changeset 4:afdbc7198353 draft

planemo upload for repository https://github.com/jj-umn/galaxytools/tree/master/query_tabular commit 9ae87502ea7c3da33ecc453872c4eb2f41ecea4a-dirty
author jjohnson
date Thu, 21 Jan 2016 08:09:36 -0500
parents ffa5e34a55c1
children 727620f718c2
files query_tabular.py query_tabular.xml test-data/._IEDB.tsv test-data/._netMHC_summary.tsv test-data/._query_results.tsv test-data/._sales_results.tsv test-data/regex_results.tsv
diffstat 7 files changed, 328 insertions(+), 188 deletions(-) [+]
line wrap: on
line diff
--- a/query_tabular.py	Sun Oct 04 10:52:21 2015 -0400
+++ b/query_tabular.py	Thu Jan 21 08:09:36 2016 -0500
@@ -2,192 +2,246 @@
 """
 """
 import sys
+import re
 import os.path
+import json
 import sqlite3 as sqlite
 import optparse
 from optparse import OptionParser
 
 """
-TODO: 
-- could add some transformations on tabular columns, e.g. a regex to format date/time strings
+TODO:
+- could read column names from comment lines, but issues with legal names
+- could add some transformations on tabular columns,
+  e.g. a regex to format date/time strings
+    c2 : re.sub('pat', 'sub', c2)
+    c3 :
+- column_defs dict of columns to create from tabular input
+    column_defs : { 'name1' : 'expr', 'name2' : 'expr'}
 - allow multiple queries and outputs
 - add a --json input for table definitions (or yaml)
 JSON config:
 { tables : [
-    { file_path : '/home/galaxy/dataset_101.dat', 
-      table_name : 't1',
-      column_names : ['c1','c2','c3']
+    { file_path : '/home/galaxy/dataset_101.dat',
+            table_name : 't1',
+            column_names : ['c1', 'c2', 'c3'],
+            comment_lines : 1
     },
-    { file_path : '/home/galaxy/dataset_102.dat', 
-      table_name : 't2',
-      column_names : ['c1','c2','c3']
+    { file_path : '/home/galaxy/dataset_102.dat',
+            table_name : 't2',
+            column_names : ['c1', 'c2', 'c3']
+    },
+    { file_path : '/home/galaxy/dataset_103.dat',
+            table_name : 'test',
+            column_names : ['c1', 'c2', 'c3']
     }
-  ]
+    ]
 }
 """
 
