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Science-NER-Spacy-Streamlit
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  1. app.py +46 -0
  2. requirements.txt +3 -0
  3. tokens.json +1199 -0
app.py ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ import spacy
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+ import streamlit as st
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+ from spacy_streamlit import visualize_ner
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+
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+ try:
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+ spacy.load("en_core_web_sm")
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+ except:
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+ spacy.cli.download("en_core_web_sm")
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+
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+ st.write("""
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+ # Named Entity Recognition for Technology and Science Keywords.
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+ """)
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+
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+
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+ nlp = spacy.load("en_core_web_sm")
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+ ruler = nlp.add_pipe("entity_ruler", before="ner")
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+ ruler.from_disk("tokens.json")
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+
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+ description = "Engineering Type Median Salary (May 2020) Job Growth Rate (2020-30)
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+ Petroleum Engineers $137,330 8%
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+ Computer Hardware Engineers $119,560 2%
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+ Aerospace Engineers $118,610 8%
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+ Nuclear Engineers $116,140 -8%
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+ Chemical Engineers $108,540 9%
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+ Electrical and Electronics Engineers $103,390 7%
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+ Materials Engineers $95,640 8%
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+ Marine Engineers $95,440 4%
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+ Health and Safety Engineers $94,240 6%
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+ Mining and Geological Engineers $93,800 4%
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+ Biomedical Engineers $92,620 6%
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+ Environmental Engineers $92,120 4%
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+ Mechanical Engineers $90,160 7%
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+ Industrial Engineers $88,950 14%
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+ Civil Engineers $88,570 8%
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+ Agricultural Engineers $84,410 5%"
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+
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+ text = st.text_area(label='Engineering Description', value=description, placeholder='Enter Text for Technology or Engineering')
