770 lines
19 KiB
JSON
770 lines
19 KiB
JSON
{
|
|
"file_info": {
|
|
"file_path": "./buildings_cleaned.csv",
|
|
"total_rows": 16322,
|
|
"total_columns": 27,
|
|
"memory_usage_mb": 11.115302085876465,
|
|
"total_cells": 440694
|
|
},
|
|
"structural_info": {
|
|
"column_names": [
|
|
"prop_sub_type_en",
|
|
"actual_area",
|
|
"common_area",
|
|
"actual_common_area",
|
|
"built_up_area",
|
|
"bld_levels",
|
|
"shops",
|
|
"flats",
|
|
"offices",
|
|
"swimming_pools",
|
|
"elevators",
|
|
"creation_date",
|
|
"is_offplan_en",
|
|
"pre_registration_number",
|
|
"is_free_hold_en",
|
|
"is_lease_hold_en",
|
|
"floors",
|
|
"rooms_en",
|
|
"car_parks",
|
|
"land_number",
|
|
"land_sub_number",
|
|
"land_type_en",
|
|
"master_project_en",
|
|
"project_number",
|
|
"project_en",
|
|
"area_en",
|
|
"zone_en"
|
|
],
|
|
"dtypes": {
|
|
"prop_sub_type_en": "object",
|
|
"actual_area": "float64",
|
|
"common_area": "float64",
|
|
"actual_common_area": "float64",
|
|
"built_up_area": "float64",
|
|
"bld_levels": "float64",
|
|
"shops": "float64",
|
|
"flats": "float64",
|
|
"offices": "float64",
|
|
"swimming_pools": "float64",
|
|
"elevators": "float64",
|
|
"creation_date": "object",
|
|
"is_offplan_en": "object",
|
|
"pre_registration_number": "float64",
|
|
"is_free_hold_en": "object",
|
|
"is_lease_hold_en": "object",
|
|
"floors": "float64",
|
|
"rooms_en": "object",
|
|
"car_parks": "float64",
|
|
"land_number": "int64",
|
|
"land_sub_number": "float64",
|
|
"land_type_en": "object",
|
|
"master_project_en": "float64",
|
|
"project_number": "float64",
|
|
"project_en": "object",
|
|
"area_en": "object",
|
|
"zone_en": "object"
|
|
},
|
|
"index_info": {
|
|
"type": "<class 'pandas.core.indexes.range.RangeIndex'>",
|
|
"is_unique": true,
|
|
"has_duplicates": "False"
|
|
}
|
|
},
|
|
"columns_analysis": {
|
|
"prop_sub_type_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 4,
|
|
"unique_percentage": 0.02,
|
|
"categorical_info": {
|
|
"most_frequent": "villa",
|
|
"most_frequent_count": 16100,
|
|
"least_frequent": "education",
|
|
"least_frequent_count": 2,
|
|
"top_5_values": {
|
|
"villa": 16100,
|
|
"building": 213,
|
|
"factory": 7,
|
|
"education": 2
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 5,
|
|
"max": 9,
|
|
"mean": 5.040497488052934,
|
|
"median": 5.0
|
|
}
|
|
},
|
|
"actual_area": {
|
|
"dtype": "float64",
|
|
"non_null_count": 16314,
|
|
"null_count": 8,
|
|
"null_percentage": 0.05,
|
|
"unique_values": 7458,
|
|
"unique_percentage": 45.72,
|
|
"statistics": {
|
|
"mean": 440.360630746598,
|
|
"median": 327.815,
|
|
"std": 565.7344708785387,
|
|
"min": 0.0,
|
|
"max": 48484.88,
|
|
"q25": 172.43,
|
|
"q75": 574.2475,
|
|
"skewness": 41.964631194990496,
|
|
"kurtosis": 3277.295612239575
|
|
},
|
|
"outliers": {
|
|
