File size: 3,933 Bytes
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"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": {}
} |