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+
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+ doc = nlp(text)
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+ visualize_ner(doc, labels=nlp.get_pipe("ner").labels)
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+
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+ st.subheader('Keywords')
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+ st.json(
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+ [{'label': entity.label_, 'text': entity.text, 'start': entity.start, 'end': entity.end} \
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+ for entity in doc.ents if entity.ent_id_ == 'SKILLS']
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+ )
requirements.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ spacy
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+ streamlit
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+ spacy_streamlit
tokens.json ADDED
@@ -0,0 +1,1199 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {"label":"PROG_LANG","pattern":[{"lower":"a.net"},{"lower":"(a#/a"},{"lower":"sharp)"}],"id":"SKILLS"}
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+ {"label":"PROG_LANG","pattern":[{"lower":"a-0"},{"lower":"system"}],"id":"SKILLS"}
3
+ {"label":"PROG_LANG","pattern":[{"lower":"a+"},{"lower":"(a"},{"lower":"plus)"}],"id":"SKILLS"}
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+ {"label":"PROG_LANG","pattern":[{"lower":"abap"}],"id":"SKILLS"}
5
+ {"label":"PROG_LANG","pattern":[{"lower":"abc"}],"id":"SKILLS"}
6
+ {"label":"PROG_LANG","pattern":[{"lower":"abc"},{"lower":"algol"}],"id":"SKILLS"}
7
+ {"label":"PROG_LANG","pattern":[{"lower":"acc"}],"id":"SKILLS"}
8
+ {"label":"PROG_LANG","pattern":[{"lower":"accent"},{"lower":"(rational"},{"lower":"synergy)"}],"id":"SKILLS"}
9
+ {"label":"PROG_LANG","pattern":[{"lower":"ace"},{"lower":"dasl"},{"lower":"(distributed"},{"lower":"application"},{"lower":"specification"},{"lower":"language)"}],"id":"SKILLS"}
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+ {"label":"PROG_LANG","pattern":[{"lower":"action!"}],"id":"SKILLS"}
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+ {"label":"PROG_LANG","pattern":[{"lower":"actionscript"}],"id":"SKILLS"}
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+ {"label":"PROG_LANG","pattern":[{"lower":"actor"}],"id":"SKILLS"}
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+ {"label":"PROG_LANG","pattern":[{"lower":"ada"}],"id":"SKILLS"}
14
+ {"label":"PROG_LANG","pattern":[{"lower":"adenine"},{"lower":"(haystack)"}],"id":"SKILLS"}
15
+ {"label":"PROG_LANG","pattern":[{"lower":"advpl"}],"id":"SKILLS"}
16
+ {"label":"PROG_LANG","pattern":[{"lower":"agda"}],"id":"SKILLS"}
17
+ {"label":"PROG_LANG","pattern":[{"lower":"agilent"},{"lower":"vee"},{"lower":"(keysight"},{"lower":"vee)"}],"id":"SKILLS"}
18
+ {"label":"PROG_LANG","pattern":[{"lower":"agora"}],"id":"SKILLS"}
19
+ {"label":"PROG_LANG","pattern":[{"lower":"aimms"}],"id":"SKILLS"}
20
+ {"label":"PROG_LANG","pattern":[{"lower":"aldor"}],"id":"SKILLS"}
21
+ {"label":"PROG_LANG","pattern":[{"lower":"alef"}],"id":"SKILLS"}
22