+tables_query = \
+    "SELECT name, sql FROM sqlite_master WHERE type='table' ORDER BY name"
+
+
 def getValueType(val):
-  if val or 0. == val:
-    try:
-      int(val)
-      return 'INTEGER'
-    except:
-      try:
-        float(val)
-        return 'REAL'
-      except:
-        return 'TEXT'
-  return None
-    
-
-def get_column_def(file_path,table_name,skip=0,comment_char='#',column_names=None,max_lines=100):
-  col_pref = ['TEXT','REAL','INTEGER',None]
-  col_types = []
-  data_lines = 0
-  try:
-    with open(file_path,"r") as fh:
-      for linenum,line in enumerate(fh):
-        if linenum < skip:
-          continue
-        if line.startswith(comment_char):
-          continue
-        data_lines += 1
+    if val or 0. == val:
         try:
-          fields = line.split('\t')
-          while len(col_types) < len(fields):
-            col_types.append(None)
-          for i,val in enumerate(fields):
-            colType = getValueType(val)
-            if col_pref.index(colType) < col_pref.index(col_types[i]):
-              col_types[i] = colType
-        except Exception, e:
-          print >> sys.stderr, 'Failed at line: %d err: %s' % (linenum,e)
-  except Exception, e:
-    print >> sys.stderr, 'Failed: %s' % (e)
-  for i,col_type in enumerate(col_types):
-    if not col_type:
-      col_types[i] = 'TEXT'
-  col_names = ['c%d' % i for i in range(1,len(col_types) + 1)]
-  if column_names:
-    for i,cname in enumerate([cn.strip() for cn in column_names.split(',')]):
-      if cname and i < len(col_names):
-        col_names[i] = cname
-  col_def = []
-  for i,col_name in enumerate(col_names):
-    col_def.append('%s %s' % (col_names[i],col_types[i]))
-  return col_names,col_types,col_def
-  
-def create_table(conn,file_path,table_name,skip=0,comment_char='#',column_names=None):
-  col_names,col_types,col_def = get_column_def(file_path,table_name,skip=skip,comment_char=comment_char,column_names=column_names)
-  col_func = [float if t == 'REAL' else int if t == 'INTEGER' else str  for t in col_types]
-  table_def = 'CREATE TABLE %s (\n  %s\n);' % (table_name,',\n  '.join(col_def))
-  # print >> sys.stdout, table_def
-  insert_stmt = 'INSERT INTO %s(%s) VALUES(%s)' % (table_name,','.join(col_names),','.join([ "?" for x in col_names]))
-  # print >> sys.stdout, insert_stmt
-  data_lines = 0
-  try:
-    c = conn.cursor()
-    c.execute(table_def)
-    with open(file_path,"r") as fh:
-      for linenum,line in enumerate(fh):
-        if linenum < skip or line.startswith(comment_char):
-          continue
-        data_lines += 1
-        try:
-          fields = line.split('\t')
-          vals = [col_func[i](x) if x else None for i,x in enumerate(fields)]
-          c.execute(insert_stmt,vals)
-        except Exception, e:
-          print >> sys.stderr, 'Failed at line: %d err: %s' % (linenum,e)
-    conn.commit()
-    c.close()
-  except Exception, e:
-    print >> sys.stderr, 'Failed: %s' % (e)
-    exit(1)
+            int(val)
+            return 'INTEGER'
+        except:
+            try:
+                float(val)
+                return 'REAL'
+            except:
+                return 'TEXT'
+    return None
+
+
+def get_column_def(file_path, table_name, skip=0, comment_char='#',
+                   column_names=None, max_lines=100):
+    col_pref = ['TEXT', 'REAL', 'INTEGER', None]
+    col_types = []
+    data_lines = 0
+    try:
+        with open(file_path, "r") as fh:
+            for linenum, line in enumerate(fh):
+                if linenum < skip:
+                    continue
+                if line.startswith(comment_char):
+                    continue
+                data_lines += 1
+                try:
+                    fields = line.split('\t')
+                    while len(col_types) < len(fields):
+                        col_types.append(None)
+                    for i, val in enumerate(fields):
+                        colType = getValueType(val)
+                        if col_pref.index(colType) < col_pref.index(col_types[i]):
+                            col_types[i] = colType
+                except Exception, e:
+                    print >> sys.stderr, 'Failed at line: %d err: %s' % (linenum, e)
+    except Exception, e:
+        print >> sys.stderr, 'Failed: %s' % (e)
+    for i, col_type in enumerate(col_types):
+        if not col_type:
+            col_types[i] = 'TEXT'
+    col_names = ['c%d' % i for i in range(1, len(col_types) + 1)]
+    if column_names:
+        for i, cname in enumerate([cn.strip() for cn in column_names.split(',')]):
+            if cname and i < len(col_names):
+                col_names[i] = cname
+    col_def = []
+    for i, col_name in enumerate(col_names):
+        col_def.append('%s %s' % (col_names[i], col_types[i]))
+    return col_names, col_types, col_def
+
+
+def create_table(conn, file_path, table_name, skip=0, comment_char='#', column_names=None):
+    col_names, col_types, col_def = get_column_def(file_path, table_name, skip=skip, comment_char=comment_char, column_names=column_names)
+    col_func = [float if t == 'REAL' else int if t == 'INTEGER' else str for t in col_types]
+    table_def = 'CREATE TABLE %s (\n    %s\n);' % (table_name, ', \n    '.join(col_def))
+    # print >> sys.stdout, table_def
+    insert_stmt = 'INSERT INTO %s(%s) VALUES(%s)' % (table_name, ','.join(col_names), ','.join(["?" for x in col_names]))
+    # print >> sys.stdout, insert_stmt
+    data_lines = 0
+    try:
+        c = conn.cursor()
+        c.execute(table_def)
+        with open(file_path, "r") as fh:
+            for linenum, line in enumerate(fh):
+                if linenum < skip or line.startswith(comment_char):
+                    continue
+                data_lines += 1
+                try:
+                    fields = line.rstrip('\r\n').split('\t')
+                    vals = [col_func[i](x) if x else None for i, x in enumerate(fields)]
+                    c.execute(insert_stmt, vals)
+                except Exception, e:
+                    print >> sys.stderr, 'Failed at line: %d err: %s' % (linenum, e)
+        conn.commit()
+        c.close()
+    except Exception, e:
+        print >> sys.stderr, 'Failed: %s' % (e)
+        exit(1)
+
+
+def regex_match(expr, item):
+    return re.match(expr, item) is not None
+
+
+def regex_search(expr, item):
+    return re.search(expr, item) is not None
+
+
+def regex_sub(expr, replace, item):
+    return re.sub(expr, replace, item)
+
+
+def get_connection(sqlitedb_path, addfunctions=False):
+    conn = sqlite.connect(sqlitedb_path)
+    if addfunctions:
+        conn.create_function("re_match", 2, regex_match)
+        conn.create_function("re_search", 2, regex_search)
+        conn.create_function("re_sub", 3, regex_sub)
+    return conn
+
 
