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updated and tested wos query generator (to simpler syntax) and list of AI/big data keywords (currently around ~140 token). Search result, platoes with ~42.000 entries (using current country scope) among them ~31.000 are valid cooperation (~11.000 are either not indexed by Bibliometrix or just 'pseudo'-cooperation, meaning authors have EU-China transnational affiliation)

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utku_keyword_suggestion
radvanyimome 2 years ago
parent 19ff407a5a
commit 372faa8985
17 changed files with 1452 additions and 56 deletions
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2
WOS/ai_scope_keywords.txt
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@ -53,7 +53,7 @@ Bayesian network*,
genetic algorithm*, genetic algorithm*,
swarm intelligence, swarm intelligence,
cognitive computing, cognitive computing,
artificial neural network* artificial neural network*,
convolutional neural network*, convolutional neural network*,
recurrent neural network*, recurrent neural network*,
ensemble learning, ensemble learning,

303
WOS/wos_extract/geckodriver.log
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@ -1457,3 +1457,306 @@ JavaScript warning: https://www.webofscience.com/D6XP2sNyj/cx/4v/uz3Enbrfd-gQic/
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com." console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.error: ({})
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
JavaScript warning: https://www.webofscience.com/uoPa1mhwbY2CW-U5Igz_Reug/pOmYmV4NaGcuiu/A19V/Iwk1OH/EsUF8, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
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1680773896434 Marionette INFO Stopped listening on port 64173
Dynamically enable window occlusion 1

0
WOS/wos_extract/wos_query_generator.ipynb → WOS/wos_extract/wos_query_generator_legacy.ipynb
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115
WOS/wos_extract/wos_query_generator_simplesyntax.ipynb
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@ -2,7 +2,7 @@
"cells": [ "cells": [
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 65, "execution_count": 14,
"metadata": { "metadata": {
"collapsed": true "collapsed": true
}, },
@ -16,7 +16,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 66, "execution_count": 15,
"outputs": [], "outputs": [],
"source": [ "source": [
"country_mode = \"CU\" #CU-country-region AU-address" "country_mode = \"CU\" #CU-country-region AU-address"
@ -27,7 +27,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 67, "execution_count": 16,
"outputs": [], "outputs": [],
"source": [ "source": [
"# (TS=(\"artificial intelligence\") OR TS=(\"machine learning\") OR TS=(\"neural network\") OR TS=(\"big data\") OR TS=(\"deep learning\") OR TS=(\"computer vision\") OR TS=(\"pattern recognition\")) AND" "# (TS=(\"artificial intelligence\") OR TS=(\"machine learning\") OR TS=(\"neural network\") OR TS=(\"big data\") OR TS=(\"deep learning\") OR TS=(\"computer vision\") OR TS=(\"pattern recognition\")) AND"
@ -38,7 +38,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 68, "execution_count": 17,
"outputs": [], "outputs": [],
"source": [ "source": [
"keywords_source = r'..\\ai_scope_keywords.txt'\n", "keywords_source = r'..\\ai_scope_keywords.txt'\n",
@ -51,13 +51,13 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 69, "execution_count": 18,
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": "'artificial intelligence*,machine* learn*,neural network*,big data*,deep learn*,pattern recognition,computer vision,image classification,reinforcement learning,support vector machine*,recommender system*,random forest,ensemble model*,image processing,generative network*,ai ethic*,natural language processing,clustering algorithm*,feature extraction,time series forecast*,anomaly detection,identity fraud detection,dimensionality reduction,feature elicitation,chatbot*,clustering,*supervised learning,convolutional network*,convolutional neural,adversarial network*,adversarial neural,adversarial machine,autoencoder*,gated recurrent unit*,perceptron*,feature learning,feature engineering,long short-term memor*,word embedding*,word vector*,gradient descent,k-nearest neighbor*,naive bayes,transfer learning,fuzzy logic,backpropagation,computational modeling,computational statistic*,intelligent agent*,expert system*,decision tree*,Bayesian network*,genetic algorithm*,swarm intelligence,cognitive computing,artificial neural network*convolutional neural network*,recurrent neural network*,ensemble learning,data mining,artificial general