decision_making/daily/classification/Mobile_Price_Classification_B2/info.json

{
    "name": "Mobile Price Classification",
    "source": "https://www.kaggle.com/datasets/iabhishekofficial/mobile-price-classification/data",
    "data_intro": "This dataset contain information about many mobiles anda variables about it,containning some relation between features of a mobile phone(eg:- RAM,Internal Memory etc) and its selling price.",
    "is_splited": true,
    "overall_size": 3000,
    "train_size": 2000,
    "test_size": 1000,
    "c_classes": 0,
    "n_classes": 22,
    "cat_feature_intro": {},
    "num_feature_intro": {
        "id": "Unique identifier for each mobile phone",
        "battery_power": "Total energy capacity of the battery in mAh",
        "blue": "Whether the phone has Bluetooth (1: Yes, 0: No)",
        "clock_speed": "Speed at which microprocessor executes instructions (in GHz)",
        "dual_sim": "Whether the phone supports dual SIM (1: Yes, 0: No)",
        "fc": "Front Camera megapixels",
        "four_g": "Whether the phone has 4G capability (1: Yes, 0: No)",
        "int_memory": "Internal memory in Gigabytes",
        "m_dep": "Mobile depth in cm",
        "mobile_wt": "Weight of the mobile phone in grams",
        "n_cores": "Number of cores in the processor",
        "pc": "Primary Camera megapixels",
        "px_height": "Pixel resolution height",
        "px_width": "Pixel resolution width",
        "ram": "Random Access Memory in Megabytes. Bob wants to find out some relation between features of a mobile phone (e.g., RAM, Internal Memory, etc.) and its selling price. But he is not so good at Machine Learning. So he needs your help to solve this problem.",
        "sc_h": "Screen height of the mobile in cm",
        "sc_w": "Screen width of the mobile in cm",
        "talk_time": "Maximum time that a single battery charge will last when the phone is used continuously in hours",
        "three_g": "Whether the phone has 3G capability (1: Yes, 0: No)",
        "touch_screen": "Whether the phone has a touch screen (1: Yes, 0: No)",
        "wifi": "Whether the phone has WiFi capability (1: Yes, 0: No)",
        "price_range": "Price range of the mobile (0: Low, 1: Medium, 2: High, 3: Very High)"
    },
    "evaluation_metric": null,
    "task_type": "classification",
    "target": "price_range",
    "num_feature_value": {
        "battery_power": [
            500.0,
            1999.0
        ],
        "blue": [
            0.0,
            1.0
        ],
        "clock_speed": [
            0.5,
            3.0
        ],
        "dual_sim": [
            0.0,
            1.0
        ],
        "fc": [
            0.0,
            19.0
        ],
        "four_g": [
            0.0,
            1.0
        ],
        "id": [
            1.0,
            1000.0
        ],
        "int_memory": [
            2.0,
            64.0
        ],
        "m_dep": [
            0.1,
            1.0
        ],
        "mobile_wt": [
            80.0,
            200.0
        ],
        "n_cores": [
            1.0,
            8.0
        ],
        "pc": [
            0.0,
            20.0
        ],
        "price_range": [
            0.0,
            3.0
        ],
        "px_height": [
            0.0,
            1960.0
        ],
        "px_width": [
            500.0,
            1998.0
        ],
        "ram": [
            256.0,
            3998.0
        ],
        "sc_h": [
            5.0,
            19.0
        ],
        "sc_w": [
            0.0,
            18.0
        ],
        "talk_time": [
            2.0,
            20.0
        ],
        "three_g": [
            0.0,
            1.0
        ],
        "touch_screen": [
            0.0,
            1.0
        ],
        "wifi": [
            0.0,
            1.0
        ]
    },
    "cat_feature_value": {}
}