<s>
Text	B-Algorithm
mining	I-Algorithm
computer	O
programs	O
are	O
available	O
from	O
many	O
commercial	B-Application
and	O
open	B-Application
source	I-Application
companies	O
and	O
sources	O
.	O
</s>
<s>
AUTINDEX	B-General_Concept
–	O
is	O
a	O
commercial	B-Application
text	B-Algorithm
mining	I-Algorithm
software	O
package	O
based	O
on	O
sophisticated	O
linguistics	O
by	O
IAI	O
(	O
Institute	O
for	O
Applied	O
Information	O
Sciences	O
)	O
,	O
Saarbrücken	O
.	O
</s>
<s>
General	O
Sentiment	O
–	O
Social	O
Intelligence	O
platform	O
that	O
uses	O
natural	B-Language
language	I-Language
processing	I-Language
to	O
discover	O
affinities	O
between	O
the	O
fans	O
of	O
brands	O
with	O
the	O
fans	O
of	O
traditional	O
television	O
shows	O
in	O
social	O
media	O
.	O
</s>
<s>
Stand	O
alone	O
text	B-Algorithm
analytics	I-Algorithm
to	O
capture	O
social	O
knowledge	O
base	O
on	O
billions	O
of	O
topics	O
stored	O
to	O
2004	O
.	O
</s>
<s>
IBM	B-Language
LanguageWare	I-Language
–	O
the	O
IBM	O
suite	O
for	O
text	B-Algorithm
analytics	I-Algorithm
(	O
tools	O
and	O
Runtime	O
)	O
.	O
</s>
<s>
IBM	O
SPSS	B-Algorithm
–	O
provider	O
of	O
Modeler	O
Premium	O
(	O
previously	O
called	O
IBM	O
SPSS	B-Algorithm
Modeler	O
and	O
IBM	O
SPSS	B-Algorithm
Text	B-Algorithm
Analytics	I-Algorithm
)	O
,	O
which	O
contains	O
advanced	O
NLP-based	O
text	O
analysis	O
capabilities	O
(	O
multi-lingual	O
sentiment	O
,	O
event	O
and	O
fact	O
extraction	O
)	O
,	O
that	O
can	O
be	O
used	O
in	O
conjunction	O
with	O
Predictive	O
Modeling	O
.	O
</s>
<s>
Text	B-Algorithm
Analytics	I-Algorithm
for	O
Surveys	O
provides	O
the	O
ability	O
to	O
categorize	O
survey	O
responses	O
using	O
NLP-based	O
capabilities	O
for	O
further	O
analysis	O
or	O
reporting	O
.	O
</s>
<s>
Inxight	O
–	O
provider	O
of	O
text	B-Algorithm
analytics	I-Algorithm
,	O
search	O
,	O
and	O
unstructured	O
visualization	O
technologies	O
.	O
</s>
<s>
(	O
Inxight	O
was	O
bought	O
by	O
Business	O
Objects	O
that	O
was	O
bought	O
by	O
SAP	B-Application
AG	I-Application
in	O
2008	O
)	O
.	O
</s>
<s>
Language	B-General_Concept
Computer	I-General_Concept
Corporation	I-General_Concept
–	O
text	O
extraction	O
and	O
analysis	O
tools	O
,	O
available	O
in	O
multiple	O
languages	O
.	O
</s>
<s>
Lexalytics	B-General_Concept
–	O
provider	O
of	O
a	O
text	B-Algorithm
analytics	I-Algorithm
engine	O
used	O
in	O
Social	O
Media	O
Monitoring	O
,	O
Voice	O
of	O
Customer	O
,	O
Survey	O
Analysis	O
,	O
and	O
other	O
applications	O
.	O
</s>
<s>
Linguamatics	O
–	O
provider	O
of	O
natural	B-Language
language	I-Language
processing	I-Language
(	O
NLP	B-Language
)	O
based	O
enterprise	O
text	B-Algorithm
mining	I-Algorithm
and	O
text	B-Algorithm
analytics	I-Algorithm
software	O
,	O
I2E	O
,	O
for	O
high-value	O
knowledge	O
discovery	O
and	O
decision	O
support	O
.	O
</s>
<s>
Mathematica	B-Language
–	O
provides	O
built	O
in	O
tools	O
for	O
text	O
alignment	O
,	O
pattern	O
matching	O
,	O
clustering	O
and	O
semantic	O
analysis	O
.	O
</s>
<s>
See	O
Wolfram	B-Language
Language	I-Language
,	O
the	O
programming	O
language	O
of	O
Mathematica	B-Language
.	O
</s>
<s>
MATLAB	B-Language
offers	O
Text	B-Algorithm
Analytics	I-Algorithm
Toolbox	O
for	O
importing	O
text	O
data	O
,	O
converting	O
it	O
to	O
numeric	O
form	O
for	O
use	O
in	O
machine	O
and	O
deep	O
learning	O
,	O
sentiment	O
analysis	O
and	O
classification	O
tasks	O
.	O
</s>
<s>
Medallia	B-General_Concept
–	O
offers	O
one	O
system	O
of	O
record	O
for	O
survey	O
,	O
social	O
,	O
text	O
,	O
written	O
and	O
online	O
feedback	O
.	O
</s>
<s>
NetOwl	B-Algorithm
–	O
suite	O
of	O
multilingual	O
text	O
and	O
entity	B-General_Concept
analytics	O
products	O
,	O
including	O
entity	B-General_Concept