"count": 653,
|
|
"percentage": 4.0
|
|
}
|
|
},
|
|
"common_area": {
|
|
"dtype": "float64",
|
|
"non_null_count": 15789,
|
|
"null_count": 533,
|
|
"null_percentage": 3.27,
|
|
"unique_values": 423,
|
|
"unique_percentage": 2.68,
|
|
"statistics": {
|
|
"mean": 0.6874307745899043,
|
|
"median": 0.38,
|
|
"std": 3.8217089807223634,
|
|
"min": 0.0,
|
|
"max": 100.0,
|
|
"q25": 0.21,
|
|
"q75": 0.51,
|
|
"skewness": 21.877328100003425,
|
|
"kurtosis": 537.2257516510371
|
|
},
|
|
"outliers": {
|
|
"count": 932,
|
|
"percentage": 5.71
|
|
}
|
|
},
|
|
"actual_common_area": {
|
|
"dtype": "float64",
|
|
"non_null_count": 15789,
|
|
"null_count": 533,
|
|
"null_percentage": 3.27,
|
|
"unique_values": 5966,
|
|
"unique_percentage": 37.79,
|
|
"statistics": {
|
|
"mean": 363.5476762049029,
|
|
"median": 234.84,
|
|
"std": 412.9982837857376,
|
|
"min": 0.0,
|
|
"max": 4158.64,
|
|
"q25": 109.51,
|
|
"q75": 479.44,
|
|
"skewness": 2.306035925075377,
|
|
"kurtosis": 8.409536733174551
|
|
},
|
|
"outliers": {
|
|
"count": 1199,
|
|
"percentage": 7.35
|
|
}
|
|
},
|
|
"built_up_area": {
|
|
"dtype": "float64",
|
|
"non_null_count": 16321,
|
|
"null_count": 1,
|
|
"null_percentage": 0.01,
|
|
"unique_values": 837,
|
|
"unique_percentage": 5.13,
|
|
"statistics": {
|
|
"mean": 442.80775136327435,
|
|
"median": 325.2,
|
|
"std": 1995.4832633150934,
|
|
"min": 0.0,
|
|
"max": 226678.0,
|
|
"q25": 222.71,
|
|
"q75": 461.0,
|
|
"skewness": 94.3067404198699,
|
|
"kurtosis": 10266.772410938267
|
|
},
|
|
"outliers": {
|
|
"count": 1187,
|
|
"percentage": 7.27
|
|
}
|
|
},
|
|
"bld_levels": {
|
|
"dtype": "float64",
|
|
"non_null_count": 17,
|
|
"null_count": 16305,
|
|
"null_percentage": 99.9,
|
|
"unique_values": 9,
|
|
"unique_percentage": 52.94,
|
|
"statistics": {
|
|
"mean": 10.823529411764707,
|
|
"median": 6.0,
|
|
"std": 16.17959862804717,
|
|
"min": 1.0,
|
|
"max": 65.0,
|
|
"q25": 1.0,
|
|
"q75": 13.0,
|
|
"skewness": 2.6726359781758635,
|
|
"kurtosis": 8.054097688638388
|
|
},
|
|
"outliers": {
|
|
"count": 1,
|
|
"percentage": 0.01
|
|
}
|
|
},
|
|
"shops": {
|
|
"dtype": "float64",
|
|
"non_null_count": 8,
|
|
"null_count": 16314,
|
|
"null_percentage": 99.95,
|
|
"unique_values": 4,
|
|
"unique_percentage": 50.0,
|
|
"statistics": {
|
|
"mean": 4.875,
|
|
"median": 5.0,
|
|
"std": 1.8850918886280925,
|
|
"min": 3.0,
|
|
"max": 8.0,
|
|
"q25": 3.0,
|
|
"q75": 5.5,
|
|
"skewness": 0.578461064887467,
|
|
"kurtosis": -0.7503244867553853
|
|
},
|
|
"outliers": {
|
|
"count": 0,
|
|
"percentage": 0.0
|
|
}
|
|
},
|
|
"flats": {
|
|
"dtype": "float64",
|
|
"non_null_count": 0,
|
|
"null_count": 16322,
|
|
"null_percentage": 100.0,
|
|
"unique_values": 0,
|
|
"unique_percentage": 0,
|
|
"statistics": {
|
|
"mean": null,
|
|
"median": null,
|
|
"std": null,