intelligence,artificial consciousness,evolutionary algorithm*,self-organizing map*,deep reinforcement learning,adversarial machine learning,machine vision,neural-symbolic integration,probabilistic graphical model*,hybrid intelligent system*,machine creativity,explainable AI,interactive machine learning,artificial emotional intelligence,evolutionary computation*,human-in-the-loop,unsupervised deep learning,deep belief network*,quantum machine learning,artificial immune system*,swarm robotics,autonomous agents,machine ethics,collaborative filtering,content based filtering,pervasive computing,ubiquitous computing,human-computer interaction,cloud computing,Internet of Things,artificial cognition,computational creativity,sentiment analy*,robotics,boltzmann machine*,kernel machine*,Hopfield network*,Hebbian learning,latent factor model*,non-negative matrix factorization,independent component analysis,principal component analysis,data augmentation,image segmentation,autoregressive language model*,generative pre-trained transformer*,smart city,smart home,smart grid,smart health,smart manufacturing,smart agriculture,smart environment,smart energy,smart mobility,smart buildings,smart tourism,smart logistics,smart supply chain,smart retail,smart waste management,smart parking,smart governance,smart education,smart technolog*,smart diagnostic*,data* analytic*,hadoop*,mapreduce,map$reduce,large$ dataset*,data warehouse*,predictive analytic*,no$sql,nosql,no sql,unstructured data*,data science*'" "text/plain": "'artificial intelligence*,machine* learn*,neural network*,big data*,deep learn*,pattern recognition,computer vision,image classification,reinforcement learning,support vector machine*,recommender system*,random forest,ensemble model*,image processing,generative network*,ai ethic*,natural language processing,clustering algorithm*,feature extraction,time series forecast*,anomaly detection,identity fraud detection,dimensionality reduction,feature elicitation,chatbot*,clustering,*supervised learning,convolutional network*,convolutional neural,adversarial network*,adversarial neural,adversarial machine,autoencoder*,gated recurrent unit*,perceptron*,feature learning,feature engineering,long short-term memor*,word embedding*,word vector*,gradient descent,k-nearest neighbor*,naive bayes,transfer learning,fuzzy logic,backpropagation,computational modeling,computational statistic*,intelligent agent*,expert system*,decision tree*,Bayesian network*,genetic algorithm*,swarm intelligence,cognitive computing,artificial neural network*,convolutional neural network*,recurrent neural network*,ensemble learning,data mining,artificial general intelligence,artificial consciousness,evolutionary algorithm*,self-organizing map*,deep reinforcement learning,adversarial machine learning,machine vision,neural-symbolic integration,probabilistic graphical model*,hybrid intelligent system*,machine creativity,explainable AI,interactive machine learning,artificial emotional intelligence,evolutionary computation*,human-in-the-loop,unsupervised deep learning,deep belief network*,quantum machine learning,artificial immune system*,swarm robotics,autonomous agents,machine ethics,collaborative filtering,content based filtering,pervasive computing,ubiquitous computing,human-computer interaction,cloud computing,Internet of Things,artificial cognition,computational creativity,sentiment analy*,robotics,boltzmann machine*,kernel machine*,Hopfield network*,Hebbian learning,latent factor model*,non-negative matrix factorization,independent component analysis,principal component analysis,data augmentation,image segmentation,autoregressive language model*,generative pre-trained transformer*,smart city,smart home,smart grid,smart health,smart manufacturing,smart agriculture,smart environment,smart energy,smart mobility,smart buildings,smart tourism,smart logistics,smart supply chain,smart retail,smart waste management,smart parking,smart governance,smart education,smart technolog*,smart diagnostic*,data* analytic*,hadoop*,mapreduce,map$reduce,large$ dataset*,data warehouse*,predictive analytic*,no$sql,nosql,no sql,unstructured data*,data science*'"
}, },
"execution_count": 69, "execution_count": 18,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -71,13 +71,13 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 70, "execution_count": 19,
