Terms by Year¶
>>> from techminer2.metrics import terms_by_year
>>> terms_by_year(
... field="author_keywords",
... cumulative=False,
... title=None,
... #
... # FILTER PARAMS:
... metric='OCC',
... top_n=20,
... occ_range=(None, None),
... gc_range=(None, None),
... custom_terms=None,
... #
... # DATABASE PARAMS:
... root_dir="example/",
... database="main",
... year_filter=(None, None),
... cited_by_filter=(None, None),
... ).df_
year 2015 2016 2017 2018 2019
author_keywords
FINTECH 31:5168 0 5 8 12 6
INNOVATION 07:0911 0 3 3 1 0
FINANCIAL_SERVICES 04:0667 0 1 0 3 0
FINANCIAL_INCLUSION 03:0590 0 1 2 0 0
FINANCIAL_TECHNOLOGY 03:0461 0 0 1 1 1
CROWDFUNDING 03:0335 0 0 1 1 1
MARKETPLACE_LENDING 03:0317 0 0 0 2 1
BUSINESS_MODELS 02:0759 0 0 0 2 0
CYBER_SECURITY 02:0342 0 0 0 2 0
CASE_STUDY 02:0340 0 0 1 0 1
ARTIFICIAL_INTELLIGENCE 02:0327 0 0 0 0 2
TECHNOLOGY 02:0310 0 1 1 0 0
FINANCE 02:0309 0 0 1 0 1
BLOCKCHAIN 02:0305 0 0 0 1 1
BANKING 02:0291 0 1 1 0 0
ROBOTS 02:0289 0 0 0 0 2
REGTECH 02:0266 0 0 0 1 1
LENDINGCLUB 02:0253 0 0 0 1 1
PEER_TO_PEER_LENDING 02:0253 0 0 0 1 1
SHADOW_BANKING 02:0253 0 0 0 1 1
>>> from techminer2.metrics import terms_by_year
>>> terms_by_year(
... field="author_keywords",
... cumulative=False,
... title=None,
... #
... # FILTER PARAMS:
... metric='OCC',
... top_n=20,
... occ_range=(None, None),
... gc_range=(None, None),
... custom_terms=None,
... #
... # DATABASE PARAMS:
... root_dir="example/",
... database="main",
... year_filter=(None, None),
... cited_by_filter=(None, None),
... ).fig_.write_html("sphinx/_static/metrics/terms_by_year.html")
>>> from techminer2.metrics import terms_by_year
>>> print(
... terms_by_year(
... field="author_keywords",
... cumulative=False,
... title=None,
... #
... # FILTER PARAMS:
... metric='OCC',
... top_n=20,
... occ_range=(None, None),
... gc_range=(None, None),
... custom_terms=None,
... #
... # DATABASE PARAMS:
... root_dir="example/",
... database="main",
... year_filter=(None, None),
... cited_by_filter=(None, None),
... ).prompt_
... )
Your task is ...
