', '76'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lev', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Levi', '58', '56'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Liam', '139', '19'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lincoln', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lipa', '39', '73'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Logan', '68', '49'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lorenzo', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Louis', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Luca', '94', '36'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lucas', '121', '26'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lucien', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Luka', '24', '88'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Lukas', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Luke', '99', '35'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Marc', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Marcel', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Marco', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Marcus', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mark', '61', '55'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Martin', '26', '86'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mason', '94', '36'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mateo', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Matteo', '22', '90'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Matthew', '131', '22'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Max', '108', '31'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Maxim', '26', '86'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Maximilian', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Maximus', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Maxwell', '45', '68'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mayer', '29', '83'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Meilech', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Meir', '66', '51'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Menachem', '118', '27'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Menashe', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mendel', '38', '74'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mendy', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Micah', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Michael', '268', '3'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Milan', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Miles', '56', '58'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Milo', '28', '84'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mohamed', '49', '65'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mohammed', '22', '90'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Moishe', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mordche', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Mordechai', '92', '37'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Morris', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Moses', '26', '86'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Moshe', '267', '4'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Muhammad', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Myles', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Naftali', '22', '90'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Naftuli', '17', '95'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nathan', '82', '44'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nathaniel', '47', '66'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nicholas', '166', '16'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nico', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nicolas', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nikita', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Noah', '137', '21'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Noam', '23', '89'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nolan', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Nosson', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Oliver', '109', '30'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Omar', '49', '65'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Oscar', '38', '74'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Owen', '87', '40'