Hi I am new to pig programming. I have one csv file and tab as a delimiter. In my price column I have lacs and crores. It looks like this 40.85 Lacs, 36.73 Lacs, 2.01 cr. I want to convert into decimal like this
40.85 Lacs - 40,85,000
36.73 Lacs - 36,73,000
2.01 cr - 2,01,00000
I tried the following code:
a = LOAD '/user/user1/input/city/cityname.CSV' using PigStorage('|') as (SourceWebSite:chararray,PropertyID:chararray,ListedOn:chararray,ContactName:chararray,TotalViews:int,Price:chararray,PriceperArea:chararray,NoOfBedRooms:int,NoOfBathRooms:int,FloorNoOfProperty:chararray,TotalFloors:int,Possession:chararray,BuiltUpArea:chararray,Furnished:chararray,Ownership:chararray,NewResale:chararray,Facing:chararray,title:chararray,PropertyAddress:chararray,NearByFacilities:chararray,PropertyFeatures:chararray,Sellerinfo:chararray,Description:chararray);
DUMP a;
b = FOREACH a GENERATE Price;
dump b;
c = FILTER b BY (Price matches '.*Lacs.*');
d = FOREACH c GENERATE Price * 10000.0,SUBSTRING(Price,00000);
d = foreach c generate Price,TOKENIZE(REPLACE(Price,'.','')) AS e;
I am struggling for two days in this. Any help will be appreciated.
Use REGEX_EXTRACT to get the first part of the value, until the blank, cast it to BigDecimal and then multiply it. With this input data, for example:
(40.85 Lacs,1)
(36.73 Lacs,2)
(2.01 cr,3)
The following code would work:
A = load 'data' using PigStorage(';');
B = foreach A generate (bigdecimal)REGEX_EXTRACT($0, '(.*) (.*)', 1) * 1000000;
dump B;
And the output would be:
(40850000.00)
(36730000.00)
(2010000.00)
Related
how can i find the continuity of a field and starting position
The input is like
A-1
B-2
B-3
B-4
C-5
C-6
The output i want is
A,1,1
B,3,2
C,2,5
Thanks.
Assuming you do not have discontinuous data with respect to a value, you can get the desired results by first grouping on value and using COUNT and MIN to get continuous_counts and start_index respectively.
A = LOAD 'data' USING PigStorage('-') AS (value:chararray;index:int);
B = FOREACH (GROUP A BY value) GENERATE
group as value,
COUNT(A) as continuous_counts,
MIN(A.value) as start_index;
STORE B INTO 'output' USING PigStorage(',');
If your data does have the possibility of discontinuous data, the solution is not longer trivial in native pig and you might need to write a UDF for that purpose.
Group and count the number of values for continous_counts. i.e.
A,1
B,3
C,2
Get the top row for each value. i.e.
A,1
B,2
C,5
Join the above two relations and get the desired output.
A = LOAD 'data.txt' USING PigStorage('-') AS (value:chararray;index:int);
B = GROUP A BY value;
C = FOREACH B GENERATE group as value,COUNT(A.value) as continuous_counts;
D = FOREACH B {
ordered = ORDER B BY index;
first = LIMIT ordered 1;
GENERATE first.value,first.index;
}
E = JOIN C BY value,D BY value;
F = FOREACH E GENERATE C::value,C::continuous_counts,D::index;
DUMP F;
Using Apache PIG.
Sample Data: {1,2,3,4,5,6,7,8}.
I want the output in the following manner :
{1,2},{2,3},{3,4},{4,5},{5,6},{6,7},{7,8}
Not sure what you are looking for.See here for COGROUP & GROUP
Now for the question related to the data.
Load the numbers, filter the numbers to exclude 8, then foreach number generate number,number + 1.
A = LOAD 'data.txt' USING PigStorage(',') as (numbers:int);
B = FILTER A BY (numbers < 8)
C = FOREACH B GENERATE numbers, numbers+1;
DUMP C;
I have data in the form of shell, $917.14,$654.23,2013
I have to find out the minimum value in column $1 and $2
I tried to do a order by these columns by asc order
But the answer is not coming out correct. Can anyone please help?