|
|
"min": null,
|
|
"max": null,
|
|
"q25": null,
|
|
"q75": null,
|
|
"skewness": null,
|
|
"kurtosis": null
|
|
}
|
|
},
|
|
"offices": {
|
|
"dtype": "float64",
|
|
"non_null_count": 8,
|
|
"null_count": 16314,
|
|
"null_percentage": 99.95,
|
|
"unique_values": 2,
|
|
"unique_percentage": 25.0,
|
|
"statistics": {
|
|
"mean": 3.25,
|
|
"median": 0.0,
|
|
"std": 9.192388155425117,
|
|
"min": 0.0,
|
|
"max": 26.0,
|
|
"q25": 0.0,
|
|
"q75": 0.0,
|
|
"skewness": 2.8284271247461903,
|
|
"kurtosis": 8.0
|
|
},
|
|
"outliers": {
|
|
"count": 1,
|
|
"percentage": 0.01
|
|
}
|
|
},
|
|
"swimming_pools": {
|
|
"dtype": "float64",
|
|
"non_null_count": 8,
|
|
"null_count": 16314,
|
|
"null_percentage": 99.95,
|
|
"unique_values": 2,
|
|
"unique_percentage": 25.0,
|
|
"statistics": {
|
|
"mean": 0.5,
|
|
"median": 0.5,
|
|
"std": 0.5345224838248488,
|
|
"min": 0.0,
|
|
"max": 1.0,
|
|
"q25": 0.0,
|
|
"q75": 1.0,
|
|
"skewness": 0.0,
|
|
"kurtosis": -2.8000000000000003
|
|
},
|
|
"outliers": {
|
|
"count": 0,
|
|
"percentage": 0.0
|
|
}
|
|
},
|
|
"elevators": {
|
|
"dtype": "float64",
|
|
"non_null_count": 8,
|
|
"null_count": 16314,
|
|
"null_percentage": 99.95,
|
|
"unique_values": 5,
|
|
"unique_percentage": 62.5,
|
|
"statistics": {
|
|
"mean": 3.875,
|
|
"median": 3.0,
|
|
"std": 2.799872446074234,
|
|
"min": 1.0,
|
|
"max": 9.0,
|
|
"q25": 2.5,
|
|
"q75": 4.75,
|
|
"skewness": 1.003137139473818,
|
|
"kurtosis": 0.25309125627202
|
|
},
|
|
"outliers": {
|
|
"count": 1,
|
|
"percentage": 0.01
|
|
}
|
|
},
|
|
"creation_date": {
|
|
"dtype": "object",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 1017,
|
|
"unique_percentage": 6.23,
|
|
"categorical_info": {
|
|
"most_frequent": "2025-10-09 08:37:52",
|
|
"most_frequent_count": 101,
|
|
"least_frequent": "2025-01-29 10:30:55",
|
|
"least_frequent_count": 1,
|
|
"top_5_values": {
|
|
"2025-10-09 08:37:52": 101,
|
|
"2025-04-23 12:11:46": 55,
|
|
"2025-02-23 20:42:57": 54,
|
|
"2025-03-14 15:08:55": 51,
|
|
"2025-02-23 20:42:56": 50
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 19,
|
|
"max": 19,
|
|
"mean": 19.0,
|
|
"median": 19.0
|
|
}
|
|
},
|
|
"is_offplan_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 2,
|
|
"unique_percentage": 0.01,
|
|
"categorical_info": {
|
|
"most_frequent": "ready",
|
|
"most_frequent_count": 13400,
|
|
"least_frequent": "off-plan",
|
|
"least_frequent_count": 2922,
|
|
"top_5_values": {
|
|
"ready": 13400,
|
|
"off-plan": 2922
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 5,
|
|
"max": 8,
|
|
"mean": 5.53706653596373,
|
|
"median": 5.0
|
|
}
|
|
},
|
|
"pre_registration_number": {
|
|
"dtype": "float64",
|
|
"non_null_count": 0,
|
|
"null_count": 16322,
|
|
"null_percentage": 100.0,
|
|
"unique_values": 0,
|
|
"unique_percentage": 0,
|
|