>>> from techminer2.metrics import terms_by_year
>>> print(
... terms_by_year(
... field="author_keywords",
... cumulative=False,
... title=None,
... #
... # FILTER PARAMS:
... metric='OCC',
... top_n=20,
... occ_range=(None, None),
... gc_range=(None, None),
... custom_terms=None,
... #
... # DATABASE PARAMS:
... root_dir="example/",
... database="main",
... year_filter=(None, None),
... cited_by_filter=(None, None),
... ).metrics_.head(20).to_markdown()
... )
| | author_keywords | year | OCC | cum_OCC | global_citations | local_citations | age | global_citations_per_year | local_citations_per_year |
|---:|:---------------------|-------:|------:|----------:|-------------------:|------------------:|------:|----------------------------:|---------------------------:|
| 0 | FINTECH | 2016 | 5 | 5 | 498 | 5 | 4 | 124.5 | 1.25 |
| 1 | FINTECH | 2017 | 8 | 13 | 1572 | 11 | 3 | 524 | 3.667 |
| 2 | FINTECH | 2018 | 12 | 25 | 2338 | 9 | 2 | 1169 | 4.5 |
| 3 | FINTECH | 2019 | 6 | 31 | 760 | 1 | 1 | 760 | 1 |
| 4 | INNOVATION | 2016 | 3 | 3 | 407 | 3 | 4 | 101.75 | 0.75 |
| 5 | INNOVATION | 2017 | 3 | 6 | 402 | 2 | 3 | 134 | 0.667 |
| 6 | INNOVATION | 2018 | 1 | 7 | 102 | 0 | 2 | 51 | 0 |
| 7 | FINANCIAL_SERVICES | 2016 | 1 | 1 | 226 | 0 | 4 | 56.5 | 0 |
| 8 | FINANCIAL_SERVICES | 2018 | 3 | 4 | 441 | 1 | 2 | 220.5 | 0.5 |
| 9 | FINANCIAL_INCLUSION | 2016 | 1 | 1 | 96 | 1 | 4 | 24 | 0.25 |
| 10 | FINANCIAL_INCLUSION | 2017 | 2 | 3 | 494 | 4 | 3 | 164.667 | 1.333 |
| 11 | FINANCIAL_TECHNOLOGY | 2017 | 1 | 1 | 253 | 1 | 3 | 84.333 | 0.333 |
| 12 | FINANCIAL_TECHNOLOGY | 2018 | 1 | 2 | 137 | 0 | 2 | 68.5 | 0 |
| 13 | FINANCIAL_TECHNOLOGY | 2019 | 1 | 3 | 71 | 0 | 1 | 71 | 0 |
| 14 | CROWDFUNDING | 2017 | 1 | 1 | 100 | 1 | 3 | 33.333 | 0.333 |
| 15 | CROWDFUNDING | 2018 | 1 | 2 | 145 | 0 | 2 | 72.5 | 0 |
| 16 | CROWDFUNDING | 2019 | 1 | 3 | 90 | 0 | 1 | 90 | 0 |
| 17 | MARKETPLACE_LENDING | 2018 | 2 | 2 | 220 | 2 | 2 | 110 | 1 |
| 18 | MARKETPLACE_LENDING | 2019 | 1 | 3 | 97 | 0 | 1 | 97 | 0 |
| 19 | BUSINESS_MODELS | 2018 | 2 | 2 | 759 | 3 | 2 | 379.5 | 1.5 |
>>> from techminer2.metrics import terms_by_year
>>> print(
... terms_by_year(
... field="author_keywords",
... cumulative=False,
... title=None,
... #
... # FILTER PARAMS:
... metric='OCC',
... top_n=20,
... occ_range=(None, None),
... gc_range=(None, None),
... custom_terms=None,
... #
... # DATABASE PARAMS:
... root_dir="example/",
... database="main",
... year_filter=(None, None),
... cited_by_filter=(None, None),
... ).documents_.head(20).to_markdown()
... )
| | author_keywords | document_title | year | source_title | global_citations | local_citations | doi |
|---:|:------------------------|:--------------------------------------------------------------------------------------------|-------:|:---------------------------------------------|-------------------:|------------------:|:--------------------------------|
| 0 | BUSINESS_MODELS | FINTECH: ECOSYSTEM, BUSINESS_MODELS, INVESTMENT_DECISIONS, and challenges | 2018 | Business Horizons | 557 | 2 | 10.1016/J.BUSHOR.2017.09.003 |
