diff --git a/.gitignore b/.gitignore
index 21fc4d1..b39c4c9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,2 @@
/PATSTAT/EU_CH_scope/cpc_defs.csv
+/misc_code/
diff --git a/WOS/ai_scope_keywords.txt b/WOS/ai_scope_keywords.txt
index ababf68..9f72e92 100644
--- a/WOS/ai_scope_keywords.txt
+++ b/WOS/ai_scope_keywords.txt
@@ -153,11 +153,10 @@ markov chain,
markov process,
markov decision process,
monte carlo method,
-bayesian interference,
+bayesian inference,
kernel method,
eigendecomposition,
eigen decomposition,
-kernel method,
radial basis function,
QR decomposition,
LU decomposition,
@@ -169,4 +168,39 @@ convex optimization,
nonlinear optimization,
L? regulari*,
ridge regression,
-gaussian process
\ No newline at end of file
+gaussian process,
+manifold learning,
+locally linear embedding*,
+vector database*,
+vector embedding*,
+text mining,
+human-robot interact*,
+semantic web*,
+fuzzy set*,
+face recognition &! brain,
+object detection &! brain,
+multi agent system*,
+speech recognition &! brain,
+brain computer interface,
+intelligent robot*,
+remote sensing,
+image reconstruction,
+representation learning,
+data augmentation,
+adversarial robustness,
+meta learning,
+learning system,
+adversarial training,
+adversarial example*,
+generative model*,
+large language model*,
+few shot learning,
+image representation,
+optimization algorithm,
+swarm optimization,
+variational inference,
+kalman network*,
+knowledge distillation,
+kernel learning,
+classifier,
+lasso regression
\ No newline at end of file
diff --git a/WOS/wos_extract/geckodriver.log b/WOS/wos_extract/geckodriver.log
index 6e1cd7e..2c19b09 100644
--- a/WOS/wos_extract/geckodriver.log
+++ b/WOS/wos_extract/geckodriver.log
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+*** You are running in headless mode.
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+*** You are running in headless mode.
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+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofilethaueD\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:54952/devtools/browser/3cfa80f6-15a3-461d-8613-d110d8ad18b6
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
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+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393377021 Marionette INFO Stopped listening on port 54960
+Dynamically enable window occlusion 1
+!!! error running onStopped callback: TypeError: callback is not a function
+1681393377975 geckodriver INFO Listening on 127.0.0.1:55034
+1681393381028 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "550 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileLdgQiJ"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393381322 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55042
+WebDriver BiDi listening on ws://127.0.0.1:55035
+1681393381494 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileLdgQiJ\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55035/devtools/browser/6d21aaf3-a9d0-4762-813e-c948e04c0710
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393398113 Marionette INFO Stopped listening on port 55042
+Dynamically enable window occlusion 1
+1681393399362 geckodriver INFO Listening on 127.0.0.1:55110
+1681393402366 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "551 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileSmLqZr"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393402646 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55118
+WebDriver BiDi listening on ws://127.0.0.1:55111
+1681393402823 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileSmLqZr\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55111/devtools/browser/6585a507-4793-49c7-be1f-6307e0fd02c2
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393415826 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+1681393446603 geckodriver INFO Listening on 127.0.0.1:55191
+1681393449643 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "551 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileogb8IZ"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393450075 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55201
+WebDriver BiDi listening on ws://127.0.0.1:55192
+1681393450269 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileogb8IZ\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55192/devtools/browser/32e828ad-a24e-4189-9e46-3a2c4820103c
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
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+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393468831 Marionette INFO Stopped listening on port 55201
+Dynamically enable window occlusion 1
+!!! error running onStopped callback: TypeError: callback is not a function
+1681393469729 geckodriver INFO Listening on 127.0.0.1:55272
+1681393472762 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "552 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileHEuUjP"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393473155 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
+1681393473160 Marionette INFO Listening on port 55280
+Read port: 55280
+WebDriver BiDi listening on ws://127.0.0.1:55273
+1681393473342 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileHEuUjP\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55273/devtools/browser/250eeabe-6d74-4bea-816b-6ec48cddcf0f
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393481266 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393490250 Marionette INFO Stopped listening on port 55280
+Dynamically enable window occlusion 1
+!!! error running onStopped callback: TypeError: callback is not a function
+1681393501793 geckodriver INFO Listening on 127.0.0.1:55359
+1681393504825 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "553 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileqYdz4C"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393505164 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55367
+WebDriver BiDi listening on ws://127.0.0.1:55360
+1681393505359 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileqYdz4C\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55360/devtools/browser/9e7b5995-6a48-462f-ae01-025ef885b70b
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393512184 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393519545 Marionette INFO Stopped listening on port 55367
+Dynamically enable window occlusion 1
+1681393522399 geckodriver INFO Listening on 127.0.0.1:55441
+1681393525417 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "554 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileDorjEB"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393525729 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55452
+WebDriver BiDi listening on ws://127.0.0.1:55442
+1681393525888 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileDorjEB\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55442/devtools/browser/26daf50f-a842-44ab-8143-a8728f0cd5fb
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393534065 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+1681393539184 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+1681393540351 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393543836 Marionette INFO Stopped listening on port 55452
+Dynamically enable window occlusion 1
+1681393545202 geckodriver INFO Listening on 127.0.0.1:55520
+1681393548315 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "555 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileUA5n5A"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393548680 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
+1681393548684 Marionette INFO Listening on port 55535
+Read port: 55535
+WebDriver BiDi listening on ws://127.0.0.1:55521
+1681393548904 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileUA5n5A\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55521/devtools/browser/7b69528d-a624-404f-ab58-1d41be63658e
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393565913 Marionette INFO Stopped listening on port 55535
+Dynamically enable window occlusion 1
+1681393567248 geckodriver INFO Listening on 127.0.0.1:55606
+1681393570290 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "556 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileSker6Y"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393570568 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55614
+WebDriver BiDi listening on ws://127.0.0.1:55607
+1681393570720 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileSker6Y\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55607/devtools/browser/43e2189f-0173-43b5-acbe-1b5740bdf466
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393577656 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393585801 Marionette INFO Stopped listening on port 55614
+Dynamically enable window occlusion 1
+1681393586528 geckodriver INFO Listening on 127.0.0.1:55682
+1681393589564 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "556 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofilesTwhFE"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393589857 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55691
+WebDriver BiDi listening on ws://127.0.0.1:55683
+1681393590004 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofilesTwhFE\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55683/devtools/browser/4d10d870-ca0c-4422-9630-7034cf47e94d
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393613918 Marionette INFO Stopped listening on port 55691
+Dynamically enable window occlusion 1
+1681393614676 geckodriver INFO Listening on 127.0.0.1:55766
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+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393618345 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55774
+WebDriver BiDi listening on ws://127.0.0.1:55767
+1681393618589 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileJy91rY\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55767/devtools/browser/95e97174-a9ea-4f02-b590-7c59c2831c37
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393633022 Marionette WARN TimedPromise timed out after 500 ms: stacktrace:
+TimedPromise/<@chrome://remote/content/marionette/sync.sys.mjs:219:24
+TimedPromise@chrome://remote/content/marionette/sync.sys.mjs:204:10
+interaction.flushEventLoop@chrome://remote/content/marionette/interaction.sys.mjs:425:10
+webdriverClickElement@chrome://remote/content/marionette/interaction.sys.mjs:173:31
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
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+Dynamically enable window occlusion 1
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+1681393737191 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "558 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofile72W06I"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393737498 Marionette INFO Marionette enabled
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+Read port: 55863
+WebDriver BiDi listening on ws://127.0.0.1:55856
+1681393737645 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofile72W06I\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55856/devtools/browser/72fb755a-9d23-412d-938e-ca2a5c7a3c69
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393772429 Marionette INFO Stopped listening on port 55863
+Dynamically enable window occlusion 1
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+1681393776188 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "559 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofilexhiciK"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681393776526 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 55938
+WebDriver BiDi listening on ws://127.0.0.1:55931
+1681393776678 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofilexhiciK\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:55931/devtools/browser/52851fe2-6727-415c-aa65-c805afbd4cfb
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+1681393804925 Marionette INFO Stopped listening on port 55938
+Dynamically enable window occlusion 1
+1681394503924 geckodriver INFO Listening on 127.0.0.1:63086
+1681394507081 mozrunner::runner INFO Running command: "C:\\Program Files\\Mozilla Firefox\\firefox.exe" "--marionette" "--headless" "--remote-debugging-port" "630 ... "--remote-allow-hosts" "localhost" "-no-remote" "-profile" "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileoBpe6C"
+*** You are running in headless mode.