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Parker', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Patrick', '49', '65'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Paul', '25', '87'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Peter', '54', '60'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Philip', '28', '84'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Pinchas', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Pinchus', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Preston', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Quinn', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Rafael', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Raphael', '29', '83'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Rayan', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Raymond', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Reed', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Reid', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Reuben', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Rhys', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Richard', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Riley', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Robert', '67', '50'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Rocco', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Roman', '35', '77'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ronan', '21', '91'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Rory', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Rowan', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ryan', '138', '20'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Ryder', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Salvatore', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Sam', '32', '80'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Samir', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Samuel', '206', '9'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Santino', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Sawyer', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Sean', '53', '61'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Sebastian', '100', '34'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shalom', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shane', '19', '93'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shaya', '31', '81'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shea', '13', '99'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shia', '37', '75'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shimon', '100', '34'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shloime', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shloimy', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shlome', '19', '93'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shlomo', '55', '59'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shmiel', '19', '93'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shmuel', '57', '57'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Sholom', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shraga', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Shulem', '45', '68'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Silas', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Simcha', '23', '89'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Simon', '49', '65'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Solomon', '51', '63'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Spencer', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Stephen', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Steven', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Theo', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Theodore', '126', '24'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Thomas', '118', '27'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Timothy', '27', '85'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Tristan', '26', '86'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Tyler', '34', '78'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Tzvi', '49', '65'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Usher', '20', '92'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Victor', '35', '77'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Vincent', '43', '70'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