 def __main__():
-  #Parse Command Line
-  parser = optparse.OptionParser()
-  parser.add_option( '-s', '--sqlitedb', dest='sqlitedb', default=None, help='The SQLite Database' )
-  parser.add_option( '-t', '--table', dest='tables', action="append", default=[], help='Tabular file: file_path[=table_name[:column_name,...]' )
-  parser.add_option( '-q', '--query', dest='query', default=None, help='SQL query' )
-  parser.add_option( '-Q', '--query_file', dest='query_file', default=None, help='SQL query file' )
-  parser.add_option( '-n', '--no_header', dest='no_header', action='store_true', default=False, help='Include a column headers line' )
-  parser.add_option( '-o', '--output', dest='output', default=None, help='Output file for query results' )
-  (options, args) = parser.parse_args()
+    # Parse Command Line
+    parser = optparse.OptionParser()
+    parser.add_option('-s', '--sqlitedb', dest='sqlitedb', default=None, help='The SQLite Database')
+    parser.add_option('-t', '--table', dest='tables', action="append", default=[], help='Tabular file: file_path[=table_name[:column_name, ...]')
+    parser.add_option('-j', '--jsonfile', dest='jsonfile', default=None, help='Tabular file: file_path[=table_name[:column_name, ...]')
+    parser.add_option('-q', '--query', dest='query', default=None, help='SQL query')
+    parser.add_option('-Q', '--query_file', dest='query_file', default=None, help='SQL query file')
+    parser.add_option('-n', '--no_header', dest='no_header', action='store_true', default=False, help='Include a column headers line')
+    parser.add_option('-o', '--output', dest='output', default=None, help='Output file for query results')
+    (options, args) = parser.parse_args()
 
-  # oprn sqlite connection
-  conn = sqlite.connect(options.sqlitedb)
-  # determine output destination
-  if options.output != None:
-    try:
-      outputPath = os.path.abspath(options.output)
-      outputFile = open(outputPath, 'w')
-    except Exception, e:
-      print >> sys.stderr, "failed: %s" % e
-      exit(3)
-  else:
-    outputFile = sys.stdout
-
-  # determine output destination
-  for ti,table in enumerate(options.tables):
-    table_name = 't%d' % (ti + 1)
-    column_names = None
-    fields = table.split('=') 
-    path = fields[0]
-    if len(fields) > 1:
-      names = fields[1].split(':')
-      table_name = names[0] if names[0] else table_name
-      if len(names) > 1:
-        column_names = names[1]
-    # print >> sys.stdout, '%s %s' % (table_name, path)
-    create_table(conn,path,table_name,column_names=column_names)
-  conn.close()
+    # open sqlite connection
+    conn = get_connection(options.sqlitedb)
+    # determine output destination
+    if options.output is not None:
+        try:
+            outputPath = os.path.abspath(options.output)
+            outputFile = open(outputPath, 'w')
+        except Exception, e:
+            print >> sys.stderr, "failed: %s" % e
+            exit(3)
+    else:
+        outputFile = sys.stdout
 