+console.warn: services.settings: Ignoring preference override of remote settings server
+console.warn: services.settings: Allow by setting MOZ_REMOTE_SETTINGS_DEVTOOLS=1 in the environment
+1681394507428 Marionette INFO Marionette enabled
+Dynamically enable window occlusion 0
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+Read port: 63095
+WebDriver BiDi listening on ws://127.0.0.1:63087
+1681394507595 RemoteAgent WARN TLS certificate errors will be ignored for this session
+[GFX1-]: RenderCompositorSWGL failed mapping default framebuffer, no dt
+console.warn: SearchSettings: "get: No settings file exists, new profile?" (new NotFoundError("Could not open the file at C:\\Users\\radvanyi\\AppData\\Local\\Temp\\rust_mozprofileoBpe6C\\search.json.mozlz4", (void 0)))
+console.error: ({})
+DevTools listening on ws://127.0.0.1:63087/devtools/browser/d296b3eb-b837-4a50-88f3-61f132ec5fbc
+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://access.clarivate.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: unreachable code after return statement
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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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+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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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+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, line 1: WEBGL_debug_renderer_info is deprecated in Firefox and will be removed. Please use RENDERER.
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+console.warn: LoginRecipes: "Falling back to a synchronous message for: https://www.webofscience.com."
+JavaScript warning: https://www.webofscience.com/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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/3Z5dUt/R5N/j9C/AEQjeg/iufOzhhLawh7h7/IlZ7JyI/Ext/3RTRhdEU, 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."
+1681395725426 Marionette INFO Stopped listening on port 63095
+Dynamically enable window occlusion 1
diff --git a/WOS/wos_extract/wos_query_generator_simplesyntax.ipynb b/WOS/wos_extract/wos_query_generator_simplesyntax.ipynb
index c1fcf0d..9bbd50f 100644
--- a/WOS/wos_extract/wos_query_generator_simplesyntax.ipynb
+++ b/WOS/wos_extract/wos_query_generator_simplesyntax.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 29,
"metadata": {
"collapsed": true
},
@@ -16,7 +16,7 @@
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 30,
"outputs": [],
"source": [
"country_mode = \"CU\" #CU-country-region AU-address"
@@ -27,7 +27,7 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 31,
"outputs": [],
"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"
@@ -38,7 +38,7 @@
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 32,
"outputs": [],
"source": [
"keywords_source = r'..\\ai_scope_keywords.txt'\n",
@@ -51,13 +51,13 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 33,
"outputs": [
{
"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$sql,nosql,no sql,unstructured data*,data science*,facial recognition,t$SNE,KNN,singular value decomposition,regularization,turing test,computational learning theory,backward chaining,forward chaining,entity annotation,entity extraction,scalable computing,expectation maximization algorithm*,markov chain,markov process,markov decision process,monte carlo method,bayesian interference,kernel method,eigendecomposition,eigen decomposition,kernel method,radial basis function,QR decomposition,LU decomposition,Cholesky decomposition,spectral theorem,model selection,lagrange multiplier,convex optimization,nonlinear optimization,L? regulari*,ridge regression,gaussian process'"
+ "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 agent*,machine ethic*,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$sql,nosql,no sql,unstructured data*,data science*,facial recognition,t$SNE,KNN,singular value decomposition,regularization,turing test,computational learning theory,backward chaining,forward chaining,entity annotation,entity extraction,scalable computing,expectation maximization algorithm*,markov chain,markov process,markov decision process,monte carlo method,bayesian inference,kernel method,eigendecomposition,eigen decomposition,radial basis function,QR decomposition,LU decomposition,Cholesky decomposition,spectral theorem,model selection,lagrange multiplier,convex optimization,nonlinear optimization,L? regulari*,ridge regression,gaussian process,manifold learning,locally linear embedding*,vector database*,vector embedding*,text mining,human-robot interact*,semantic web*,fuzzy set*,face recognition &! brain,object detection &! brain,multi agent system*,speech recognition &! brain,brain computer interface,intelligent robot*,remote sensing,image reconstruction,representation learning,data augmentation,adversarial robustness,meta learning,learning system,adversarial training,adversarial example*,generative model*,large langauge model*,few shot learning,image representation,optimization algorithm,swarm optimization,variational inference,kalman network*,knowledge distillation,kernel learning,classifier,lasso regression'"
},
- "execution_count": 51,
+ "execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
@@ -71,21 +71,45 @@
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": 34,
+ "outputs": [],
+ "source": [
+ "keywords = [c.strip() for c in keywords.split(\",\")]"
+ ],
+ "metadata": {
+ "collapsed": false
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "outputs": [],
+ "source": [
+ "def wos_kw_formatter(text):\n",
+ " if \"&!\" in text:\n",
+ " return('('+' NOT '.join('\\\"'+sub_text.strip()+'\\\"' for sub_text in text.split('&!'))+')')\n",
+ " else:\n",
+ " return '\\\"'+text+'\\\"'\n"
+ ],
+ "metadata": {
+ "collapsed": false
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
"outputs": [
{
"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*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian interference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"kernel method\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\"'"
+ "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 agent*\" OR \"machine ethic*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian inference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\" OR \"manifold learning\" OR \"locally linear embedding*\" OR \"vector database*\" OR \"vector embedding*\" OR \"text mining\" OR \"human-robot interact*\" OR \"semantic web*\" OR \"fuzzy set*\" OR (\"face recognition\" NOT \"brain\") OR (\"object detection\" NOT \"brain\") OR \"multi agent system*\" OR (\"speech recognition\" NOT \"brain\") OR \"brain computer interface\" OR \"intelligent robot*\" OR \"remote sensing\" OR \"image reconstruction\" OR \"representation learning\" OR \"data augmentation\" OR \"adversarial robustness\" OR \"meta learning\" OR \"learning system\" OR \"adversarial training\" OR \"adversarial example*\" OR \"generative model*\" OR \"large langauge model*\" OR \"few shot learning\" OR \"image representation\" OR \"optimization algorithm\" OR \"swarm optimization\" OR \"variational inference\" OR \"kalman network*\" OR \"knowledge distillation\" OR \"kernel learning\" OR \"classifier\" OR \"lasso regression\"'"