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": "'\"artificial intelligence*\" OR \"machine* learn*\" OR \"neural network*\" OR \"big data*\" OR \"deep learn*\" OR \"pattern recognition\" OR \"computer vision\" OR \"image classification\" OR \"reinforcement learning\" OR \"support vector machine*\" OR \"recommender system*\" OR \"random forest\" OR \"ensemble model*\" OR \"image processing\" OR \"generative network*\" OR \"ai ethic*\" OR \"natural language processing\" OR \"clustering algorithm*\" OR \"feature extraction\" OR \"time series forecast*\" OR \"anomaly detection\" OR \"identity fraud detection\" OR \"dimensionality reduction\" OR \"feature elicitation\" OR \"chatbot*\" OR \"clustering\" OR \"*supervised learning\" OR \"convolutional network*\" OR \"convolutional neural\" OR \"adversarial network*\" OR \"adversarial neural\" OR \"adversarial machine\" OR \"autoencoder*\" OR \"gated recurrent unit*\" OR \"perceptron*\" OR \"feature learning\" OR \"feature engineering\" OR \"long short-term memor*\" OR \"word embedding*\" OR \"word vector*\" OR \"gradient descent\" OR \"k-nearest neighbor*\" OR \"naive bayes\" OR \"transfer learning\" OR \"fuzzy logic\" OR \"backpropagation\" OR \"computational modeling\" OR \"computational statistic*\" OR \"intelligent agent*\" OR \"expert system*\" OR \"decision tree*\" OR \"Bayesian network*\" OR \"genetic algorithm*\" OR \"swarm intelligence\" OR \"cognitive computing\" OR \"artificial neural network*convolutional neural network*\" OR \"recurrent neural network*\" OR \"ensemble learning\" OR \"data mining\" OR \"artificial general intelligence\" OR \"artificial consciousness\" OR \"evolutionary algorithm*\" OR \"self-organizing map*\" OR \"deep reinforcement learning\" OR \"adversarial machine learning\" OR \"machine vision\" OR \"neural-symbolic integration\" OR \"probabilistic graphical model*\" OR \"hybrid intelligent system*\" OR \"machine creativity\" OR \"explainable AI\" OR \"interactive machine learning\" OR \"artificial emotional intelligence\" OR \"evolutionary computation*\" OR \"human-in-the-loop\" OR \"unsupervised deep learning\" OR \"deep belief network*\" OR \"quantum machine learning\" OR \"artificial immune system*\" OR \"swarm robotics\" OR \"autonomous agents\" OR \"machine ethics\" OR \"collaborative filtering\" OR \"content based filtering\" OR \"pervasive computing\" OR \"ubiquitous computing\" OR \"human-computer interaction\" OR \"cloud computing\" OR \"Internet of Things\" OR \"artificial cognition\" OR \"computational creativity\" OR \"sentiment analy*\" OR \"robotics\" OR \"boltzmann machine*\" OR \"kernel machine*\" OR \"Hopfield network*\" OR \"Hebbian learning\" OR \"latent factor model*\" OR \"non-negative matrix factorization\" OR \"independent component analysis\" OR \"principal component analysis\" OR \"data augmentation\" OR \"image segmentation\" OR \"autoregressive language model*\" OR \"generative pre-trained transformer*\" OR \"smart city\" OR \"smart home\" OR \"smart grid\" OR \"smart health\" OR \"smart manufacturing\" OR \"smart agriculture\" OR \"smart environment\" OR \"smart energy\" OR \"smart mobility\" OR \"smart buildings\" OR \"smart tourism\" OR \"smart logistics\" OR \"smart supply chain\" OR \"smart retail\" OR \"smart waste management\" OR \"smart parking\" OR \"smart governance\" OR \"smart education\" OR \"smart technolog*\" OR \"smart diagnostic*\" OR \"data* analytic*\" OR \"hadoop*\" OR \"mapreduce\" OR \"map$reduce\" OR \"large$ dataset*\" OR \"data warehouse*\" OR \"predictive analytic*\" OR \"no$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\"'" "text/plain": "'\"artificial intelligence*\" OR \"machine* learn*\" OR \"neural network*\" OR \"big data*\" OR \"deep learn*\" OR \"pattern recognition\" OR \"computer vision\" OR \"image classification\" OR \"reinforcement learning\" OR \"support vector machine*\" OR \"recommender system*\" OR \"random forest\" OR \"ensemble model*\" OR \"image processing\" OR \"generative network*\" OR \"ai ethic*\" OR \"natural language processing\" OR \"clustering algorithm*\" OR \"feature extraction\" OR \"time series forecast*\" OR \"anomaly detection\" OR \"identity fraud detection\" OR \"dimensionality reduction\" OR \"feature elicitation\" OR \"chatbot*\" OR \"clustering\" OR \"*supervised learning\" OR \"convolutional network*\" OR \"convolutional neural\" OR \"adversarial network*\" OR \"adversarial neural\" OR \"adversarial machine\" OR \"autoencoder*\" OR \"gated recurrent unit*\" OR \"perceptron*\" OR \"feature learning\" OR \"feature engineering\" OR \"long short-term memor*\" OR \"word embedding*\" OR \"word vector*\" OR \"gradient descent\" OR \"k-nearest neighbor*\" OR \"naive bayes\" OR \"transfer learning\" OR \"fuzzy logic\" OR \"backpropagation\" OR \"computational modeling\" OR \"computational statistic*\" OR \"intelligent agent*\" OR \"expert