-  query = None
-  if (options.query_file != None):
-    with open(options.query_file,'r') as fh:
-      query = ''
-      for line in fh:
-        query += line
-  elif (options.query != None):
-    query = options.query
-
-  if (query is None):
-    try:
-      conn = sqlite.connect(options.sqlitedb)
-      c = conn.cursor()
-      tables_query = "SELECT name,sql FROM sqlite_master WHERE type='table' ORDER BY name"
-      rslt = c.execute(tables_query).fetchall()
-      for table,sql in rslt:
-        print >> sys.stderr, "Table %s:" % table
+    # get table defs
+    if options.tables:
+        for ti, table in enumerate(options.tables):
+            table_name = 't%d' % (ti + 1)
+            column_names = None
+            fields = table.split('=')
+            path = fields[0]
+            if len(fields) > 1:
+                names = fields[1].split(':')
+                table_name = names[0] if names[0] else table_name
+                if len(names) > 1:
+                    column_names = names[1]
+            # print >> sys.stdout, '%s %s' % (table_name, path)
+            create_table(conn, path, table_name, column_names=column_names)
+    if options.jsonfile:
         try:
-          col_query = 'SELECT * FROM %s LIMIT 0' % table
-          cur = conn.cursor().execute(col_query)
-          cols = [col[0] for col in cur.description]
-          print >> sys.stderr, " Columns: %s" % cols
+            fh = open(options.jsonfile)
+            tdef = json.load(fh)
+            if 'tables' in tdef:
+                for ti, table in enumerate(tdef['tables']):
+                    path = table['file_path']
+                    table_name = table['table_name'] if 'table_name' in table else 't%d' % (ti + 1)
+                    column_names = table['column_names'] if 'column_names' in table else None
+                    comment_lines = table['comment_lines'] if 'comment_lines' in table else 0
+                    create_table(conn, path, table_name, column_names=column_names, skip=comment_lines)
         except Exception, exc:
-          print >> sys.stderr, "Error: %s" % exc
+            print >> sys.stderr, "Error: %s" % exc
+    conn.close()
+
+    query = None
+    if (options.query_file is not None):
+        with open(options.query_file, 'r') as fh:
+            query = ''
+            for line in fh:
+                query += line
+    elif (options.query is not None):
+        query = options.query
+
+    if (query is None):
+        try:
+            conn = get_connection(options.sqlitedb)
+            c = conn.cursor()
+            rslt = c.execute(tables_query).fetchall()
+            for table, sql in rslt:
+                print >> sys.stderr, "Table %s:" % table
+                try:
+                    col_query = 'SELECT * FROM %s LIMIT 0' % table
+                    cur = conn.cursor().execute(col_query)
+                    cols = [col[0] for col in cur.description]
+                    print >> sys.stderr, " Columns: %s" % cols
+                except Exception, exc:
+                    print >> sys.stderr, "Error: %s" % exc
+        except Exception, exc:
+            print >> sys.stderr, "Error: %s" % exc
+        exit(0)
+    # if not sqlite.is_read_only_query(query):
+    #    print >> sys.stderr, "Error: Must be a read only query"
+    #    exit(2)
+    try:
+        conn = get_connection(options.sqlitedb, addfunctions=True)
+        cur = conn.cursor()
+        results = cur.execute(query)
+        if not options.no_header:
+            outputFile.write("#%s\n" % '\t'.join([str(col[0]) for col in cur.description]))
+            # yield [col[0] for col in cur.description]
+        for i, row in enumerate(results):
+            # yield [val for val in row]
+            outputFile.write("%s\n" % '\t'.join([str(val) for val in row]))
     except Exception, exc:
-      print >> sys.stderr, "Error: %s" % exc
-    exit(0)
-  #if not sqlite.is_read_only_query(query):
-  #  print >> sys.stderr, "Error: Must be a read only query"
-  #  exit(2)
-  try:
-    conn = sqlite.connect(options.sqlitedb)
-    cur = conn.cursor()
-    results = cur.execute(query)
-    if not options.no_header:
-      outputFile.write("#%s\n" % '\t'.join([str(col[0]) for col in cur.description]))
-        # yield [col[0] for col in cur.description]
-    for i,row in enumerate(results):
-        # yield [val for val in row]
-      outputFile.write("%s\n" % '\t'.join([str(val) for val in row]))
-  except Exception, exc:
-    print >> sys.stderr, "Error: %s" % exc
-    exit(1)
+        print >> sys.stderr, "Error: %s" % exc
+        exit(1)
 
