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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exercises in Python\n",
"\n",
"In the first three lessons, you have seen:\n",
"\n",
"- lists (including list comprehensions);\n",
"- tuples;\n",
"- flow control (selection and loop statements);\n",
"- modules;\n",
"- dictionaries;\n",
"\n",
"We will revise the above topics with five exercises.\n",
"\n",
"## Exercise 1\n",
"\n",
"Write a program to create a multiplication table, from 2 to 20 with a step of 2, of a number.\n",
"\n",
"For instance, given ``n = 10``, the program should output:\n",
"\n",
"``10 x 2 = 20\n",
"10 x 4 = 40\n",
"10 x 6 = 60\n",
"10 x 8 = 80\n",
"10 x 10 = 100\n",
"10 x 12 = 120\n",
"10 x 14 = 140\n",
"10 x 16 = 160\n",
"10 x 18 = 180\n",
"10 x 20 = 200``"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can simply address the required task using a ``for`` loop and ``range``: it represents an immutable sequence of numbers and is commonly used for looping a specific number of times in for loops."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10 x 2 = 20\n",
"10 x 4 = 40\n",
"10 x 6 = 60\n",
"10 x 8 = 80\n",
"10 x 10 = 100\n",
"10 x 12 = 120\n",
"10 x 14 = 140\n",
"10 x 16 = 160\n",
"10 x 18 = 180\n",
"10 x 20 = 200\n"
]
}
],
"source": [
"n = 10\n",
"for i in range(1,n+1):\n",
" print(n,\"x\",i*2,\"=\",n*i*2)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We recall that ``range`` also accept a ``step`` argument. Then, we improve the code avoiding the ``if`` statement and setting ``step = 2``.\n",
"\n",
"We also get rid of the variable ``v``: if you don't need to use its value later, just don't create it."
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10 x 2 = 40\n",
"10 x 4 = 80\n",
"10 x 6 = 120\n",
"10 x 8 = 160\n",
"10 x 10 = 200\n",
"10 x 12 = 240\n",
"10 x 14 = 280\n",
"10 x 16 = 320\n",
"10 x 18 = 360\n",
"10 x 20 = 400\n"
]
}
],
"source": [
"n = 10\n",
"for i in range(2,n*2+1, 2):\n",
" print(n,\"x\",i,\"=\",n*i*2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we write the same program in one line using list comprehensions: they provide a compact way to filter elements from a sequence and they implement the following for loop\n",
"\n",
"``result = []\n",
"for <variable> in <sequence>:\n",
" if <condition>:\n",
" result.append(<expression>)``\n",
" \n",
"in the following equivalent form\n",
"\n",
"``[<expression> for <variable> in <sequence> if <condition>]``\n",
"\n",
"In our case, we avoid the filtering part and we can obtain results as:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10 x 1 = 20\n",
"10 x 2 = 40\n",
"10 x 3 = 60\n",
"10 x 4 = 80\n",
"10 x 5 = 100\n",
"10 x 6 = 120\n",
"10 x 7 = 140\n",
"10 x 8 = 160\n",
"10 x 9 = 180\n",
"10 x 10 = 200\n"
]
},
{
"data": {
"text/plain": [
"['10x1=20',\n",
" '10x2=40',\n",
" '10x3=60',\n",
" '10x4=80',\n",
" '10x5=100',\n",
" '10x6=120',\n",
" '10x7=140',\n",
" '10x8=160',\n",
" '10x9=180',\n",
" '10x10=200']"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n = 10\n",
"[print(n,\"x\",i,\"=\",n*i*2) for i in range(1,n+1)]\n",
"\n",
"# To get a list of strings\n",
"[str(n)+\"x\"+str(i)+\"=\"+str(n*i*2) for i in range(1,n+1)]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To obtain the same pretty printing, we create a formatted string inside the list comprehension."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['10 x 1 = 20',\n",
" '10 x 2 = 40',\n",
" '10 x 3 = 60',\n",
" '10 x 4 = 80',\n",
" '10 x 5 = 100',\n",
" '10 x 6 = 120',\n",
" '10 x 7 = 140',\n",
" '10 x 8 = 160',\n",
" '10 x 9 = 180',\n",
" '10 x 10 = 200']"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s = \"{0} x {1} = {2}\"\n",
"[s.format(*[n,i,n*i*2]) for i in range(1,n+1)]\n"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10 x 2 = 20\n",
"10 x 4 = 40\n",
"10 x 6 = 60\n",
"10 x 8 = 80\n",
"10 x 10 = 100\n",
"10 x 12 = 120\n",
"10 x 14 = 140\n",
"10 x 16 = 160\n",
"10 x 18 = 180\n",
"10 x 20 = 200\n"
]
}
],
"source": [
"#OR \n",
"s = \"{0} x {1} = {2}\"\n",
"for i in range(1,n+1):\n",
" print(s.format(*[n,i*2,n*i*2]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we use the ``join()`` method of strings: it concatenates each element of an iterable (such our list) to a string and returns the concatenated string. The syntax is ``string.join(iterable)``. An example:\n"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'10 x 2 = 2010 x 4 = 4010 x 6 = 6010 x 8 = 8010 x 10 = 10010 x 12 = 12010 x 14 = 14010 x 16 = 16010 x 18 = 18010 x 20 = 200'"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l = \"\"\n",
"s = \"{0} x {1} = {2}\"\n",
"#[s.format(*[n,i,n*i*2]) for i in range(1,n+1)]\n",
"l.join([s.format(*[n,i*2,n*i*2]) for i in range(1,n+1)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We concatenate with ``\\n`` to go to the next line, then we print."
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'10 x 1 = 20 \\n10 x 2 = 40 \\n10 x 3 = 60 \\n10 x 4 = 80 \\n10 x 5 = 100 \\n10 x 6 = 120 \\n10 x 7 = 140 \\n10 x 8 = 160 \\n10 x 9 = 180 \\n10 x 10 = 200 \\n'"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l = \"\"\n",
"s = \"{0} x {1} = {2} {3}\"\n",
"#[s.format(*[n,i,n*i*2]) for i in range(1,n+1)]\n",
"l.join([s.format(*[n,i,n*i*2],'\\n') for i in range(1,n+1)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 2\n",
"\n",
"Write a Python program to replace the last value of the tuples in a list with the product of the respective first two elements of the tuple. Suppose that the list is composed only by tuples of three integers.\n",
"\n",
"For instance, given in input the list ``l = [(10, 20, 40), (40, 50, 60), (70, 80, 90)]``, the program should output the following list of tuples\n",
"``[(10, 20, 200), (40, 50, 2000), (70, 80, 5600)]``."
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[(10, 20, 200), (40, 50, 2000), (70, 80, 5600)]"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l = [(10, 20, 40), (40, 50, 60), (70, 80, 90)]\n",
"\n",
"res =[]\n",
"for tup in l:\n",
" res+=[(tup[0],tup[1],tup[0]*tup[1])]\n",
"res"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, suppose that we want to address the same task as above, but the input list is now composed of tuples with a variable number of elements.\n",
"\n",
"For instance, consider the list ``l = [(10, 20, 100, 40), (40, 50, 60), (70, 80, 100, 200, 300, 90)]``, the program should output the following list of tuples ``[(10, 20, 100, 200), (40, 50, 2000), (70, 80, 100, 200, 300, 5600)]``.\n",
"\n",
"We can write a one-line expression using the slice operator, whose syntax is ``[start:stop:step]``."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(10, 20, 100, 200), (40, 50, 2000), (70, 80, 100, 200, 300, 5600)]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l = [(10, 20, 100, 40), (40, 50, 60), (70, 80, 100, 200, 300, 90)]\n",
"\n",
"res =[]\n",
"for tup in l:\n",
" tmp = (tup[0:len(tup)-1]) + (tup[0]*tup[1],) \n",
" res+=[tmp]\n",
" \n",
"res"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 3\n",
"\n",
"Write a program to find the smallest and the largest word in a given string.\n",
"\n",
"For instance, consider the string ``string = \"A quick red fox\"``. The program should output\n",
"\n",
"``Smallest word: A\n",
"Largest word: quick``\n",
"\n",
"A possible strategy is:\n",
"\n",
"- creating a list containing all the words of the sentence;\n",
"- loop on the list and compute both the smallest and the longest word at the same time.\n",
"\n",
"<img src=\"files/es1.svg\" width=\"40%\">"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Smallest word: A \n",
"Largest word: quick \n"
]
}
],
"source": [
"string = \"A quick red fox\"\n",
"lis =[]\n",
"minw=\"\"\n",
"maxw=\"\"\n",
"tmp = \"\"\n",
"for w in string:\n",
" tmp+=w \n",
" if(w==\" \" or string.index(w)==len(string)-1):\n",
" lis+=[tmp]\n",
" tmp = \"\"\n",
"\n",
"if len(lis)>0:\n",
" minw= lis[0]\n",
"for i in lis:\n",
" if(len(i)< len(minw)):\n",
" minw = i\n",
" if(len(i)> len(maxw)):\n",
" maxw = i\n",
" \n",
"print(\"Smallest word: \" + minw + \"\\nLargest word: \" + maxw)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's refine the above code. Point 1 can be adressed using the Python ``split()`` built-in method of strings.\n",
"\n",
"The ``split()`` method splits a string into a list. You can specify the separator, and default separator is any whitespace."