system*\" OR \"decision tree*\" OR \"Bayesian network*\" OR \"genetic algorithm*\" OR \"swarm intelligence\" OR \"cognitive computing\" OR \"artificial neural network*\" OR \"convolutional neural network*\" OR \"recurrent neural network*\" OR \"ensemble learning\" OR \"data mining\" OR \"artificial general intelligence\" OR \"artificial consciousness\" OR \"evolutionary algorithm*\" OR \"self-organizing map*\" OR \"deep reinforcement learning\" OR \"adversarial machine learning\" OR \"machine vision\" OR \"neural-symbolic integration\" OR \"probabilistic graphical model*\" OR \"hybrid intelligent system*\" OR \"machine creativity\" OR \"explainable AI\" OR \"interactive machine learning\" OR \"artificial emotional intelligence\" OR \"evolutionary computation*\" OR \"human-in-the-loop\" OR \"unsupervised deep learning\" OR \"deep belief network*\" OR \"quantum machine learning\" OR \"artificial immune system*\" OR \"swarm robotics\" OR \"autonomous agents\" OR \"machine ethics\" OR \"collaborative filtering\" OR \"content based filtering\" OR \"pervasive computing\" OR \"ubiquitous computing\" OR \"human-computer interaction\" OR \"cloud computing\" OR \"Internet of Things\" OR \"artificial cognition\" OR \"computational creativity\" OR \"sentiment analy*\" OR \"robotics\" OR \"boltzmann machine*\" OR \"kernel machine*\" OR \"Hopfield network*\" OR \"Hebbian learning\" OR \"latent factor model*\" OR \"non-negative matrix factorization\" OR \"independent component analysis\" OR \"principal component analysis\" OR \"data augmentation\" OR \"image segmentation\" OR \"autoregressive language model*\" OR \"generative pre-trained transformer*\" OR \"smart city\" OR \"smart home\" OR \"smart grid\" OR \"smart health\" OR \"smart manufacturing\" OR \"smart agriculture\" OR \"smart environment\" OR \"smart energy\" OR \"smart mobility\" OR \"smart buildings\" OR \"smart tourism\" OR \"smart logistics\" OR \"smart supply chain\" OR \"smart retail\" OR \"smart waste management\" OR \"smart parking\" OR \"smart governance\" OR \"smart education\" OR \"smart technolog*\" OR \"smart diagnostic*\" OR \"data* analytic*\" OR \"hadoop*\" OR \"mapreduce\" OR \"map$reduce\" OR \"large$ dataset*\" OR \"data warehouse*\" OR \"predictive analytic*\" OR \"no$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\"'"
}, },
"execution_count": 70, "execution_count": 19,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -94,16 +94,27 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 70, "execution_count": 26,
"outputs": [], "outputs": [
"source": [], {
"data": {
"text/plain": "138"
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(keywords)"
],
"metadata": { "metadata": {
"collapsed": false "collapsed": false
} }
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 71, "execution_count": 20,
"outputs": [], "outputs": [],
"source": [ "source": [
"scope_country_source = r'..\\eu_scope_countries.txt'\n", "scope_country_source = r'..\\eu_scope_countries.txt'\n",
@ -136,13 +147,13 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 72, "execution_count": 21,
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": "'AUSTRIA OR BELGIUM OR BULGARIA OR CROATIA OR CYPRUS OR CZECH REPUBLIC OR DENMARK OR ESTONIA OR FINLAND OR FRANCE OR GERMANY OR GREECE OR HUNGARY OR IRELAND OR ITALY OR LATVIA OR LITHUANIA OR LUXEMBOURG OR MALTA OR NETHERLANDS OR POLAND OR PORTUGAL OR ROMANIA OR SLOVAKIA OR SLOVENIA OR SPAIN OR SWEDEN OR NORWAY OR SWITZERLAND OR UNITED KINGDOM OR ENGLAND OR WALES OR SCOTLAND OR N IRELAND'" "text/plain": "'AUSTRIA OR BELGIUM OR BULGARIA OR CROATIA OR CYPRUS OR CZECH REPUBLIC OR DENMARK OR ESTONIA OR FINLAND OR FRANCE OR GERMANY OR GREECE OR HUNGARY OR IRELAND OR ITALY OR LATVIA OR LITHUANIA OR LUXEMBOURG OR MALTA OR NETHERLANDS OR POLAND OR PORTUGAL OR ROMANIA OR SLOVAKIA OR SLOVENIA OR SPAIN OR SWEDEN OR NORWAY OR SWITZERLAND OR UNITED KINGDOM OR ENGLAND OR WALES OR SCOTLAND OR N IRELAND'"
}, },
"execution_count": 72, "execution_count": 21,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -157,13 +168,13 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 73, "execution_count": 22,
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": "'PEOPLES R CHINA OR HONG KONG'" "text/plain": "'PEOPLES R CHINA OR HONG KONG'"
}, },
"execution_count": 73, "execution_count": 22,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -177,7 +188,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 73, "execution_count": 22,
"outputs": [], "outputs": [],
"source": [], "source": [],
"metadata": { "metadata": {
@ -186,7 +197,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 73, "execution_count": 22,