},
- "execution_count": 52,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "keywords = [c.strip() for c in keywords.split(\",\")]\n",
- "\n",
- "keywords_str = ' OR '.join('\\\"'+k+'\\\"' for k in keywords)\n",
+ "keywords_str = ' OR '.join(wos_kw_formatter(k) for k in keywords)\n",
"keywords_str"
],
"metadata": {
@@ -94,13 +118,13 @@
},
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 37,
"outputs": [
{
"data": {
- "text/plain": "172"
+ "text/plain": "206"
},
- "execution_count": 53,
+ "execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
@@ -114,7 +138,16 @@
},
{
"cell_type": "code",
- "execution_count": 54,
+ "execution_count": 37,
+ "outputs": [],
+ "source": [],
+ "metadata": {
+ "collapsed": false
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
"outputs": [],
"source": [
"scope_country_source = r'..\\eu_scope_countries.txt'\n",
@@ -147,13 +180,13 @@
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": 39,
"outputs": [
{
"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'"
},
- "execution_count": 55,
+ "execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
@@ -168,13 +201,13 @@
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 40,
"outputs": [
{
"data": {
"text/plain": "'PEOPLES R CHINA OR HONG KONG'"
},
- "execution_count": 56,
+ "execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
@@ -188,7 +221,7 @@
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 40,
"outputs": [],
"source": [],
"metadata": {
@@ -197,7 +230,7 @@
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 40,
"outputs": [],
"source": [],
"metadata": {
@@ -206,13 +239,13 @@
},
{
"cell_type": "code",
- "execution_count": 57,
+ "execution_count": 41,
"outputs": [
{
"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*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian interference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"kernel method\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\") 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 agent*\" OR \"machine ethic*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian inference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\" OR \"manifold learning\" OR \"locally linear embedding*\" OR \"vector database*\" OR \"vector embedding*\" OR \"text mining\" OR \"human-robot interact*\" OR \"semantic web*\" OR \"fuzzy set*\" OR (\"face recognition\" NOT \"brain\") OR (\"object detection\" NOT \"brain\") OR \"multi agent system*\" OR (\"speech recognition\" NOT \"brain\") OR \"brain computer interface\" OR \"intelligent robot*\" OR \"remote sensing\" OR \"image reconstruction\" OR \"representation learning\" OR \"data augmentation\" OR \"adversarial robustness\" OR \"meta learning\" OR \"learning system\" OR \"adversarial training\" OR \"adversarial example*\" OR \"generative model*\" OR \"large langauge model*\" OR \"few shot learning\" OR \"image representation\" OR \"optimization algorithm\" OR \"swarm optimization\" OR \"variational inference\" OR \"kalman network*\" OR \"knowledge distillation\" OR \"kernel learning\" OR \"classifier\" OR \"lasso regression\") AND PY=(2011-2022)'"
},
- "execution_count": 57,
+ "execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
@@ -227,7 +260,7 @@
},
{
"cell_type": "code",
- "execution_count": 58,
+ "execution_count": 42,
"outputs": [],
"source": [
"from wossel_miners import wos_fetch_entries,wos_fetch_yearly_output"
@@ -238,7 +271,7 @@
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 43,
"outputs": [],
"source": [
"keywords_sub_str = keywords_str.split(' OR ')"
@@ -249,13 +282,13 @@
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 44,
"outputs": [
{
"data": {
- "text/plain": "['\"identity fraud detection\"',\n '\"dimensionality reduction\"',\n '\"feature elicitation\"',\n '\"chatbot*\"',\n '\"clustering\"',\n '\"*supervised learning\"',\n '\"convolutional network*\"',\n '\"convolutional neural\"',\n '\"adversarial network*\"',\n '\"adversarial neural\"',\n '\"adversarial machine\"',\n '\"autoencoder*\"',\n '\"gated recurrent unit*\"',\n '\"perceptron*\"',\n '\"feature learning\"',\n '\"feature engineering\"',\n '\"long short-term memor*\"',\n '\"word embedding*\"',\n '\"word vector*\"',\n '\"gradient descent\"',\n '\"k-nearest neighbor*\"',\n '\"naive bayes\"',\n '\"transfer learning\"',\n '\"fuzzy logic\"',\n '\"backpropagation\"',\n '\"computational modeling\"',\n '\"computational statistic*\"',\n '\"intelligent agent*\"',\n '\"expert system*\"',\n '\"decision tree*\"',\n '\"Bayesian network*\"',\n '\"genetic algorithm*\"',\n '\"swarm intelligence\"',\n '\"cognitive computing\"',\n '\"artificial neural network*\"',\n '\"convolutional neural network*\"',\n '\"recurrent neural network*\"',\n '\"ensemble learning\"',\n '\"data mining\"',\n '\"artificial general intelligence\"',\n '\"artificial consciousness\"',\n '\"evolutionary algorithm*\"',\n '\"self-organizing map*\"',\n '\"deep reinforcement learning\"',\n '\"adversarial machine learning\"',\n '\"machine vision\"',\n '\"neural-symbolic integration\"',\n '\"probabilistic graphical model*\"',\n '\"hybrid intelligent system*\"',\n '\"machine creativity\"',\n '\"explainable AI\"',\n '\"interactive machine learning\"',\n '\"artificial emotional intelligence\"',\n '\"evolutionary computation*\"',\n '\"human-in-the-loop\"',\n '\"unsupervised deep learning\"',\n '\"deep belief network*\"',\n '\"quantum machine learning\"',\n '\"artificial immune system*\"',\n '\"swarm robotics\"',\n '\"autonomous agents\"',\n '\"machine ethics\"',\n '\"collaborative filtering\"',\n '\"content based filtering\"',\n '\"pervasive computing\"',\n '\"ubiquitous computing\"',\n '\"human-computer interaction\"',\n '\"cloud computing\"',\n '\"Internet of Things\"',\n '\"artificial cognition\"',\n '\"computational creativity\"',\n '\"sentiment analy*\"',\n '\"robotics\"',\n '\"boltzmann machine*\"',\n '\"kernel machine*\"',\n '\"Hopfield network*\"',\n '\"Hebbian learning\"',\n '\"latent factor model*\"',\n '\"non-negative matrix factorization\"',\n '\"independent component analysis\"',\n '\"principal component analysis\"',\n '\"data augmentation\"',\n '\"image segmentation\"',\n '\"autoregressive language model*\"',\n '\"generative pre-trained transformer*\"',\n '\"smart city\"',\n '\"smart home\"',\n '\"smart grid\"',\n '\"smart health\"',\n '\"smart manufacturing\"',\n '\"smart agriculture\"',\n '\"smart environment\"',\n '\"smart energy\"',\n '\"smart mobility\"',\n '\"smart buildings\"',\n '\"smart tourism\"',\n '\"smart logistics\"',\n '\"smart supply chain\"',\n '\"smart retail\"',\n '\"smart waste management\"',\n '\"smart parking\"',\n '\"smart governance\"',\n '\"smart education\"',\n '\"smart technolog*\"',\n '\"smart diagnostic*\"',\n '\"data* analytic*\"',\n '\"hadoop*\"',\n '\"mapreduce\"',\n '\"map$reduce\"',\n '\"large$ dataset*\"',\n '\"data warehouse*\"',\n '\"predictive analytic*\"',\n '\"no$sql\"',\n '\"nosql\"',\n '\"no sql\"',\n '\"unstructured data*\"',\n '\"data science*\"',\n '\"facial recognition\"',\n '\"t$SNE\"',\n '\"KNN\"',\n '\"singular value decomposition\"',\n '\"regularization\"',\n '\"turing test\"',\n '\"computational learning theory\"',\n '\"backward chaining\"',\n '\"forward chaining\"',\n '\"entity annotation\"',\n '\"entity extraction\"',\n '\"scalable computing\"',\n '\"expectation maximization algorithm*\"',\n '\"markov chain\"',\n '\"markov process\"',\n '\"markov decision process\"',\n '\"monte carlo method\"',\n '\"bayesian interference\"',\n '\"kernel method\"',\n '\"eigendecomposition\"',\n '\"eigen decomposition\"',\n '\"kernel method\"',\n '\"radial basis function\"',\n '\"QR decomposition\"',\n '\"LU decomposition\"',\n '\"Cholesky decomposition\"',\n '\"spectral theorem\"',\n '\"model selection\"',\n '\"lagrange multiplier\"',\n '\"convex optimization\"',\n '\"nonlinear optimization\"',\n '\"L? regulari*\"',\n '\"ridge regression\"',\n '\"gaussian process\"']"
+ "text/plain": "['\"identity fraud detection\"',\n '\"dimensionality reduction\"',\n '\"feature elicitation\"',\n '\"chatbot*\"',\n '\"clustering\"',\n '\"*supervised learning\"',\n '\"convolutional network*\"',\n '\"convolutional neural\"',\n '\"adversarial network*\"',\n '\"adversarial neural\"',\n '\"adversarial machine*\"',\n '\"autoencoder*\"',\n '\"gated recurrent unit*\"',\n '\"perceptron*\"',\n '\"feature learning\"',\n '\"feature engineering\"',\n '\"long short-term memor*\"',\n '\"word embedding*\"',\n '\"word vector*\"',\n '\"gradient descent\"',\n '\"k-nearest neighbor*\"',\n '\"naive bayes\"',\n '\"transfer learning\"',\n '\"fuzzy logic*\"',\n '\"backpropagation\"',\n '\"computational modeling\"',\n '\"computational statistic*\"',\n '\"intelligent agent*\"',\n '\"expert system*\"',\n '\"decision tree*\"',\n '\"Bayesian network*\"',\n '\"genetic algorithm*\"',\n '\"swarm intelligence\"',\n '\"cognitive computing\"',\n '\"artificial neural network*\"',\n '\"convolutional neural network*\"',\n '\"recurrent neural network*\"',\n '\"ensemble learning\"',\n '\"data mining\"',\n '\"artificial general intelligence\"',\n '\"artificial consciousness\"',\n '\"evolutionary algorithm*\"',\n '\"self-organizing map*\"',\n '\"deep reinforcement learning\"',\n '\"adversarial machine learning\"',\n '\"machine vision\"',\n '\"neural-symbolic integration\"',\n '\"probabilistic graphical model*\"',\n '\"hybrid intelligent system*\"',\n '\"machine creativity\"',\n '\"explainable AI\"',\n '\"interactive machine learning\"',\n '\"artificial emotional intelligence\"',\n '\"evolutionary computation*\"',\n '\"human-in-the-loop\"',\n '\"unsupervised deep learning\"',\n '\"deep belief network*\"',\n '\"quantum machine learning\"',\n '\"artificial immune system*\"',\n '\"swarm robotics\"',\n '\"autonomous agent*\"',\n '\"machine ethic*\"',\n '\"collaborative filtering\"',\n '\"content based filtering\"',\n '\"pervasive computing\"',\n '\"ubiquitous computing\"',\n '\"human-computer interaction\"',\n '\"cloud computing\"',\n '\"Internet of Things\"',\n '\"artificial cognition\"',\n '\"computational creativity\"',\n '\"sentiment analy*\"',\n '\"robotics\"',\n '\"boltzmann machine*\"',\n '\"kernel machine*\"',\n '\"Hopfield network*\"',\n '\"Hebbian learning\"',\n '\"latent factor model*\"',\n '\"non-negative matrix factorization\"',\n '\"independent component analysis\"',\n '\"principal component analysis\"',\n '\"data augmentation\"',\n '\"image segmentation\"',\n '\"autoregressive language model*\"',\n '\"generative pre-trained transformer*\"',\n '\"smart city\"',\n '\"smart home\"',\n '\"smart grid\"',\n '\"smart health\"',\n '\"smart manufacturing\"',\n '\"smart agriculture\"',\n '\"smart environment\"',\n '\"smart energy\"',\n '\"smart mobility\"',\n '\"smart buildings\"',\n '\"smart tourism\"',\n '\"smart logistics\"',\n '\"smart supply chain\"',\n '\"smart retail\"',\n '\"smart waste management\"',\n '\"smart parking\"',\n '\"smart governance\"',\n '\"smart education\"',\n '\"smart technolog*\"',\n '\"smart diagnostic*\"',\n '\"data* analytic*\"',\n '\"hadoop*\"',\n '\"mapreduce\"',\n '\"map$reduce\"',\n '\"large$ dataset*\"',\n '\"data warehouse*\"',\n '\"predictive analytic*\"',\n '\"no$sql\"',\n '\"nosql\"',\n '\"no sql\"',\n '\"unstructured data*\"',\n '\"data science*\"',\n '\"facial recognition\"',\n '\"t$SNE\"',\n '\"KNN\"',\n '\"singular value decomposition\"',\n '\"regularization\"',\n '\"turing test\"',\n '\"computational learning theory\"',\n '\"backward chaining\"',\n '\"forward chaining\"',\n '\"entity annotation\"',\n '\"entity extraction\"',\n '\"scalable computing\"',\n '\"expectation maximization algorithm*\"',\n '\"markov chain\"',\n '\"markov process\"',\n '\"markov decision process\"',\n '\"monte carlo method\"',\n '\"bayesian inference\"',\n '\"kernel method\"',\n '\"eigendecomposition\"',\n '\"eigen decomposition\"',\n '\"radial basis function\"',\n '\"QR decomposition\"',\n '\"LU decomposition\"',\n '\"Cholesky decomposition\"',\n '\"spectral theorem\"',\n '\"model selection\"',\n '\"lagrange multiplier\"',\n '\"convex optimization\"',\n '\"nonlinear optimization\"',\n '\"L? regulari*\"',\n '\"ridge regression\"',\n '\"gaussian process\"',\n '\"manifold learning\"',\n '\"locally linear embedding*\"',\n '\"vector database*\"',\n '\"vector embedding*\"',\n '\"text mining\"',\n '\"human-robot interact*\"',\n '\"semantic web*\"',\n '\"fuzzy set*\"',\n '(\"face recognition\" NOT \"brain\")',\n '(\"object detection\" NOT \"brain\")',\n '\"multi agent system*\"',\n '(\"speech recognition\" NOT \"brain\")',\n '\"brain computer interface\"',\n '\"intelligent robot*\"',\n '\"remote sensing\"',\n '\"image reconstruction\"',\n '\"representation learning\"',\n '\"data augmentation\"',\n '\"adversarial robustness\"',\n '\"meta learning\"',\n '\"learning system\"',\n '\"adversarial training\"',\n '\"adversarial example*\"',\n '\"generative model*\"',\n '\"large langauge model*\"',\n '\"few shot learning\"',\n '\"image representation\"',\n '\"optimization algorithm\"',\n '\"swarm optimization\"',\n '\"variational inference\"',\n '\"kalman network*\"',\n '\"knowledge distillation\"',\n '\"kernel learning\"',\n '\"classifier\"',\n '\"lasso regression\"']"
},
- "execution_count": 60,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
@@ -269,19 +302,19 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 45,
"outputs": [
{
"data": {
- "text/plain": "['\"entity extraction\"',\n '\"scalable computing\"',\n '\"expectation maximization algorithm*\"',\n '\"markov chain\"',\n '\"markov process\"',\n '\"markov decision process\"',\n '\"monte carlo method\"',\n '\"bayesian interference\"',\n '\"kernel method\"',\n '\"eigendecomposition\"',\n '\"eigen decomposition\"',\n '\"kernel method\"',\n '\"radial basis function\"',\n '\"QR decomposition\"',\n '\"LU decomposition\"',\n '\"Cholesky decomposition\"',\n '\"spectral theorem\"',\n '\"model selection\"',\n '\"lagrange multiplier\"',\n '\"convex optimization\"',\n '\"nonlinear optimization\"',\n '\"L? regulari*\"',\n '\"ridge regression\"',\n '\"gaussian process\"']"