Vincenzo', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Wesley', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Weston', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'William', '183', '13'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Winston', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Wolf', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Wyatt', '33', '79'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Xavier', '25', '87'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yaakov', '46', '67'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yahya', '11', '101'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yakov', '45', '68'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yaseen', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yechiel', '39', '73'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yehoshua', '26', '86'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yehuda', '86', '41'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yidel', '10', '102'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yisrael', '14', '98'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yisroel', '83', '43'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yitzchak', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yitzchok', '66', '51'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yoel', '12', '100'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yosef', '116', '28'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yossi', '15', '97'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yousef', '18', '94'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Youssef', '24', '88'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Yusuf', '16', '96'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Zachary', '90', '39'], ['2014', 'MALE', 'WHITE NON HISPANIC', 'Zev', '49', '65']]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "X6KgHrWBstTb"
},
"outputs": [],
"source": [
"def extract_names(records):\n",
" \"\"\"\n",
" Return the list of baby names\n",
" \"\"\"\n",
" people = []\n",
" for x in records:\n",
" people.append(x[3])\n",
" \n",
" return people\n",
"\n",
"\n",
"def first_10_sorted(baby_names):\n",
" \"\"\"\n",
" Return the first 10 names (sorted alphabetically in place)\n",
" \"\"\"\n",
" baby_names.sort()\n",
" \n",
" return baby_names[:10]\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Y4-2iaGestTb",
"outputId": "a4a5bd35-ef2e-48fd-ca50-6f42cf0de0a4"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"['Aleena', 'Alexandra', 'Alice', 'Alicia', 'Alina']\n",
"['Aaron', 'Aaron', 'Aarya', 'Aayan', 'Abby']\n"
]
}
],
"source": [
"\"\"\"\n",
"Test the correctness of the implementation of the two functions\n",
"\"\"\"\n",
"# extract the names and save the results\n",
"baby_names = extract_names(records)\n",
"\n",
"# print the names from index 5 to 9\n",
"print(baby_names[5:10])\n",
"\n",
"# sort baby names in place\n",
"first_10_sorted(baby_names)\n",
"\n",
"# print the sorted names from index 5 to 9\n",
"print(baby_names[5:10])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "AgqzBpKqstTc"
},
"source": [
"## Exercise 3 (3 point)\n",
"\n",
"Implement the function difference_with_2011, which takes as input a set of names of 2011, baby_names_2011, the previous list records, finds the names recorded for a particular year (the year is the first element of each record), and returns a set with the difference of names between that year and 2011 (for example, if the year is 2014, the result will be all the names given in 2014 that were not chosen in 2011). "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "lyGfVpktstTc"
},
"outputs": [],
"source": [
"# First, you need to run the following line to load the records of the baby names of 2011\n",
"baby_names_2011 = {'Sofia', 'Zoey', 'Joanna', 'Kayla', 'Andy', 'Oscar', 'Lilah', 'Andre', 'Chelsea', 'Kristen', 'Sadie', 'Elliott', 'Winnie', 'Mia', 'Karen', 'Kimberly', 'Eliana', 'Katherine', 'Gitty', 'Tzvi', 'Angeline', 'Menucha', 'Cameron', 'Libby', 'Emanuel', 'Luna', 'Alexia', 'Cormac', 'Nicolas', 'Damon', 'Max', 'Linda', 'Joel', 'Jayla', 'Pablo', 'Skye', 'Wendy', 'Roy', 'Bennett', 'Montserrat', 'Ibrahim', 'Gregory', 'Samir', 'Madeline', 'Aria', 'Malaysia', 'Bianca', 'Preston', 'Cecelia', 'Edgar', 'Leora', 'Alpha', 'Livia', 'Chase', 'Reid', 'Anya', 'Mushka', 'Grayson', 'Adelina', 'Emmett', 'Emiliano', 'Yossi', 'Shiloh', 'Jack', 'Zane', 'Isabel', 'Michael', 'Jax', 'Milan', 'Frances', 'Jonah', 