"outputs": [], "outputs": [],
"source": [], "source": [],
"metadata": { "metadata": {
@ -195,13 +206,13 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 74, "execution_count": 23,
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": "'CU=(PEOPLES R CHINA OR HONG KONG) AND CU=(AUSTRIA OR BELGIUM OR BULGARIA OR CROATIA OR CYPRUS OR CZECH REPUBLIC OR DENMARK OR ESTONIA OR FINLAND OR FRANCE OR GERMANY OR GREECE OR HUNGARY OR IRELAND OR ITALY OR LATVIA OR LITHUANIA OR LUXEMBOURG OR MALTA OR NETHERLANDS OR POLAND OR PORTUGAL OR ROMANIA OR SLOVAKIA OR SLOVENIA OR SPAIN OR SWEDEN OR NORWAY OR SWITZERLAND OR UNITED KINGDOM OR ENGLAND OR WALES OR SCOTLAND OR N IRELAND) AND TS=(\"artificial intelligence*\" OR \"machine* learn*\" OR \"neural network*\" OR \"big data*\" OR \"deep learn*\" OR \"pattern recognition\" OR \"computer vision\" OR \"image classification\" OR \"reinforcement learning\" OR \"support vector machine*\" OR \"recommender system*\" OR \"random forest\" OR \"ensemble model*\" OR \"image processing\" OR \"generative network*\" OR \"ai ethic*\" OR \"natural language processing\" OR \"clustering algorithm*\" OR \"feature extraction\" OR \"time series forecast*\" OR \"anomaly detection\" OR \"identity fraud detection\" OR \"dimensionality reduction\" OR \"feature elicitation\" OR \"chatbot*\" OR \"clustering\" OR \"*supervised learning\" OR \"convolutional network*\" OR \"convolutional neural\" OR \"adversarial network*\" OR \"adversarial neural\" OR \"adversarial machine\" OR \"autoencoder*\" OR \"gated recurrent unit*\" OR \"perceptron*\" OR \"feature learning\" OR \"feature engineering\" OR \"long short-term memor*\" OR \"word embedding*\" OR \"word vector*\" OR \"gradient descent\" OR \"k-nearest neighbor*\" OR \"naive bayes\" OR \"transfer learning\" OR \"fuzzy logic\" OR \"backpropagation\" OR \"computational modeling\" OR \"computational statistic*\" OR \"intelligent agent*\" OR \"expert system*\" OR \"decision tree*\" OR \"Bayesian network*\" OR \"genetic algorithm*\" OR \"swarm intelligence\" OR \"cognitive computing\" OR \"artificial neural network*convolutional neural network*\" OR \"recurrent neural network*\" OR \"ensemble learning\" OR \"data mining\" OR \"artificial general intelligence\" OR \"artificial consciousness\" OR \"evolutionary algorithm*\" OR \"self-organizing map*\" OR \"deep reinforcement learning\" OR \"adversarial machine learning\" OR \"machine vision\" OR \"neural-symbolic integration\" OR \"probabilistic graphical model*\" OR \"hybrid intelligent system*\" OR \"machine creativity\" OR \"explainable AI\" OR \"interactive machine learning\" OR \"artificial emotional intelligence\" OR \"evolutionary computation*\" OR \"human-in-the-loop\" OR \"unsupervised deep learning\" OR \"deep belief network*\" OR \"quantum machine learning\" OR \"artificial immune system*\" OR \"swarm robotics\" OR \"autonomous agents\" OR \"machine ethics\" OR \"collaborative filtering\" OR \"content based filtering\" OR \"pervasive computing\" OR \"ubiquitous computing\" OR \"human-computer interaction\" OR \"cloud computing\" OR \"Internet of Things\" OR \"artificial cognition\" OR \"computational creativity\" OR \"sentiment analy*\" OR \"robotics\" OR \"boltzmann machine*\" OR \"kernel machine*\" OR \"Hopfield network*\" OR \"Hebbian learning\" OR \"latent factor model*\" OR \"non-negative matrix factorization\" OR \"independent component analysis\" OR \"principal component analysis\" OR \"data augmentation\" OR \"image segmentation\" OR \"autoregressive language model*\" OR \"generative pre-trained transformer*\" OR \"smart city\" OR \"smart home\" OR \"smart grid\" OR \"smart health\" OR \"smart manufacturing\" OR \"smart agriculture\" OR \"smart environment\" OR \"smart energy\" OR \"smart mobility\" OR \"smart buildings\" OR \"smart tourism\" OR \"smart logistics\" OR \"smart supply chain\" OR \"smart retail\" OR \"smart waste management\" OR \"smart parking\" OR \"smart governance\" OR \"smart education\" OR \"smart technolog*\" OR \"smart diagnostic*\" OR \"data* analytic*\" OR \"hadoop*\" OR \"mapreduce\" OR \"map$reduce\" OR \"large$ dataset*\" OR \"data warehouse*\" OR \"predictive analytic*\" OR \"no$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\") AND PY=(2011-2022)'" "text/plain": "'CU=(PEOPLES R CHINA OR HONG KONG) AND CU=(AUSTRIA OR BELGIUM OR BULGARIA OR CROATIA OR CYPRUS OR CZECH REPUBLIC OR DENMARK OR ESTONIA OR FINLAND OR FRANCE OR GERMANY OR GREECE OR HUNGARY OR IRELAND OR ITALY OR LATVIA OR LITHUANIA OR LUXEMBOURG OR MALTA OR NETHERLANDS OR POLAND OR PORTUGAL OR