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Smallest word: A\n",
"Largest word: quick\n"
]
}
],
"source": [
"string = \"A quick red fox\"\n",
"lis = string.split(\" \")\n",
"minw= lis[0]\n",
"maxw=\"\"\n",
"for i in lis:\n",
" if(len(i)< len(minw)):\n",
" minw = i\n",
" if(len(i)> len(maxw)):\n",
" maxw = i\n",
" \n",
"print(\"Smallest word: \" + minw + \"\\nLargest word: \" + maxw)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Also Point 2 can be adressed in a smarter way. We can use the built-in functions ``min()`` and ``max()``, which respectively returns the smallest and largest of the input values.\n",
"\n",
"Such functions provide a parameter named ``key``, which allow to set a function to indicate the sort order. We must specify ``key = len``, as the default ordering for strings is the lexicographic one."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Smallest word: A\n",
"Largest word: quick\n"
]
}
],
"source": [
"string = \"A quick red fox\"\n",
"lis = string.split(\" \") \n",
"print(\"Smallest word: \" + min(lis,key=len) + \"\\nLargest word: \" + max(lis,key=len))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 4\n",
"\n",
"Write a Python program to remove duplicates from a list of lists.\n",
"\n",
"For instance, given in input the list ``ls = [[10, 20], [40], [30, 56, 25], [10, 20], [33], [40]]``, the program should output the following list without duplicates: ``[[10, 20], [40], [30, 56, 25], [33]]``.\n",
"\n",
"<img src=\"files/es2.svg\" width = \"90%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We initialize a new empty list named ``ls_no_dup``. We can address the exercise using two ``for`` loops: with the first one we pick an element from the original list, and with the second one we check if there is another equal element in the ``ls_no_dup`` list. If the element we are currently considering is yet present in ``ls_no_dup`` we don't add it again, otherwise we add it."
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[30, 56, 25], [33]]"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ls = [[10, 20], [40], [30, 56, 25], [10, 20], [33], [40]]\n",
"\n",
"no_dup = ls.copy()\n",
"\n",
"for i in range(len(ls)):\n",
" for j in range(len(ls)):\n",
" #print(\"compare :\" + str(ls[i]) +\" - \"+ str(ls[j]))\n",
" if(i!=j and ls[i]==ls[j]):\n",
" no_dup.remove(ls[i])\n",
"\n",
"no_dup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can simplify the above code using in a smarter way the conditional statements:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Other common ways people use to tackle duplicates include:\n",
"- dictionaries: the ``fromkeys()`` method of ``dict`` returns a dictionary with the specified keys. If we cast the dictionary, we obtain a list with no duplicate values.\n",
"- sets: the ``set()`` function, return a set whose does not allow duplicates, by its mathematical definition. Again, if we cast the set to a list, we obtain a list with no duplicate values.\n",
"\n",
"\n",
"Here we can't adopt the latter solutions: you can't use a list as the key in a ``dict``, since ``dict`` keys need to be immutable. The same holds for ``set``."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare with the following examples:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 5\n",
"\n",
"Consider the following list of student records:\n",
"\n",
"``students = [{'id': 1, 'success': True, 'name': 'Theo'},\n",
" {'id': 2, 'success': False, 'name': 'Alex'},\n",
" {'id': 3, 'success': True, 'name': 'Ralph'},\n",
" {'id': 4, 'success': True, 'name': 'Ralph'}\n",
" {'id': 5, 'success': False, 'name': 'Theo'}]``\n",
" \n",
"We want to write a program to get the different values associated with \"name\" key.\n",
"\n",
"With the above list, the program should output ``['Theo', 'Alex', 'Ralph']``."
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Theo', 'Ralph', 'Ralph']"
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"students = [{'id': 1, 'success': True, 'name': 'Theo'},\n",
" {'id': 2, 'success': False, 'name': 'Alex'},\n",
" {'id': 3, 'success': True, 'name': 'Ralph'},\n",
" {'id': 4, 'success': True, 'name': 'Ralph'},\n",
" {'id': 5, 'success': False, 'name': 'Theo'}]\n",
"\n",
"lis = []\n",
"for dic in students:\n",
" if(dic[\"success\"] == True):\n",
" lis+=[dic[\"name\"]]\n",
"lis\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We recognize again the pattern that list comprehensions implement, then we can use them:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#OR\n",
"[dic[\"name\"] for dic in students if(dic[\"success\"] == True)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we can exploit what we learned from Exercise 4, using for instance the ``set()`` function."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

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school;sex;age;address;famsize;Pstatus;Medu;Fedu;Mjob;Fjob;reason;guardian;traveltime;studytime;failures;schoolsup;famsup;paid;activities;nursery;higher;internet;romantic;famrel;freetime;goout;Dalc;Walc;health;absences;G1;G2;G3
"GP";"F";18;"U";"GT3";"A";4;4;"at_home";"teacher";"course";"mother";2;2;0;"yes";"no";"no";"no";"yes";"yes";"no";"no";4;3;4;1;1;3;6;"5";"6";6
"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"other";"course";"father";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;3;3;1;1;3;4;"5";"5";6
"GP";"F";15;"U";"LE3";"T";1;1;"at_home";"other";"other";"mother";1;2;3;"yes";"no";"yes";"no";"yes";"yes";"yes";"no";4;3;2;2;3;3;10;"7";"8";10
"GP";"F";15;"U";"GT3";"T";4;2;"health";"services";"home";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";3;2;2;1;1;5;2;"15";"14";15
"GP";"F";16;"U";"GT3";"T";3;3;"other";"other";"home";"father";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";4;3;2;1;2;5;4;"6";"10";10
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"MS";"M";19;"U";"LE3";"T";1;1;"other";"at_home";"course";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;2;3;3;3;5;5;"8";"9";9
1 school sex age address famsize Pstatus Medu Fedu Mjob Fjob reason guardian traveltime studytime failures schoolsup famsup paid activities nursery higher internet romantic famrel freetime goout Dalc Walc health absences G1 G2 G3
2 GP F 18 U GT3 A 4 4 at_home teacher course mother 2 2 0 yes no no no yes yes no no 4 3 4 1 1 3 6 5 6 6
3 GP F 17 U GT3 T 1 1 at_home other course father 1 2 0 no yes no no no yes yes no 5 3 3 1 1 3 4 5 5 6
4 GP F 15 U LE3 T 1 1 at_home other other mother 1 2 3 yes no yes no yes yes yes no 4 3 2 2 3 3 10 7 8 10
5 GP F 15 U GT3 T 4 2 health services home mother 1 3 0 no yes yes yes yes yes yes yes 3 2 2 1 1 5 2 15 14 15
6 GP F 16 U GT3 T 3 3 other other home father 1 2 0 no yes yes no yes yes no no 4 3 2 1 2 5 4 6 10 10
7 GP M 16 U LE3 T 4 3 services other reputation mother 1 2 0 no yes yes yes yes yes yes no 5 4 2 1 2 5 10 15 15 15
8 GP M 16 U LE3 T 2 2 other other home mother 1 2 0 no no no no yes yes yes no 4 4 4 1 1 3 0 12 12 11
9 GP F 17 U GT3 A 4 4 other teacher home mother 2 2 0 yes yes no no yes yes no no 4 1 4 1 1 1 6 6 5 6
10 GP M 15 U LE3 A 3 2 services other home mother 1 2 0 no yes yes no yes yes yes no 4 2 2 1 1 1 0 16 18 19
11 GP M 15 U GT3 T 3 4 other other home mother 1 2 0 no yes yes yes yes yes yes no 5 5 1 1 1 5 0 14 15 15