+ {"label":"PROG_LANG","pattern":[{"lower":"alf"}],"id":"SKILLS"}
23
+ {"label":"PROG_LANG","pattern":[{"lower":"algol"},{"lower":"58"}],"id":"SKILLS"}
24
+ {"label":"PROG_LANG","pattern":[{"lower":"algol"},{"lower":"60"}],"id":"SKILLS"}
25
+ {"label":"PROG_LANG","pattern":[{"lower":"algol"},{"lower":"68"}],"id":"SKILLS"}
26
+ {"label":"PROG_LANG","pattern":[{"lower":"algol"},{"lower":"w"}],"id":"SKILLS"}
27
+ {"label":"PROG_LANG","pattern":[{"lower":"alice"},{"lower":"(alice"},{"lower":"ml)"}],"id":"SKILLS"}
28
+ {"label":"PROG_LANG","pattern":[{"lower":"alma-0"}],"id":"SKILLS"}
29
+ {"label":"PROG_LANG","pattern":[{"lower":"ambienttalk"}],"id":"SKILLS"}
30
+ {"label":"PROG_LANG","pattern":[{"lower":"amiga"},{"lower":"e"}],"id":"SKILLS"}
31
+ {"label":"PROG_LANG","pattern":[{"lower":"amos"},{"lower":"(amos"},{"lower":"basic)"}],"id":"SKILLS"}
32
+ {"label":"PROG_LANG","pattern":[{"lower":"ampl"}],"id":"SKILLS"}
33
+ {"label":"PROG_LANG","pattern":[{"lower":"analitik"}],"id":"SKILLS"}
34
+ {"label":"PROG_LANG","pattern":[{"lower":"angelscript"}],"id":"SKILLS"}
35
+ {"label":"PROG_LANG","pattern":[{"lower":"apache"},{"lower":"pig"},{"lower":"latin"}],"id":"SKILLS"}
36
+ {"label":"PROG_LANG","pattern":[{"lower":"apex"},{"lower":"(salesforce.com,"},{"lower":"inc)"}],"id":"SKILLS"}
37
+ {"label":"PROG_LANG","pattern":[{"lower":"apl"}],"id":"SKILLS"}
38
+ {"label":"PROG_LANG","pattern":[{"lower":"app"},{"lower":"inventor"},{"lower":"for"},{"lower":"android's"},{"lower":"visual"},{"lower":"block"},{"lower":"language"},{"lower":"(mit"},{"lower":"app"},{"lower":"inventor)"}],"id":"SKILLS"}
39
+ {"label":"PROG_LANG","pattern":[{"lower":"applescript"}],"id":"SKILLS"}
40
+ {"label":"PROG_LANG","pattern":[{"lower":"apt"}],"id":"SKILLS"}
41
+ {"label":"PROG_LANG","pattern":[{"lower":"arc"}],"id":"SKILLS"}
42
+ {"label":"PROG_LANG","pattern":[{"lower":"arexx"}],"id":"SKILLS"}
43
+ {"label":"PROG_LANG","pattern":[{"lower":"argus"}],"id":"SKILLS"}
44
+ {"label":"PROG_LANG","pattern":[{"lower":"assembly"},{"lower":"language"},{"lower":"(asm)"}],"id":"SKILLS"}
45
+ {"label":"PROG_LANG","pattern":[{"lower":"autohotkey"}],"id":"SKILLS"}
46
+ {"label":"PROG_LANG","pattern":[{"lower":"autoit"}],"id":"SKILLS"}
47
+ {"label":"PROG_LANG","pattern":[{"lower":"autolisp"},{"lower":"/"},{"lower":"visual"},{"lower":"lisp"}],"id":"SKILLS"}
48
+ {"label":"PROG_LANG","pattern":[{"lower":"averest"}],"id":"SKILLS"}
49
+ {"label":"PROG_LANG","pattern":[{"lower":"awk"}],"id":"SKILLS"}
50
+ {"label":"PROG_LANG","pattern":[{"lower":"axum"}],"id":"SKILLS"}
51
+ {"label":"PROG_LANG","pattern":[{"lower":"b"}],"id":"SKILLS"}
52
+ {"label":"PROG_LANG","pattern":[{"lower":"babbage"}],"id":"SKILLS"}
53
+ {"label":"PROG_LANG","pattern":[{"lower":"ballerina"}],"id":"SKILLS"}
54
+ {"label":"PROG_LANG","pattern":[{"lower":"bash"}],"id":"SKILLS"}
55
+ {"label":"PROG_LANG","pattern":[{"lower":"basic"}],"id":"SKILLS"}
56
+ {"label":"PROG_LANG","pattern":[{"lower":"batch"},{"lower":"file"},{"lower":"(windows/ms-dos)"}],"id":"SKILLS"}
57
+ {"label":"PROG_LANG","pattern":[{"lower":"bc"},{"lower":"(basic"},{"lower":"calculator)"}],"id":"SKILLS"}
58
+ {"label":"PROG_LANG","pattern":[{"lower":"bcpl"}],"id":"SKILLS"}
59
+ {"label":"PROG_LANG","pattern":[{"lower":"beanshell"}],"id":"SKILLS"}
60