ROMANIA OR SLOVAKIA OR SLOVENIA OR SPAIN OR SWEDEN OR NORWAY OR SWITZERLAND OR UNITED KINGDOM OR ENGLAND OR WALES OR SCOTLAND OR N IRELAND) AND TS=(\"artificial intelligence*\" OR \"machine* learn*\" OR \"neural network*\" OR \"big data*\" OR \"deep learn*\" OR \"pattern recognition\" OR \"computer vision\" OR \"image classification\" OR \"reinforcement learning\" OR \"support vector machine*\" OR \"recommender system*\" OR \"random forest\" OR \"ensemble model*\" OR \"image processing\" OR \"generative network*\" OR \"ai ethic*\" OR \"natural language processing\" OR \"clustering algorithm*\" OR \"feature extraction\" OR \"time series forecast*\" OR \"anomaly detection\" OR \"identity fraud detection\" OR \"dimensionality reduction\" OR \"feature elicitation\" OR \"chatbot*\" OR \"clustering\" OR \"*supervised learning\" OR \"convolutional network*\" OR \"convolutional neural\" OR \"adversarial network*\" OR \"adversarial neural\" OR \"adversarial machine\" OR \"autoencoder*\" OR \"gated recurrent unit*\" OR \"perceptron*\" OR \"feature learning\" OR \"feature engineering\" OR \"long short-term memor*\" OR \"word embedding*\" OR \"word vector*\" OR \"gradient descent\" OR \"k-nearest neighbor*\" OR \"naive bayes\" OR \"transfer learning\" OR \"fuzzy logic\" OR \"backpropagation\" OR \"computational modeling\" OR \"computational statistic*\" OR \"intelligent agent*\" OR \"expert system*\" OR \"decision tree*\" OR \"Bayesian network*\" OR \"genetic algorithm*\" OR \"swarm intelligence\" OR \"cognitive computing\" OR \"artificial neural network*\" OR \"convolutional neural network*\" OR \"recurrent neural network*\" OR \"ensemble learning\" OR \"data mining\" OR \"artificial general intelligence\" OR \"artificial consciousness\" OR \"evolutionary algorithm*\" OR \"self-organizing map*\" OR \"deep reinforcement learning\" OR \"adversarial machine learning\" OR \"machine vision\" OR \"neural-symbolic integration\" OR \"probabilistic graphical model*\" OR \"hybrid intelligent system*\" OR \"machine creativity\" OR \"explainable AI\" OR \"interactive machine learning\" OR \"artificial emotional intelligence\" OR \"evolutionary computation*\" OR \"human-in-the-loop\" OR \"unsupervised deep learning\" OR \"deep belief network*\" OR \"quantum machine learning\" OR \"artificial immune system*\" OR \"swarm robotics\" OR \"autonomous agents\" OR \"machine ethics\" OR \"collaborative filtering\" OR \"content based filtering\" OR \"pervasive computing\" OR \"ubiquitous computing\" OR \"human-computer interaction\" OR \"cloud computing\" OR \"Internet of Things\" OR \"artificial cognition\" OR \"computational creativity\" OR \"sentiment analy*\" OR \"robotics\" OR \"boltzmann machine*\" OR \"kernel machine*\" OR \"Hopfield network*\" OR \"Hebbian learning\" OR \"latent factor model*\" OR \"non-negative matrix factorization\" OR \"independent component analysis\" OR \"principal component analysis\" OR \"data augmentation\" OR \"image segmentation\" OR \"autoregressive language model*\" OR \"generative pre-trained transformer*\" OR \"smart city\" OR \"smart home\" OR \"smart grid\" OR \"smart health\" OR \"smart manufacturing\" OR \"smart agriculture\" OR \"smart environment\" OR \"smart energy\" OR \"smart mobility\" OR \"smart buildings\" OR \"smart tourism\" OR \"smart logistics\" OR \"smart supply chain\" OR \"smart retail\" OR \"smart waste management\" OR \"smart parking\" OR \"smart governance\" OR \"smart education\" OR \"smart technolog*\" OR \"smart diagnostic*\" OR \"data* analytic*\" OR \"hadoop*\" OR \"mapreduce\" OR \"map$reduce\" OR \"large$ dataset*\" OR \"data warehouse*\" OR \"predictive analytic*\" OR \"no$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\") AND PY=(2011-2022)'"
}, },
"execution_count": 74, "execution_count": 23,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -216,7 +227,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 74, "execution_count": 23,
"outputs": [], "outputs": [],
"source": [], "source": [],
"metadata": { "metadata": {
@ -225,21 +236,8 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 75, "execution_count": 24,
"outputs": [ "outputs": [],
{
"ename": "ModuleNotFoundError",
"evalue": "No module named 'pytest'",
"output_type": "error",
"traceback": [
"\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
"\u001B[1;31mModuleNotFoundError\u001B[0m Traceback (most recent call last)",
"Cell \u001B[1;32mIn[75], line 1\u001B[0m\n\u001B[1;32m----> 1\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mwossel_miners\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m wos_fetch_entries,wos_fetch_yearly_output\n",
