cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11475086
title: University of Notre Dame News: A Reading

description: I have done a bit of analysis -- reading -- against the set of news distributed by the University of Notre Dame, and below is some of what I learned.
description: I used program called wget to crawl the news site and cache the result. Upon closer inspection of the cache, I noticed how some of the Web pages were echoed and indexed in a number of auxiliary pages. I deleted the echoes and index pages, and I copied all of the news stories to a single directory. I then applied a tool called the Distant Reader Toolbox against the directory. This resulted in a data set of news stories which I proceeded to analyze.
description: All Distant Reader data sets ("study carrels") use the same method of creation. First, a set of narrative files of just about any type and any number are saved in a folder/directory. Second, the plain text is pulled from each file and saved. Third, feature extraction is done against the plain text to create tab-delimited indexes of bibliographics, email addresses, URLs, parts-of-speech, named-entities, and computed keywords. Fourth, all of the indexes are reduced to an SQLite database file. Finally, everything (the original files, the plain text files, the indexes, and SQLite database) is compressed into a zip file for distribution. The result is a platform- and network-independent data set that can be read and processed by any number of GUI applications, programming languages, or a Python module called the Distant Reader Toolbox.
DOI: 10.15468/dl.tfk5ht
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prismatocarpus pilosus Adamson"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095617-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uuf87q
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caenolanguria insularis Miwa & Chujo, 1937",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218490-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112842877
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.15468/dl.4spjqp
title: Occurrence Download

description: A dataset containing 226168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae (Borowski, 1781)"
 ]
}

 The dataset includes 226168 records from 435 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015216-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11475087
title: University of Notre Dame News: A Reading

description: I have done a bit of analysis -- reading -- against the set of news distributed by the University of Notre Dame, and below is some of what I learned.
description: I used program called wget to crawl the news site and cache the result. Upon closer inspection of the cache, I noticed how some of the Web pages were echoed and indexed in a number of auxiliary pages. I deleted the echoes and index pages, and I copied all of the news stories to a single directory. I then applied a tool called the Distant Reader Toolbox against the directory. This resulted in a data set of news stories which I proceeded to analyze.
description: All Distant Reader data sets ("study carrels") use the same method of creation. First, a set of narrative files of just about any type and any number are saved in a folder/directory. Second, the plain text is pulled from each file and saved. Third, feature extraction is done against the plain text to create tab-delimited indexes of bibliographics, email addresses, URLs, parts-of-speech, named-entities, and computed keywords. Fourth, all of the indexes are reduced to an SQLite database file. Finally, everything (the original files, the plain text files, the indexes, and SQLite database) is compressed into a zip file for distribution. The result is a platform- and network-independent data set that can be read and processed by any number of GUI applications, programming languages, or a Python module called the Distant Reader Toolbox.
DOI: 10.15468/dl.ugrgt8
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Leucoptera coffeella (Guérin-Méneville, 1842)"
 ]
}

 The dataset includes 94 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000188-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k84d3x
title: Occurrence Download

description: A dataset containing 2665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (England Non Native Species records 1965 to 2017, Environment Agency England and Wales (2012) Non-native Species records v1, Swiss National Mollusca Databank, Natural History Museum (London) Collection Specimens)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Corbicula Megerle von Mühlfeld, 1811, Corbicula fluminea (O.F.Müller, 1774), Rangia cuneata (G.B.Sowerby I, 1832), Mytilopsis leucophaeata (Conrad, 1831))"
 ]
}

 The dataset includes 2665 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234924-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kv4u7y
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Priva adhaerens (Forssk.) Chiov."
 ]
}

 The dataset includes 154 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095646-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021884
title: Cuneiform Tablet 1913.14.1503, Spurlock 1913.14.1503

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1503; CDLI P421355 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (5Y 8.5/1.5) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 4.5 x 3.4 x 1.7 cm (22g)
DOI: 10.15468/dl.b8zyn9
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triolena amazonica (Pilg.) Wurdack"
 ]
}

 The dataset includes 294 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270496-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp8cn3
title: Occurrence Download

description: A dataset containing 604 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geobiastes squamiger (Lafresnaye, 1838)"
 ]
}

 The dataset includes 604 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0401060-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.749kfa
title: Occurrence Download

description: A dataset containing 3287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Engraulis japonicus Temminck & Schlegel, 1846"
 ]
}

 The dataset includes 3287 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095643-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qeqh2q
title: Occurrence Download

description: A dataset containing 3063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Euglandina rosea (A.Férussac, 1821)"
 ]
}

 The dataset includes 3063 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008494-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112046529
title: Cuneiform Tablet 1913.14.0222, Spurlock 1913.14.0222

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0222; CDLI P420604 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) ❧ [Physical Object Note:] 3.4 x 3.2 x 1.9 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.8vh8wk
title: Occurrence Download

description: A dataset containing 16947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Persicaria longiseta (Bruijn) Kitag."
 ]
}

 The dataset includes 16947 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070643-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4cmf6
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scaphisoma rubrum Reitter, 1877",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218070-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vhp3s
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimera tulasnei (Drake del Castillo) N.Hallé"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095644-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97zdgz
title: Occurrence Download

description: A dataset containing 1633 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mithraculus forceps A.Milne-Edwards, 1875"
 ]
}

 The dataset includes 1633 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000189-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112046571
title: Cuneiform Tablet 1913.14.0222, Spurlock 1913.14.0222