12 GP F 15 U GT3 T 4 4 teacher health reputation mother 1 2 0 no yes yes no yes yes yes no 3 3 3 1 2 2 0 10 8 9
13 GP F 15 U GT3 T 2 1 services other reputation father 3 3 0 no yes no yes yes yes yes no 5 2 2 1 1 4 4 10 12 12
14 GP M 15 U LE3 T 4 4 health services course father 1 1 0 no yes yes yes yes yes yes no 4 3 3 1 3 5 2 14 14 14
15 GP M 15 U GT3 T 4 3 teacher other course mother 2 2 0 no yes yes no yes yes yes no 5 4 3 1 2 3 2 10 10 11
16 GP M 15 U GT3 A 2 2 other other home other 1 3 0 no yes no no yes yes yes yes 4 5 2 1 1 3 0 14 16 16
17 GP F 16 U GT3 T 4 4 health other home mother 1 1 0 no yes no no yes yes yes no 4 4 4 1 2 2 4 14 14 14
18 GP F 16 U GT3 T 4 4 services services reputation mother 1 3 0 no yes yes yes yes yes yes no 3 2 3 1 2 2 6 13 14 14
19 GP F 16 U GT3 T 3 3 other other reputation mother 3 2 0 yes yes no yes yes yes no no 5 3 2 1 1 4 4 8 10 10
20 GP M 17 U GT3 T 3 2 services services course mother 1 1 3 no yes no yes yes yes yes no 5 5 5 2 4 5 16 6 5 5
21 GP M 16 U LE3 T 4 3 health other home father 1 1 0 no no yes yes yes yes yes no 3 1 3 1 3 5 4 8 10 10
22 GP M 15 U GT3 T 4 3 teacher other reputation mother 1 2 0 no no no no yes yes yes no 4 4 1 1 1 1 0 13 14 15
23 GP M 15 U GT3 T 4 4 health health other father 1 1 0 no yes yes no yes yes yes no 5 4 2 1 1 5 0 12 15 15
24 GP M 16 U LE3 T 4 2 teacher other course mother 1 2 0 no no no yes yes yes yes no 4 5 1 1 3 5 2 15 15 16
25 GP M 16 U LE3 T 2 2 other other reputation mother 2 2 0 no yes no yes yes yes yes no 5 4 4 2 4 5 0 13 13 12
26 GP F 15 R GT3 T 2 4 services health course mother 1 3 0 yes yes yes yes yes yes yes no 4 3 2 1 1 5 2 10 9 8
27 GP F 16 U GT3 T 2 2 services services home mother 1 1 2 no yes yes no no yes yes no 1 2 2 1 3 5 14 6 9 8
28 GP M 15 U GT3 T 2 2 other other home mother 1 1 0 no yes yes no yes yes yes no 4 2 2 1 2 5 2 12 12 11
29 GP M 15 U GT3 T 4 2 health services other mother 1 1 0 no no yes no yes yes yes no 2 2 4 2 4 1 4 15 16 15
30 GP M 16 U LE3 A 3 4 services other home mother 1 2 0 yes yes no yes yes yes yes no 5 3 3 1 1 5 4 11 11 11
31 GP M 16 U GT3 T 4 4 teacher teacher home mother 1 2 0 no yes yes yes yes yes yes yes 4 4 5 5 5 5 16 10 12 11
32 GP M 15 U GT3 T 4 4 health services home mother 1 2 0 no yes yes no no yes yes no 5 4 2 3 4 5 0 9 11 12
33 GP M 15 U GT3 T 4 4 services services reputation mother 2 2 0 no yes no yes yes yes yes no 4 3 1 1 1 5 0 17 16 17
34 GP M 15 R GT3 T 4 3 teacher at_home course mother 1 2 0 no yes no yes yes yes yes yes 4 5 2 1 1 5 0 17 16 16
35 GP M 15 U LE3 T 3 3 other other course mother 1 2 0 no no no yes no yes yes no 5 3 2 1 1 2 0 8 10 12
36 GP M 16 U GT3 T 3 2 other other home mother 1 1 0 no yes yes no no yes yes no 5 4 3 1 1 5 0 12 14 15
37 GP F 15 U GT3 T 2 3 other other other father 2 1 0 no yes no yes yes yes no no 3 5 1 1 1 5 0 8 7 6
38 GP M 15 U LE3 T 4 3 teacher services home mother 1 3 0 no yes no yes yes yes yes no 5 4 3 1 1 4 2 15 16 18
39 GP M 16 R GT3 A 4 4 other teacher reputation mother 2 3 0 no yes no yes yes yes yes yes 2 4 3 1 1 5 7 15 16 15
40 GP F 15 R GT3 T 3 4 services health course mother 1 3 0 yes yes yes yes yes yes yes no 4 3 2 1 1 5 2 12 12 11
41 GP F 15 R GT3 T 2 2 at_home other reputation mother 1 1 0 yes yes yes yes yes yes no no 4 3 1 1 1 2 8 14 13 13
42 GP F 16 U LE3 T 2 2 other other home mother 2 2 1 no yes no yes no yes yes yes 3 3 3 1 2 3 25 7 10 11
43 GP M 15 U LE3 T 4 4 teacher other home other 1 1 0 no yes no no no yes yes yes 5 4 3 2 4 5 8 12 12 12
44 GP M 15 U GT3 T 4 4 services teacher course father 1 2 0 no yes no yes yes yes yes no 4 3 3 1 1 5 2 19 18 18
45 GP M 15 U GT3 T 2 2 services services course father 1 1 0 yes yes no no yes yes yes no 5 4 1 1 1 1 0 8 8 11
46 GP F 16 U LE3 T 2 2 other at_home course father 2 2 1 yes no no yes yes yes yes no 4 3 3 2 2 5 14 10 10 9
47 GP F 15 U LE3 A 4 3 other other course mother 1 2 0 yes yes yes yes yes yes yes yes 5 2 2 1 1 5 8 8 8 6
48 GP F 16 U LE3 A 3 3 other services home mother 1 2 0 no yes no no yes yes yes no 2 3 5 1 4 3 12 11 12 11
49 GP M 16 U GT3 T 4 3 health services reputation mother 1 4 0 no no no yes yes yes yes no 4 2 2 1 1 2 4 19 19 20
50 GP M 15 U GT3 T 4 2 teacher other home mother 1 2 0 no yes yes no yes yes no no 4 3 3 2 2 5 2 15 15 14
51 GP F 15 U GT3 T 4 4 services teacher other father 1 2 1 yes yes no yes no yes yes no 4 4 4 1 1 3 2 7 7 7
52 GP F 16 U LE3 T 2 2 services services course mother 3 2 0 no yes yes no yes yes yes no 4 3 3 2 3 4 2 12 13 13
53 GP F 15 U LE3 T 4 2 health other other mother 1 2 0 no yes yes no yes yes yes no 4 3 3 1 1 5 2 11 13 13
54 GP M 15 U LE3 A 4 2 health health other father 2 1 1 no no no no yes yes no no 5 5 5 3 4 5 6 11 11 10
55 GP F 15 U GT3 T 4 4 services services course mother 1 1 0 yes yes yes no yes yes yes no 3 3 4 2 3 5 0 8 10 11
56 GP F 15 U LE3 A 3 3 other other other mother 1 1 0 no no yes no yes yes yes no 5 3 4 4 4 1 6 10 13 13
57 GP F 16 U GT3 A 2 1 other other other mother 1 2 0 no no yes yes yes yes yes yes 5 3 4 1 1 2 8 8 9 10
58 GP F 15 U GT3 A 4 3 services services reputation mother 1 2 0 no yes yes yes yes yes yes no 4 3 2 1 1 1 0 14 15 15
59 GP M 15 U GT3 T 4 4 teacher health reputation mother 1 2 0 no yes no yes yes yes no no 3 2 2 1 1 5 4 14 15 15
60 GP M 15 U LE3 T 1 2 other at_home home father 1 2 0 yes yes no yes yes yes yes no 4 3 2 1 1 5 2 9 10 9
61 GP F 16 U GT3 T 4 2 services other course mother 1 2 0 no yes no no yes yes yes no 4 2 3 1 1 5 2 15 16 16
62 GP F 16 R GT3 T 4 4 health teacher other mother 1 2 0 no yes no yes yes yes no no 2 4 4 2 3 4 6 10 11 11
63 GP F 16 U GT3 T 1 1 services services course father 4 1 0 yes yes no yes no yes yes yes 5 5 5 5 5 5 6 10 8 11
64 GP F 16 U LE3 T 1 2 other services reputation father 1 2 0 yes no no yes yes yes yes no 4 4 3 1 1 1 4 8 10 9
65 GP F 16 U GT3 T 4 3 teacher health home mother 1 3 0 yes yes yes yes yes yes yes no 3 4 4 2 4 4 2 10 9 9
66 GP F 15 U LE3 T 4 3 services services reputation father 1 2 0 yes no no yes yes yes yes yes 4 4 4 2 4 2 0 10 10 10
67 GP F 16 U LE3 T 4 3 teacher services course mother 3 2 0 no yes no yes yes yes yes no 5 4 3 1 2 1 2 16 15 15
68 GP M 15 U GT3 A 4 4 other services reputation mother 1 4 0 no yes no yes no yes yes yes 1 3 3 5 5 3 4 13 13 12
69 GP F 16 U GT3 T 3 1 services other course mother 1 4 0 yes yes yes no yes yes yes no 4 3 3 1 2 5 4 7 7 6
70 GP F 15 R LE3 T 2 2 health services reputation mother 2 2 0 yes yes yes no yes yes yes no 4 1 3 1 3 4 2 8 9 8
71 GP F 15 R LE3 T 3 1 other other reputation father 2 4 0 no yes no no no yes yes no 4 4 2 2 3 3 12 16 16 16
72 GP M 16 U GT3 T 3 1 other other reputation father 2 4 0 no yes yes no yes yes yes no 4 3 2 1 1 5 0 13 15 15
73 GP M 15 U GT3 T 4 2 other other course mother 1 4 0 no no no no yes yes yes no 3 3 3 1 1 3 0 10 10 10
74 GP F 15 R GT3 T 1 1 other other reputation mother 1 2 2 yes yes no no no yes yes yes 3 3 4 2 4 5 2 8 6 5
75 GP M 16 U GT3 T 3 1 other other reputation mother 1 1 0 no no no yes yes yes no no 5 3 2 2 2 5 2 12 12 14
76 GP F 16 U GT3 T 3 3 other services home mother 1 2 0 yes yes yes yes yes yes yes no 4 3 3 2 4 5 54 11 12 11
77 GP M 15 U GT3 T 4 3 teacher other home mother 1 2 0 no yes yes yes yes yes yes no 4 3 3 2 3 5 6 9 9 10