+ "text/plain": "['\"manifold learning\"',\n '\"locally linear embedding*\"',\n '\"vector database*\"',\n '\"vector embedding*\"',\n '\"text mining\"',\n '\"human-robot interact*\"',\n '\"semantic web*\"',\n '\"fuzzy set*\"',\n '(\"face recognition\" NOT \"brain\")',\n '(\"object detection\" NOT \"brain\")',\n '\"multi agent system*\"',\n '(\"speech recognition\" NOT \"brain\")',\n '\"brain computer interface\"',\n '\"intelligent robot*\"',\n '\"remote sensing\"',\n '\"image reconstruction\"',\n '\"representation learning\"',\n '\"data augmentation\"',\n '\"adversarial robustness\"',\n '\"meta learning\"',\n '\"learning system\"',\n '\"adversarial training\"',\n '\"adversarial example*\"',\n '\"generative model*\"',\n '\"large langauge model*\"',\n '\"few shot learning\"',\n '\"image representation\"',\n '\"optimization algorithm\"',\n '\"swarm optimization\"',\n '\"variational inference\"',\n '\"kalman network*\"',\n '\"knowledge distillation\"',\n '\"kernel learning\"',\n '\"classifier\"',\n '\"lasso regression\"']"
},
- "execution_count": 63,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "keywords_sub_str[148:]"
+ "keywords_sub_str[171:]"
],
"metadata": {
"collapsed": false
@@ -298,345 +331,515 @@
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 46,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"scalable computing\") AND PY=(2011-2022)', '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=(\"scalable computing\") AND PY=(2011-2022)')\n"
+ "('TS=(\"manifold learning\") AND PY=(2011-2022)', '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=(\"manifold learning\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:37<00:00, 18.67s/it]\n"
+ "100%|██████████| 2/2 [00:36<00:00, 18.40s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"expectation maximization algorithm*\") AND PY=(2011-2022)', '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=(\"expectation maximization algorithm*\") AND PY=(2011-2022)')\n"
+ "('TS=(\"locally linear embedding*\") AND PY=(2011-2022)', '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=(\"locally linear embedding*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:45<00:00, 22.96s/it]\n"
+ "100%|██████████| 2/2 [00:39<00:00, 19.66s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"markov chain\") AND PY=(2011-2022)', '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=(\"markov chain\") AND PY=(2011-2022)')\n"
+ "('TS=(\"vector database*\") AND PY=(2011-2022)', '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=(\"vector database*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:33<00:00, 16.91s/it]\n"
+ " 50%|█████ | 1/2 [01:05<01:05, 65.81s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"markov process\") AND PY=(2011-2022)', '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=(\"markov process\") AND PY=(2011-2022)')\n"
+ "No results\n",
+ "('TS=(\"vector embedding*\") AND PY=(2011-2022)', '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=(\"vector embedding*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:49<00:00, 24.60s/it]\n"
+ "100%|██████████| 2/2 [00:47<00:00, 23.81s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"markov decision process\") AND PY=(2011-2022)', '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=(\"markov decision process\") AND PY=(2011-2022)')\n"
+ "('TS=(\"text mining\") AND PY=(2011-2022)', '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=(\"text mining\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:35<00:00, 17.87s/it]\n"
+ "100%|██████████| 2/2 [00:36<00:00, 18.40s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"monte carlo method\") AND PY=(2011-2022)', '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=(\"monte carlo method\") AND PY=(2011-2022)')\n"
+ "('TS=(\"human-robot interact*\") AND PY=(2011-2022)', '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=(\"human-robot interact*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:45<00:00, 22.82s/it]\n"
+ "100%|██████████| 2/2 [00:43<00:00, 21.64s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"bayesian interference\") AND PY=(2011-2022)', '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=(\"bayesian interference\") AND PY=(2011-2022)')\n"
+ "('TS=(\"semantic web*\") AND PY=(2011-2022)', '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=(\"semantic web*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- " 50%|█████ | 1/2 [01:03<01:03, 63.26s/it]\n"
+ "100%|██████████| 2/2 [00:36<00:00, 18.15s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "No results\n",
- "('TS=(\"kernel method\") AND PY=(2011-2022)', '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=(\"kernel method\") AND PY=(2011-2022)')\n"
+ "('TS=(\"fuzzy set*\") AND PY=(2011-2022)', '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=(\"fuzzy set*\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:44<00:00, 22.43s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=((\"face recognition\" NOT \"brain\")) AND PY=(2011-2022)', '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=((\"face recognition\" NOT \"brain\")) AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:35<00:00, 17.71s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=((\"object detection\" NOT \"brain\")) AND PY=(2011-2022)', '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=((\"object detection\" NOT \"brain\")) AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:36<00:00, 18.43s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"multi agent system*\") AND PY=(2011-2022)', '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=(\"multi agent system*\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:45<00:00, 22.80s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=((\"speech recognition\" NOT \"brain\")) AND PY=(2011-2022)', '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=((\"speech recognition\" NOT \"brain\")) AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:37<00:00, 18.81s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"brain computer interface\") AND PY=(2011-2022)', '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=(\"brain computer interface\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:43<00:00, 21.82s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"intelligent robot*\") AND PY=(2011-2022)', '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=(\"intelligent robot*\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:34<00:00, 17.30s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"remote sensing\") AND PY=(2011-2022)', '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=(\"remote sensing\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:46<00:00, 23.03s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"image reconstruction\") AND PY=(2011-2022)', '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=(\"image reconstruction\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:34<00:00, 17.31s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"representation learning\") AND PY=(2011-2022)', '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=(\"representation learning\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:37<00:00, 18.52s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"data augmentation\") AND PY=(2011-2022)', '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=(\"data augmentation\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:40<00:00, 20.06s/it]\n"
