I'm afraid I don't quite understand the possibility of merging pandas, although now I prefer python over R.
In R, I could always easily combine dataframes as follows:
> merge(test,e2s, all.x=T)
Gene Mutation Chromosome Entrez
1 AGRN p.R451H chr1 375790
2 C1orf170 p.V663A/V683A chr1 84808
3 HES4 p.R44S chr1 57801
4 ISG15 p.S83N chr1 9636
5 PLEKHN1 p.S476P/S511P/S563P/S76P chr1 84069
However, I was not able to restore this in pandas using merge (how = "left, right, inner, outer"). For instance:
Outer yields a union, which makes sense:
x = test.merge(e2s, how="outer")
In [133]: x.shape
Out[133]: (46271, 4)
But the internal gives an empty data frame, although it Entrez_Gene_Idwas successfully merged:
In [143]: x = test.merge(e2s, how="inner")
In [144]: x
Out[144]:
Empty DataFrame
Columns: [Gene, Mutation, Chromosome, Entrez_Gene_Id]
Index: []
[0 rows x 4 columns]
The intersection must contain one line with gene : HES4. Is there any string matching that I need to include for this ?:
E2S:
57794 SUGP1
57795 BRINP2
57796 DKFZP761C1711
57798 GATAD1
57799 RAB40C
57801 HES4
57804 POLD4
57805 CCAR2
57817 HAMP
Test:
Gene Mutation Chromosome
0 PLEKHN1 p.S476P/S511P/S563P/S76P chr1
1 C1orf170 p.V663A/V683A chr1
2 HES4 p.R44S chr1
3 ISG15 p.S83N chr1
4 AGRN p.R451H chr1
5 RNF223 p.P242H chr1
Update:
As far as I know, the columns are labeled so that they should merge perfectly, I only want to combine the column Geneand save all the test rows:
In [148]: e2s.columns
Out[148]: Index([u'Gene', u'Entrez_Gene_Id'], dtype='object')
In [149]: test.columns
Out[149]: Index([u'Gene', u'Mutation', u'Chromosome'], dtype='object')
This was done by explicitly renaming the data:
e2s.rename(columns={"Gene":u'Gene',"Entrez_Gene_Id":u'Entrez_Gene_Id'}, inplace=True)
to dict:
{u'Chromosome': {0: u'chr1',
1: u'chr1',
2: u'chr1',
3: u'chr1',
4: u'chr1',
5: u'chr1'},
u'Gene': {0: u'PLEKHN1',
1: u'C1orf170',
2: u'HES4',
3: u'ISG15',
4: u'AGRN',
5: u'RNF223'},
u'Mutation': {0: u'p.S476P/S511P/S563P/S76P',
1: u'p.V663A/V683A',
2: u'p.R44S',
3: u'p.S83N',
4: u'p.R451H',
5: u'p.P242H'}}
{u'Entrez_Gene_Id': {14118: u'SUGP1',
14119: u'BRINP2',
14120: u'DKFZP761C1711',
14121: u'GATAD1',
14122: u'RAB40C',
14123: u'HES4',
14124: u'POLD4',
14125: u'CCAR2',
14126: u'HAMP'},
u'Gene': {14118: 57794,
14119: 57795,
14120: 57796,
14121: 57798,
14122: 57799,
14123: 57801,
14124: 57804,
14125: 57805,
14126: 57817}}