'Theo', 'Jana', 'Maria', 'Kate', 'Sergio', 'Nathaly', 'Miles', 'Jerry', 'Janelle', 'Phoebe', 'Richard', 'Dovid', 'Anastasia', 'Reed', 'Brianna', 'Pearl', 'Kingsley', 'Bracha', 'Gabrielle', 'Connor', 'Rose', 'Atara', 'Aminata', 'Jasiah', 'Brooke', 'Scarlett', 'Sophia', 'Golda', 'Erik', 'Ryder', 'Layla', 'Santino', 'Kimi', 'Elliot', 'Savannah', 'Shayna', 'Emilio', 'Albert', 'Dominic', 'Celeste', 'Vincent', 'Joseph', 'Eve', 'Jaxon', 'Malky', 'Greyson', 'Landon', 'Luis', 'Ariella', 'Jariel', 'Shaya', 'Gia', 'Mya', 'Ivy', 'Carmen', 'Harlow', 'Veronica', 'Calvin', 'Ryan', 'Jonas', 'Hamza', 'Maximilian', 'Maggie', 'Hawa', 'Arjun', 'Francesco', 'Berish', 'Johnny', 'Alison', 'Kelly', 'Gabriel', 'Jadiel', 'Yides', 'Justin', 'Imran', 'Mayer', 'Journee', 'Adriana', 'Julian', 'Jael', 'Esther', 'Spencer', 'Duvid', 'Dashiell', 'Donovan', 'Ricky', 'Elvis', 'Rayyan', 'Aarya', 'Peyton', 'Ruby', 'Jake', 'Marcus', 'Bradley', 'Shalom', 'Sherlyn', 'Baruch', 'Alexander', 'Danna', 'Yaretzi', 'Brucha', 'Rifky', 'Allan', 'Menachem', 'Chavy', 'Yitzchak', 'Phoenix', 'Daniela', 'Georgia', 'Aiden', 'Wesley', 'Arlo', 'Elimelech', 'Aaron', 'Autumn', 'Yisrael', 'Brooklyn', 'Zaiden', 'Naomi', 'Alston', 'Harry', 'Yosef', 'Cooper', 'Ayala', 'Harper', 'Aisha', 'Skyler', 'Akiva', 'Angelica', 'Angela', 'Yasmina', 'Noah', 'Arthur', 'Camila', 'Omar', 'Nayeli', 'Leibish', 'Diana', 'Magaly', 'Lyla', 'Adele', 'Nechama', 'Tristan', 'Francis', 'Layan', 'Tzipora', 'Ayleen', 'Edison', 'Tyler', 'Mike', 'Salma', 'Arya', 'Leyla', 'Parker', 'Chaim', 'Shane', 'Selina', 'Tenzin', 'Adrian', 'Ayden', 'Ronan', 'Kira', 'Nahla', 'Marjorie', 'Shayan', 'Victor', 'Jada', 'Amy', 'Zissy', 'Shifra', 'Prince', 'Jasmine', 'Leonidas', 'Shmiel', 'Keira', 'Malik', 'Martin', 'Philip', 'Evangeline', 'Hanna', 'Gemma', 'Kimora', 'Cynthia', 'Mariam', 'Tamar', 'Lia', 'Lorenzo', 'Kaden', 'Dina', 'Alexa', 'Manuel', 'Evie', 'Lyric', 'Mikaela', 'Alex', 'Londyn', 'Gary', 'Kelsey', 'Chava', 'Sholom', 'Lara', 'Natalie', 'Valeria', 'Amina', 'Bridget', 'Colin', 'Hailey', 'Emily', 'Eshaal', 'Mariah', 'Lina', 'Juliana', 'Marc', 'Giuliana', 'Lindsay', 'Nathalie', 'Luca', 'Melvin', 'Simcha', 'Caiden', 'Celia', 'Vanessa', 'Major', 'Karas', 'Junior', 'Ruchel', 'Ayaan', 'Aviva', 'Fatoumata', 'Nyla', 'Julianna', 'Itzel', 'Kaitlyn', 'Wilson', 'Josue', 'Anabelle', 'Yaseen', 'Maddox', 'Catalina', 'Santiago', 'Blake', 'Neymar', 'Cassidy', 'Skylah', 'Jade', 'Melissa', 'Nathan', 'Sincere', 'Harmony', 'Adyan', 'Ivan', 'Paul', 'Everly', 'Addison', 'Nosson', 'Melany', 'Maya', 'Athena', 'Henny', 'Anna', 'Yitty', 'Pinchus', 'Tori', 'Daisy', 'Elsa', 'Maia', 'Alexandra', 'Alexandria', 'Lilly', 'Mirel', 'Micah', 'Omari', 'Reuben', 'Hafsa', 'Faigy', 'Brayden', 'Hersh', 'Hazel', 'Bryan', 'Mordechai', 'Alicia', 'Khadijah', 'Malachi', 'Conor', 'Aileen', 'Noam', 'Shmuel', 'Aiza', 'Imani', 'Asher', 'Valentina', 'Clementine', 'Annabella', 'Amaya', 'Leilani', 'Hadley', 'Seth', 'Aubree', 'Willa', 'Mouhamed', 'Caleb', 'Kabir', 'Liana', 'Dahlia', 'Tony', 'Audrey', 'John', 'Batsheva', 'Ruth', 'Faiga', 'Hinda', 'Mikayla', 'Kenneth', 'Zelda', 'Abdoul', 'Anderson', 'Kyrie', 'Iris', 'Yechiel', 'Christina', 'Syed', 'Ava', 'Darren', 'Dylan', 'Abraham', 'Hershel', 'Victoria', 'Rhys', 'Jacqueline', 'Jenna', 'Suri', 'Zoe', 'Paige', 'Margot', 'Jordyn', 'Amare', 'Hugo', 'Christopher', 'Hayden', 'Cindy', 'Ayan', 'Brandon', 'Edward', 'Aden', 'Rory', 'Anne', 'Devorah', 'Ashton', 'Lily', 'Sawyer', 'Yocheved', 'Brigitte', 'Reizy', 'Gordon', 'Pedro', 'Harrison', 'Benzion', 'Adonis', 'Fernando', 'Jesus', 'Jordan', 'Catherine', 'Simone', 'Ali', 'Aydin', 'Saul', 'Andrew', 'Anaya', 'Madeleine', 'Jaylin', 'Caitlin', 'Annabelle', 'Lillian', 'Doris', 'Maisie', 'Jeremy', 'Lilian', 'Francisco', 'Ahnaf', 'Jasper', 'Dean', 'Adelyn', 'Wolf', 'Julia', 'Mae', 'Jesse', 'Lawrence', 'Jaylah', 'Sean', 'Ariana', 'Amari', 'Emma', 'Zendaya', 'Ashley', 'Gabriela', 'Daphne', 'Samuel', 'Azaan', 'Elizabeth', 'Molly', 'Savion', 'Pinchas', 'Valery', 'Annie', 'Nia', 'Eleanor', 'Abel', 'Gael', 'Valerie', 'Kamila', 'April', 'Nina', 'Michelle', 'Julissa', 'Myles', 'Frederick', 'Katie', 'Yasmin', 'Carolina', 'Margaret', 'Maximiliano', 'Marlon', 'Alvin', 'Ismael', 'Evan', 'Shia', 'Yahya', 'Angelina', 'Melina', 'Morgan', 'Adelaide', 'Poppy', 'Alisa', 'Avigail', 'Elaine', 'Theodore', 'Amiyah', 'Kennedy', 'Elias', 'Khloe', 'Charlotte', 'Caden', 'Louisa', 'Ahmed', 'Khalil', 'Milana', 'Marcelo', 'Elina', 'Jimena', 'Brian', 'Hector', 'Daleyza', 'Helena', 'Queena', 'Rachel', 'Mackenzie', 'Uriel', 