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README.md

@@ -1,3 +1,475 @@
----
-license: mit
----
+---
+language:
+  - bg
+  - cs
+  - da
+  - de
+  - en
+  - es
+  - et
+  - fr
+  - hr
+  - hu
+  - it
+  - lt
+  - lv
+  - nl
+  - no
+  - pl
+  - pt
+  - ro
+  - sk
+  - sl
+  - sv
+license: cc-by-4.0
+task_categories:
+  - text-retrieval
+  - sentence-similarity
+tags:
+  - entity-linking
+  - occupations
+  - multilingual
+  - ranking
+  - information-retrieval
+  - ESCO
+configs:
+- config_name: aut_q_de_c_de
+  data_files:
+  - split: queries
+    path: "aut_q_de_c_de/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "aut_q_de_c_de/corpus-00000-of-00001.parquet"
+- config_name: aut_q_de_c_en
+  data_files:
+  - split: queries
+    path: "aut_q_de_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "aut_q_de_c_en/corpus-00000-of-00001.parquet"
+- config_name: bel_q_fr_c_en
+  data_files:
+  - split: queries
+    path: "bel_q_fr_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "bel_q_fr_c_en/corpus-00000-of-00001.parquet"
+- config_name: bel_q_fr_c_fr
+  data_files:
+  - split: queries
+    path: "bel_q_fr_c_fr/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "bel_q_fr_c_fr/corpus-00000-of-00001.parquet"
+- config_name: bel_q_nl_c_en
+  data_files:
+  - split: queries
+    path: "bel_q_nl_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "bel_q_nl_c_en/corpus-00000-of-00001.parquet"
+- config_name: bel_q_nl_c_nl
+  data_files:
+  - split: queries
+    path: "bel_q_nl_c_nl/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "bel_q_nl_c_nl/corpus-00000-of-00001.parquet"
+- config_name: bgr_q_bg_c_bg
+  data_files:
+  - split: queries
+    path: "bgr_q_bg_c_bg/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "bgr_q_bg_c_bg/corpus-00000-of-00001.parquet"
+- config_name: bgr_q_bg_c_en
+  data_files:
+  - split: queries
+    path: "bgr_q_bg_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "bgr_q_bg_c_en/corpus-00000-of-00001.parquet"
+- config_name: cze_q_cs_c_cs
+  data_files:
+  - split: queries
+    path: "cze_q_cs_c_cs/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "cze_q_cs_c_cs/corpus-00000-of-00001.parquet"
+- config_name: cze_q_cs_c_en
+  data_files:
+  - split: queries
+    path: "cze_q_cs_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "cze_q_cs_c_en/corpus-00000-of-00001.parquet"
+- config_name: deu_q_de_c_de
+  data_files:
+  - split: queries
+    path: "deu_q_de_c_de/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "deu_q_de_c_de/corpus-00000-of-00001.parquet"
+- config_name: deu_q_de_c_en
+  data_files:
+  - split: queries
+    path: "deu_q_de_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "deu_q_de_c_en/corpus-00000-of-00001.parquet"
+- config_name: dnk_q_da_c_da
+  data_files:
+  - split: queries
+    path: "dnk_q_da_c_da/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "dnk_q_da_c_da/corpus-00000-of-00001.parquet"
+- config_name: dnk_q_da_c_en
+  data_files:
+  - split: queries
+    path: "dnk_q_da_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "dnk_q_da_c_en/corpus-00000-of-00001.parquet"
+- config_name: esp_q_es_c_en
+  data_files:
+  - split: queries
+    path: "esp_q_es_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "esp_q_es_c_en/corpus-00000-of-00001.parquet"
+- config_name: esp_q_es_c_es
+  data_files:
+  - split: queries
+    path: "esp_q_es_c_es/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "esp_q_es_c_es/corpus-00000-of-00001.parquet"
+- config_name: est_q_et_c_en