"statistics": {
|
|
"mean": null,
|
|
"median": null,
|
|
"std": null,
|
|
"min": null,
|
|
"max": null,
|
|
"q25": null,
|
|
"q75": null,
|
|
"skewness": null,
|
|
"kurtosis": null
|
|
}
|
|
},
|
|
"is_free_hold_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 1,
|
|
"unique_percentage": 0.01,
|
|
"categorical_info": {
|
|
"most_frequent": "free hold",
|
|
"most_frequent_count": 16322,
|
|
"least_frequent": "free hold",
|
|
"least_frequent_count": 16322,
|
|
"top_5_values": {
|
|
"free hold": 16322
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 9,
|
|
"max": 9,
|
|
"mean": 9.0,
|
|
"median": 9.0
|
|
}
|
|
},
|
|
"is_lease_hold_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 2,
|
|
"unique_percentage": 0.01,
|
|
"categorical_info": {
|
|
"most_frequent": "no",
|
|
"most_frequent_count": 16282,
|
|
"least_frequent": "yes",
|
|
"least_frequent_count": 40,
|
|
"top_5_values": {
|
|
"no": 16282,
|
|
"yes": 40
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 2,
|
|
"max": 3,
|
|
"mean": 2.002450680063718,
|
|
"median": 2.0
|
|
}
|
|
},
|
|
"floors": {
|
|
"dtype": "float64",
|
|
"non_null_count": 16117,
|
|
"null_count": 205,
|
|
"null_percentage": 1.26,
|
|
"unique_values": 12,
|
|
"unique_percentage": 0.07,
|
|
"statistics": {
|
|
"mean": 2.549109635788298,
|
|
"median": 2.0,
|
|
"std": 0.8014777445666159,
|
|
"min": 0.0,
|
|
"max": 63.0,
|
|
"q25": 2.0,
|
|
"q75": 3.0,
|
|
"skewness": 29.521296273600083,
|
|
"kurtosis": 2079.797677523565
|
|
},
|
|
"outliers": {
|
|
"count": 13,
|
|
"percentage": 0.08
|
|
}
|
|
},
|
|
"rooms_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 16100,
|
|
"null_count": 222,
|
|
"null_percentage": 1.36,
|
|
"unique_values": 8,
|
|
"unique_percentage": 0.05,
|
|
"categorical_info": {
|
|
"most_frequent": "4 b/r",
|
|
"most_frequent_count": 8233,
|
|
"least_frequent": "9 b/r",
|
|
"least_frequent_count": 4,
|
|
"top_5_values": {
|
|
"4 b/r": 8233,
|
|
"5 b/r": 4593,
|
|
"3 b/r": 2064,
|
|
"6 b/r": 1005,
|
|
"7 b/r": 139
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 5,
|
|
"max": 5,
|
|
"mean": 5.0,
|
|
"median": 5.0
|
|
}
|
|
},
|
|
"car_parks": {
|
|
"dtype": "float64",
|
|
"non_null_count": 16110,
|
|
"null_count": 212,
|
|
"null_percentage": 1.3,
|
|
"unique_values": 19,
|
|
"unique_percentage": 0.12,
|
|
"statistics": {
|
|
"mean": 2.4911235257603974,
|
|
"median": 2.0,
|
|
"std": 12.203512118671139,
|
|
"min": 0.0,
|
|
"max": 1000.0,
|
|
"q25": 2.0,
|
|
"q75": 2.0,
|
|
"skewness": 71.00007591541561,
|
|
"kurtosis": 5433.072219709761
|
|
},
|
|
"outliers": {
|
|
"count": 4266,
|
|
"percentage": 26.14
|
|
}
|
|
},
|
|
"land_number": {
|
|
"dtype": "int64",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 10209,
|
|
"unique_percentage": 62.55,
|
|
"statistics": {
|
|