'Eitan', 'Shlome', 'Heaven', 'Esme', 'Sophie', 'Skyla', 'Oliver', 'Brayan', 'Joy', 'Erica', 'Inaaya', 'Syeda', 'Arianna', 'Justice', 'Karter', 'Jazmin', 'Leon', 'Ayesha', 'Ivanna', 'Kenny', 'Henchy', 'Amira', 'Stephanie', 'Esmeralda', 'Xavier', 'Jayce', 'Elisa', 'Josephine', 'Israel', 'Armaan', 'Mark', 'Colette', 'Jazlyn', 'Annalise', 'Jacob', 'Aaliyah', 'Rosa', 'Princeton', 'Penelope', 'Haylee', 'Keila', 'Yael', 'Aayan', 'Alessia', 'Edwin', 'Jimmy', 'Kristian', 'Yisroel', 'Lucia', 'Lena', 'Jackson', 'Ibrahima', 'Samira', 'Siena', 'Hassan', 'Kendrick', 'Hope', 'Kaylee', 'Frimet', 'Raizy', 'Anisa', 'Alana', 'Violeta', 'Jasmina', 'Cora', 'Jorge', 'Fraidy', 'Lesly', 'Shlomo', 'Kendra', 'Frady', 'Isaac', 'Arielle', 'Joshua', 'Eliyahu', 'Briana', 'Sebastian', 'Nolan', 'Yusuf', 'Rivky', 'Kareem', 'August', 'Emerson', 'Yehudis', 'Naftuli', 'Rocco', 'Kaleb', 'Kaylin', 'Mohamed', 'Malak', 'Mira', 'Marcos', 'Avraham', 'Yidel', 'William', 'George', 'Grant', 'Jean', 'Brendan', 'Cali', 'Sara', 'Thea', 'Jeffrey', 'Alice', 'Michaela', 'Mina', 'Mindy', 'Lincoln', 'Luke', 'Moshe', 'Derick', 'Melanie', 'Roberto', 'Drew', 'Rodrigo', 'Leonardo', 'Esteban', 'Genesis', 'Carla', 'Delilah', 'Malka', 'Ben', 'Saniyah', 'Mendel', 'Yahir', 'Celine', 'Brenda', 'Nashla', 'Salome', 'Ayla', 'Quincy', 'Peter', 'Irene', 'Isla', 'Paris', 'Allen', 'Camille', 'Joaquin', 'Javier', 'Trany', 'Joselyn', 'Perry', 'Safa', 'Salvatore', 'Felix', 'Kiara', 'Abdullah', 'Jaden', 'Devora', 'Serena', 'Dakota', 'Sienna', 'Dominick', 'Vivian', 'Emilia', 'Kingston', 'Shaindy', 'Hillel', 'Shulem', 'Amelia', 'Karina', 'Mila', 'Antonia', 'Samantha', 'Binyomin', 'Leandro', 'Arvin', 'Jayson', 'Beckett', 'Nova', 'Taylor', 'Tiffany', 'Barbara', 'Leslie', 'Mariana', 'Lucy', 'Gerardo', 'Riley', 'Roizy', 'Ester', 'Amirah', 'Pessy', 'Madison', 'Jannat', 'Noel', 'Shraga', 'Juliet', 'Enrique', 'Lauryn', 'Beatrice', 'Fiona', 'Rivka', 'Benjamin', 'Hunter', 'James', 'Jessica', 'Rayan', 'Ezequiel', 'Filip', 'Wyatt', 'Miguel', 'Juan', 'Zainab', 'Youssef', 'Avery', 'Sloane', 'Fatou', 'Madisyn', 'Sabrina', 'Sarai', 'Tiana', 'Efraim', 'Giuseppe', 'Hannah', 'Simon', 'Lucas', 'Giselle', 'Cesar', 'Arham', 'Inaya', 'Mamadou', 'Eduardo', 'Amadou', 'Eliezer', 'Trinity', 'Kieran', 'Makayla', 'Madelyn', 'Violet', 'Aubrey', 'Arabella', 'Logan', 'Fatima', 'Kaylie', 'Lucien', 'Jonathan', 'Aidan', 'Rochel', 'Sylvie', 'Karla', 'Meir', 'Serenity', 'Rowan', 'Malia', 'Eric', 'Cayden', 'Nicole', 'Eli', 'Noelle', 'Misael', 'Avrum', 'Lev', 'Pamela', 'Johan', 'Musa', 'Ricardo', 'Alondra', 'Sima', 'Anayah', 'Ellie', 'Mason', 'Kadiatou', 'Ian', 'Orlando', 'Fabian', 'Mathew', 'Alanis', 'Megan', 'Angelique', 'Mary', 'Naftali', 'Robert', 'Vincenzo', 'Angelo', 'Caroline', 'Ahmad', 'Winston', 'Yaakov', 'Sanaa', 'Aliza', 'Christian', 'Kylee', 'Amara', 'Travis', 'Laila', 'Amir', 'Lana', 'Bruce', 'Darwin', 'Milo', 'Aharon', 'Reese', 'Walter', 'Moses', 'Blessing', 'Talia', 'Axel', 'Everett', 'Gianna', 'Damian', 'Miriam', 'Kayden', 'Olive', 'Ellis', 'Angie', 'Ximena', 'Toby', 'Sariah', 'Evelyn', 'Menashe', 'Erika', 'Kali', 'Francesca', 'Maxwell', 'Iker', 'Matilda', 'Hadassah', 'Jaxson', 'Jayden', 'Esty', 'Shloimy', 'Adeline', 'Goldy', 'Jane', 'Lola', 'Jaiden', 'Jakub', 'Shloime', 'Ruben', 'Kayleen', 'Adrianna', 'Devin', 'Amalia', 'Jaylene', 'Vivienne', 'Fradel', 'Binyamin', 'Stephen', 'Elijah', 'Bella', 'Camilla', 'Zamir', 'Jayceon', 'Denis', 'Tianna', 'Queenie', 'Dante', 'Jared', 'Wynter', 'Charlie', 'Danielle', 'Eloise', 'Elian', 'Neil', 'Patrick', 'Raina', 'Bryanna', 'Angel', 'Hana', 'Armani', 'Zuri', 'Mekhi', 'Maliyah', 'Leila', 'Marco', 'Aryeh', 'Chance', 'Thomas', 'Goldie', 'Mariama', 'Nathaniel', 'Julio', 'Zariah', 'Jaylen', 'Lazer', 'Carter', 'Dennis', 'Alina', 'Enzo', 'Crystal', 'Alejandro', 'Louis', 'Hershy', 'Yitzchok', 'Blimy', 'Usher', 'Mario', 'Selena', 'Heidi', 'Carson', 'Weston', 'Blima', 'Josiah', 'Zayden', 'Marcel', 'Gavriel', 'Mathias', 'Allyson', 'Chloe', 'Matthew', 'Issac', 'Brittany', 'Anson', 'Carmelo', 'Ezekiel', 'Randy', 'Erin', 'Mateo', 'Alessandra', 'Rohan', 'Brooks', 'Shaina', 'Stanley', 'Jessie', 'Jay', 'Jayleen', 'Nadia', 'Nora', 'Kaiden', 'Miracle', 'Bryant', 'Abigail', 'Helen', 'Ruchy', 'Daniel', 'Daniella', 'Marilyn', 'Charles', 'Eleni', 'Derek', 'Jose', 'Kyla', 'Graham', 'Sarah', 'Zaniyah', 'Lila', 'Jamar', 'Morris', 'Jefferson', 'Anton', 'Aissatou', 'Amelie', 'Lipa', 'Griffin', 'Eddy', 'Isabella', 'Antonio', 'Cecilia', 'Archer', 'Boruch', 'Cole', 'Nicholas', 'King', 'Brielle', 'Shaindel', 'Jace', 'Zion', 'Winter', 'Carlos', 'Owen', 'Tziporah', 'Isaiah', 'Noor', 'Jeremiah', 'London', 'Levi', 'Arisha', 'Zayan', 'Mordche', 'Fanta', 'Elisheva', 'Alexis'}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "7aK61_JostTc"