-if __name__ == "__main__": __main__()
-
-
+if __name__ == "__main__":
+    __main__()
--- a/query_tabular.xml	Sun Oct 04 10:52:21 2015 -0400
+++ b/query_tabular.xml	Thu Jan 21 08:09:36 2016 -0500
@@ -6,11 +6,6 @@
     <stdio>
         <exit_code range="1:" />
     </stdio>
-    <configfiles>
-        <configfile name="query_file">
-$sqlquery
-        </configfile>
-    </configfiles>
     <command interpreter="python"><![CDATA[
         query_tabular.py 
         #if $save_db
@@ -18,25 +13,62 @@
         #else
         -s $workdb
         #end if
-        #for $i,$tbl in enumerate($tables):
-          #if $tbl.table_name
-          #set $tname = $tbl.table_name
-          #else
-          #set $tname = 't' + str($i + 1) 
-          #end if
-          #if $tbl.col_names:
-          #set $col_names = ':' + str($tbl.col_names)
-          #else 
-          #set $col_names = ''
-          #end if
-          -t ${tbl.table}=${tname}${$col_names}
-        #end for
+        -j $table_json
+        #*
+        ##          #for $i,$tbl in enumerate($tables):
+        ##            #if $tbl.table_name
+        ##            #set $tname = $tbl.table_name
+        ##            #else
+        ##            #set $tname = 't' + str($i + 1) 
+        ##            #end if
+        ##            #if $tbl.col_names:
+        ##            #set $col_names = ':' + str($tbl.col_names)
+        ##            #else 
+        ##            #set $col_names = ''
+        ##            #end if
+        ##            -t ${tbl.table}=${tname}${$col_names}
+        ##          #end for
+        *#
         #if $sqlquery:
           -Q "$query_file" 
           $no_header
           -o $output
         #end if
     ]]></command>
+    <configfiles>
+        <configfile name="query_file">
+$sqlquery
+        </configfile>
+        <configfile name="table_json">
+#import json
+#set $jtbldef = dict()
+#set $jtbls = []
+#set $jtbldef['tables'] = $jtbls
+#for $i,$tbl in enumerate($tables):
+  #set $jtbl = dict()
+  #set $jtbl['file_path'] = str($tbl.table)
+  #if $tbl.table_name
+  #set $tname = str($tbl.table_name)
+  #else
+  #set $tname = 't' + str($i + 1) 
+  #end if
+  #set $jtbl['table_name'] = $tname
+  #if $tbl.col_names:
+  #set $col_names = str($tbl.col_names)
+  #else 
+  #set $col_names = ''
+  #end if
+  #set $jtbl['column_names'] = $col_names
+  #if str($tbl.skip_lines) != '':
+    #set $jtbl['comment_lines'] = $tbl.skip_lines
+  #elif $tbl.table.metadata.comment_lines > 0:
+    #set $jtbl['comment_lines'] = int($tbl.table.metadata.comment_lines)
+  #end if
+  #set $jtbls += [$jtbl]
+#end for
+#echo $json.dumps($jtbldef)
+        </configfile>
+    </configfiles>
     <inputs>
         <param name="workdb" type="hidden" value="workdb.sqlite" label=""/>
         <repeat name="tables" title="Add tables" min="1">
@@ -52,6 +84,7 @@
                 <help>By default, table columns will be named: c1,c2,c3,...,cn</help>
                 <validator type="regex" message="A List of separated by commas: Column names should start with a letter and may contain additional letters, digits, and underscores">^([A-Za-z]\w*)?(,([A-Za-z]\w*)?)*$</validator>
             </param>
+            <param name="skip_lines" type="integer" value="" min="0" optional="true" label="Skip lines" help="Leave blank to use the datatype comment lines metadata" />
         </repeat>
         <param name="sqlquery" type="text" area="true" size="10x80" value="" optional="true" label="SQL Query">
                 <help>By default, tables will be named: t1,t2,...,tn</help>
@@ -63,10 +96,10 @@
         <param name="save_db" type="boolean" truevalue="yes" falsevalue="no" checked="false" label="Save the sqlite database"/>
     </inputs>
     <outputs>
-        <data format="sqlite" name="sqlitedb" label="sqlite">
+        <data format="sqlite" name="sqlitedb" label="sqlite db of ${on_string}">
             <filter>save_db or not (sqlquery and len(sqlquery) > 0)</filter>
         </data>
-        <data format="tabular" name="output" label="query results">
+        <data format="tabular" name="output" label="query results on ${on_string}">
             <filter>sqlquery and len(sqlquery) > 0</filter>
         </data>
     </outputs>
@@ -84,7 +117,7 @@
                 <param name="col_names" value="CustomerID,Date,SaleAmount"/>
             </repeat>
             <param name="sqlquery" value="SELECT FirstName,LastName,sum(SaleAmount) as &quot;TotalSales&quot; FROM customers join sales on customers.CustomerID = sales.CustomerID GROUP BY customers.CustomerID ORDER BY TotalSales DESC"/>
-             <output name="output" file="sales_results.tsv"/>
+            <output name="output" file="sales_results.tsv"/>
         </test>
 
