[
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    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "from datetime import datetime\nimport json\nfrom pathlib import Path\nfrom typing import Dict, Tuple\n\nimport numpy as np\nimport pandas as pd\nfrom sklearn.model_selection import train_test_split\n\nfrom hopcroft_skill_classification_tool_competition.config import PROCESSED_DATA_DIR\nfrom hopcroft_skill_classification_tool_competition.features import (\n    create_feature_dataset,\n    extract_tfidf_features,\n    get_label_columns,\n    load_data_from_db,\n    prepare_labels,\n)\n\n\n",
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            "column": 1,
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            "column": 1,
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          }
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    "location": {
      "column": 1,
      "row": 24
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    "fix": {
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    "fix": {
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    "fix": {
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        {
          "content": "",
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            "column": 1,
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          "location": {
            "column": 1,
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      ],
      "message": "Remove unused import"
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    "location": {
      "column": 5,
      "row": 38
    },
    "message": "`hopcroft_skill_classification_tool_competition.features.prepare_labels` imported but unused",
    "noqa_row": 38,
    "url": "https://docs.astral.sh/ruff/rules/unused-import"
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    "cell": null,
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      "column": 58,
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/data_cleaning.py",
    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "\"Conflicts resolved using majority voting\"",
          "end_location": {
            "column": 58,
            "row": 149
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          "location": {
            "column": 15,
            "row": 149
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      ],
      "message": "Remove extraneous `f` prefix"
    },
    "location": {
      "column": 15,
      "row": 149
    },
    "message": "f-string without any placeholders",
    "noqa_row": 149,
    "url": "https://docs.astral.sh/ruff/rules/f-string-missing-placeholders"
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  {
    "cell": null,
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      "column": 38,
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/data_cleaning.py",
    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "\"No data leakage detected\"",
          "end_location": {
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            "column": 11,
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      "message": "Remove extraneous `f` prefix"
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    "location": {
      "column": 11,
      "row": 306
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    "message": "f-string without any placeholders",
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    "cell": null,
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/data_cleaning.py",
    "fix": {
      "applicability": "unsafe",
      "edits": [
        {
          "content": "not stats.get(\"split\", {}).get(\"data_leakage\", True)",
          "end_location": {
            "column": 96,
            "row": 385
          },
          "location": {
            "column": 39,
            "row": 385
          }
        }
      ],
      "message": "Replace with `not stats.get(\"split\", {}).get(\"data_leakage\", True)`"
    },
    "location": {
      "column": 39,
      "row": 385
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    "message": "Avoid equality comparisons to `False`; use `not stats.get(\"split\", {}).get(\"data_leakage\", True):` for false checks",
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    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "        from hopcroft_skill_classification_tool_competition.features import (\n            extract_tfidf_features,\n            get_label_columns,\n            get_text_columns,\n            load_data_from_db,\n            prepare_labels,\n        )\n",
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    "location": {
      "column": 9,
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    "fix": {
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      "edits": [
        {
          "content": "\"\\nSummary:\"",
          "end_location": {
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    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "\"\\nData quality issues resolved:\"",
          "end_location": {
            "column": 45,
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          "location": {
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/data_cleaning.py",
    "fix": {
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      "edits": [
        {
          "content": "\"  - Duplicates removed\"",
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          "content": "\"  - Label conflicts resolved\"",
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    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "\"  - Sparse samples removed\"",
          "end_location": {
            "column": 40,
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          "location": {
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      "message": "Remove extraneous `f` prefix"
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/data_cleaning.py",
    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "\"  - Rare labels removed\"",
          "end_location": {
            "column": 37,
            "row": 513
          },
          "location": {
            "column": 11,
            "row": 513
          }
        }
      ],
      "message": "Remove extraneous `f` prefix"
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    "location": {
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/data_cleaning.py",
    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "\"  - Clean train/test split created\"",
          "end_location": {
            "column": 48,
            "row": 514
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          "location": {
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      "message": "Remove extraneous `f` prefix"
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    "location": {
      "column": 11,
      "row": 514
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    "message": "f-string without any placeholders",
    "noqa_row": 514,
    "url": "https://docs.astral.sh/ruff/rules/f-string-missing-placeholders"
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/data_cleaning.py",
    "fix": {
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        {
          "content": "\"  - No data leakage verified\"",
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      "message": "Remove extraneous `f` prefix"
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    "cell": null,
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/dataset.py",
    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "from pathlib import Path\nimport shutil\nimport zipfile\n\nfrom huggingface_hub import hf_hub_download\n\nfrom hopcroft_skill_classification_tool_competition.config import (\n    DB_PATH,\n    HF_FILENAME,\n    HF_REPO_ID,\n    RAW_DATA_DIR,\n)\n\n\n",
          "end_location": {
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          "location": {
            "column": 1,
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      "message": "Organize imports"
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    "location": {
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    "message": "Import block is un-sorted or un-formatted",
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    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "from hopcroft_skill_classification_tool_competition.config import (\n    HF_FILENAME,\n    HF_REPO_ID,\n    RAW_DATA_DIR,\n)",
          "end_location": {
            "column": 2,
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          "location": {
            "column": 1,
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    "location": {
      "column": 5,
      "row": 10
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    "url": "https://docs.astral.sh/ruff/rules/unused-import"
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/features.py",
    "fix": {
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      "edits": [
        {
          "content": "from pathlib import Path\nimport re\nimport sqlite3\nfrom typing import Optional, Tuple\n\n# Import per lo Stemming\nimport nltk\nfrom nltk.stem import PorterStemmer\nimport numpy as np\nimport pandas as pd\nfrom sklearn.feature_extraction.text import TfidfVectorizer\n\nfrom hopcroft_skill_classification_tool_competition.config import PROCESSED_DATA_DIR, RAW_DATA_DIR\n\n",
          "end_location": {
            "column": 1,
            "row": 35
          },
          "location": {
            "column": 1,
            "row": 21
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      "message": "Organize imports"
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    "url": "https://docs.astral.sh/ruff/rules/unsorted-imports"
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      "column": 12,
      "row": 30
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      "edits": [
        {
          "content": "",
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            "column": 1,
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      "message": "Remove unused import: `nltk`"
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    "location": {
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    "noqa_row": 30,
    "url": "https://docs.astral.sh/ruff/rules/unused-import"
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    "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/mlsmote.py",
    "fix": {
      "applicability": "safe",
      "edits": [
        {
          "content": "import random\n\nimport numpy as np\nimport pandas as pd\nfrom sklearn.datasets import make_classification\nfrom sklearn.neighbors import NearestNeighbors\n\n\n",
          "end_location": {
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