+ "100%|██████████| 2/2 [00:42<00:00, 21.36s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"eigendecomposition\") AND PY=(2011-2022)', '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=(\"eigendecomposition\") AND PY=(2011-2022)')\n"
+ "('TS=(\"adversarial robustness\") AND PY=(2011-2022)', '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=(\"adversarial robustness\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:35<00:00, 17.75s/it]\n"
+ "100%|██████████| 2/2 [00:37<00:00, 18.51s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"eigen decomposition\") AND PY=(2011-2022)', '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=(\"eigen decomposition\") AND PY=(2011-2022)')\n"
+ "('TS=(\"meta learning\") AND PY=(2011-2022)', '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=(\"meta learning\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:37<00:00, 18.63s/it]\n"
+ "100%|██████████| 2/2 [00:39<00:00, 19.80s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"kernel method\") AND PY=(2011-2022)', '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=(\"kernel method\") AND PY=(2011-2022)')\n"
+ "('TS=(\"learning system\") AND PY=(2011-2022)', '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=(\"learning system\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:46<00:00, 23.32s/it]\n"
+ "100%|██████████| 2/2 [00:37<00:00, 18.57s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"radial basis function\") AND PY=(2011-2022)', '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=(\"radial basis function\") AND PY=(2011-2022)')\n"
+ "('TS=(\"adversarial training\") AND PY=(2011-2022)', '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=(\"adversarial training\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:38<00:00, 19.34s/it]\n"
+ "100%|██████████| 2/2 [00:34<00:00, 17.21s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"QR decomposition\") AND PY=(2011-2022)', '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=(\"QR decomposition\") AND PY=(2011-2022)')\n"
+ "('TS=(\"adversarial example*\") AND PY=(2011-2022)', '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=(\"adversarial example*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:49<00:00, 24.57s/it]\n"
+ "100%|██████████| 2/2 [00:36<00:00, 18.07s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"LU decomposition\") AND PY=(2011-2022)', '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=(\"LU decomposition\") AND PY=(2011-2022)')\n"
+ "('TS=(\"generative model*\") AND PY=(2011-2022)', '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=(\"generative model*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:39<00:00, 19.85s/it]\n"
+ "100%|██████████| 2/2 [00:34<00:00, 17.48s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"Cholesky decomposition\") AND PY=(2011-2022)', '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=(\"Cholesky decomposition\") AND PY=(2011-2022)')\n"
+ "('TS=(\"large langauge model*\") AND PY=(2011-2022)', '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=(\"large langauge model*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:35<00:00, 17.96s/it]\n"
+ " 0%| | 0/2 [00:53, ?it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"spectral theorem\") AND PY=(2011-2022)', '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=(\"spectral theorem\") AND PY=(2011-2022)')\n"
+ "No results\n",
+ "('TS=(\"few shot learning\") AND PY=(2011-2022)', '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=(\"few shot learning\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:39<00:00, 19.76s/it]\n"
+ "100%|██████████| 2/2 [00:37<00:00, 18.59s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"model selection\") AND PY=(2011-2022)', '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=(\"model selection\") AND PY=(2011-2022)')\n"
+ "('TS=(\"image representation\") AND PY=(2011-2022)', '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=(\"image representation\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:41<00:00, 20.67s/it]\n"
+ "100%|██████████| 2/2 [00:36<00:00, 18.46s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"lagrange multiplier\") AND PY=(2011-2022)', '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=(\"lagrange multiplier\") AND PY=(2011-2022)')\n"
+ "('TS=(\"optimization algorithm\") AND PY=(2011-2022)', '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=(\"optimization algorithm\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:49<00:00, 24.82s/it]\n"
+ "100%|██████████| 2/2 [00:46<00:00, 23.14s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"convex optimization\") AND PY=(2011-2022)', '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=(\"convex optimization\") AND PY=(2011-2022)')\n"
+ "('TS=(\"swarm optimization\") AND PY=(2011-2022)', '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=(\"swarm optimization\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:37<00:00, 18.62s/it]\n"
+ "100%|██████████| 2/2 [00:37<00:00, 18.56s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"nonlinear optimization\") AND PY=(2011-2022)', '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=(\"nonlinear optimization\") AND PY=(2011-2022)')\n"
+ "('TS=(\"variational inference\") AND PY=(2011-2022)', '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=(\"variational inference\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:47<00:00, 23.95s/it]\n"
+ "100%|██████████| 2/2 [00:38<00:00, 19.20s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"L? regulari*\") AND PY=(2011-2022)', '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=(\"L? regulari*\") AND PY=(2011-2022)')\n"
+ "('TS=(\"kalman network*\") AND PY=(2011-2022)', '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=(\"kalman network*\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:39<00:00, 19.67s/it]\n"
+ " 50%|█████ | 1/2 [01:08<01:08, 68.66s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"ridge regression\") AND PY=(2011-2022)', '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=(\"ridge regression\") AND PY=(2011-2022)')\n"
+ "No results\n",
+ "('TS=(\"knowledge distillation\") AND PY=(2011-2022)', '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=(\"knowledge distillation\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:48<00:00, 24.01s/it]\n"
+ "100%|██████████| 2/2 [00:45<00:00, 22.52s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('TS=(\"gaussian process\") AND PY=(2011-2022)', '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=(\"gaussian process\") AND PY=(2011-2022)')\n"