"File \u001B[1;32m~\\PycharmProjects\\ZSI_analytics\\WOS\\wos_extract\\wossel_miners.py:3\u001B[0m\n\u001B[0;32m 1\u001B[0m \u001B[38;5;28;01mimport\u001B[39;00m \u001B[38;5;21;01mos\u001B[39;00m\n\u001B[0;32m 2\u001B[0m \u001B[38;5;28;01mimport\u001B[39;00m \u001B[38;5;21;01mglob\u001B[39;00m\n\u001B[1;32m----> 3\u001B[0m \u001B[38;5;28;01mimport\u001B[39;00m \u001B[38;5;21;01mpytest\u001B[39;00m\n\u001B[0;32m 4\u001B[0m \u001B[38;5;28;01mimport\u001B[39;00m \u001B[38;5;21;01mtime\u001B[39;00m\n\u001B[0;32m 5\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mdatetime\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m datetime\n",
"\u001B[1;31mModuleNotFoundError\u001B[0m: No module named 'pytest'"
]
}
],
"source": [ "source": [
"from wossel_miners import wos_fetch_entries,wos_fetch_yearly_output" "from wossel_miners import wos_fetch_entries,wos_fetch_yearly_output"
], ],
@ -249,7 +247,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 25,
"outputs": [], "outputs": [],
"source": [ "source": [
"# wos_fetch_yearly_output(query_str_list=sub_queries)" "# wos_fetch_yearly_output(query_str_list=sub_queries)"
@ -262,8 +260,43 @@
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": null,
"outputs": [], "outputs": [],
"source": [],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 27,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hoooold...\n",
"41511 records found! Here we go in 139 steps...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 138/138 [15:20<00:00, 6.67s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"final batch of 41401-41511\n"
]
}
],
"source": [ "source": [
"# wos_fetch_entries(query_str=scope_query)" "wos_fetch_entries(query_str=scope_query)"
], ],
"metadata": { "metadata": {
"collapsed": false "collapsed": false

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WOS/wos_extract/wos_records_concatter.ipynb
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@ -2,7 +2,7 @@
"cells": [ "cells": [
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 18, "execution_count": 1,
"metadata": { "metadata": {
"collapsed": true "collapsed": true
}, },
@ -18,7 +18,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 19, "execution_count": 2,
"outputs": [ "outputs": [
{ {
"name": "stdout", "name": "stdout",
@ -26,12 +26,12 @@
"text": [ "text": [
"Concatting records for query:\n", "Concatting records for query:\n",
"\n", "\n",
"['(CU=PEOPLES R CHINA OR CU=HONG KONG) AND (CU=AUSTRIA OR CU=BELGIUM OR CU=BULGARIA OR CU=CROATIA OR CU=CYPRUS OR CU=CZECH REPUBLIC OR CU=DENMARK OR CU=ESTONIA OR CU=FINLAND OR CU=FRANCE OR CU=GERMANY OR CU=GREECE OR CU=HUNGARY OR CU=IRELAND OR CU=ITALY OR CU=LATVIA OR CU=LITHUANIA OR CU=LUXEMBOURG OR CU=MALTA OR CU=NETHERLANDS OR CU=POLAND OR CU=PORTUGAL OR CU=ROMANIA OR CU=SLOVAKIA OR CU=SLOVENIA OR CU=SPAIN OR CU=SWEDEN OR CU=NORWAY OR CU=SWITZERLAND OR CU=UNITED KINGDOM OR CU=ENGLAND OR CU=WALES OR CU=SCOTLAND OR CU=N IRELAND) AND (TS=(\"artificial intelligence\") OR TS=(\"machine learning\") OR TS=(\"neural network\") OR TS=(\"big data\") OR TS=(\"deep learning\") OR TS=(\"pattern recognition\") OR TS=(\"computer vision\") OR TS=(\"image classification\") OR TS=(\"reinforcement learning\") OR TS=(\"support vector machines\") OR TS=(\"recommender system\") OR TS=(\"random forest\") OR TS=(\"ensemble model\") OR TS=(\"image processing\") OR TS=(\"generative network\") OR TS=(\"ai ethic\") OR TS=(\"natural language processing\") OR TS=(\"clustering algorithm\") OR TS=(\"feature extraction\") OR TS=(\"time series forecast\") OR TS=(\"anomaly detection\") OR TS=(\"identity fraud detection\") OR TS=(\"dimensionality reduction\") OR TS=(\"feature elicitation\") OR TS=(\"chatbot\") OR TS=(\"clustering\") OR TS=(\"unsupervised learning\") OR TS=(\"supervised learning\") OR TS=(\"convolutional network\") OR TS=(\"adversarial network\")) AND PY=(2011-2022)']\n" "['CU=(PEOPLES R CHINA OR HONG KONG) AND CU=(AUSTRIA OR BELGIUM OR BULGARIA OR CROATIA OR CYPRUS OR CZECH REPUBLIC OR DENMARK OR ESTONIA OR FINLAND OR FRANCE OR GERMANY OR GREECE OR HUNGARY OR IRELAND OR ITALY OR LATVIA OR LITHUANIA OR LUXEMBOURG OR MALTA OR NETHERLANDS OR POLAND OR PORTUGAL OR ROMANIA OR SLOVAKIA OR SLOVENIA OR SPAIN OR SWEDEN OR NORWAY OR SWITZERLAND OR UNITED KINGDOM OR ENGLAND OR WALES OR SCOTLAND OR N IRELAND) AND TS=(\"artificial intelligence*\" OR \"machine* learn*\" OR \"neural network*\" OR \"big data*\" OR \"deep learn*\" OR \"pattern recognition\" OR \"computer vision\" OR \"image classification\" OR \"reinforcement learning\" OR \"support vector machine*\" OR \"recommender system*\" OR \"random forest\" OR \"ensemble model*\" OR \"image processing\" OR \"generative network*\" OR \"ai ethic*\" OR \"natural language processing\" OR \"clustering algorithm*\" OR \"feature extraction\" OR \"time series forecast*\" OR \"anomaly detection\" OR \"identity fraud detection\" OR \"dimensionality reduction\" OR \"feature elicitation\" OR \"chatbot*\" OR \"clustering\" OR \"*supervised learning\" OR \"convolutional network*\" OR \"convolutional neural\" OR \"adversarial network*\" OR \"adversarial neural\" OR \"adversarial machine\" OR \"autoencoder*\" OR \"gated recurrent unit*\" OR \"perceptron*\" OR \"feature learning\" OR \"feature engineering\" OR \"long short-term memor*\" OR \"word embedding*\" OR \"word vector*\" OR \"gradient descent\" OR \"k-nearest neighbor*\" OR \"naive bayes\" OR \"transfer learning\" OR \"fuzzy logic\" OR \"backpropagation\" OR \"computational modeling\" OR \"computational statistic*\" OR \"intelligent agent*\" OR \"expert system*\" OR \"decision tree*\" OR \"Bayesian network*\" OR \"genetic algorithm*\" OR \"swarm intelligence\" OR \"cognitive computing\" OR \"artificial neural network*\" OR \"convolutional neural network*\" OR \"recurrent neural network*\" OR \"ensemble learning\" OR \"data mining\" OR \"artificial general intelligence\" OR \"artificial consciousness\" OR \"evolutionary algorithm*\" OR \"self-organizing map*\" OR \"deep reinforcement learning\" OR \"adversarial machine learning\" OR \"machine vision\" OR \"neural-symbolic integration\" OR \"probabilistic graphical model*\" OR \"hybrid intelligent system*\" OR \"machine creativity\" OR \"explainable AI\" OR \"interactive machine learning\" OR \"artificial emotional intelligence\" OR \"evolutionary computation*\" OR \"human-in-the-loop\" OR \"unsupervised deep learning\" OR \"deep belief network*\" OR \"quantum machine learning\" OR \"artificial immune system*\" OR \"swarm robotics\" OR \"autonomous agents\" OR \"machine ethics\" OR \"collaborative filtering\" OR \"content based filtering\" OR \"pervasive computing\" OR \"ubiquitous computing\" OR \"human-computer interaction\" OR \"cloud computing\" OR \"Internet of Things\" OR \"artificial cognition\" OR \"computational creativity\" OR \"sentiment analy*\" OR \"robotics\" OR \"boltzmann machine*\" OR \"kernel machine*\" OR \"Hopfield network*\" OR \"Hebbian learning\" OR \"latent factor model*\" OR \"non-negative matrix factorization\" OR \"independent component analysis\" OR \"principal component analysis\" OR \"data augmentation\" OR \"image segmentation\" OR \"autoregressive language model*\" OR \"generative pre-trained transformer*\" OR \"smart city\" OR \"smart home\" OR \"smart grid\" OR \"smart health\" OR \"smart manufacturing\" OR \"smart agriculture\" OR \"smart environment\" OR \"smart energy\" OR \"smart mobility\" OR \"smart buildings\" OR \"smart tourism\" OR \"smart logistics\" OR \"smart supply chain\" OR \"smart retail\" OR \"smart waste management\" OR \"smart parking\" OR \"smart governance\" OR \"smart education\" OR \"smart technolog*\" OR \"smart diagnostic*\" OR \"data* analytic*\" OR \"hadoop*\" OR \"mapreduce\" OR \"map$reduce\" OR \"large$ dataset*\" OR \"data warehouse*\" OR \"predictive analytic*\" OR \"no$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\") AND PY=(2011-2022)']\n"
] ]
} }
], ],
"source": [ "source": [
"folder_token=\"2023-04-04-12-58-59-994722save\"\n", "folder_token=\"2023-04-06-11-22-23-982324save\"\n",
"workdir_path=fr\"wos_downloads/entry_batches/{folder_token}\"\n", "workdir_path=fr\"wos_downloads/entry_batches/{folder_token}\"\n",
"outfile='wos_records_concat.csv'\n", "outfile='wos_records_concat.csv'\n",
"try:\n", "try:\n",
@ -58,7 +58,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 20, "execution_count": 3,
"outputs": [], "outputs": [],
"source": [ "source": [
"# df_pre = pd.read_excel(r\"C:\\Users\\radvanyi\\PycharmProjects\\ZSI_analytics\\WOS\\wos_extract\\v1_\\wosexport1.xls\")\n", "# df_pre = pd.read_excel(r\"C:\\Users\\radvanyi\\PycharmProjects\\ZSI_analytics\\WOS\\wos_extract\\v1_\\wosexport1.xls\")\n",
@ -70,7 +70,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 21, "execution_count": 4,
"outputs": [], "outputs": [],
"source": [ "source": [
"col_vals = ['Publication Type',\n", "col_vals = ['Publication Type',\n",
@ -151,7 +151,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 22, "execution_count": 5,
"outputs": [], "outputs": [],
"source": [ "source": [
"df = pd.read_csv(outfile, sep=\"\\t\",low_memory=False)\n", "df = pd.read_csv(outfile, sep=\"\\t\",low_memory=False)\n",

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