78 GP M 15 U GT3 T 4 0 teacher other course mother 2 4 0 no no no yes yes yes yes no 3 4 3 1 1 1 8 11 11 10
79 GP F 16 U GT3 T 2 2 other other reputation mother 1 4 0 no no yes no yes yes yes yes 5 2 3 1 3 3 0 11 11 11
80 GP M 17 U GT3 T 2 1 other other home mother 2 1 3 yes yes no yes yes no yes no 4 5 1 1 1 3 2 8 8 10
81 GP F 16 U GT3 T 3 4 at_home other course mother 1 2 0 no yes no no yes yes yes no 2 4 3 1 2 3 12 5 5 5
82 GP M 15 U GT3 T 2 3 other services course father 1 1 0 yes yes yes yes no yes yes yes 3 2 2 1 3 3 2 10 12 12
83 GP M 15 U GT3 T 2 3 other other home mother 1 3 0 yes no yes no no yes yes no 5 3 2 1 2 5 4 11 10 11
84 GP F 15 U LE3 T 3 2 services other reputation mother 1 2 0 no yes yes no yes yes yes no 4 4 4 1 1 5 10 7 6 6
85 GP M 15 U LE3 T 2 2 services services home mother 2 2 0 no no yes yes yes yes yes no 5 3 3 1 3 4 4 15 15 15
86 GP F 15 U GT3 T 1 1 other other home father 1 2 0 no yes no yes no yes yes no 4 3 2 2 3 4 2 9 10 10
87 GP F 15 U GT3 T 4 4 services services reputation father 2 2 2 no no yes no yes yes yes yes 4 4 4 2 3 5 6 7 9 8
88 GP F 16 U LE3 T 2 2 at_home other course mother 1 2 0 no yes no no yes yes no no 4 3 4 1 2 2 4 8 7 6
89 GP F 15 U GT3 T 4 2 other other reputation mother 1 3 0 no yes no yes yes yes yes no 5 3 3 1 3 1 4 13 14 14
90 GP M 16 U GT3 T 2 2 services other reputation father 2 2 1 no no yes yes no yes yes no 4 4 2 1 1 3 12 11 10 10
91 GP M 16 U LE3 A 4 4 teacher health reputation mother 1 2 0 no yes no no yes yes no no 4 1 3 3 5 5 18 8 6 7
92 GP F 16 U GT3 T 3 3 other other home mother 1 3 0 no yes yes no yes yes yes yes 4 3 3 1 3 4 0 7 7 8
93 GP F 15 U GT3 T 4 3 services other reputation mother 1 1 0 no no yes yes yes yes yes no 4 5 5 1 3 1 4 16 17 18
94 GP F 16 U LE3 T 3 1 other other home father 1 2 0 yes yes no no yes yes no no 3 3 3 2 3 2 4 7 6 6
95 GP F 16 U GT3 T 4 2 teacher services home mother 2 2 0 no yes yes yes yes yes yes no 5 3 3 1 1 1 0 11 10 10
96 GP M 15 U LE3 T 2 2 services health reputation mother 1 4 0 no yes no yes yes yes yes no 4 3 4 1 1 4 6 11 13 14
97 GP F 15 R GT3 T 1 1 at_home other home mother 2 4 1 yes yes yes yes yes yes yes no 3 1 2 1 1 1 2 7 10 10
98 GP M 16 R GT3 T 4 3 services other reputation mother 2 1 0 yes yes no yes no yes yes no 3 3 3 1 1 4 2 11 15 15
99 GP F 16 U GT3 T 2 1 other other course mother 1 2 0 no yes yes no yes yes no yes 4 3 5 1 1 5 2 8 9 10
100 GP F 16 U GT3 T 4 4 other other reputation mother 1 1 0 no no no yes no yes yes no 5 3 4 1 2 1 6 11 14 14
101 GP F 16 U GT3 T 4 3 other at_home course mother 1 3 0 yes yes yes no yes yes yes no 5 3 5 1 1 3 0 7 9 8
102 GP M 16 U GT3 T 4 4 services services other mother 1 1 0 yes yes yes yes yes yes yes no 4 5 5 5 5 4 14 7 7 5
103 GP M 16 U GT3 T 4 4 services teacher other father 1 3 0 no yes no yes yes yes yes yes 4 4 3 1 1 4 0 16 17 17
104 GP M 15 U GT3 T 4 4 services other course mother 1 1 0 no yes no yes no yes yes no 5 3 3 1 1 5 4 10 13 14
105 GP F 15 U GT3 T 3 2 services other home mother 2 2 0 yes yes yes no yes yes yes no 4 3 5 1 1 2 26 7 6 6
106 GP M 15 U GT3 A 3 4 services other course mother 1 2 0 no yes yes yes yes yes yes no 5 4 4 1 1 1 0 16 18 18
107 GP F 15 U GT3 A 3 3 other health reputation father 1 4 0 yes no no no yes yes no no 4 3 3 1 1 4 10 10 11 11
108 GP F 15 U GT3 T 2 2 other other course mother 1 4 0 yes yes yes no yes yes yes no 5 1 2 1 1 3 8 7 8 8
109 GP M 16 U GT3 T 3 3 services other home father 1 3 0 no yes no yes yes yes yes no 5 3 3 1 1 5 2 16 18 18
110 GP M 15 R GT3 T 4 4 other other home father 4 4 0 no yes yes yes yes yes yes yes 1 3 5 3 5 1 6 10 13 13
111 GP F 16 U LE3 T 4 4 health health other mother 1 3 0 no yes yes yes yes yes yes yes 5 4 5 1 1 4 4 14 15 16
112 GP M 15 U LE3 A 4 4 teacher teacher course mother 1 1 0 no no no yes yes yes yes no 5 5 3 1 1 4 6 18 19 19
113 GP F 16 R GT3 T 3 3 services other reputation father 1 3 1 yes yes no yes yes yes yes no 4 1 2 1 1 2 0 7 10 10
114 GP F 16 U GT3 T 2 2 at_home other home mother 1 2 1 yes no no yes yes yes yes no 3 1 2 1 1 5 6 10 13 13
115 GP M 15 U LE3 T 4 2 teacher other course mother 1 1 0 no no no no yes yes yes no 3 5 2 1 1 3 10 18 19 19
116 GP M 15 R GT3 T 2 1 health services reputation mother 1 2 0 no no no yes yes yes yes yes 5 4 2 1 1 5 8 9 9 9
117 GP M 16 U GT3 T 4 4 teacher teacher course father 1 2 0 no yes no yes yes yes yes no 5 4 4 1 2 5 2 15 15 16
118 GP M 15 U GT3 T 4 4 other teacher reputation father 2 2 0 no yes no yes yes yes no no 4 4 3 1 1 2 2 11 13 14
119 GP M 16 U GT3 T 3 3 other services home father 2 1 0 no no no yes yes yes yes no 5 4 2 1 1 5 0 13 14 13
120 GP M 17 R GT3 T 1 3 other other course father 3 2 1 no yes no yes yes yes yes no 5 2 4 1 4 5 20 9 7 8
121 GP M 15 U GT3 T 3 4 other other reputation father 1 1 0 no no no no yes yes yes no 3 4 3 1 2 4 6 14 13 13
122 GP F 15 U GT3 T 1 2 at_home services course mother 1 2 0 no no no no no yes yes no 3 2 3 1 2 1 2 16 15 15
123 GP M 15 U GT3 T 2 2 services services home father 1 4 0 no yes yes yes yes yes yes no 5 5 4 1 2 5 6 16 14 15
124 GP F 16 U LE3 T 2 4 other health course father 2 2 0 no yes yes yes yes yes yes yes 4 2 2 1 2 5 2 13 13 13
125 GP M 16 U GT3 T 4 4 health other course mother 1 1 0 no yes no yes yes yes yes no 3 4 4 1 4 5 18 14 11 13
126 GP F 16 U GT3 T 2 2 other other home mother 1 2 0 no no yes no yes yes yes yes 5 4 4 1 1 5 0 8 7 8
127 GP M 15 U GT3 T 3 4 services services home father 1 1 0 yes no no no yes yes yes no 5 5 5 3 2 5 0 13 13 12
128 GP F 15 U LE3 A 3 4 other other home mother 1 2 0 yes no no yes yes yes yes yes 5 3 2 1 1 1 0 7 10 11
129 GP F 19 U GT3 T 0 1 at_home other course other 1 2 3 no yes no no no no no no 3 4 2 1 1 5 2 7 8 9
130 GP M 18 R GT3 T 2 2 services other reputation mother 1 1 2 no yes no yes yes yes yes no 3 3 3 1 2 4 0 7 4 0
131 GP M 16 R GT3 T 4 4 teacher teacher course mother 1 1 0 no no yes yes yes yes yes no 3 5 5 2 5 4 8 18 18 18
132 GP F 15 R GT3 T 3 4 services teacher course father 2 3 2 no yes no no yes yes yes yes 4 2 2 2 2 5 0 12 0 0
133 GP F 15 U GT3 T 1 1 at_home other course mother 3 1 0 no yes no yes no yes yes yes 4 3 3 1 2 4 0 8 0 0
134 GP F 17 U LE3 T 2 2 other other course father 1 1 0 no yes no no yes yes yes yes 3 4 4 1 3 5 12 10 13 12
135 GP F 16 U GT3 A 3 4 services other course father 1 1 0 no no no no yes yes yes no 3 2 1 1 4 5 16 12 11 11
136 GP M 15 R GT3 T 3 4 at_home teacher course mother 4 2 0 no yes no no yes yes no yes 5 3 3 1 1 5 0 9 0 0
137 GP F 15 U GT3 T 4 4 services at_home course mother 1 3 0 no yes no yes yes yes yes yes 4 3 3 1 1 5 0 11 0 0
138 GP M 17 R GT3 T 3 4 at_home other course mother 3 2 0 no no no no yes yes no no 5 4 5 2 4 5 0 10 0 0
139 GP F 16 U GT3 A 3 3 other other course other 2 1 2 no yes no yes no yes yes yes 4 3 2 1 1 5 0 4 0 0
140 GP M 16 U LE3 T 1 1 services other course mother 1 2 1 no no no no yes yes no yes 4 4 4 1 3 5 0 14 12 12
141 GP F 15 U GT3 T 4 4 teacher teacher course mother 2 1 0 no no no yes yes yes yes no 4 3 2 1 1 5 0 16 16 15
142 GP M 15 U GT3 T 4 3 teacher services course father 2 4 0 yes yes no no yes yes yes no 2 2 2 1 1 3 0 7 9 0
143 GP M 16 U LE3 T 2 2 services services reputation father 2 1 2 no yes no yes yes yes yes no 2 3 3 2 2 2 8 9 9 9