},
"outputs": [],
"source": [
"def difference_with_2011(baby_names, records, year):\n",
" \"\"\"\n",
" Return a set with the difference of names between the \"year\" and 2011\n",
" \"\"\"\n",
" for x in records:\n",
" if x[0] == year:\n",
" baby_names.add(x[3])\n",
" \n",
" Q = baby_names.difference(baby_names_2011)\n",
" return Q\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "SwQIDvQYstTd",
"outputId": "67bb443a-34e7-4ff1-e8de-41ded3b4b250"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1241\n",
"0\n",
"False\n"
]
}
],
"source": [
"\"\"\"\n",
"Test the correctness of the implementation of the two functions\n",
"\"\"\"\n",
"\n",
"# choose the year 2014\n",
"yr = '2014'\n",
"\n",
"# compute the difference with 2011\n",
"difference = difference_with_2011(baby_names_2011, records, yr)\n",
"\n",
"# print the length of the set of names of 2011\n",
"print(len(baby_names_2011))\n",
"\n",
"# Print the length of the difference\n",
"print(len(difference))\n",
"\n",
"# check if the name Sofia is in the result\n",
"print('Sofia' in difference)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CDzWUrtEstTd"
},
"source": [
"## Exercise 4 (3 points)\n",
"\n",
"Implement the function separate_sex, which takes as input the list of records and returns a tuple of two of lists, females and males. Each list must contain the indexes, in order of appearence, of the records categorized by the second element (either FEMALE or MALE). \n",
"\n",
"Implement the function last_5_names_paired which takes the list of records and a tuple of lists of indexes indexes, and returns a list of pairs of names, i.e. [(female name, male name), ...], of the last 5 indexes.\n",
"\n",
"We suggest to use the zip function to create these pairs. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "H29EfR-cstTd"
},
"outputs": [],
"source": [
"def separate_sex(records):\n",
" \"\"\"\n",
" Return a tuple with the lists of the indexes of females and males\n",
" \"\"\"\n",
" # SUGGESTION extract the indexes of the females and the males\n",
" males = []\n",
" females = []\n",
"\n",
"\n",
" for x in records:\n",
" if x[1] == \"FEMALE\":\n",
" females.append(records.index(x))\n",
" else: \n",
" males.append(records.index(x))\n",
" T = [females,males] \n",
" tuple(T)\n",
" return T\n",
"\n",
"\n",
"def last_5_names_paired(records, indexes):\n",
" \"\"\"\n",
" Return the list of the last paired names\n",
" \"\"\"\n",
"\n",
" female_index = indexes[0][-5:]\n",
" male_index = indexes[1][-5:]\n",
"\n",
" female_names = [records[ind][3] for ind in female_index]\n",
" male_names = [records[ind][3] for ind in male_index]\n",
"\n",
" return list(zip(female_names, male_names))\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2JFr7QCYstTd",
"outputId": "74243f2e-9d09-4757-dae2-fcba760d79cd"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1069\n",
"1006\n",
"[('Yocheved', 'Yousef'), ('Zelda', 'Youssef'), ('Zissy', 'Yusuf'), ('Zoe', 'Zachary'), ('Zoey', 'Zev')]\n"
]
}
],
"source": [
"\"\"\"\n",
"Test the correctness of the implementation of the two functions\n",
"\"\"\"\n",
"\n",
"# separate the indexes of females and males\n",
"sg = separate_sex(records)\n",
"\n",
"# print the length of the lists\n",
"print(len(sg[0]))\n",
"print(len(sg[1]))\n",
"\n",
"# pair names\n",
"paired = last_5_names_paired(records, sg)\n",
"\n",
"# print paired names\n",
"print(paired)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kD7J7NyrstTe"
},
"source": [
"## Exercise 5 (3 points)\n",
"\n",
"Implement the function reverse_rank, which takes as input a list of names ordered by frequency (the name at rank 0 is the most frequent, the name at rank 1 is the second most frequent, ...) and returns a dictionary in reverse order where the rank is the key of the item and the name is the value of the item (in this case, the item with rank 0 is the least frequent). \n",
"\n",
"Implement the function safe_rank which takes as input a dictionary, where each item is a rank and a name (like the dictionary you just built), and returns the name relative to a position in the ranking (a position is a positive integer greater than zero) and returns the name at that rank. If the position is not valid, you must return the message *'Position must me greater than zero'*, if the position is out of range, you must return the message *'Not Found'* (we suggest to use the get() function)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "0ldWmYgxstTe"