| 1 | FINTECH | FINTECH: ECOSYSTEM, BUSINESS_MODELS, INVESTMENT_DECISIONS, and challenges | 2018 | Business Horizons | 557 | 2 | 10.1016/J.BUSHOR.2017.09.003 |
| 2 | FINTECH | DIGITAL_FINANCE and FINTECH: CURRENT_RESEARCH and FUTURE_RESEARCH_DIRECTIONS | 2017 | Journal of Business Economics | 489 | 4 | 10.1007/S11573-017-0852-X |
| 3 | FINTECH | FINTECH, REGULATORY_ARBITRAGE, and the rise of SHADOW_BANKS | 2018 | Journal of Financial Economics | 390 | 0 | 10.1016/J.JFINECO.2018.03.011 |
| 4 | FINANCIAL_INCLUSION | the DIGITAL_REVOLUTION in FINANCIAL_INCLUSION: INTERNATIONAL_DEVELOPMENT in the FINTECH_ERA | 2017 | New Political Economy | 314 | 2 | 10.1080/13563467.2017.1259298 |
| 5 | FINTECH | the DIGITAL_REVOLUTION in FINANCIAL_INCLUSION: INTERNATIONAL_DEVELOPMENT in the FINTECH_ERA | 2017 | New Political Economy | 314 | 2 | 10.1080/13563467.2017.1259298 |
| 6 | FINTECH | the emergence of the GLOBAL_FINTECH_MARKET: economic and TECHNOLOGICAL_DETERMINANTS | 2019 | Small Business Economics | 258 | 1 | 10.1007/S11187-018-9991-X |
| 7 | FINANCIAL_TECHNOLOGY | FINTECH | 2017 | Business and Information Systems Engineering | 253 | 1 | 10.1007/S12599-017-0464-6 |
| 8 | FINTECH | FINTECH | 2017 | Business and Information Systems Engineering | 253 | 1 | 10.1007/S12599-017-0464-6 |
| 9 | INNOVATION | FINTECH | 2017 | Business and Information Systems Engineering | 253 | 1 | 10.1007/S12599-017-0464-6 |
| 10 | CYBER_SECURITY | a SURVEY on FINTECH | 2018 | Journal of Network and Computer Applications | 238 | 1 | 10.1016/J.JNCA.2017.10.011 |
| 11 | FINTECH | a SURVEY on FINTECH | 2018 | Journal of Network and Computer Applications | 238 | 1 | 10.1016/J.JNCA.2017.10.011 |
| 12 | BANKING | taming the beast: a SCIENTIFIC_DEFINITION of FINTECH | 2016 | Journal of Innovation Management | 226 | 0 | 10.24840/2183-0606_004.004_0004 |
| 13 | FINANCIAL_SERVICES | taming the beast: a SCIENTIFIC_DEFINITION of FINTECH | 2016 | Journal of Innovation Management | 226 | 0 | 10.24840/2183-0606_004.004_0004 |
| 14 | INNOVATION | taming the beast: a SCIENTIFIC_DEFINITION of FINTECH | 2016 | Journal of Innovation Management | 226 | 0 | 10.24840/2183-0606_004.004_0004 |
| 15 | TECHNOLOGY | taming the beast: a SCIENTIFIC_DEFINITION of FINTECH | 2016 | Journal of Innovation Management | 226 | 0 | 10.24840/2183-0606_004.004_0004 |
| 16 | ARTIFICIAL_INTELLIGENCE | ARTIFICIAL_INTELLIGENCE in FINTECH: understanding ROBO_ADVISORS ADOPTION among customers | 2019 | Industrial Management and Data Systems | 225 | 0 | 10.1108/IMDS-08-2018-0368 |
| 17 | FINANCE | ARTIFICIAL_INTELLIGENCE in FINTECH: understanding ROBO_ADVISORS ADOPTION among customers | 2019 | Industrial Management and Data Systems | 225 | 0 | 10.1108/IMDS-08-2018-0368 |
| 18 | ROBOTS | ARTIFICIAL_INTELLIGENCE in FINTECH: understanding ROBO_ADVISORS ADOPTION among customers | 2019 | Industrial Management and Data Systems | 225 | 0 | 10.1108/IMDS-08-2018-0368 |
| 19 | BUSINESS_MODELS | FINTECH and REGTECH: impact on regulators and BANKS | 2018 | Journal of Economics and Business | 202 | 1 | 10.1016/J.JECONBUS.2018.07.003 |