+ "('TS=(\"kernel learning\") AND PY=(2011-2022)', '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=(\"kernel learning\") AND PY=(2011-2022)')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [00:43<00:00, 21.92s/it]\n"
+ "100%|██████████| 2/2 [00:43<00:00, 21.55s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"classifier\") AND PY=(2011-2022)', '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=(\"classifier\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:41<00:00, 20.81s/it]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('TS=(\"lasso regression\") AND PY=(2011-2022)', '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=(\"lasso regression\") AND PY=(2011-2022)')\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 2/2 [00:52<00:00, 26.21s/it]\n"
]
}
],
"source": [
- "# from selenium.common.exceptions import TimeoutException\n",
- "#\n",
- "#\n",
- "# for kw in keywords_sub_str[149:]:\n",
- "# test_query_all = f'TS=({kw}) AND PY=(2011-2022)'\n",
- "# test_query_coop = f'CU=({foc_str}) AND CU=({eu_assoc}) AND TS=({kw}) AND PY=(2011-2022)'\n",
- "# sub_queries = tuple([test_query_all,test_query_coop])\n",
- "# print(sub_queries)\n",
- "# try:\n",
- "# wos_fetch_yearly_output(query_str_list=sub_queries)\n",
- "# except TimeoutException:\n",
- "# print('No results')"
+ "from selenium.common.exceptions import TimeoutException\n",
+ "\n",
+ "\n",
+ "for kw in keywords_sub_str[171:]:\n",
+ " test_query_all = f'TS=({kw}) AND PY=(2011-2022)'\n",
+ " test_query_coop = f'CU=({foc_str}) AND CU=({eu_assoc}) AND TS=({kw}) AND PY=(2011-2022)'\n",
+ " sub_queries = tuple([test_query_all,test_query_coop])\n",
+ " print(sub_queries)\n",
+ " try:\n",
+ " wos_fetch_yearly_output(query_str_list=sub_queries)\n",
+ " except TimeoutException:\n",
+ " print('No results')"
],
"metadata": {
"collapsed": false
@@ -644,13 +847,13 @@
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 47,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "('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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian interference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"kernel method\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\") AND PY=(2011-2022)', '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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian interference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"kernel method\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\") 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 agent*\" OR \"machine ethic*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian inference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\" OR \"manifold learning\" OR \"locally linear embedding*\" OR \"vector database*\" OR \"vector embedding*\" OR \"text mining\" OR \"human-robot interact*\" OR \"semantic web*\" OR \"fuzzy set*\" OR (\"face recognition\" NOT \"brain\") OR (\"object detection\" NOT \"brain\") OR \"multi agent system*\" OR (\"speech recognition\" NOT \"brain\") OR \"brain computer interface\" OR \"intelligent robot*\" OR \"remote sensing\" OR \"image reconstruction\" OR \"representation learning\" OR \"data augmentation\" OR \"adversarial robustness\" OR \"meta learning\" OR \"learning system\" OR \"adversarial training\" OR \"adversarial example*\" OR \"generative model*\" OR \"large langauge model*\" OR \"few shot learning\" OR \"image representation\" OR \"optimization algorithm\" OR \"swarm optimization\" OR \"variational inference\" OR \"kalman network*\" OR \"knowledge distillation\" OR \"kernel learning\" OR \"classifier\" OR \"lasso regression\") AND PY=(2011-2022)', '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 agent*\" OR \"machine ethic*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian inference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\" OR \"manifold learning\" OR \"locally linear embedding*\" OR \"vector database*\" OR \"vector embedding*\" OR \"text mining\" OR \"human-robot interact*\" OR \"semantic web*\" OR \"fuzzy set*\" OR (\"face recognition\" NOT \"brain\") OR (\"object detection\" NOT \"brain\") OR \"multi agent system*\" OR (\"speech recognition\" NOT \"brain\") OR \"brain computer interface\" OR \"intelligent robot*\" OR \"remote sensing\" OR \"image reconstruction\" OR \"representation learning\" OR \"data augmentation\" OR \"adversarial robustness\" OR \"meta learning\" OR \"learning system\" OR \"adversarial training\" OR \"adversarial example*\" OR \"generative model*\" OR \"large langauge model*\" OR \"few shot learning\" OR \"image representation\" OR \"optimization algorithm\" OR \"swarm optimization\" OR \"variational inference\" OR \"kalman network*\" OR \"knowledge distillation\" OR \"kernel learning\" OR \"classifier\" OR \"lasso regression\") AND PY=(2011-2022)')\n"
]
},
{
@@ -664,28 +867,42 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian interference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"kernel method\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\") AND PY=(2011-2022) cannot be processed for some reason :(\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 agent*\" OR \"machine ethic*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian inference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\" OR \"manifold learning\" OR \"locally linear embedding*\" OR \"vector database*\" OR \"vector embedding*\" OR \"text mining\" OR \"human-robot interact*\" OR \"semantic web*\" OR \"fuzzy set*\" OR (\"face recognition\" NOT \"brain\") OR (\"object detection\" NOT \"brain\") OR \"multi agent system*\" OR (\"speech recognition\" NOT \"brain\") OR \"brain computer interface\" OR \"intelligent robot*\" OR \"remote sensing\" OR \"image reconstruction\" OR \"representation learning\" OR \"data augmentation\" OR \"adversarial robustness\" OR \"meta learning\" OR \"learning system\" OR \"adversarial training\" OR \"adversarial example*\" OR \"generative model*\" OR \"large langauge model*\" OR \"few shot learning\" OR \"image representation\" OR \"optimization algorithm\" OR \"swarm optimization\" OR \"variational inference\" OR \"kalman network*\" OR \"knowledge distillation\" OR \"kernel learning\" OR \"classifier\" OR \"lasso regression\") AND PY=(2011-2022) cannot be processed for some reason :(\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ " 50%|█████ | 1/2 [00:39<00:39, 39.02s/it]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "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 agent*\" OR \"machine ethic*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian inference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\" OR \"manifold learning\" OR \"locally linear embedding*\" OR \"vector database*\" OR \"vector embedding*\" OR \"text mining\" OR \"human-robot interact*\" OR \"semantic web*\" OR \"fuzzy set*\" OR (\"face recognition\" NOT \"brain\") OR (\"object detection\" NOT \"brain\") OR \"multi agent system*\" OR (\"speech recognition\" NOT \"brain\") OR \"brain computer interface\" OR \"intelligent robot*\" OR \"remote sensing\" OR \"image reconstruction\" OR \"representation learning\" OR \"data augmentation\" OR \"adversarial robustness\" OR \"meta learning\" OR \"learning system\" OR \"adversarial training\" OR \"adversarial example*\" OR \"generative model*\" OR \"large langauge model*\" OR \"few shot learning\" OR \"image representation\" OR \"optimization algorithm\" OR \"swarm optimization\" OR \"variational inference\" OR \"kalman network*\" OR \"knowledge distillation\" OR \"kernel learning\" OR \"classifier\" OR \"lasso regression\") AND PY=(2011-2022) cannot be processed for some reason :(\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 2/2 [01:06<00:00, 33.37s/it]\n"