144 GP F 15 U GT3 T 4 4 teacher services course mother 1 3 0 no yes yes yes yes yes yes no 4 2 2 1 1 5 2 9 11 11
145 GP F 16 U LE3 T 1 1 at_home at_home course mother 1 1 0 no no no no yes yes yes no 3 4 4 3 3 1 2 14 14 13
146 GP M 17 U GT3 T 2 1 other other home mother 1 1 3 no yes no no yes yes yes no 5 4 5 1 2 5 0 5 0 0
147 GP F 15 U GT3 T 1 1 other services course father 1 2 0 no yes yes no yes yes yes no 4 4 2 1 2 5 0 8 11 11
148 GP F 15 U GT3 T 3 2 health services home father 1 2 3 no yes no no yes yes yes no 3 3 2 1 1 3 0 6 7 0
149 GP F 15 U GT3 T 1 2 at_home other course mother 1 2 0 no yes yes no no yes yes no 4 3 2 1 1 5 2 10 11 11
150 GP M 16 U GT3 T 4 4 teacher teacher course mother 1 1 0 no yes no no yes no yes yes 3 3 2 2 1 5 0 7 6 0
151 GP M 15 U LE3 A 2 1 services other course mother 4 1 3 no no no no yes yes yes no 4 5 5 2 5 5 0 8 9 10
152 GP M 18 U LE3 T 1 1 other other course mother 1 1 3 no no no no yes no yes yes 2 3 5 2 5 4 0 6 5 0
153 GP M 16 U LE3 T 2 1 at_home other course mother 1 1 1 no no no yes yes yes no yes 4 4 4 3 5 5 6 12 13 14
154 GP F 15 R GT3 T 3 3 services services reputation other 2 3 2 no yes yes yes yes yes yes yes 4 2 1 2 3 3 8 10 10 10
155 GP M 19 U GT3 T 3 2 services at_home home mother 1 1 3 no yes no no yes no yes yes 4 5 4 1 1 4 0 5 0 0
156 GP F 17 U GT3 T 4 4 other teacher course mother 1 1 0 yes yes no no yes yes no yes 4 2 1 1 1 4 0 11 11 12
157 GP M 15 R GT3 T 2 3 at_home services course mother 1 2 0 yes no yes yes yes yes no no 4 4 4 1 1 1 2 11 8 8
158 GP M 17 R LE3 T 1 2 other other reputation mother 1 1 0 no no no no yes yes no no 2 2 2 3 3 5 8 16 12 13
159 GP F 18 R GT3 T 1 1 at_home other course mother 3 1 3 no yes no yes no yes no no 5 2 5 1 5 4 6 9 8 10
160 GP M 16 R GT3 T 2 2 at_home other course mother 3 1 0 no no no no no yes no no 4 2 2 1 2 3 2 17 15 15
161 GP M 16 U GT3 T 3 3 other services course father 1 2 1 no yes yes no yes yes yes yes 4 5 5 4 4 5 4 10 12 12
162 GP M 17 R LE3 T 2 1 at_home other course mother 2 1 2 no no no yes yes no yes yes 3 3 2 2 2 5 0 7 6 0
163 GP M 15 R GT3 T 3 2 other other course mother 2 2 2 yes yes no no yes yes yes yes 4 4 4 1 4 3 6 5 9 7
164 GP M 16 U LE3 T 1 2 other other course mother 2 1 1 no no no yes yes yes no no 4 4 4 2 4 5 0 7 0 0
165 GP M 17 U GT3 T 1 3 at_home services course father 1 1 0 no no no no yes no yes no 5 3 3 1 4 2 2 10 10 10
166 GP M 17 R LE3 T 1 1 other services course mother 4 2 3 no no no yes yes no no yes 5 3 5 1 5 5 0 5 8 7
167 GP M 16 U GT3 T 3 2 services services course mother 2 1 1 no yes no yes no no no no 4 5 2 1 1 2 16 12 11 12
168 GP M 16 U GT3 T 2 2 other other course father 1 2 0 no no no no yes no yes no 4 3 5 2 4 4 4 10 10 10
169 GP F 16 U GT3 T 4 2 health services home father 1 2 0 no no yes no yes yes yes yes 4 2 3 1 1 3 0 14 15 16
170 GP F 16 U GT3 T 2 2 other other home mother 1 2 0 no yes yes no no yes yes no 5 1 5 1 1 4 0 6 7 0
171 GP F 16 U GT3 T 4 4 health health reputation mother 1 2 0 no yes yes no yes yes yes yes 4 4 2 1 1 3 0 14 14 14
172 GP M 16 U GT3 T 3 4 other other course father 3 1 2 no yes no yes no yes yes no 3 4 5 2 4 2 0 6 5 0
173 GP M 16 U GT3 T 1 0 other other reputation mother 2 2 0 no yes yes yes yes yes yes yes 4 3 2 1 1 3 2 13 15 16
174 GP M 17 U LE3 T 4 4 teacher other reputation mother 1 2 0 no yes yes yes yes yes yes no 4 4 4 1 3 5 0 13 11 10
175 GP F 16 U GT3 T 1 3 at_home services home mother 1 2 3 no no no yes no yes yes yes 4 3 5 1 1 3 0 8 7 0
176 GP F 16 U LE3 T 3 3 other other reputation mother 2 2 0 no yes yes yes yes yes yes no 4 4 5 1 1 4 4 10 11 9
177 GP M 17 U LE3 T 4 3 teacher other course mother 2 2 0 no no yes yes yes yes yes no 4 4 4 4 4 4 4 10 9 9
178 GP F 16 U GT3 T 2 2 services other reputation mother 2 2 0 no no yes yes no yes yes no 3 4 4 1 4 5 2 13 13 11
179 GP M 17 U GT3 T 3 3 other other reputation father 1 2 0 no no no yes no yes yes no 4 3 4 1 4 4 4 6 5 6
180 GP M 16 R GT3 T 4 2 teacher services other mother 1 1 0 no yes no yes yes yes yes yes 4 3 3 3 4 3 10 10 8 9
181 GP M 17 U GT3 T 4 3 other other course mother 1 2 0 no yes no yes yes yes yes yes 5 2 3 1 1 2 4 10 10 11
182 GP M 16 U GT3 T 4 3 teacher other home mother 1 2 0 no yes yes yes yes yes yes no 3 4 3 2 3 3 10 9 8 8
183 GP M 16 U GT3 T 3 3 services other home mother 1 2 0 no no yes yes yes yes yes yes 4 2 3 1 2 3 2 12 13 12
184 GP F 17 U GT3 T 2 4 services services reputation father 1 2 0 no yes no yes yes yes no no 5 4 2 2 3 5 0 16 17 17
185 GP F 17 U LE3 T 3 3 other other reputation mother 1 2 0 no yes no yes yes yes yes yes 5 3 3 2 3 1 56 9 9 8
186 GP F 16 U GT3 T 3 2 other other reputation mother 1 2 0 no yes yes no yes yes yes no 1 2 2 1 2 1 14 12 13 12
187 GP M 17 U GT3 T 3 3 services services other mother 1 2 0 no yes no yes yes yes yes yes 4 3 4 2 3 4 12 12 12 11
188 GP M 16 U GT3 T 1 2 services services other mother 1 1 0 no yes yes yes yes yes yes yes 3 3 3 1 2 3 2 11 12 11
189 GP M 16 U LE3 T 2 1 other other course mother 1 2 0 no no yes yes yes yes yes yes 4 2 3 1 2 5 0 15 15 15
190 GP F 17 U GT3 A 3 3 health other reputation mother 1 2 0 no yes no no no yes yes yes 3 3 3 1 3 3 6 8 7 9
191 GP M 17 R GT3 T 1 2 at_home other home mother 1 2 0 no no no no yes yes no no 3 1 3 1 5 3 4 8 9 10
192 GP F 16 U GT3 T 2 3 services services course mother 1 2 0 no no no no yes yes yes no 4 3 3 1 1 2 10 11 12 13
193 GP F 17 U GT3 T 1 1 at_home services course mother 1 2 0 no no no yes yes yes yes no 5 3 3 1 1 3 0 8 8 9
194 GP M 17 U GT3 T 1 2 at_home services other other 2 2 0 no no yes yes no yes yes no 4 4 4 4 5 5 12 7 8 8
195 GP M 16 R GT3 T 3 3 services services reputation mother 1 1 0 no yes no yes yes yes yes no 4 3 2 3 4 5 8 8 9 10
196 GP M 16 U GT3 T 2 3 other other home father 2 1 0 no no no no yes yes yes no 5 3 3 1 1 3 0 13 14 14
197 GP F 17 U LE3 T 2 4 services services course father 1 2 0 no no no yes yes yes yes yes 4 3 2 1 1 5 0 14 15 15
198 GP M 17 U GT3 T 4 4 services teacher home mother 1 1 0 no no no no yes yes yes no 5 2 3 1 2 5 4 17 15 16
199 GP M 16 R LE3 T 3 3 teacher other home father 3 1 0 no yes yes yes yes yes yes no 3 3 4 3 5 3 8 9 9 10
200 GP F 17 U GT3 T 4 4 services teacher home mother 2 1 1 no yes no no yes yes yes no 4 2 4 2 3 2 24 18 18 18
201 GP F 16 U LE3 T 4 4 teacher teacher reputation mother 1 2 0 no yes yes no yes yes yes no 4 5 2 1 2 3 0 9 9 10
202 GP F 16 U GT3 T 4 3 health other home mother 1 2 0 no yes no yes yes yes yes no 4 3 5 1 5 2 2 16 16 16
203 GP F 16 U GT3 T 2 3 other other reputation mother 1 2 0 yes yes yes yes yes yes no no 4 4 3 1 3 4 6 8 10 10
204 GP F 17 U GT3 T 1 1 other other course mother 1 2 0 no yes yes no no yes no no 4 4 4 1 3 1 4 9 9 10
205 GP F 17 R GT3 T 2 2 other other reputation mother 1 1 0 no yes no no yes yes yes no 5 3 2 1 2 3 18 7 6 6
206 GP F 16 R GT3 T 2 2 services services reputation mother 2 4 0 no yes yes yes no yes yes no 5 3 5 1 1 5 6 10 10 11
207 GP F 17 U GT3 T 3 4 at_home services home mother 1 3 1 no yes yes no yes yes yes yes 4 4 3 3 4 5 28 10 9 9
208 GP F 16 U GT3 A 3 1 services other course mother 1 2 3 no yes yes no yes yes yes no 2 3 3 2 2 4 5 7 7 7
209 GP F 16 U GT3 T 4 3 teacher other other mother 1 2 0 no no yes yes yes yes yes yes 1 3 2 1 1 1 10 11 12 13