Refer MIN
A = LOAD 'test1.txt' USING PigStorage(',') as (f1:chararray,f2:float,f3:float,f4:int,f5:int,f6:int);
B = GROUP A ALL;
C = FOREACH B GENERATE MIN(A.f2),MIN(A.f3);
DUMP C;
EDIT1: The data you are loading has '$' in it.You will either have to clean it up and load it to a float field to apply MIN function or load it into a chararray and replace the '$' and then cast it to float and apply the MIN function.
EDIT2: Here is the solution without removing the $ in the original data but handling it in the PigScript.
Input:
shell,$820.48,$11992.70,996,891,1629
shell,$817.12,$2105.57,1087,845,1630
Bharat,$974.48,$5479.10,965,827,1634
Bharat,$943.70,$9162.57,939,895,1635
PigScript
A = LOAD 'test5.txt' USING TextLoader() as (line:chararray);
A1 = FOREACH A GENERATE REPLACE(line,'([^a-zA-Z0-9.,\\s]+)','');
B = FOREACH A1 GENERATE FLATTEN(STRSPLIT($0,','));
B1 = FOREACH B GENERATE $0,(float)$1,(float)$2,(int)$3,(int)$4,(int)$5;
C = GROUP B1 ALL;
D = FOREACH C GENERATE CONCAT('$',(chararray)MIN(B1.$1)),CONCAT('$',(chararray)MIN(B1.$2));
DUMP D;
Output
I have rows with a double values.
The sum of them however has additional floating digits which I dont want in the output. Any idea to avoid this problem ?
A = LOAD 'test.csv' Using PigStorage(',') AS (
ID: chararray,
COST:double
);
B = GROUP A BY (ID);
C = FOREACH B GENERATE SUM(A.COST);
STORE C INTO 'out.txt' USING PigStorage(',');
INPUT FILE
A,0.51
A,0.51
B,4.81
B,4.81
EXPECTED OUTPUT FILE
A,1.02
B,9.62
ACTUAL INVALID OUTPUT FILE
10.020000457763672
9.619999885559082
Try C = FOREACH B GENERATE ROUND(SUM(A.COST)*100.0)/100.0;
EDIT
It works, see below the output
I am trying to figure out the best way to parse key value pair with Pig in a dataset with mixed delimiters as below
My sample dataset is in the format below
a|b|c|k1=v1 k2=v2 k3=v3
The final output which i require here is
k1,v1,k2,v2,k3,v3
I guess one way to do this is to
A = load 'sample' PigStorage('|') as (a1,b1,c1,d1);
B = foreach A generate d1;
and here i get (k1=v1 k2=v2 k3=v3) for B
Is there any way i can further parse this by "" so as to get 3 fields k1=v1,k2=v2 and K3=v3 which can then be further split into k1,v1,k2,v2,k3,v3 using Strsplit and Flatten on "=".
Thanks for the help!
San
If you know beforehand how many key=value pair are in each record, try this:
A = load 'sample' PigStorage('|') as (a1,b1,c1,d1);
B = foreach A generate d1;
C = FOREACH B GENERATE STRSPLIT($0,'=',6); -- 6= no. of key=value pairs
D = FOREACH C GENERATE FLATTEN($0);
DUMP D
output:
(k1,v1, k2,v2, k3,v3)
If you dont know the # of key=value pair, use ' ' as delimiter and remove the unwanted prefix from $0 column.
A = LOAD 'sample' USING PigStorage(' ') as (a:chararray,b:chararray,c:chararray);
B = FOREACH A GENERATE STRSPLIT(SUBSTRING(a, LAST_INDEX_OF(a,'|')+1, (int)SIZE(a)),'=',2),STRSPLIT(b,'=',2),STRSPLIT(c,'=',2);
C = FOREACH B GENERATE FLATTEN($0), FLATTEN($1), FLATTEN($2);
DUMP C;
output:
(k1,v1, k2,v2, k3,v3)