+ {"label":"PROG_LANG","pattern":[{"lower":"bertrand"}],"id":"SKILLS"}
61
+ {"label":"PROG_LANG","pattern":[{"lower":"beta"}],"id":"SKILLS"}
62
+ {"label":"PROG_LANG","pattern":[{"lower":"bliss"}],"id":"SKILLS"}
63
+ {"label":"PROG_LANG","pattern":[{"lower":"blockly"}],"id":"SKILLS"}
64
+ {"label":"PROG_LANG","pattern":[{"lower":"bloop"}],"id":"SKILLS"}
65
+ {"label":"PROG_LANG","pattern":[{"lower":"boo"}],"id":"SKILLS"}
66
+ {"label":"PROG_LANG","pattern":[{"lower":"boomerang"}],"id":"SKILLS"}
67
+ {"label":"PROG_LANG","pattern":[{"lower":"bosque"}],"id":"SKILLS"}
68
+ {"label":"PROG_LANG","pattern":[{"lower":"c"},{"lower":"\u2013"},{"lower":"iso/iec"},{"lower":"9899"}],"id":"SKILLS"}
69
+ {"label":"PROG_LANG","pattern":[{"lower":"c--"},{"lower":"(c"},{"lower":"minus"},{"lower":"minus)"}],"id":"SKILLS"}
70
+ {"label":"PROG_LANG","pattern":[{"lower":"c++"},{"lower":"(c"},{"lower":"plus"},{"lower":"plus)"},{"lower":"\u2013"},{"lower":"iso/iec"},{"lower":"14882"}],"id":"SKILLS"}
71
+ {"label":"PROG_LANG","pattern":[{"lower":"c*"}],"id":"SKILLS"}
72
+ {"label":"PROG_LANG","pattern":[{"lower":"c#"},{"lower":"(c"},{"lower":"sharp)"},{"lower":"\u2013"},{"lower":"iso/iec"},{"lower":"23270"}],"id":"SKILLS"}
73
+ {"label":"PROG_LANG","pattern":[{"lower":"c/al"}],"id":"SKILLS"}
74
+ {"label":"PROG_LANG","pattern":[{"lower":"cach\u00e9"},{"lower":"objectscript"}],"id":"SKILLS"}
75
+ {"label":"PROG_LANG","pattern":[{"lower":"c"},{"lower":"shell"},{"lower":"(csh)"}],"id":"SKILLS"}
76
+ {"label":"PROG_LANG","pattern":[{"lower":"caml"}],"id":"SKILLS"}
77
+ {"label":"PROG_LANG","pattern":[{"lower":"cayenne"},{"lower":"(lennart"},{"lower":"augustsson)"}],"id":"SKILLS"}
78
+ {"label":"PROG_LANG","pattern":[{"lower":"cduce"}],"id":"SKILLS"}
79
+ {"label":"PROG_LANG","pattern":[{"lower":"cecil"}],"id":"SKILLS"}
80
+ {"label":"PROG_LANG","pattern":[{"lower":"cesil"},{"lower":"(computer"},{"lower":"education"},{"lower":"in"},{"lower":"schools"},{"lower":"instruction"},{"lower":"language)"}],"id":"SKILLS"}
81
+ {"label":"PROG_LANG","pattern":[{"lower":"c\u00e9u"}],"id":"SKILLS"}
82
+ {"label":"PROG_LANG","pattern":[{"lower":"ceylon"}],"id":"SKILLS"}
83
+ {"label":"PROG_LANG","pattern":[{"lower":"cfengine"}],"id":"SKILLS"}
84
+ {"label":"PROG_LANG","pattern":[{"lower":"cg"},{"lower":"(high-level"},{"lower":"shader/shading"},{"lower":"language"},{"lower":"[hlsl])"}],"id":"SKILLS"}
85
+ {"label":"PROG_LANG","pattern":[{"lower":"ch"}],"id":"SKILLS"}
86
+ {"label":"PROG_LANG","pattern":[{"lower":"chapel"},{"lower":"(cascade"},{"lower":"high"},{"lower":"productivity"},{"lower":"language)"}],"id":"SKILLS"}
87
+ {"label":"PROG_LANG","pattern":[{"lower":"charm"}],"id":"SKILLS"}
88
+ {"label":"PROG_LANG","pattern":[{"lower":"chill"}],"id":"SKILLS"}
89
+ {"label":"PROG_LANG","pattern":[{"lower":"chip-8"}],"id":"SKILLS"}
90
+ {"label":"PROG_LANG","pattern":[{"lower":"chuck"}],"id":"SKILLS"}
91
+ {"label":"PROG_LANG","pattern":[{"lower":"cilk"},{"lower":"(also"},{"lower":"cilk++"},{"lower":"and"},{"lower":"cilk"},{"lower":"plus)"}],"id":"SKILLS"}
92
+ {"label":"PROG_LANG","pattern":[{"lower":"control"},{"lower":"language"}],"id":"SKILLS"}
93
+ {"label":"PROG_LANG","pattern":[{"lower":"claire"}],"id":"SKILLS"}
94
+ {"label":"PROG_LANG","pattern":[{"lower":"clarion"}],"id":"SKILLS"}