+ "100%|██████████| 2/2 [01:11<00:00, 35.80s/it]\n"
]
}
],
"source": [
- "# scope_region_query = f'CU=({foc_str}) AND CU=({eu_assoc}) AND TS=({keywords_str}) AND PY=(2011-2022)'\n",
- "# ww_query = f'TS=({keywords_str}) AND PY=(2011-2022)'\n",
- "#\n",
- "#\n",
- "# sub_queries = tuple([scope_region_query,ww_query])\n",
- "# print(sub_queries)\n",
- "# try:\n",
- "# wos_fetch_yearly_output(query_str_list=sub_queries)\n",
- "# except TimeoutException:\n",
- "# print('No results')"
+ "scope_region_query = f'CU=({foc_str}) AND CU=({eu_assoc}) AND TS=({keywords_str}) AND PY=(2011-2022)'\n",
+ "ww_query = f'TS=({keywords_str}) AND PY=(2011-2022)'\n",
+ "\n",
+ "\n",
+ "sub_queries = tuple([scope_region_query,ww_query])\n",
+ "print(sub_queries)\n",
+ "try:\n",
+ " wos_fetch_yearly_output(query_str_list=sub_queries)\n",
+ "except TimeoutException:\n",
+ " print('No results')"
],
"metadata": {
"collapsed": false
@@ -736,33 +953,33 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 48,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hoooold...\n",
- "41511 records found! Here we go in 139 steps...\n"
+ "51689 records found! Here we go in 173 steps...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 138/138 [15:20<00:00, 6.67s/it]\n"
+ "100%|██████████| 172/172 [19:40<00:00, 6.86s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "final batch of 41401-41511\n"
+ "final batch of 51601-51689\n"
]
}
],
"source": [
- "# wos_fetch_entries(query_str=scope_query)"
+ "wos_fetch_entries(query_str=scope_query)"
],
"metadata": {
"collapsed": false
diff --git a/WOS/wos_extract/wos_records_concatter.ipynb b/WOS/wos_extract/wos_records_concatter.ipynb
index d92aeb9..f8b1281 100644
--- a/WOS/wos_extract/wos_records_concatter.ipynb
+++ b/WOS/wos_extract/wos_records_concatter.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {
"collapsed": true
},
@@ -12,13 +12,12 @@
"import pandas as pd\n",
"import os\n",
"import shutil\n",
- "import re\n",
- "import spacy"
+ "import re"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"outputs": [
{
"name": "stdout",
@@ -26,12 +25,12 @@
"text": [
"Concatting records for query:\n",
"\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"
+ "['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 agent*\" OR \"machine ethic*\" 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$sql\" OR \"nosql\" OR \"no sql\" OR \"unstructured data*\" OR \"data science*\" OR \"facial recognition\" OR \"t$SNE\" OR \"KNN\" OR \"singular value decomposition\" OR \"regularization\" OR \"turing test\" OR \"computational learning theory\" OR \"backward chaining\" OR \"forward chaining\" OR \"entity annotation\" OR \"entity extraction\" OR \"scalable computing\" OR \"expectation maximization algorithm*\" OR \"markov chain\" OR \"markov process\" OR \"markov decision process\" OR \"monte carlo method\" OR \"bayesian inference\" OR \"kernel method\" OR \"eigendecomposition\" OR \"eigen decomposition\" OR \"radial basis function\" OR \"QR decomposition\" OR \"LU decomposition\" OR \"Cholesky decomposition\" OR \"spectral theorem\" OR \"model selection\" OR \"lagrange multiplier\" OR \"convex optimization\" OR \"nonlinear optimization\" OR \"L? regulari*\" OR \"ridge regression\" OR \"gaussian process\" OR \"manifold learning\" OR \"locally linear embedding*\" OR \"vector database*\" OR \"vector embedding*\" OR \"text mining\" OR \"human-robot interact*\" OR \"semantic web*\" OR \"fuzzy set*\" OR (\"face recognition\" NOT \"brain\") OR (\"object detection\" NOT \"brain\") OR \"multi agent system*\" OR (\"speech recognition\" NOT \"brain\") OR \"brain computer interface\" OR \"intelligent robot*\" OR \"remote sensing\" OR \"image reconstruction\" OR \"representation learning\" OR \"data augmentation\" OR \"adversarial robustness\" OR \"meta learning\" OR \"learning system\" OR \"adversarial training\" OR \"adversarial example*\" OR \"generative model*\" OR \"large langauge model*\" OR \"few shot learning\" OR \"image representation\" OR \"optimization algorithm\" OR \"swarm optimization\" OR \"variational inference\" OR \"kalman network*\" OR \"knowledge distillation\" OR \"kernel learning\" OR \"classifier\" OR \"lasso regression\") AND PY=(2011-2022)']\n"
]
}
],
"source": [
- "folder_token=\"2023-04-06-11-22-23-982324save\"\n",
+ "folder_token=\"2023-04-13-16-01-43-692426save\"\n",
"workdir_path=fr\"wos_downloads/entry_batches/{folder_token}\"\n",
"outfile='wos_records_concat.csv'\n",
"try:\n",
@@ -58,7 +57,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"outputs": [],
"source": [
"# df_pre = pd.read_excel(r\"C:\\Users\\radvanyi\\PycharmProjects\\ZSI_analytics\\WOS\\wos_extract\\v1_\\wosexport1.xls\")\n",
@@ -70,7 +69,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"outputs": [],
"source": [
"col_vals = ['Publication Type',\n",
@@ -151,7 +150,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"outputs": [],
"source": [
"df = pd.read_csv(outfile, sep=\"\\t\",low_memory=False)\n",
@@ -162,6 +161,15 @@
"metadata": {
"collapsed": false
}
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "outputs": [],
+ "source": [],
+ "metadata": {
+ "collapsed": false
+ }
}
],
"metadata": {
diff --git a/WOS/wos_extract/wos_search_kw_analysis.ipynb b/WOS/wos_extract/wos_search_kw_analysis.ipynb
index 871c786..e82e777 100644
--- a/WOS/wos_extract/wos_search_kw_analysis.ipynb
+++ b/WOS/wos_extract/wos_search_kw_analysis.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": 1,
"metadata": {
"collapsed": true
},
@@ -16,7 +16,7 @@
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": 2,
"outputs": [],
"source": [
"agg_df = pd.DataFrame()\n",
@@ -39,7 +39,7 @@
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 3,
"outputs": [],
"source": [
"agg_df[\"region\"] = agg_df[\"query\"].apply(lambda x: \"EU+China\" if \"CU\" in x else \"Global\")\n",
@@ -52,7 +52,7 @@
},
{
"cell_type": "code",
- "execution_count": 83,
+ "execution_count": 4,
"outputs": [],
"source": [
"agg_df = agg_df[~agg_df[\"Record Count\"].isna()]"
@@ -63,14 +63,14 @@
},
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": 5,
"outputs": [
{
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+ "text/html": "
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