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0222; CDLI P420604 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) ❧ [Physical Object Note:] 3.4 x 3.2 x 1.9 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.6efukr
title: Occurrence Download

description: A dataset containing 4745 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeluropus littoralis (Gouan) Parl."
 ]
}

 The dataset includes 4745 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235544-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyjzp8
title: Occurrence Download

description: A dataset containing 2035916 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nycticorax T.Forster, 1817"
 ]
}

 The dataset includes 2035916 records from 1172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070635-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/78w-2aw-7nw
title: Donax vittatus (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yzm-8hv-4bb
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1re-b7t-5ha
title: Rochia nilotica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sky-r8g-9sh
title: Anachis atkinsoni (Tenison Woods, 1876)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/228-j4y-h88
title: Eoacmaea pustulata (Helbling, 1779)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ffm-2q2-lz9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pys-0cf-4wt
title: Columbella adansoni Menke, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rvc-1dk-t6k
title: Pisania pusio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sdc-as5-crq
title: Trochus rota Dunker, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2hk-4ej-zz3
title: Nucella lamellosa (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/whe-apw-6se
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3yt-d79-2ss
title: Polititapes aureus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cth-dz0-12v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lby-mg4-cwn
title: Venus casina Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0l1-4zf-h6l
title: Trochus chloromphalus (A. Adams, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/52y-8vs-6v3
title: Patella ordinaria Mabille, 1888

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xz-zra-4mr
title: Hemimarginula pumila (A. Adams, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ln1-pzn-dv8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yv7-7he-1gm
title: Cymbulia peronii Blainville, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bpx-zl8-xv9
title: Leucozonia nassa (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hpk-13s-463
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ysj-652-hat
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/757-0rc-c20
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eey-7hn-4g6
title: Calliostoma zizyphinum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mkj-3y6-jrx
title: Physella acuta (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wgt-j1r-xgv
title: Diodora viridula (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6d3-apb-9n0
title: Fissurella barbadensis (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j1n-yjp-dnx
title: Odontocyclas kokeilii (Rossmässler, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xfn-1xg-kca
title: Scutellastra kermadecensis (Pilsbry, 1894)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ty-qar-bz3
title: Diodora J. E. Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twk-kra-z2r
title: Chondrina avenacea avenacea (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/acr-w4h-xm0
title: Styliola subula (Quoy & Gaimard, 1827)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xf3-zbz-30s
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wat-r5y-yzs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpq-kr1-ker
title: Homalopoma sanguineum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kg2-jx5-2gw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pdw-2fr-4wl
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w39-bp7-kpx
title: Teralatirus roboreus (Reeve, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kq2-4vk-ke9
title: Diacria trispinosa (Blainville, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0qh-zv3-65t
title: Anachis varia (G. B. Sowerby I, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdj-e2j-zy3
title: Murex tribulus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lb5-t58-8jf
title: Cymbulia peronii Blainville, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yy0-jty-h5q
title: Scutellastra tabularis (Krauss, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rl1-vly-2mh
title: Patella vulgata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rz9-hxx-v35
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xs1-w63-jww
title: Aegopis gemonensis (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0lj-3jq-lw2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gk2-9j7-9ev
title: Trivia monacha (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwc-14b-rpk
title: Diodora J. E. Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twk-5e9-3s6
title: Clio piatkowskii van der Spoel, Schalk & Bleeker, 1992

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0l7-85p-z7x
title: Macrogastra plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rt8-s79-9b8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yvv-9jt-snw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2g5-zh4-fd5
title: Eoacmaea pustulata (Helbling, 1779)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/486-wlc-4sh
title: Lottia leucopleura (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.21227/v16h-8c15
title: "Dataset for Machine Learning-Based Photovoltaic Arc-Fault Detection Using FFT and Preprocessed Current\/Voltage Signals"

description: "This dataset contains raw and processed measurements acquired during controlled DC series arc-fault experiments for photovoltaic (PV) systems. Sixteen per-experiment CSV files (processed_signals\/) record time, current (CH1), and voltage (CH2) at a 4 \u03bcs sampling interval under IEC 63027\u2013compliant conditions. From these signals, fixed 200-sample windows were extracted, DC-removed and Hann-windowed, and converted into 204 time- and frequency-domain predictors (including FFT magnitudes). A binary label {Normal, Arc} was assigned to each window, yielding over 1.2 M labeled instances. Engineered features are provided both as CSV and as Apache Parquet (fft_features\/experiments_fft.parquet) for fast, typed, columnar access. For reproducibility, we additionally include variant feature sets with Min\u2013Max and Z-Score scaling, test-set predictions, and evaluation artifacts (ROC\/AUC points, bootstrap confidence intervals, McNemar tests, and inference-latency tables). The dataset supports benchmarking of supervised models for PV arc-fault detection and reproduces the experiments reported in our IEEE Access manuscript, where RF, KNN, MLP, and CNN were evaluated with temporal cross-validation. Typical results show high F1\/AUC and sub-millisecond inference latency for lightweight models, indicating suitability for edge deployment in PV inverters. Files are organized into processed_signals\/, fft_features\/ (engineered predictors + labels), normalized_features_minmax\/, standardized_features_zscore\/, predictions\/, evaluation_metrics\/, notebooks\/, and docs\/ (README and notes). A Jupyter notebook is provided to reproduce the entire pipeline."