"mean": 7312.259833353755,
|
|
"median": 6677.5,
|
|
"std": 4874.308474708385,
|
|
"min": 6.0,
|
|
"max": 32233.0,
|
|
"q25": 3949.25,
|
|
"q75": 9360.75,
|
|
"skewness": 1.7372716408578281,
|
|
"kurtosis": 5.35564277646592
|
|
},
|
|
"outliers": {
|
|
"count": 632,
|
|
"percentage": 3.87
|
|
}
|
|
},
|
|
"land_sub_number": {
|
|
"dtype": "float64",
|
|
"non_null_count": 3964,
|
|
"null_count": 12358,
|
|
"null_percentage": 75.71,
|
|
"unique_values": 1,
|
|
"unique_percentage": 0.03,
|
|
"statistics": {
|
|
"mean": 0.0,
|
|
"median": 0.0,
|
|
"std": 0.0,
|
|
"min": 0.0,
|
|
"max": 0.0,
|
|
"q25": 0.0,
|
|
"q75": 0.0,
|
|
"skewness": 0.0,
|
|
"kurtosis": 0.0
|
|
},
|
|
"outliers": {
|
|
"count": 0,
|
|
"percentage": 0.0
|
|
}
|
|
},
|
|
"land_type_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 10211,
|
|
"null_count": 6111,
|
|
"null_percentage": 37.44,
|
|
"unique_values": 5,
|
|
"unique_percentage": 0.05,
|
|
"categorical_info": {
|
|
"most_frequent": "commercial",
|
|
"most_frequent_count": 6352,
|
|
"least_frequent": "public facilities",
|
|
"least_frequent_count": 8,
|
|
"top_5_values": {
|
|
"commercial": 6352,
|
|
"industrial": 2037,
|
|
"residential": 1001,
|
|
"government authorities": 813,
|
|
"public facilities": 8
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 10,
|
|
"max": 22,
|
|
"mean": 11.058956027813142,
|
|
"median": 10.0
|
|
}
|
|
},
|
|
"master_project_en": {
|
|
"dtype": "float64",
|
|
"non_null_count": 0,
|
|
"null_count": 16322,
|
|
"null_percentage": 100.0,
|
|
"unique_values": 0,
|
|
"unique_percentage": 0,
|
|
"statistics": {
|
|
"mean": null,
|
|
"median": null,
|
|
"std": null,
|
|
"min": null,
|
|
"max": null,
|
|
"q25": null,
|
|
"q75": null,
|
|
"skewness": null,
|
|
"kurtosis": null
|
|
}
|
|
},
|
|
"project_number": {
|
|
"dtype": "float64",
|
|
"non_null_count": 15732,
|
|
"null_count": 590,
|
|
"null_percentage": 3.61,
|
|
"unique_values": 119,
|
|
"unique_percentage": 0.76,
|
|
"statistics": {
|
|
"mean": 3297.36683193491,
|
|
"median": 3514.0,
|
|
"std": 631.9558419147014,
|
|
"min": -3625.0,
|
|
"max": 4128.0,
|
|
"q25": 3145.0,
|
|
"q75": 3700.0,
|
|
"skewness": -1.2459462283443374,
|
|
"kurtosis": 1.4853274860563177
|
|
},
|
|
"outliers": {
|
|
"count": 2063,
|
|
"percentage": 12.64
|
|
}
|
|
},
|
|
"project_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 15732,
|
|
"null_count": 590,
|
|
"null_percentage": 3.61,
|
|
"unique_values": 119,
|
|
"unique_percentage": 0.76,
|
|
"categorical_info": {
|
|
"most_frequent": "the oasis - palace villas - ostra",
|
|
"most_frequent_count": 526,
|
|
"least_frequent": "dubai hills - hills grove community",
|
|
"least_frequent_count": 1,
|
|
"top_5_values": {
|
|
"the oasis - palace villas - ostra": 526,
|
|
"harmony": 514,
|
|
"the valley - vindera": 499,