+  data_files:
+  - split: queries
+    path: "est_q_et_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "est_q_et_c_en/corpus-00000-of-00001.parquet"
+- config_name: est_q_et_c_et
+  data_files:
+  - split: queries
+    path: "est_q_et_c_et/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "est_q_et_c_et/corpus-00000-of-00001.parquet"
+- config_name: fra_q_fr_c_en
+  data_files:
+  - split: queries
+    path: "fra_q_fr_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "fra_q_fr_c_en/corpus-00000-of-00001.parquet"
+- config_name: fra_q_fr_c_fr
+  data_files:
+  - split: queries
+    path: "fra_q_fr_c_fr/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "fra_q_fr_c_fr/corpus-00000-of-00001.parquet"
+- config_name: hrv_q_hr_c_en
+  data_files:
+  - split: queries
+    path: "hrv_q_hr_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "hrv_q_hr_c_en/corpus-00000-of-00001.parquet"
+- config_name: hrv_q_hr_c_hr
+  data_files:
+  - split: queries
+    path: "hrv_q_hr_c_hr/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "hrv_q_hr_c_hr/corpus-00000-of-00001.parquet"
+- config_name: hun_q_hu_c_en
+  data_files:
+  - split: queries
+    path: "hun_q_hu_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "hun_q_hu_c_en/corpus-00000-of-00001.parquet"
+- config_name: hun_q_hu_c_hu
+  data_files:
+  - split: queries
+    path: "hun_q_hu_c_hu/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "hun_q_hu_c_hu/corpus-00000-of-00001.parquet"
+- config_name: ita_q_it_c_en
+  data_files:
+  - split: queries
+    path: "ita_q_it_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "ita_q_it_c_en/corpus-00000-of-00001.parquet"
+- config_name: ita_q_it_c_it
+  data_files:
+  - split: queries
+    path: "ita_q_it_c_it/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "ita_q_it_c_it/corpus-00000-of-00001.parquet"
+- config_name: ltu_q_lt_c_en
+  data_files:
+  - split: queries
+    path: "ltu_q_lt_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "ltu_q_lt_c_en/corpus-00000-of-00001.parquet"
+- config_name: ltu_q_lt_c_lt
+  data_files:
+  - split: queries
+    path: "ltu_q_lt_c_lt/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "ltu_q_lt_c_lt/corpus-00000-of-00001.parquet"
+- config_name: lva_q_lv_c_en
+  data_files:
+  - split: queries
+    path: "lva_q_lv_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "lva_q_lv_c_en/corpus-00000-of-00001.parquet"
+- config_name: lva_q_lv_c_lv
+  data_files:
+  - split: queries
+    path: "lva_q_lv_c_lv/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "lva_q_lv_c_lv/corpus-00000-of-00001.parquet"
+- config_name: nld_q_nl_c_en
+  data_files:
+  - split: queries
+    path: "nld_q_nl_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "nld_q_nl_c_en/corpus-00000-of-00001.parquet"
+- config_name: nld_q_nl_c_nl
+  data_files:
+  - split: queries
+    path: "nld_q_nl_c_nl/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "nld_q_nl_c_nl/corpus-00000-of-00001.parquet"
+- config_name: nor_q_no_c_en
+  data_files:
+  - split: queries
+    path: "nor_q_no_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "nor_q_no_c_en/corpus-00000-of-00001.parquet"
+- config_name: nor_q_no_c_no
+  data_files:
+  - split: queries
+    path: "nor_q_no_c_no/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "nor_q_no_c_no/corpus-00000-of-00001.parquet"
+- config_name: pol_q_pl_c_en
+  data_files:
+  - split: queries
+    path: "pol_q_pl_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "pol_q_pl_c_en/corpus-00000-of-00001.parquet"
