Difficulty Accessing Members of Tuple in Apache Pig - hadoop

I have a variable titled F.
Describe F returns:
F: {group: bytearray,indexkey: {(indexkey: chararray)}}
Dump F returns:
(321,{(CHOW),(DREW)})
(5011,{(CHOW),(DREW)})
(5825,{(TANNER),(SPITZENBERGER)})
(16631,{(CHOW),(DREW)})
(34299,{(CHOW),(DREW)})
(35044,{(TANNER),(SPITZENBERGER)})
(65623,{(CHOW),(DREW)})
(74597,{(SPITZENBERGER),(TANNER)})
(83499,{(SPITZENBERGER),(TANNER)})
(90257,{(SPITZENBERGER),(TANNER)})
What I need is to produce an output that looks like this (only 1st row as an example):
(321,DREW,{(CHOW)})
I've tried using deference to pull out the first element by using this:
G = FOREACH F generate indexkey.$0;
But, this still returns the whole tuple.
Can anyone suggest a method for doing this? I was under the impression that the deference operator should allow me to do this.
Thanks in advance!
Daniel

You can't index into bags like that. The reason for that is bags don't have any notion of ordering. Selecting the first item in a bag should be treated as picking a random one.
Either way, if you want only one item instead of all of them you can used a nested FOREACH to pull a LIMIT of 1:
first = FOREACH F {
lim = LIMIT indexkey 1;
GENERATE group, lim;
}
(disclaimer: I can't test this code right now, if it doesn't work let me know. Hopefully you can get the gist)
You can take this a bit further and FLATTEN it to remove the bag of one item entirely, but be careful in that if the bag is empty i think you throw away the entire record in this case.
first = FOREACH F {
lim = LIMIT indexkey 1;
GENERATE group, FLATTEN(lim);
}

Related

I'm trying to add a value to individual characters

I'm working on a Scrabble assignment and I'm trying to assign values to letters. Like in Scrabble, A, E, I, O, U, L, N, S, T, R are all equal to 1. I had some help in figuring out how to add the score up once I assign values, but now I'm trying to figure out how to assign values. Is there a way to create one variable for all the values? That doesn't really make sense to me.
I was also thinking I could do an if-else statement. Like if the letter equals any of those letters, value = 1, else if the letter equals D or G, value = 2 and so on. There are 7 different scores so it's kind of annoying and not efficient, but I'm not really sure what a better way might be. I'm new to programming, a novice, so I'm looking for advice that takes my level into account.
I have started my program by reading words from a text file into an arraylist. I successfully printed the arraylist, so I know that part worked. Next I'm working on how to read each character of each word and assign a value. Last, I will figure out how to sort it.
it's me from the other question again. You can definitely do an if-statement, but if I'm not wrong Scrabble has 8 different values for letters, so you would need 8 “if”s and also since there are around 25 letters (depending on language) you would have to handle all 25 some way in the if-statements which would be quite clunky in my opinion.
I think the best option is to use a Hash-table. A hash-table is basically like a dictionary where you look up a key and get a value. So I would add each letter as a key and keep the corresponding value as the value. It would look like this:
//initialize empty hash map
Hashtable<String, Integer> letterScores = new Hashtable<>();
//now we can add values with "put"
letterScores.put("A",1)
letterScores.put("B",3)
letterScores.put("X",8)
//etc
To access an element from the hash table we can use the "get"-method.
//returns 1
letterScores.get("A")
So when looping through our word we would essentially get something like this to calculate the value of the word:
int sumValue = 0;
for(int i =0; i < word.length(); i++)}
sumValue += letterScores.get(word.charAt(i))
}
For each character we grab the value entry from the letterScores hash table where we have saved all our letter's corresponding values.

Stack multiple columns into one

I want to do a simple task but somehow I'm unable to do it. Assume that I have one column like:
a
z
e
r
t
How can I create a new column with the same value twice with the following result:
a
a
z
z
e
e
r
r
t
t
I've already tried to double my column and do something like :
=TRANSPOSE(SPLIT(JOIN(";",A:A,B:B),";"))
but it creates:
a
z
e
r
t
a
z
e
r
t
I get inspired by this answer so far.
Try this:
=SORT({A1:A5;A1:A5})
Here we use:
sort
{} to combine data
Accounting your comment, then you may use this formula:
=QUERY(SORT(ArrayFormula({row(A1:A5),A1:A5;row(A1:A5),A1:A5})),"select Col2")
The idea is to use additional column of data with number of row, then sort by row, then query to get only values.
And join→split method will do the same:
=TRANSPOSE(SPLIT(JOIN(",",ARRAYFORMULA(CONCAT(A1:A5&",",A1:A5))),","))
Here we use range only two times, so this is easier to use. Also see Concat + ArrayFormula sample.
Few hundreds rows is nothing :)
I created index from 1 to n, then pasted it twice and sorted by index. But it's obviously fancier to do it with a formula :)
Assuming Your list is in column A and (for now) the times of repeat are in C1 (can be changed to a number in the formula), then something simple like this will do (starting in B1):
=INDEX(A:A,(INT(ROW()-1)/$C$1)+1)
Simply copy down as you need it (will give just 0 after the last item). No sorting. No array. No sheets/excel problems. No heavy calculations.