|
|
"the oasis - address villas - tierra": 487,
|
|
"damac islands - seychelles 2": 474
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 5,
|
|
"max": 58,
|
|
"mean": 22.230358504958048,
|
|
"median": 22.0
|
|
}
|
|
},
|
|
"area_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 61,
|
|
"unique_percentage": 0.37,
|
|
"categorical_info": {
|
|
"most_frequent": "al yelayiss 1",
|
|
"most_frequent_count": 3931,
|
|
"least_frequent": "al barsha second",
|
|
"least_frequent_count": 1,
|
|
"top_5_values": {
|
|
"al yelayiss 1": 3931,
|
|
"dubai investment park second": 1977,
|
|
"wadi al safa 3": 1089,
|
|
"madinat al mataar": 1056,
|
|
"al hebiah fourth": 1023
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 7,
|
|
"max": 33,
|
|
"mean": 16.426785933096433,
|
|
"median": 14.0
|
|
}
|
|
},
|
|
"zone_en": {
|
|
"dtype": "object",
|
|
"non_null_count": 16322,
|
|
"null_count": 0,
|
|
"null_percentage": 0.0,
|
|
"unique_values": 2,
|
|
"unique_percentage": 0.01,
|
|
"categorical_info": {
|
|
"most_frequent": "dubai",
|
|
"most_frequent_count": 16295,
|
|
"least_frequent": "deira",
|
|
"least_frequent_count": 27,
|
|
"top_5_values": {
|
|
"dubai": 16295,
|
|
"deira": 27
|
|
}
|
|
},
|
|
"string_length": {
|
|
"min": 5,
|
|
"max": 5,
|
|
"mean": 5.0,
|
|
"median": 5.0
|
|
}
|
|
}
|
|
},
|
|
"data_quality": {
|
|
"total_missing_values": 151890,
|
|
"missing_percentage": 34.47,
|
|
"columns_with_missing": {
|
|
"actual_area": 8,
|
|
"common_area": 533,
|
|
"actual_common_area": 533,
|
|
"built_up_area": 1,
|
|
"bld_levels": 16305,
|
|
"shops": 16314,
|
|
"flats": 16322,
|
|
"offices": 16314,
|
|
"swimming_pools": 16314,
|
|
"elevators": 16314,
|
|
"pre_registration_number": 16322,
|
|
"floors": 205,
|
|
"rooms_en": 222,
|
|
"car_parks": 212,
|
|
"land_sub_number": 12358,
|
|
"land_type_en": 6111,
|
|
"master_project_en": 16322,
|
|
"project_number": 590,
|
|
"project_en": 590
|
|
},
|
|
"missing_percentage_by_column": {
|
|
"actual_area": 0.05,
|
|
"common_area": 3.27,
|
|
"actual_common_area": 3.27,
|
|
"built_up_area": 0.01,
|
|
"bld_levels": 99.9,
|
|
"shops": 99.95,
|
|
"flats": 100.0,
|
|
"offices": 99.95,
|
|
"swimming_pools": 99.95,
|
|
"elevators": 99.95,
|
|
"pre_registration_number": 100.0,
|
|
"floors": 1.26,
|
|
"rooms_en": 1.36,
|
|
"car_parks": 1.3,
|
|
"land_sub_number": 75.71,
|
|
"land_type_en": 37.44,
|
|
"master_project_en": 100.0,
|
|
"project_number": 3.61,
|
|
"project_en": 3.61
|
|
},
|
|
"duplicate_rows": 0,
|
|
"duplicate_percentage": 0.0
|
|
},
|
|
"statistical_summary": {
|
|
"numeric_columns_count": 17,
|
|
"categorical_columns_count": 10,
|
|
"datetime_columns_count": 0,
|
|
"data_types_distribution": {
|
|
"float64": 16,
|
|
"object": 10,
|
|
"int64": 1
|
|
},
|
|
"potential_identifier_columns": []
|
|
}
|
|
} |