         <test>
@@ -96,7 +129,16 @@
                 <param name="table" ftype="tabular" value="sales.tsv"/>
             </repeat>
             <param name="sqlquery" value="SELECT FirstName,LastName,sum(t2.c3) as &quot;TotalSales&quot; FROM t1 join t2 on t1.c1 = t2.c1 GROUP BY t1.c1 ORDER BY TotalSales DESC;"/>
-             <output name="output" file="sales_results.tsv"/>
+            <output name="output" file="sales_results.tsv"/>
+        </test>
+
+        <test>
+            <repeat name="tables">
+                <param name="table" ftype="tabular" value="customers.tsv"/>
+                <param name="col_names" value=",FirstName,LastName,,BirthDate,"/>
+            </repeat>
+            <param name="sqlquery" value="select FirstName,LastName,re_sub('^\d{2}(\d{2})-(\d\d)-(\d\d)','\3/\2/\1',BirthDate) as &quot;DOB&quot; from t1 WHERE re_search('[hp]er',c4)"/>
+            <output name="output" file="regex_results.tsv"/>
         </test>
 
         <test>
@@ -111,7 +153,7 @@
                 <param name="col_names" value="pos,peptide,logscore,affinity,Bind_Level,Protein,Allele"/>
             </repeat>
             <param name="sqlquery" value="select iedb.ID,iedb.peptide,iedb.start,iedb.end,iedb.percentile_rank,mhc_summary.logscore,mhc_summary.affinity,mhc_summary.Bind_Level from iedb left outer join mhc_summary on iedb.peptide = mhc_summary.peptide order by affinity,Bind_Level"/>
-             <output name="output" file="query_results.tsv"/>
+            <output name="output" file="query_results.tsv"/>
         </test>
 
     </tests>
@@ -207,7 +249,7 @@
     Results in the following data base table
   
     =========== ========== ========== ===================== ========== ============
-    #c1         FirstName  LastName   c4                    BithDate   c6
+    #c1         FirstName  LastName   c4                    BirthDate  c6
     =========== ========== ========== ===================== ========== ============
     1           John       Smith      John.Smith@yahoo.com  1968-02-04 626 222-2222
     2           Steven     Goldfish   goldfish@fishhere.net 1974-04-04 323 455-4545
@@ -215,6 +257,46 @@
     4           James      Smith      jim@supergig.co.uk    1980-10-20 416 323-8888
     =========== ========== ========== ===================== ========== ============
 
+  Regular_expression_ functions are included for: 
+
+  ::
+
+    matching:      re_match('pattern',column) 
+
+    SELECT t1.FirstName, t1.LastName
+    FROM t1
+    WHERE re_match('^.*\.(net|org)$',c4)
+
+  Results:
+
+    =========== ==========
+    #FirstName  LastName
+    =========== ==========
+    Steven      Goldfish
+    Paula       Brown
+    =========== ==========
+
+
+  ::
+
+    searching:     re_search('pattern',column)
+    substituting:  re_sub('pattern','replacement,column)
+
+    SELECT t1.FirstName, t1.LastName, re_sub('^\d{2}(\d{2})-(\d\d)-(\d\d)','\3/\2/\1',BirthDate) as "DOB"
+    FROM t1
+    WHERE re_search('[hp]er',c4)
+
+  Results:
+
+    =========== ========== ==========
+    #FirstName  LastName   DOB
+    =========== ========== ==========
+    Steven      Goldfish   04/04/74
+    Paula       Brown      24/05/78
+    James       Smith      20/10/80
+    =========== ========== ==========
+
+.. _Regular_expression: https://docs.python.org/release/2.7/library/re.html
 .. _SQLite: http://www.sqlite.org/index.html
 
     ]]></help>
Binary file test-data/._IEDB.tsv has changed
Binary file test-data/._netMHC_summary.tsv has changed
Binary file test-data/._query_results.tsv has changed
Binary file test-data/._sales_results.tsv has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/regex_results.tsv	Thu Jan 21 08:09:36 2016 -0500
@@ -0,0 +1,4 @@
+#FirstName	LastName	DOB
+Steven	Goldfish	04/04/74
+Paula	Brown	24/05/78
+James	Smith	20/10/80