Graphlab: How to avoid manually duplicating functions that has only a different string variable?

I imported my dataset with SFrame:
products = graphlab.SFrame('amazon_baby.gl')
products['word_count'] = graphlab.text_analytics.count_words(products['review'])
I would like to do sentiment analysis on a set of words shown below:
selected_words = ['awesome', 'great', 'fantastic', 'amazing', 'love', 'horrible', 'bad', 'terrible', 'awful', 'wow', 'hate']
Then I would like to create a new column for each of the selected words in the products matrix and the entry is the number of times such word occurs, so I created a function for the word "awesome":
def awesome_count(word_count):
if 'awesome' in product:
return product['awesome']
else:
return 0;
products['awesome'] = products['word_count'].apply(awesome_count)
so far so good, but I need to manually create other functions for each of the selected words in this way, e.g., great_count, etc. How to avoid this manual effort and write cleaner code?
I think the SFrame.unpack command should do the trick. In fact, the limit parameter will accept your list of selected words and keep only these results, so that part is greatly simplified.
I don't know precisely what's in your reviews data, so I made a toy example:
# Create the data and convert to bag-of-words.
import graphlab
products = graphlab.SFrame({'review':['this book is awesome',
'I hate this book']})
products['word_count'] = \
graphlab.text_analytics.count_words(products['review'])
# Unpack the bag-of-words into separate columns.
selected_words = ['awesome', 'hate']
products2 = products.unpack('word_count', limit=selected_words)
# Fill in zeros for the missing values.
for word in selected_words:
col_name = 'word_count.{}'.format(word)
products2[col_name] = products2[col_name].fillna(value=0)
I also can't help but point out that GraphLab Create does have its own sentiment analysis toolkit, which could be worth checking out.
I actually find out an easier way do do this:
def wordCount_select(wc,selectedWord):
if selectedWord in wc:
return wc[selectedWord]
else:
return 0
for word in selected_words:
products[word] = products['word_count'].apply(lambda wc: wordCount_select(wc, word))

Array List looping for a duplicate value

I am looking if there is an "easy" or simple way to make an array of something, Lets say Icecreams.. this would be a class of icecream with various Attributes (ID, flavour, Size, scoops), i would like to run an array that gathers every ice cream ordered and then searches through this list for any duplicate values (2+ same size)
First idea i had was a for loop that creates the array than grabs the ice cream ID for the first instance, and checks its "flavour" against the array, if no duplicate is found the ID is increased by 1 (ID++) and then that Ice creams flavour is ran in the array, if a match is found i would set a Boolean to true.
Every approach i seem to take appears to be rather long winded and i haven't got one working as of yet. hoping some fresh/more experienced eyes would help on this.
In answer to below;
The XML would hold something like below
<iceCream id=1>
<flavour>chocolate</flavour>
<scoops>5</scoops>
</iceCream>
<iceCream id=2>
<flavour>banana</flavour>
<scoops>2</scoops>
</iceCream>
I would want to use drools (probably an array list?) to gather each icecream tag and allow me to check if any of the icecreams have the same flavour and output something (set a boolean to true) if a match is found, My understand was to make an array then run each icecream though the array by using its ID to identify it and inside each loop do ID +1 (int ID = 1) then in the lopp ID++. Aswell as search through the flavour childtag.
int ID = 0;
boolean match = false;
ArrayList iceCreams = new ArrayList($cont.getIceCreams());
for(iceCream $Flavour: (ArrayList<iceCream>)iceCreams)
{
ID++
if($Flavour.getFlavour().equals(icecream with id of (ID variable).getFlavour)
{
match = true;
}
}
if(match)
{etc etc etc}
Something along these lines if this helps?
1) If you have control over the first array creation, why dont you make sure that while insertion, you insert only the icecreams that are unique. So, while you are inserting into the array say ID=1, first iterate through the array and check if there is an icecream in the array with ID as 1, if not you put this into the array and do other stuff.
2) Searching part: now while inserting, make sure that you are doing so based on the ascending oder of IDs, so you can perform binary search for the same.
Note: I dont know drools, i have just posted a logic as per my understanding of the problem.
I don't know drools either, but I'll post the some pseudo code for what I think you are trying to accomplish:
for(i = 0; i < len(ice_cream_array); i++)
{
for(j = (i + 1); j < len(ice_cream_array); j++)
{
if (ice_cream_array[i] == ice_cream_array[j])
break from inner loop
else
there is no match
}
}
You may also want to look up bubble sorts and binary searches.

take two arrays and make a third array from values that are NOT unique

I'm attempting to de-dupe an enormous email list migration, however there's a catch. I'd like to take the duplicates and turn them into their own array (3rd).
Lets make these arrays very simple, and short.
a = ["rich#aol.com", "ian#aol.com"]
b = ["rich#aol.com"]
Essentially i'm trying to make c = ["rich#aol.com"] because it's the only email that resides on both lists.
What I've attempted so far:
Is there an opposite to unqiq ?
ab = a + b
ab.uniq
returns: ["rich#aol.com", "ian#aol.com"]
Could I dump a + b into a third c array, and compare c to ab.uniq to get what's duplicated?
Am i missing an easier way to do this? Any help will be much appreciated!!!!
You want the intersection of the arrays.
c = a & b

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