210 GP F 16 U GT3 T 1 1 at_home other home mother 2 1 0 no yes yes no yes yes no no 4 3 2 1 4 5 6 9 9 10
211 GP F 17 R GT3 T 4 3 teacher other reputation mother 2 3 0 no yes yes yes yes yes yes yes 4 4 2 1 1 4 6 7 7 7
212 GP F 19 U GT3 T 3 3 other other reputation other 1 4 0 no yes yes yes yes yes yes no 4 3 3 1 2 3 10 8 8 8
213 GP M 17 U LE3 T 4 4 services other home mother 1 2 0 no yes yes no yes yes yes yes 5 3 5 4 5 3 13 12 12 13
214 GP F 16 U GT3 A 2 2 other other reputation mother 1 2 0 yes yes yes no yes yes yes no 3 3 4 1 1 4 0 12 13 14
215 GP M 18 U GT3 T 2 2 services other home mother 1 2 1 no yes yes yes yes yes yes no 4 4 4 2 4 5 15 6 7 8
216 GP F 17 R LE3 T 4 4 services other other mother 1 1 0 no yes yes no yes yes no no 5 2 1 1 2 3 12 8 10 10
217 GP F 17 U LE3 T 3 2 other other reputation mother 2 2 0 no no yes no yes yes yes no 4 4 4 1 3 1 2 14 15 15
218 GP F 17 U GT3 T 4 3 other other reputation mother 1 2 2 no no yes no yes yes yes yes 3 4 5 2 4 1 22 6 6 4
219 GP M 18 U LE3 T 3 3 services health home father 1 2 1 no yes yes no yes yes yes no 3 2 4 2 4 4 13 6 6 8
220 GP F 17 U GT3 T 2 3 at_home other home father 2 1 0 no yes yes no yes yes no no 3 3 3 1 4 3 3 7 7 8
221 GP F 17 U GT3 T 2 2 at_home at_home course mother 1 3 0 no yes yes yes yes yes yes no 4 3 3 1 1 4 4 9 10 10
222 GP F 17 R GT3 T 2 1 at_home services reputation mother 2 2 0 no yes no yes yes yes yes no 4 2 5 1 2 5 2 6 6 6
223 GP F 17 U GT3 T 1 1 at_home other reputation mother 1 3 1 no yes no yes yes yes no yes 4 3 4 1 1 5 0 6 5 0
224 GP F 16 U GT3 T 2 3 services teacher other mother 1 2 0 yes no no no yes yes yes no 2 3 1 1 1 3 2 16 16 17
225 GP M 18 U GT3 T 2 2 other other home mother 2 2 0 no yes yes no yes yes yes no 3 3 3 5 5 4 0 12 13 13
226 GP F 16 U GT3 T 4 4 teacher services home mother 1 3 0 no yes no yes no yes yes no 5 3 2 1 1 5 0 13 13 14
227 GP F 18 R GT3 T 3 1 other other reputation mother 1 2 1 no no no yes yes yes yes yes 5 3 3 1 1 4 16 9 8 7
228 GP F 17 U GT3 T 3 2 other other course mother 1 2 0 no no no yes no yes yes no 5 3 4 1 3 3 10 16 15 15
229 GP M 17 U LE3 T 2 3 services services reputation father 1 2 0 no yes yes no no yes yes no 5 3 3 1 3 3 2 12 11 12
230 GP M 18 U LE3 T 2 1 at_home other course mother 4 2 0 yes yes yes yes yes yes yes yes 4 3 2 4 5 3 14 10 8 9
231 GP F 17 U GT3 A 2 1 other other course mother 2 3 0 no no no yes yes yes yes yes 3 2 3 1 2 3 10 12 10 12
232 GP F 17 U LE3 T 4 3 health other reputation father 1 2 0 no no no yes yes yes yes yes 3 2 3 1 2 3 14 13 13 14
233 GP M 17 R GT3 T 2 2 other other course father 2 2 0 no yes yes yes yes yes yes no 4 5 2 1 1 1 4 11 11 11
234 GP M 17 U GT3 T 4 4 teacher teacher reputation mother 1 2 0 yes yes no yes yes yes yes yes 4 5 5 1 3 2 14 11 9 9
235 GP M 16 U GT3 T 4 4 health other reputation father 1 2 0 no yes yes yes yes yes yes no 4 2 4 2 4 1 2 14 13 13
236 GP M 16 U LE3 T 1 1 other other home mother 2 2 0 no yes yes no yes yes yes no 3 4 2 1 1 5 18 9 7 6
237 GP M 16 U GT3 T 3 2 at_home other reputation mother 2 3 0 no no no yes yes yes yes yes 5 3 3 1 3 2 10 11 9 10
238 GP M 17 U LE3 T 2 2 other other home father 1 2 0 no no yes yes no yes yes yes 4 4 2 5 5 4 4 14 13 13
239 GP F 16 U GT3 T 2 1 other other home mother 1 1 0 no no no no yes yes yes yes 4 5 2 1 1 5 20 13 12 12
240 GP F 17 R GT3 T 2 1 at_home services course mother 3 2 0 no no no yes yes yes no no 2 1 1 1 1 3 2 13 11 11
241 GP M 18 U GT3 T 2 2 other services reputation father 1 2 1 no no no no yes no yes no 5 5 4 3 5 2 0 7 7 0
242 GP M 17 U LE3 T 4 3 health other course mother 2 2 0 no no no yes yes yes yes yes 2 5 5 1 4 5 14 12 12 12
243 GP M 17 R LE3 A 4 4 teacher other course mother 2 2 0 no yes yes no yes yes yes no 3 3 3 2 3 4 2 10 11 12
244 GP M 16 U LE3 T 4 3 teacher other course mother 1 1 0 no no no yes no yes yes no 5 4 5 1 1 3 0 6 0 0
245 GP M 16 U GT3 T 4 4 services services course mother 1 1 0 no no no yes yes yes yes no 5 3 2 1 2 5 0 13 12 12
246 GP F 18 U GT3 T 2 1 other other course other 2 3 0 no yes yes no no yes yes yes 4 4 4 1 1 3 0 7 0 0
247 GP M 16 U GT3 T 2 1 other other course mother 3 1 0 no no no no yes yes yes no 4 3 3 1 1 4 6 18 18 18
248 GP M 17 U GT3 T 2 3 other other course father 2 1 0 no no no no yes yes yes no 5 2 2 1 1 2 4 12 12 13
249 GP M 22 U GT3 T 3 1 services services other mother 1 1 3 no no no no no no yes yes 5 4 5 5 5 1 16 6 8 8
250 GP M 18 R LE3 T 3 3 other services course mother 1 2 1 no yes no no yes yes yes yes 4 3 3 1 3 5 8 3 5 5
251 GP M 16 U GT3 T 0 2 other other other mother 1 1 0 no no yes no no yes yes no 4 3 2 2 4 5 0 13 15 15
252 GP M 18 U GT3 T 3 2 services other course mother 2 1 1 no no no no yes no yes no 4 4 5 2 4 5 0 6 8 8
253 GP M 16 U GT3 T 3 3 at_home other reputation other 3 2 0 yes yes no no no yes yes no 5 3 3 1 3 2 6 7 10 10
254 GP M 18 U GT3 T 2 1 services services other mother 1 1 1 no no no no no no yes no 3 2 5 2 5 5 4 6 9 8
255 GP M 16 R GT3 T 2 1 other other course mother 2 1 0 no no no yes no yes no no 3 3 2 1 3 3 0 8 9 8
256 GP M 17 R GT3 T 2 1 other other course mother 1 1 0 no no no no no yes yes no 4 4 2 2 4 5 0 8 12 12
257 GP M 17 U LE3 T 1 1 health other course mother 2 1 1 no yes no yes yes yes yes no 4 4 4 1 2 5 2 7 9 8
258 GP F 17 U LE3 T 4 2 teacher services reputation mother 1 4 0 no yes yes yes yes yes yes no 4 2 3 1 1 4 6 14 12 13
259 GP M 19 U LE3 A 4 3 services at_home reputation mother 1 2 0 no yes no no yes yes yes no 4 3 1 1 1 1 12 11 11 11
260 GP M 18 U GT3 T 2 1 other other home mother 1 2 0 no no no yes yes yes yes no 5 2 4 1 2 4 8 15 14 14
261 GP F 17 U LE3 T 2 2 services services course father 1 4 0 no no yes yes yes yes yes yes 3 4 1 1 1 2 0 10 9 0
262 GP F 18 U GT3 T 4 3 services other home father 1 2 0 no yes yes no yes yes yes yes 3 1 2 1 3 2 21 17 18 18
263 GP M 18 U GT3 T 4 3 teacher other course mother 1 2 0 no yes yes no no yes yes no 4 3 2 1 1 3 2 8 8 8
264 GP M 18 R GT3 T 3 2 other other course mother 1 3 0 no no no yes no yes no no 5 3 2 1 1 3 1 13 12 12
265 GP F 17 U GT3 T 3 3 other other home mother 1 3 0 no no no yes no yes no no 3 2 3 1 1 4 4 10 9 9
266 GP F 18 U GT3 T 2 2 at_home services home mother 1 3 0 no yes yes yes yes yes yes yes 4 3 3 1 1 3 0 9 10 0
267 GP M 18 R LE3 A 3 4 other other reputation mother 2 2 0 no yes yes yes yes yes yes no 4 2 5 3 4 1 13 17 17 17
268 GP M 17 U GT3 T 3 1 services other other mother 1 2 0 no no yes yes yes yes yes yes 5 4 4 3 4 5 2 9 9 10
269 GP F 18 R GT3 T 4 4 teacher other reputation mother 2 2 0 no no yes yes yes yes yes no 4 3 4 2 2 4 8 12 10 11
270 GP M 18 U GT3 T 4 2 health other reputation father 1 2 0 no yes yes yes yes yes yes yes 5 4 5 1 3 5 10 10 9 10
271 GP F 18 R GT3 T 2 1 other other reputation mother 2 2 0 no yes no no yes no yes yes 4 3 5 1 2 3 0 6 0 0
272 GP F 19 U GT3 T 3 3 other services home other 1 2 2 no yes yes yes yes yes yes no 4 3 5 3 3 5 15 9 9 9
273 GP F 18 U GT3 T 2 3 other services reputation father 1 4 0 no yes yes yes yes yes yes yes 4 5 5 1 3 2 4 15 14 14
274 GP F 18 U LE3 T 1 1 other other home mother 2 2 0 no yes yes no no yes no no 4 4 3 1 1 3 2 11 11 11
275 GP M 17 R GT3 T 1 2 at_home at_home home mother 1 2 0 no yes yes yes no yes no yes 3 5 2 2 2 1 2 15 14 14
276 GP F 17 U GT3 T 2 4 at_home health reputation mother 2 2 0 no yes yes no yes yes yes yes 4 3 3 1 1 1 2 10 10 10