+- config_name: pol_q_pl_c_pl
+  data_files:
+  - split: queries
+    path: "pol_q_pl_c_pl/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "pol_q_pl_c_pl/corpus-00000-of-00001.parquet"
+- config_name: prt_q_pt_c_en
+  data_files:
+  - split: queries
+    path: "prt_q_pt_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "prt_q_pt_c_en/corpus-00000-of-00001.parquet"
+- config_name: prt_q_pt_c_pt
+  data_files:
+  - split: queries
+    path: "prt_q_pt_c_pt/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "prt_q_pt_c_pt/corpus-00000-of-00001.parquet"
+- config_name: rou_q_ro_c_en
+  data_files:
+  - split: queries
+    path: "rou_q_ro_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "rou_q_ro_c_en/corpus-00000-of-00001.parquet"
+- config_name: rou_q_ro_c_ro
+  data_files:
+  - split: queries
+    path: "rou_q_ro_c_ro/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "rou_q_ro_c_ro/corpus-00000-of-00001.parquet"
+- config_name: svk_q_sk_c_en
+  data_files:
+  - split: queries
+    path: "svk_q_sk_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "svk_q_sk_c_en/corpus-00000-of-00001.parquet"
+- config_name: svk_q_sk_c_sk
+  data_files:
+  - split: queries
+    path: "svk_q_sk_c_sk/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "svk_q_sk_c_sk/corpus-00000-of-00001.parquet"
+- config_name: svn_q_sl_c_en
+  data_files:
+  - split: queries
+    path: "svn_q_sl_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "svn_q_sl_c_en/corpus-00000-of-00001.parquet"
+- config_name: svn_q_sl_c_sl
+  data_files:
+  - split: queries
+    path: "svn_q_sl_c_sl/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "svn_q_sl_c_sl/corpus-00000-of-00001.parquet"
+- config_name: swe_q_sv_c_en
+  data_files:
+  - split: queries
+    path: "swe_q_sv_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "swe_q_sv_c_en/corpus-00000-of-00001.parquet"
+- config_name: swe_q_sv_c_sv
+  data_files:
+  - split: queries
+    path: "swe_q_sv_c_sv/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "swe_q_sv_c_sv/corpus-00000-of-00001.parquet"
+- config_name: usa_q_en_c_de_en_es_fr_it_nl_pl_pt
+  data_files:
+  - split: queries
+    path: "usa_q_en_c_de_en_es_fr_it_nl_pl_pt/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "usa_q_en_c_de_en_es_fr_it_nl_pl_pt/corpus-00000-of-00001.parquet"
+- config_name: usa_q_en_c_en
+  data_files:
+  - split: queries
+    path: "usa_q_en_c_en/queries-00000-of-00001.parquet"
+  - split: corpus
+    path: "usa_q_en_c_en/corpus-00000-of-00001.parquet"
+---
+
+# MELO Benchmark
+
+This dataset contains the **Multilingual Entity Linking of Occupations (MELO) Benchmark**
+for easy loading with the HuggingFace `datasets` library.
+
+## Dataset Description
+
+MELO is a collection of 48 datasets for evaluating the linking of entity mentions in
+21 languages to the ESCO Occupations multilingual taxonomy. It was built using
+high-quality, pre-existent human annotations.
+
+**Original paper abstract:**
+> We present the Multilingual Entity Linking of Occupations (MELO) Benchmark, a new
+> collection of 48 datasets for evaluating the linking of entity mentions in 21 languages
+> to the ESCO Occupations multilingual taxonomy. MELO was built using high-quality,
+> pre-existent human annotations. We conduct experiments with simple lexical models and
+> general-purpose sentence encoders, evaluated as bi-encoders in a zero-shot setup, to
+> establish baselines for future research.
+
+**Original repository:** [https://github.com/Avature/melo-benchmark](https://github.com/Avature/melo-benchmark)