extraction	I-General_Concept
,	O
link	O
and	O
event	O
extraction	O
,	O
sentiment	O
analysis	O
,	O
geotagging	O
,	O
name	O
translation	O
,	O
name	O
matching	O
,	O
and	O
identity	O
resolution	O
,	O
among	O
others	O
.	O
</s>
<s>
PolyAnalyst	B-Application
-	O
text	B-Algorithm
analytics	I-Algorithm
environment	O
.	O
</s>
<s>
PoolParty	B-Language
Semantic	I-Language
Suite	I-Language
-	O
graph-based	O
text	B-Algorithm
mining	I-Algorithm
platform	O
.	O
</s>
<s>
RapidMiner	B-Algorithm
with	O
its	O
Text	O
Processing	O
Extension	O
–	O
data	B-Algorithm
and	I-Algorithm
text	I-Algorithm
mining	I-Algorithm
software	O
.	O
</s>
<s>
SAS	B-Language
–	O
SAS	B-Language
Text	O
Miner	O
and	O
Teragram	O
;	O
commercial	B-Application
text	B-Algorithm
analytics	I-Algorithm
,	O
natural	B-Language
language	I-Language
processing	I-Language
,	O
and	O
taxonomy	O
software	O
used	O
for	O
Information	B-Application
Management	I-Application
.	O
</s>
<s>
Sketch	B-Algorithm
Engine	I-Algorithm
–	O
a	O
corpus	O
manager	O
and	O
analysis	O
software	O
which	O
providing	O
creating	O
text	O
corpora	O
from	O
uploaded	O
texts	O
or	O
the	O
Web	O
including	O
part-of-speech	O
tagging	O
and	O
lemmatization	B-General_Concept
or	O
detecting	O
a	O
particular	O
website	O
.	O
</s>
<s>
Sysomos	O
–	O
provider	O
social	O
media	O
analytics	O
software	O
platform	O
,	O
including	O
text	B-Algorithm
analytics	I-Algorithm
and	O
sentiment	O
analysis	O
on	O
online	O
consumer	O
conversations	O
.	O
</s>
<s>
WordStat	B-Application
–	O
Content	O
analysis	O
and	O
text	B-Algorithm
mining	I-Algorithm
add-on	O
module	O
of	O
QDA	B-Application
Miner	I-Application
for	O
analyzing	O
large	O
amounts	O
of	O
text	O
data	O
.	O
</s>
<s>
Carrot2	B-Application
–	O
text	O
and	O
search	O
results	O
clustering	O
framework	O
.	O
</s>
<s>
GATE	B-Language
–	O
general	B-Language
Architecture	I-Language
for	I-Language
Text	I-Language
Engineering	I-Language
,	O
an	O
open-source	B-Application
toolbox	O
for	O
natural	B-Language
language	I-Language
processing	I-Language
and	O
language	O
engineering	O
.	O
</s>
<s>
Gensim	B-Application
–	O
large-scale	O
topic	O
modelling	O
and	O
extraction	O
of	O
semantic	O
information	O
from	O
unstructured	O
text	O
(	O
Python	B-Language
)	O
.	O
</s>
<s>
Haystack	O
by	O
deepset	B-General_Concept
–	O
a	O
framework	O
for	O
building	O
search	O
systems	O
with	O
document	B-Algorithm
retrieval	I-Algorithm
and	O
question	B-Algorithm
answering	I-Algorithm
capabilities	O
.	O
</s>
<s>
The	O
KNIME	B-Language
Text	O
Processing	O
extension	O
.	O
</s>
<s>
Natural	B-General_Concept
Language	I-General_Concept
Toolkit	I-General_Concept
(	O
NLTK	B-General_Concept
)	O
–	O
a	O
suite	O
of	O
libraries	O
and	O
programs	O
for	O
symbolic	O
and	O
statistical	O
natural	B-Language
language	I-Language
processing	I-Language
(	O
NLP	B-Language
)	O
for	O
the	O
Python	B-Language
programming	I-Language
language	I-Language
.	O
</s>
<s>
OpenNLP	B-Language
–	O
natural	B-Language
language	I-Language
processing	I-Language
.	O
</s>
<s>
Orange	B-Application
with	O
its	O
text	B-Algorithm
mining	I-Algorithm
add-on	O
.	O
</s>
<s>
The	O
PLOS	O
Text	B-Algorithm
Mining	I-Algorithm
Collection	O
.	O
</s>
<s>
The	O
programming	O
language	O
R	B-Language
provides	O
a	O
framework	O
for	O
text	B-Algorithm
mining	I-Algorithm
applications	O
in	O
the	O
package	O
tm	O
.	O
</s>
<s>
The	B-Language
Natural	I-Language
Language	I-Language
Processing	I-Language
task	O
view	O
contains	O
tm	O
and	O
other	O
text	B-Algorithm
mining	I-Algorithm
library	O
packages	O
.	O
</s>
<s>
Stanbol	B-Language
–	O
an	O
open	B-Application
source	I-Application
text	B-Algorithm
mining	I-Algorithm
engine	O
targeted	O
at	O
semantic	O
content	O
management	O
.	O
</s>