277 GP F 17 U LE3 T 2 2 services other course mother 2 2 0 yes yes yes no yes yes yes yes 4 4 4 2 3 5 6 12 12 12
278 GP F 18 R GT3 A 3 2 other services home mother 2 2 0 no no no no no no yes yes 4 1 1 1 1 5 75 10 9 9
279 GP M 18 U GT3 T 4 4 teacher services home mother 2 1 0 no no yes yes yes yes yes no 3 2 4 1 4 3 22 9 9 9
280 GP F 18 U GT3 T 4 4 health health reputation father 1 2 1 yes yes no yes yes yes yes yes 2 4 4 1 1 4 15 9 8 8
281 GP M 18 U LE3 T 4 3 teacher services course mother 2 1 0 no no yes yes yes yes yes no 4 2 3 1 2 1 8 10 11 10
282 GP M 17 U LE3 A 4 1 services other home mother 2 1 0 no no yes yes yes yes yes yes 4 5 4 2 4 5 30 8 8 8
283 GP M 17 U LE3 A 3 2 teacher services home mother 1 1 1 no no no no yes yes yes no 4 4 4 3 4 3 19 11 9 10
284 GP F 18 R LE3 T 1 1 at_home other reputation mother 2 4 0 no yes yes yes yes yes no no 5 2 2 1 1 3 1 12 12 12
285 GP F 18 U GT3 T 1 1 other other home mother 2 2 0 yes no no yes yes yes yes no 5 4 4 1 1 4 4 8 9 10
286 GP F 17 U GT3 T 2 2 other other course mother 1 2 0 no yes no no no yes yes no 5 4 5 1 2 5 4 10 9 11
287 GP M 17 U GT3 T 1 1 other other reputation father 1 2 0 no no yes no no yes yes no 4 3 3 1 2 4 2 12 10 11
288 GP F 18 U GT3 T 2 2 at_home at_home other mother 1 3 0 no yes yes no yes yes yes no 4 3 3 1 2 2 5 18 18 19
289 GP F 17 U GT3 T 1 1 services teacher reputation mother 1 3 0 no yes yes no yes yes yes no 4 3 3 1 1 3 6 13 12 12
290 GP M 18 U GT3 T 2 1 services services reputation mother 1 3 0 no no yes yes yes yes yes no 4 2 4 1 3 2 6 15 14 14
291 GP M 18 U LE3 A 4 4 teacher teacher reputation mother 1 2 0 no yes yes yes yes yes yes no 5 4 3 1 1 2 9 15 13 15
292 GP M 18 U GT3 T 4 2 teacher other home mother 1 2 0 no yes yes yes yes yes yes yes 4 3 2 1 4 5 11 12 11 11
293 GP F 17 U GT3 T 4 3 health services reputation mother 1 3 0 no yes yes no yes yes yes no 4 2 2 1 2 3 0 15 15 15
294 GP F 18 U LE3 T 2 1 services at_home reputation mother 1 2 1 no no no no yes yes yes yes 5 4 3 1 1 5 12 12 12 13
295 GP F 17 R LE3 T 3 1 services other reputation mother 2 4 0 no yes yes no yes yes no no 3 1 2 1 1 3 6 18 18 18
296 GP M 18 R LE3 T 3 2 services other reputation mother 2 3 0 no yes yes yes yes yes yes no 5 4 2 1 1 4 8 14 13 14
297 GP M 17 U GT3 T 3 3 health other home mother 1 1 0 no yes yes no yes yes yes no 4 4 3 1 3 5 4 14 12 11
298 GP F 19 U GT3 T 4 4 health other reputation other 2 2 0 no yes yes yes yes yes yes no 2 3 4 2 3 2 0 10 9 0
299 GP F 18 U LE3 T 4 3 other other home other 2 2 0 no yes yes no yes yes yes yes 4 4 5 1 2 2 10 10 8 8
300 GP F 18 U GT3 T 4 3 other other reputation father 1 4 0 no yes yes no yes yes yes no 4 3 3 1 1 3 0 14 13 14
301 GP M 18 U LE3 T 4 4 teacher teacher home mother 1 1 0 no yes yes no yes yes yes yes 1 4 2 2 2 1 5 16 15 16
302 GP F 18 U LE3 A 4 4 health other home mother 1 2 0 no yes no no yes yes yes yes 4 2 4 1 1 4 14 12 10 11
303 GP M 17 U LE3 T 4 4 other teacher home father 2 1 0 no no yes no yes yes yes no 4 1 1 2 2 5 0 11 11 10
304 GP F 17 U GT3 T 4 2 other other reputation mother 2 3 0 no yes yes no yes yes yes no 4 3 3 1 1 3 0 15 12 14
305 GP F 17 U GT3 T 3 2 health health reputation father 1 4 0 no yes yes yes no yes yes no 5 2 2 1 2 5 0 17 17 18
306 GP M 19 U GT3 T 3 3 other other home other 1 2 1 no yes no yes yes yes yes yes 4 4 4 1 1 3 20 15 14 13
307 GP F 18 U GT3 T 2 4 services at_home reputation other 1 2 1 no yes yes yes yes yes yes no 4 4 3 1 1 3 8 14 12 12
308 GP M 20 U GT3 A 3 2 services other course other 1 1 0 no no no yes yes yes no no 5 5 3 1 1 5 0 17 18 18
309 GP M 19 U GT3 T 4 4 teacher services reputation other 2 1 1 no yes yes no yes yes yes yes 4 3 4 1 1 4 38 8 9 8
310 GP M 19 R GT3 T 3 3 other services reputation father 1 2 1 no no no yes yes yes no yes 4 5 3 1 2 5 0 15 12 12
311 GP F 19 U LE3 T 1 1 at_home other reputation other 1 2 1 yes yes no yes no yes yes no 4 4 3 1 3 3 18 12 10 10
312 GP F 19 U LE3 T 1 2 services services home other 1 2 1 no no no yes no yes no yes 4 2 4 2 2 3 0 9 9 0
313 GP F 19 U GT3 T 2 1 at_home other other other 3 2 0 no yes no no yes no yes yes 3 4 1 1 1 2 20 14 12 13
314 GP M 19 U GT3 T 1 2 other services course other 1 2 1 no no no no no yes yes no 4 5 2 2 2 4 3 13 11 11
315 GP F 19 U LE3 T 3 2 services other reputation other 2 2 1 no yes yes no no yes yes yes 4 2 2 1 2 1 22 13 10 11
316 GP F 19 U GT3 T 1 1 at_home health home other 1 3 2 no no no no no yes yes yes 4 1 2 1 1 3 14 15 13 13
317 GP F 19 R GT3 T 2 3 other other reputation other 1 3 1 no no no no yes yes yes yes 4 1 2 1 1 3 40 13 11 11
318 GP F 18 U GT3 T 2 1 services other course mother 2 2 0 no yes yes yes yes yes yes no 5 3 3 1 2 1 0 8 8 0
319 GP F 18 U GT3 T 4 3 other other course mother 1 3 0 no yes yes yes yes yes yes yes 4 3 4 1 1 5 9 9 10 9
320 GP F 17 R GT3 T 3 4 at_home services course father 1 3 0 no yes yes yes no yes yes no 4 3 4 2 5 5 0 11 11 10
321 GP F 18 U GT3 T 4 4 teacher other course mother 1 2 0 no yes yes no yes yes yes no 4 4 4 3 3 5 2 11 11 11
322 GP F 17 U GT3 A 4 3 services services course mother 1 2 0 no yes yes no yes yes yes yes 5 2 2 1 2 5 23 13 13 13
323 GP F 17 U GT3 T 2 2 other other course mother 1 2 0 no yes no no yes yes no yes 4 2 2 1 1 3 12 11 9 9
324 GP F 17 R LE3 T 2 2 services services course mother 1 3 0 no yes yes yes yes yes yes no 3 3 2 2 2 3 3 11 11 11
325 GP F 17 U GT3 T 3 1 services services course father 1 3 0 no yes no no no yes yes no 3 4 3 2 3 5 1 12 14 15
326 GP F 17 U LE3 T 0 2 at_home at_home home father 2 3 0 no no no no yes yes yes no 3 3 3 2 3 2 0 16 15 15
327 GP M 18 U GT3 T 4 4 other other course mother 1 3 0 no no no yes yes yes yes no 4 3 3 2 2 3 3 9 12 11
328 GP M 17 U GT3 T 3 3 other services reputation mother 1 1 0 no no no yes no yes yes no 4 3 5 3 5 5 3 14 15 16
329 GP M 17 R GT3 T 2 2 services other course mother 4 1 0 no yes no no yes yes yes no 4 4 5 5 5 4 8 11 10 10
330 GP F 17 U GT3 T 4 4 teacher services course mother 1 3 0 no yes yes yes yes yes yes no 5 4 4 1 3 4 7 10 9 9
331 GP F 17 U GT3 T 4 4 teacher teacher course mother 2 3 0 no yes yes no no yes yes yes 4 3 3 1 2 4 4 14 14 14
332 GP M 18 U LE3 T 2 2 other other course mother 1 4 0 no yes no yes yes yes yes no 4 5 5 2 4 5 2 9 8 8
333 GP F 17 R GT3 T 2 4 at_home other course father 1 3 0 no yes no no yes yes yes yes 4 4 3 1 1 5 7 12 14 14
334 GP F 18 U GT3 T 3 3 services services home mother 1 2 0 no no no yes yes yes yes no 5 3 4 1 1 4 0 7 0 0
335 GP F 18 U LE3 T 2 2 other other home other 1 2 0 no no no yes no yes yes yes 4 3 3 1 1 2 0 8 8 0
336 GP F 18 R GT3 T 2 2 at_home other course mother 2 4 0 no no no yes yes yes no no 4 4 4 1 1 4 0 10 9 0
337 GP F 17 U GT3 T 3 4 services other course mother 1 3 0 no no no no yes yes yes no 4 4 5 1 3 5 16 16 15 15
338 GP F 19 R GT3 A 3 1 services at_home home other 1 3 1 no no yes no yes yes no no 5 4 3 1 2 5 12 14 13 13
339 GP F 17 U GT3 T 3 2 other other home mother 1 2 0 no yes yes no yes yes yes yes 4 3 2 2 3 2 0 7 8 0
340 GP F 18 U LE3 T 3 3 services services home mother 1 4 0 no yes no no yes yes yes no 5 3 3 1 1 1 7 16 15 17
341 GP F 17 R GT3 A 3 2 other other home mother 1 2 0 no yes yes no yes yes yes no 4 3 3 2 3 2 4 9 10 10