95
+ {"label":"PROG_LANG","pattern":[{"lower":"clean"}],"id":"SKILLS"}
96
+ {"label":"PROG_LANG","pattern":[{"lower":"clipper"}],"id":"SKILLS"}
97
+ {"label":"PROG_LANG","pattern":[{"lower":"clips"}],"id":"SKILLS"}
98
+ {"label":"PROG_LANG","pattern":[{"lower":"clist"}],"id":"SKILLS"}
99
+ {"label":"PROG_LANG","pattern":[{"lower":"clojure"}],"id":"SKILLS"}
100
+ {"label":"PROG_LANG","pattern":[{"lower":"clu"}],"id":"SKILLS"}
101
+ {"label":"PROG_LANG","pattern":[{"lower":"cms-2"}],"id":"SKILLS"}
102
+ {"label":"PROG_LANG","pattern":[{"lower":"cobol"},{"lower":"\u2013"},{"lower":"iso/iec"},{"lower":"1989"}],"id":"SKILLS"}
103
+ {"label":"PROG_LANG","pattern":[{"lower":"cobolscript"},{"lower":"\u2013"},{"lower":"cobol"},{"lower":"scripting"},{"lower":"language"}],"id":"SKILLS"}
104
+ {"label":"PROG_LANG","pattern":[{"lower":"cobra"}],"id":"SKILLS"}
105
+ {"label":"PROG_LANG","pattern":[{"lower":"coffeescript"}],"id":"SKILLS"}
106
+ {"label":"PROG_LANG","pattern":[{"lower":"coldfusion"}],"id":"SKILLS"}
107
+ {"label":"PROG_LANG","pattern":[{"lower":"comal"}],"id":"SKILLS"}
108
+ {"label":"PROG_LANG","pattern":[{"lower":"comit"}],"id":"SKILLS"}
109
+ {"label":"PROG_LANG","pattern":[{"lower":"common"},{"lower":"intermediate"},{"lower":"language"},{"lower":"(cil)"}],"id":"SKILLS"}
110
+ {"label":"PROG_LANG","pattern":[{"lower":"common"},{"lower":"lisp"},{"lower":"(also"},{"lower":"known"},{"lower":"as"},{"lower":"cl)"}],"id":"SKILLS"}
111
+ {"label":"PROG_LANG","pattern":[{"lower":"compass"}],"id":"SKILLS"}
112
+ {"label":"PROG_LANG","pattern":[{"lower":"component"},{"lower":"pascal"}],"id":"SKILLS"}
113
+ {"label":"PROG_LANG","pattern":[{"lower":"constraint"},{"lower":"handling"},{"lower":"rules"},{"lower":"(chr)"}],"id":"SKILLS"}
114
+ {"label":"PROG_LANG","pattern":[{"lower":"comtran"}],"id":"SKILLS"}
115
+ {"label":"PROG_LANG","pattern":[{"lower":"cool"}],"id":"SKILLS"}
116
+ {"label":"PROG_LANG","pattern":[{"lower":"coq"}],"id":"SKILLS"}
117
+ {"label":"PROG_LANG","pattern":[{"lower":"coral"},{"lower":"66"}],"id":"SKILLS"}
118
+ {"label":"PROG_LANG","pattern":[{"lower":"corvision"}],"id":"SKILLS"}
119
+ {"label":"PROG_LANG","pattern":[{"lower":"cowsel"}],"id":"SKILLS"}
120
+ {"label":"PROG_LANG","pattern":[{"lower":"cpl"}],"id":"SKILLS"}
121
+ {"label":"PROG_LANG","pattern":[{"lower":"cryptol"}],"id":"SKILLS"}
122
+ {"label":"PROG_LANG","pattern":[{"lower":"crystal"}],"id":"SKILLS"}
123
+ {"label":"PROG_LANG","pattern":[{"lower":"csound"}],"id":"SKILLS"}
124
+ {"label":"PROG_LANG","pattern":[{"lower":"cuneiform"}],"id":"SKILLS"}
125
+ {"label":"PROG_LANG","pattern":[{"lower":"curl"}],"id":"SKILLS"}
126
+ {"label":"PROG_LANG","pattern":[{"lower":"curry"}],"id":"SKILLS"}
127
+ {"label":"PROG_LANG","pattern":[{"lower":"cybil"}],"id":"SKILLS"}
128
+ {"label":"PROG_LANG","pattern":[{"lower":"cyclone"}],"id":"SKILLS"}
129
+ {"label":"PROG_LANG","pattern":[{"lower":"cypher"},{"lower":"query"},{"lower":"language"}],"id":"SKILLS"}
130
+ {"label":"PROG_LANG","pattern":[{"lower":"cython"}],"id":"SKILLS"}
131
+ {"label":"PROG_LANG","pattern":[{"lower":"ceemac"}],"id":"SKILLS"}
132
+ {"label":"PROG_LANG","pattern":[{"lower":"d"}],"id":"SKILLS"}
133
+ {"label":"PROG_LANG","pattern":[{"lower":"dart"}],"id":"SKILLS"}
134