+
+## Dataset Structure
+
+Each subset (configuration) contains two splits:
+
+- **`queries`**: Query texts with their relevant corpus element indices
+- **`corpus`**: Corpus element texts
+
+### Schema
+
+**queries split:**
+| Column | Type | Description |
+|--------|------|-------------|
+| `text` | `string` | The query surface form |
+| `labels` | `list[int]` | Indices of relevant corpus elements |
+
+**corpus split:**
+| Column | Type | Description |
+|--------|------|-------------|
+| `text` | `string` | The corpus element surface form |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+# Load a specific subset
+ds = load_dataset("federetyk/MELO-Benchmark", "ita_q_it_c_it")
+
+# Access the data
+query_surface_forms = ds["queries"]["text"]
+corpus_surface_forms = ds["corpus"]["text"]
+label_lists = ds["queries"]["labels"]
+
+# Example: Get relevant corpus texts for the first query
+query_idx = 0
+print(f"Query: {query_surface_forms[query_idx]}")
+print(f"Relevant corpus elements:")
+for corpus_idx in label_lists[query_idx]:
+    print(f"  - {corpus_surface_forms[corpus_idx]}")
+```
+
+## Available Subsets
+
+The subset names follow the pattern: `{country}_q_{query_lang}_c_{corpus_lang(s)}`
+
+| Subset ID | Task Name | Source Taxonomy | Query Lang | # Queries | Target Taxonomy | Corpus Lang | # Corpus |
+|-----------|-----------|-----------------|------------|-----------|-----------------|-------------|----------|
+| `usa_q_en_c_en` | USA-en-en | O*NET | en | 633 | ESCO v1.1.0 | en | 33,813 |
+| `usa_q_en_c_de_en_es_fr_it_nl_pl_pt` | USA-en-xx † | O*NET | en | 633 | ESCO v1.1.0 | xx | 150,140 |
+| `aut_q_de_c_de` | AUT-de-de | Austria | de | 1,120 | ESCO v1.1.0 | de | 19,782 |
+| `aut_q_de_c_en` | AUT-de-en | Austria | de | 1,120 | ESCO v1.1.0 | en | 33,813 |
+| `bel_q_fr_c_fr` | BEL-fr-fr | Belgium | fr | 328 | ESCO v1.0.3 | fr | 15,227 |
+| `bel_q_fr_c_en` | BEL-fr-en | Belgium | fr | 328 | ESCO v1.0.3 | en | 33,609 |
+| `bel_q_nl_c_nl` | BEL-nl-nl | Belgium | nl | 328 | ESCO v1.0.3 | nl | 24,070 |
+| `bel_q_nl_c_en` | BEL-nl-en | Belgium | nl | 328 | ESCO v1.0.3 | en | 33,609 |
+| `bgr_q_bg_c_bg` | BGR-bg-bg | Bulgaria | bg | 4,438 | ESCO v1.0.3 | bg | 21,082 |
+| `bgr_q_bg_c_en` | BGR-bg-en | Bulgaria | bg | 4,438 | ESCO v1.0.3 | en | 33,609 |
+| `cze_q_cs_c_cs` | CZE-cs-cs | Czechia | cs | 988 | ESCO v1.0.9 | cs | 13,333 |
+| `cze_q_cs_c_en` | CZE-cs-en | Czechia | cs | 988 | ESCO v1.0.9 | en | 33,583 |
+| `deu_q_de_c_de` | DEU-de-de | Germany | de | 1,779 | ESCO v1.0.3 | de | 19,135 |
+| `deu_q_de_c_en` | DEU-de-en | Germany | de | 1,779 | ESCO v1.0.3 | en | 33,609 |
+| `dnk_q_da_c_da` | DNK-da-da | Denmark | da | 734 | ESCO v1.0.8 | da | 10,410 |
+| `dnk_q_da_c_en` | DNK-da-en | Denmark | da | 734 | ESCO v1.0.8 | en | 33,583 |
+| `esp_q_es_c_es` | ESP-es-es | Spain | es | 1,580 | ESCO v1.0.8 | es | 16,502 |
+| `esp_q_es_c_en` | ESP-es-en | Spain | es | 1,580 | ESCO v1.0.8 | en | 33,583 |
+| `est_q_et_c_et` | EST-et-et | Estonia | et | 1,068 | ESCO v1.0.8 | et | 4,956 |
+| `est_q_et_c_en` | EST-et-en | Estonia | et | 1,068 | ESCO v1.0.8 | en | 33,583 |
+| `fra_q_fr_c_fr` | FRA-fr-fr | France | fr | 1,435 | ESCO v1.0.9 | fr | 15,217 |
+| `fra_q_fr_c_en` | FRA-fr-en | France | fr | 1,435 | ESCO v1.0.9 | en | 33,583 |
+| `hrv_q_hr_c_hr` | HRV-hr-hr | Croatia | hr | 2,347 | ESCO v1.0.3 | hr | 17,390 |
+| `hrv_q_hr_c_en` | HRV-hr-en | Croatia | hr | 2,347 | ESCO v1.0.3 | en | 33,609 |