},
"outputs": [],
"source": [
"# first load these names\n",
"female_baby_names_2012 = ['EMMA', 'LEAH', 'SARAH', 'SOPHIA', 'ESTHER', 'RACHEL', 'CHAYA', 'AVA', 'CHANA', 'MIRIAM', 'ELLA', 'EMILY', 'MIA', 'SARA', 'CHARLOTTE', 'ISABELLA', 'MAYA', 'ELIZABETH', 'ABIGAIL', 'ALEXANDRA', 'VICTORIA', 'LILY', 'SOFIA', 'RIVKA', 'ZOE', 'JULIA', 'SOPHIE', 'GABRIELLA', 'HANNAH', 'GRACE', 'AVERY', 'STELLA', 'SHAINDY', 'FAIGY', 'GITTY', 'MADISON', 'MALKY', 'EVA', 'MALKA', 'ALEXA', 'MADELINE', 'PENELOPE', 'TOBY', 'RIVKY', 'NICOLE', 'VIOLET', 'NATALIE', 'REBECCA', 'MARIA', 'YITTY', 'NINA', 'KATHERINE', 'RILEY', 'SIENNA', 'SYDNEY', 'VIVIENNE', 'VALENTINA', 'TALIA', 'JOSEPHINE', 'FRANCESCA', 'ZISSY', 'SURY', 'NAOMI', 'YIDES', 'SKYLAR', 'VERONICA', 'TAYLOR', 'ZOEY', 'LILIANA', 'YAEL', 'SAVANNAH', 'VANESSA', 'SIMONE', 'SLOANE', 'VERA', 'YEHUDIS', 'SYLVIA', 'SIMA', 'SHAINA', 'TZIPORA', 'YITTA', 'TZIVIA', 'YARA']"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"id": "zeO4GnfzstTe"
},
"outputs": [],
"source": [
"def reverse_rank(names):\n",
" \"\"\"\n",
" Return a dictionary with items (rank, name)\n",
" \"\"\"\n",
" # SUGGESTION: Create an empty dictionary: names_by_rank\n",
" names_by_rank = {}\n",
" for i, name in enumerate(names):\n",
" key = len(names)- i - 1\n",
" names_by_rank[key] = names[i]\n",
"\n",
"\n",
" # YOUR CODE HERE\n",
" return names_by_rank\n",
"\n",
"\n",
"def safe_rank(names, position):\n",
" \"\"\"\n",
" Return the element in that position\n",
" \"\"\"\n",
" # YOUR CODE HERE\n",
" if position <= 0 :\n",
" return \"Position must me greater than zero\"\n",
" if position > len(names) :\n",
" return \"Not Found\"\n",
" else: \n",
" result = names[position]\n",
" return result\n",
"\n",
" \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2NGQ3KfkstTe",
"outputId": "7ddd7d1c-6ea8-4f2f-9269-7c7dff77fbf0"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"83\n",
"SIMA\n",
"Position must me greater than zero\n",
"Not Found\n",
"YITTA\n"
]
}
],
"source": [
"# reverse rank first\n",
"rev_names = reverse_rank(female_baby_names_2012)\n",
"\n",
"# print length of dictionary\n",
"print(len(rev_names))\n",
"\n",
"# print element at rank 5\n",
"print(rev_names[5])\n",
"\n",
"# check safe_rank\n",
"print(safe_rank(rev_names, 0))\n",
"print(safe_rank(rev_names, 100))\n",
"print(safe_rank(rev_names, 2))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bcSi1j1fstTe"
},
"source": [
"## Exercise 6 (3 points)\n",
"\n",
"Implement the function update_year, which takes as input 1) a dictionary of dictionaries of names, boy_names, where the key of each element is the year of the dictionary, 2) a dictionary of names names_2011, and 3) the relative year. This function returns the updated dictionary with the new_names for that year. \n",
"\n",
"Implement the function safe_rank_per_year which takes as input a dictionary of dictionaries of names, a position, a year, and uses the safe_rank function to get the name relative to that position in the ranking for that year. "
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"id": "hqS4hQLtstTf"
},
"outputs": [],
"source": [
"# load this data first\n",
"# load names (dictionary of dictionaries)\n",
"boy_names = {2012: {}, 2013: {1: 'David', 2: 'Joseph', 3: 'Michael', 4: 'Moshe', 5: 'Daniel', 6: 'Benjamin', 7: 'James', 8: 'Jacob', 9: 'Jack', 10: 'Alexander', 11: 'William', 12: 'John', 13: 'Henry', 14: 'Noah', 15: 'Samuel', 16: 'Nicholas', 17: 'Matthew', 18: 'Adam', 19: 'Chaim', 20: 'Abraham', 21: 'Liam', 22: 'Ryan', 23: 'Lucas', 24: 'Anthony', 25: 'Isaac', 26: 'Oliver', 27: 'Andrew', 28: 'Gabriel', 29: 'Yosef', 30: 'Leo', 31: 'Thomas', 32: 'Luke', 33: 'Jackson', 34: 'Shimon', 35: 'Theodore', 36: 'Joshua', 37: 'Christopher', 38: 'Sebastian', 39: 'Mason', 40: 'Eli', 41: 'Nathan', 42: 'Aaron', 43: 'Zachary', 44: 'Aron', 45: 'Luca', 46: 'Yehuda', 47: 'Yitzchok', 48: 'Owen', 49: 'Menachem', 50: 'Logan', 51: 'Aiden', 52: 'Yisroel', 53: 'Peter', 54: 'Yaakov', 55: 'Yakov', 56: 'Omar', 57: 'Levi', 58: 'Simon', 59: 'Shmuel', 60: 'Patrick', 61: 'Connor', 62: 'Jonah', 63: 'Zev', 64: 'Tzvi', 65: 'Nathaniel', 66: 'Harrison', 67: 'Tyler', 68: 'Mark', 69: 'Hunter', 70: 'Mohamed', 71: 'Lipa', 72: 'Mendel', 73: 'Sean', 74: 'Sam', 75: 'Solomon', 76: 'Martin', 77: 'Edward', 78: 'Wyatt', 79: 'Parker', 80: 'Steven', 81: 'Yechiel', 82: 'Nicolas', 83: 'Timothy', 84: 'Spencer', 