+ {"label":"PROG_LANG","pattern":[{"lower":"darwin"}],"id":"SKILLS"}
135
+ {"label":"PROG_LANG","pattern":[{"lower":"dataflex"}],"id":"SKILLS"}
136
+ {"label":"PROG_LANG","pattern":[{"lower":"datalog"}],"id":"SKILLS"}
137
+ {"label":"PROG_LANG","pattern":[{"lower":"datatrieve"}],"id":"SKILLS"}
138
+ {"label":"PROG_LANG","pattern":[{"lower":"dbase"}],"id":"SKILLS"}
139
+ {"label":"PROG_LANG","pattern":[{"lower":"dc"}],"id":"SKILLS"}
140
+ {"label":"PROG_LANG","pattern":[{"lower":"dcl"},{"lower":"(digital"},{"lower":"command"},{"lower":"language)"}],"id":"SKILLS"}
141
+ {"label":"PROG_LANG","pattern":[{"lower":"delphi"}],"id":"SKILLS"}
142
+ {"label":"PROG_LANG","pattern":[{"lower":"dinkc"}],"id":"SKILLS"}
143
+ {"label":"PROG_LANG","pattern":[{"lower":"dibol"}],"id":"SKILLS"}
144
+ {"label":"PROG_LANG","pattern":[{"lower":"dog"}],"id":"SKILLS"}
145
+ {"label":"PROG_LANG","pattern":[{"lower":"draco"}],"id":"SKILLS"}
146
+ {"label":"PROG_LANG","pattern":[{"lower":"drakon"}],"id":"SKILLS"}
147
+ {"label":"PROG_LANG","pattern":[{"lower":"dylan"}],"id":"SKILLS"}
148
+ {"label":"PROG_LANG","pattern":[{"lower":"dynamo"}],"id":"SKILLS"}
149
+ {"label":"PROG_LANG","pattern":[{"lower":"dax"},{"lower":"(data"},{"lower":"analysis"},{"lower":"expressions)"}],"id":"SKILLS"}
150
+ {"label":"PROG_LANG","pattern":[{"lower":"e"}],"id":"SKILLS"}
151
+ {"label":"PROG_LANG","pattern":[{"lower":"ease"}],"id":"SKILLS"}
152
+ {"label":"PROG_LANG","pattern":[{"lower":"easy"},{"lower":"pl/i"}],"id":"SKILLS"}
153
+ {"label":"PROG_LANG","pattern":[{"lower":"easytrieve"},{"lower":"plus"}],"id":"SKILLS"}
154
+ {"label":"PROG_LANG","pattern":[{"lower":"ec"}],"id":"SKILLS"}
155
+ {"label":"PROG_LANG","pattern":[{"lower":"ecmascript"}],"id":"SKILLS"}
156
+ {"label":"PROG_LANG","pattern":[{"lower":"edinburgh"},{"lower":"imp"}],"id":"SKILLS"}
157
+ {"label":"PROG_LANG","pattern":[{"lower":"egl"}],"id":"SKILLS"}
158
+ {"label":"PROG_LANG","pattern":[{"lower":"eiffel"}],"id":"SKILLS"}
159
+ {"label":"PROG_LANG","pattern":[{"lower":"elan"}],"id":"SKILLS"}
160
+ {"label":"PROG_LANG","pattern":[{"lower":"elixir"}],"id":"SKILLS"}
161
+ {"label":"PROG_LANG","pattern":[{"lower":"elm"}],"id":"SKILLS"}
162
+ {"label":"PROG_LANG","pattern":[{"lower":"emacs"},{"lower":"lisp"}],"id":"SKILLS"}
163
+ {"label":"PROG_LANG","pattern":[{"lower":"emerald"}],"id":"SKILLS"}
164
+ {"label":"PROG_LANG","pattern":[{"lower":"epigram"}],"id":"SKILLS"}
165
+ {"label":"PROG_LANG","pattern":[{"lower":"epl"},{"lower":"(easy"},{"lower":"programming"},{"lower":"language)"}],"id":"SKILLS"}
166
+ {"label":"PROG_LANG","pattern":[{"lower":"erlang"}],"id":"SKILLS"}
167
+ {"label":"PROG_LANG","pattern":[{"lower":"es"}],"id":"SKILLS"}
168
+ {"label":"PROG_LANG","pattern":[{"lower":"escher"}],"id":"SKILLS"}
169
+ {"label":"PROG_LANG","pattern":[{"lower":"espol"}],"id":"SKILLS"}
170
+ {"label":"PROG_LANG","pattern":[{"lower":"esterel"}],"id":"SKILLS"}
171
+ {"label":"PROG_LANG","pattern":[{"lower":"etoys"}],"id":"SKILLS"}
172
+ {"label":"PROG_LANG","pattern":[{"lower":"euclid"}],"id":"SKILLS"}
173
+ {"label":"PROG_LANG","pattern":[{"lower":"euler"}],"id":"SKILLS"}
174
+ {"label":"PROG_LANG","pattern":[{"lower":"euphoria"}],"id":"SKILLS"}
175
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