342 GP F 19 U GT3 T 2 1 services services home other 1 3 1 no no yes yes yes yes yes yes 4 3 4 1 3 3 4 11 12 11
343 GP M 18 U GT3 T 4 4 teacher services home father 1 2 1 no yes no yes yes yes yes no 4 3 3 2 2 2 0 10 10 0
344 GP M 18 U LE3 T 3 4 services other home mother 1 2 0 no no no yes yes yes yes yes 4 3 3 1 3 5 11 16 15 15
345 GP F 17 U GT3 A 2 2 at_home at_home home father 1 2 1 no yes no no yes yes yes yes 3 3 1 1 2 4 0 9 8 0
346 GP F 18 U GT3 T 2 3 at_home other course mother 1 3 0 no yes no no yes yes yes no 4 3 3 1 2 3 4 11 10 10
347 GP F 18 U GT3 T 3 2 other services other mother 1 3 0 no no no no yes yes yes yes 5 4 3 2 3 1 7 13 13 14
348 GP M 18 R GT3 T 4 3 teacher services course mother 1 3 0 no no no no yes yes yes yes 5 3 2 1 2 4 9 16 15 16
349 GP M 18 U GT3 T 4 3 teacher other course mother 1 3 0 no yes yes no yes yes yes yes 5 4 5 2 3 5 0 10 10 9
350 GP F 17 U GT3 T 4 3 health other reputation mother 1 3 0 no yes yes yes yes yes yes yes 4 4 3 1 3 4 0 13 15 15
351 MS M 18 R GT3 T 3 2 other other course mother 2 1 1 no yes no no no yes yes no 2 5 5 5 5 5 10 11 13 13
352 MS M 19 R GT3 T 1 1 other services home other 3 2 3 no no no no yes yes yes no 5 4 4 3 3 2 8 8 7 8
353 MS M 17 U GT3 T 3 3 health other course mother 2 2 0 no yes yes no yes yes yes no 4 5 4 2 3 3 2 13 13 13
354 MS M 18 U LE3 T 1 3 at_home services course mother 1 1 1 no no no no yes no yes yes 4 3 3 2 3 3 7 8 7 8
355 MS M 19 R GT3 T 1 1 other other home other 3 1 1 no yes no no yes yes yes no 4 4 4 3 3 5 4 8 8 8
356 MS M 17 R GT3 T 4 3 services other home mother 2 2 0 no yes yes yes no yes yes yes 4 5 5 1 3 2 4 13 11 11
357 MS F 18 U GT3 T 3 3 services services course father 1 2 0 no yes no no yes yes no yes 5 3 4 1 1 5 0 10 9 9
358 MS F 17 R GT3 T 4 4 teacher services other father 2 2 0 no yes yes yes yes yes yes no 4 3 3 1 2 5 4 12 13 13
359 MS F 17 U LE3 A 3 2 services other reputation mother 2 2 0 no no no no yes yes no yes 1 2 3 1 2 5 2 12 12 11
360 MS M 18 U LE3 T 1 1 other services home father 2 1 0 no no no no no yes yes yes 3 3 2 1 2 3 4 10 10 10
361 MS F 18 U LE3 T 1 1 at_home services course father 2 3 0 no no no no yes yes yes no 5 3 2 1 1 4 0 18 16 16
362 MS F 18 R LE3 A 1 4 at_home other course mother 3 2 0 no no no no yes yes no yes 4 3 4 1 4 5 0 13 13 13
363 MS M 18 R LE3 T 1 1 at_home other other mother 2 2 1 no no no yes no no no no 4 4 3 2 3 5 2 13 12 12
364 MS F 18 U GT3 T 3 3 services services other mother 2 2 0 no yes no no yes yes yes yes 4 3 2 1 3 3 0 11 11 10
365 MS F 17 U LE3 T 4 4 at_home at_home course mother 1 2 0 no yes yes yes yes yes yes yes 2 3 4 1 1 1 0 16 15 15
366 MS F 17 R GT3 T 1 2 other services course father 2 2 0 no no no no no yes no no 3 2 2 1 2 3 0 12 11 12
367 MS M 18 R GT3 T 1 3 at_home other course mother 2 2 0 no yes yes no yes yes no no 3 3 4 2 4 3 4 10 10 10
368 MS M 18 U LE3 T 4 4 teacher services other mother 2 3 0 no no yes no yes yes yes yes 4 2 2 2 2 5 0 13 13 13
369 MS F 17 R GT3 T 1 1 other services reputation mother 3 1 1 no yes yes no yes yes yes yes 5 2 1 1 2 1 0 7 6 0
370 MS F 18 U GT3 T 2 3 at_home services course father 2 1 0 no yes yes no yes yes yes yes 5 2 3 1 2 4 0 11 10 10
371 MS F 18 R GT3 T 4 4 other teacher other father 3 2 0 no yes yes no no yes yes yes 3 2 2 4 2 5 10 14 12 11
372 MS F 19 U LE3 T 3 2 services services home other 2 2 2 no no no yes yes yes no yes 3 2 2 1 1 3 4 7 7 9
373 MS M 18 R LE3 T 1 2 at_home services other father 3 1 0 no yes yes yes yes no yes yes 4 3 3 2 3 3 3 14 12 12
374 MS F 17 U GT3 T 2 2 other at_home home mother 1 3 0 no no no yes yes yes no yes 3 4 3 1 1 3 8 13 11 11
375 MS F 17 R GT3 T 1 2 other other course mother 1 1 0 no no no yes yes yes yes no 3 5 5 1 3 1 14 6 5 5
376 MS F 18 R LE3 T 4 4 other other reputation mother 2 3 0 no no no no yes yes yes no 5 4 4 1 1 1 0 19 18 19
377 MS F 18 R GT3 T 1 1 other other home mother 4 3 0 no no no no yes yes yes no 4 3 2 1 2 4 2 8 8 10
378 MS F 20 U GT3 T 4 2 health other course other 2 3 2 no yes yes no no yes yes yes 5 4 3 1 1 3 4 15 14 15
379 MS F 18 R LE3 T 4 4 teacher services course mother 1 2 0 no no yes yes yes yes yes no 5 4 3 3 4 2 4 8 9 10
380 MS F 18 U GT3 T 3 3 other other home mother 1 2 0 no no yes no yes yes yes yes 4 1 3 1 2 1 0 15 15 15
381 MS F 17 R GT3 T 3 1 at_home other reputation mother 1 2 0 no yes yes yes no yes yes no 4 5 4 2 3 1 17 10 10 10
382 MS M 18 U GT3 T 4 4 teacher teacher home father 1 2 0 no no yes yes no yes yes no 3 2 4 1 4 2 4 15 14 14
383 MS M 18 R GT3 T 2 1 other other other mother 2 1 0 no no no yes no yes yes yes 4 4 3 1 3 5 5 7 6 7
384 MS M 17 U GT3 T 2 3 other services home father 2 2 0 no no no yes yes yes yes no 4 4 3 1 1 3 2 11 11 10
385 MS M 19 R GT3 T 1 1 other services other mother 2 1 1 no no no no yes yes no no 4 3 2 1 3 5 0 6 5 0
386 MS M 18 R GT3 T 4 2 other other home father 2 1 1 no no yes no yes yes no no 5 4 3 4 3 3 14 6 5 5
387 MS F 18 R GT3 T 2 2 at_home other other mother 2 3 0 no no yes no yes yes no no 5 3 3 1 3 4 2 10 9 10
388 MS F 18 R GT3 T 4 4 teacher at_home reputation mother 3 1 0 no yes yes yes yes yes yes yes 4 4 3 2 2 5 7 6 5 6
389 MS F 19 R GT3 T 2 3 services other course mother 1 3 1 no no no yes no yes yes no 5 4 2 1 2 5 0 7 5 0
390 MS F 18 U LE3 T 3 1 teacher services course mother 1 2 0 no yes yes no yes yes yes no 4 3 4 1 1 1 0 7 9 8
391 MS F 18 U GT3 T 1 1 other other course mother 2 2 1 no no no yes yes yes no no 1 1 1 1 1 5 0 6 5 0
392 MS M 20 U LE3 A 2 2 services services course other 1 2 2 no yes yes no yes yes no no 5 5 4 4 5 4 11 9 9 9
393 MS M 17 U LE3 T 3 1 services services course mother 2 1 0 no no no no no yes yes no 2 4 5 3 4 2 3 14 16 16
394 MS M 21 R GT3 T 1 1 other other course other 1 1 3 no no no no no yes no no 5 5 3 3 3 3 3 10 8 7
395 MS M 18 R LE3 T 3 2 services other course mother 3 1 0 no no no no no yes yes no 4 4 1 3 4 5 0 11 12 10
396 MS M 19 U LE3 T 1 1 other at_home course father 1 1 0 no no no no yes yes yes no 3 2 3 3 3 5 5 8 9 9

1230
1anno/2trimestre/Coding for DataScience/Python/ML - Linear regression, KNN, SVM.ipynb Normal file
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1anno/2trimestre/Coding for DataScience/Python/Models/studentgrades.pickle Normal file
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1anno/2trimestre/Coding for DataScience/Python/RandomForestExample.ipynb
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@ -888,44 +888,30 @@
},
{
"cell_type": "code",
"execution_count": 197,
"execution_count": 211,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The predicted value of PM10 at 6.5 time is [28.1]\n"
"The predicted value of PM10 at time 1000000 is [57.2]\n"
]
}
],
"source": [
"# Step 4 - Predict\n",
"time = 100\n",
"time = 1000000\n",
"y_pred = regressor.predict([[time]])\n",
"print('The predicted value of PM10 at',time,' time is ',y_pred)"
"print('The predicted value of PM10 at time ',time,' is ',y_pred)"
]
},
{
"cell_type": "code",
"execution_count": 205,
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"644 30.0\n",
"Name: valore, dtype: float64"
]
},
"execution_count": 205,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset[\"valore\"][99:100]"
]
"outputs": [],
"source": []
},
{
"cell_type": "code",

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