+| `hun_q_hu_c_hu` | HUN-hu-hu | Hungary | hu | 362 | ESCO v1.0.8 | hu | 16,923 |
+| `hun_q_hu_c_en` | HUN-hu-en | Hungary | hu | 362 | ESCO v1.0.8 | en | 33,583 |
+| `ita_q_it_c_it` | ITA-it-it | Italy | it | 362 | ESCO v1.0.8 | it | 16,199 |
+| `ita_q_it_c_en` | ITA-it-en | Italy | it | 362 | ESCO v1.0.8 | en | 33,583 |
+| `ltu_q_lt_c_lt` | LTU-lt-lt | Lithuania | lt | 3,849 | ESCO v1.0.8 | lt | 17,824 |
+| `ltu_q_lt_c_en` | LTU-lt-en | Lithuania | lt | 3,849 | ESCO v1.0.8 | en | 33,583 |
+| `lva_q_lv_c_lv` | LVA-lv-lv | Latvia | lv | 3,251 | ESCO v1.0.8 | lv | 9,733 |
+| `lva_q_lv_c_en` | LVA-lv-en | Latvia | lv | 3,251 | ESCO v1.0.8 | en | 33,583 |
+| `nld_q_nl_c_nl` | NLD-nl-nl | Netherlands | nl | 2,605 | ESCO v1.0.3 | nl | 24,070 |
+| `nld_q_nl_c_en` | NLD-nl-en | Netherlands | nl | 2,605 | ESCO v1.0.3 | en | 33,609 |
+| `nor_q_no_c_no` | NOR-no-no | Norway | no | 96 | ESCO v1.0.8 | no | 7,821 |
+| `nor_q_no_c_en` | NOR-no-en | Norway | no | 96 | ESCO v1.0.8 | en | 33,583 |
+| `pol_q_pl_c_pl` | POL-pl-pl | Poland | pl | 1,937 | ESCO v1.0.3 | pl | 8,879 |
+| `pol_q_pl_c_en` | POL-pl-en | Poland | pl | 1,937 | ESCO v1.0.3 | en | 33,609 |
+| `prt_q_pt_c_pt` | PRT-pt-pt | Portugal | pt | 379 | ESCO v1.0.3 | pt | 11,671 |
+| `prt_q_pt_c_en` | PRT-pt-en | Portugal | pt | 379 | ESCO v1.0.3 | en | 33,609 |
+| `rou_q_ro_c_ro` | ROU-ro-ro | Romania | ro | 3,273 | ESCO v1.0.8 | ro | 14,833 |
+| `rou_q_ro_c_en` | ROU-ro-en | Romania | ro | 3,273 | ESCO v1.0.8 | en | 33,583 |
+| `svk_q_sk_c_sk` | SVK-sk-sk | Slovakia | sk | 2,040 | ESCO v1.0.8 | sk | 12,899 |
+| `svk_q_sk_c_en` | SVK-sk-en | Slovakia | sk | 2,040 | ESCO v1.0.8 | en | 33,583 |
+| `svn_q_sl_c_sl` | SVN-sl-sl | Slovenia | sl | 3,222 | ESCO v1.0.8 | sl | 15,487 |
+| `svn_q_sl_c_en` | SVN-sl-en | Slovenia | sl | 3,222 | ESCO v1.0.8 | en | 33,583 |
+| `swe_q_sv_c_sv` | SWE-sv-sv | Sweden | sv | 2,883 | ESCO v1.1.1 | sv | 7,506 |
+| `swe_q_sv_c_en` | SWE-sv-en | Sweden | sv | 2,883 | ESCO v1.1.1 | en | 33,802 |
+
+† The `usa_q_en_c_de_en_es_fr_it_nl_pl_pt` subset contains a multilingual corpus with texts in German, English, Spanish, French, Italian, Dutch, Polish, and Portuguese.
+
+## Subset Naming Convention
+
+- `{country}`: ISO 3166-1 alpha-3 country code (e.g., `ita` for Italy, `usa` for USA)
+- `q_{lang}`: Query language (ISO 639-1 code)
+- `c_{lang(s)}`: Corpus language(s) (one or more ISO 639-1 codes)
+
+Examples:
+- `ita_q_it_c_it`: Italian queries, Italian corpus (Italy)
+- `ita_q_it_c_en`: Italian queries, English corpus (Italy)
+- `usa_q_en_c_de_en_es_fr_it_nl_pl_pt`: English queries, multilingual corpus (USA)
+
+## Citation
+
+If you use this dataset, please cite the original MELO Benchmark paper:
+
+```bibtex
+@inproceedings{retyk2024melo,
+  title        = {{MELO: An Evaluation Benchmark for Multilingual Entity Linking of Occupations}},
+  author       = {Federico Retyk and Luis Gasco and Casimiro Pio Carrino and Daniel Deniz and Rabih Zbib},
+  booktitle    = {Proceedings of the 4th Workshop on Recommender Systems for Human Resources
+                  (RecSys in {HR} 2024), in conjunction with the 18th {ACM} Conference on
+                  Recommender Systems},
+  year         = {2024},
+  url          = {https://recsyshr.aau.dk/wp-content/uploads/2024/10/RecSysHR2024-paper_2.pdf},
+}
+```
+
+## License
+
+This dataset is licensed under the MIT License. See the
+[LICENSE](https://github.com/Avature/melo-benchmark/blob/main/LICENSE) file for more information.

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