85: 'Usher', 86: 'Rafael', 87: 'Yusuf', 88: 'Yehoshua', 89: 'Shaya', 90: 'Rayan', 91: 'Tristan', 92: 'Yossi', 93: 'Wesley', 94: 'Yoel', 95: 'Sawyer', 96: 'Yousef', 97: 'Walter', 98: 'Zalmen', 99: 'Yeshaya', 100: 'Yitzchak'}, 2014: {1: 'Joseph', 2: 'David', 3: 'Michael', 4: 'Moshe', 5: 'Jacob', 6: 'Benjamin', 7: 'Alexander', 8: 'Daniel', 9: 'Samuel', 10: 'Jack', 11: 'James', 12: 'Adam', 13: 'William', 14: 'Henry', 15: 'Abraham', 16: 'Nicholas', 17: 'John', 18: 'Ethan', 19: 'Liam', 20: 'Ryan', 21: 'Noah', 22: 'Matthew', 23: 'Chaim', 24: 'Theodore', 25: 'Isaac', 26: 'Lucas', 27: 'Thomas', 28: 'Yosef', 29: 'Anthony', 30: 'Oliver', 31: 'Max', 32: 'Gabriel', 33: 'Eli', 34: 'Shimon', 35: 'Luke', 36: 'Mason', 37: 'Mordechai', 38: 'Andrew', 39: 'Zachary', 40: 'Owen', 41: 'Yehuda', 42: 'Jackson', 43: 'Yisroel', 44: 'Nathan', 45: 'Aiden', 46: 'Christopher', 47: 'Jonathan', 48: 'Asher', 49: 'Logan', 50: 'Robert', 51: 'Yitzchok', 52: 'George', 53: 'Christian', 54: 'Aron', 55: 'Mark', 56: 'Levi', 57: 'Shmuel', 58: 'Miles', 59: 'Shlomo', 60: 'Peter', 61: 'Sean', 62: 'Eliezer', 63: 'Solomon', 64: 'Gavin', 65: 'Zev', 66: 'Nathaniel', 67: 'Yaakov', 68: 'Yakov', 69: 'Hunter', 70: 'Vincent', 71: 'Ari', 72: 'Edward', 73: 'Yechiel', 74: 'Oscar', 75: 'Shia', 76: 'Leonardo', 77: 'Victor', 78: 'Tyler', 79: 'Wyatt', 80: 'Sam', 81: 'Shaya', 82: 'Ian', 83: 'Raphael', 84: 'Philip', 85: 'Timothy', 86: 'Yehoshua', 87: 'Xavier', 88: 'Youssef', 89: 'Simcha', 90: 'Naftali', 91: 'Ronan', 92: 'Usher', 93: 'Shmiel', 94: 'Yousef', 95: 'Naftuli', 96: 'Yusuf', 97: 'Yossi', 98: 'Yisrael', 99: 'Shea', 100: 'Yoel', 101: 'Yahya', 102: 'Yidel'}}\n",
"\n",
"# load names (dictionary)\n",
"names_2011 = {1: 'Michael', 2: 'Joseph', 3: 'Jacob', 4: 'David', 5: 'Benjamin', 6: 'Moshe', 7: 'Daniel', 8: 'Alexander', 9: 'Matthew', 10: 'Jack', 11: 'Samuel', 12: 'James', 13: 'William', 14: 'John', 15: 'Nicholas', 16: 'Henry', 17: 'Chaim', 18: 'Anthony', 19: 'Andrew', 20: 'Liam', 21: 'Charles', 22: 'Lucas', 23: 'Dylan', 24: 'Ryan', 25: 'Thomas', 26: 'Ethan', 27: 'Menachem', 28: 'Yosef', 29: 'Luke', 30: 'Oliver', 31: 'Noah', 32: 'Eli', 33: 'Gabriel', 34: 'Max', 35: 'Shimon', 36: 'Isaac', 37: 'Joshua', 38: 'Zachary', 39: 'Leo', 40: 'Julian', 41: 'Aiden', 42: 'Jake', 43: 'Mordechai', 44: 'Yisroel', 45: 'Yehuda', 46: 'Sebastian', 47: 'Mark', 48: 'Robert', 49: 'Logan', 50: 'George', 51: 'Owen', 52: 'Vincent', 53: 'Tyler', 54: 'Yakov', 55: 'Aidan', 56: 'Yitzchok', 57: 'Asher', 58: 'Theodore', 59: 'Peter', 60: 'Solomon', 61: 'Zev', 62: 'Nathaniel', 63: 'Yaakov', 64: 'Shmuel', 65: 'Shulem', 66: 'Tzvi', 67: 'Levi', 68: 'Jayden', 69: 'Mohamed', 70: 'Cole', 71: 'Sean', 72: 'Sam', 73: 'Victor', 74: 'Omar', 75: 'Steven', 76: 'Moses', 77: 'Shia', 78: 'Usher', 79: 'Nicolas', 80: 'Yechiel', 81: 'Shaya', 82: 'Wyatt', 83: 'Tristan', 84: 'Louis', 85: 'Yehoshua', 86: 'Sholom', 87: 'Yoel', 88: 'Rocco', 89: 'Xavier', 90: 'Yitzchak', 91: 'Shea', 92: 'Spencer', 93: 'Zalmen', 94: 'Yida', 95: 'Yousef', 96: 'Youssef', 97: 'Yonah'}"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"id": "HvtoLyssstTf"
},
"outputs": [],
"source": [
"def update_year(names, new_names, year):\n",
" \"\"\"\n",
" Return a dictionary with names updated\n",
" \"\"\"\n",
" # YOUR CODE HERE\n",
" result = names.copy()\n",
" result[year] = new_names\n",
" \n",
" return result\n",
"\n",
"\n",
"\n",
"def safe_rank_per_year(names, position, year):\n",
" \"\"\"\n",
" Return the element in that position for that year\n",
" \"\"\"\n",
" # YOUR CODE HERE\n",
" return safe_rank(names[year], position)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"id": "jb7uQ4YvstTf",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "cd4e34ea-6793-4490-ec99-3901fd36f5e5"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"97\n",
"0\n",
"Not Found\n",
"Jack\n",
"Not Found\n",
"Position must me greater than zero\n"
]
}
],
"source": [
"# update names with those of year 2011\n",
"my_names = update_year(boy_names, names_2011, 2011)\n",
"\n",
"# print length of dictionary\n",
"print(len(my_names[2011]))\n",
"print(len(my_names[2012]))\n",
"\n",
"# check safe rank per year\n",
"print(safe_rank_per_year(my_names, 180, 2011))\n",
"print(safe_rank_per_year(my_names, 10, 2011))\n",
"print(safe_rank_per_year(my_names, 10, 2012))\n",
"print(safe_rank_per_year(my_names, 0, 2012))\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
},
"colab": {
"provenance": [],
"collapsed_sections": []
}
},
"nbformat": 4,
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}