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"non_null_count": 689, "null_count": 2106, "null_pct": 75.35, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.91, "std": 0.2864, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Other" }, "a43_15": { "dtype": "float64", "non_null_count": 689, "null_count": 2106, "null_pct": 75.35, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7547, "std": 0.4306, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - None" }, "a43_16": { "dtype": "float64", "non_null_count": 689, "null_count": 2106, "null_pct": 75.35, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9855, "std": 0.1197, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Don\u2019t know" }, "a43_oth": { "dtype": "category", "non_null_count": 61, "null_count": 2734, "null_pct": 97.82, "type": "categorical", "unique_count": 60, "top_10_values": { "I am not in any group": 2, "To help each other in weeding the farm": 1, "To help each other in different problems": 1, "To help each other in farming": 1, "They help each other when it comes to emergency events to members": 1, "To help each other farm works": 1, "to invest members' funds": 1, "I don`t know because I am not a member of any group": 1, "to put saving": 1, "To farm in member farms": 1 }, "description": "Types of services from groups or associations - (Other (specify))" }, "a44_1": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.851, "std": 5.866, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Cell phone" }, "a44_2": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.9291, "std": 6.2668, "median": 4.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Radio" }, "a44_3": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.9303, "std": 6.3803, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Television" }, "a44_4": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.0387, "std": 10.2039, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Internet or" }, "a44_5": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.1096, "std": 6.5905, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Newspapers" }, "a44_6": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.1111, "std": 4.4024, "median": 3.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Friends or" }, "a44_7": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.5023, "std": 2.788, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Religious l" }, "a44_8": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.445, "std": 2.3642, "median": 4.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Community m" }, "a44_9": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.9985, "std": 6.073, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Rural devel" }, "a44_10": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.4674, "std": 7.9086, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - School tea" }, "a44_11": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.0178, "std": 6.3355, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Government" }, "a44_12": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.5311, "std": 3.7705, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Input (suc" }, "a44_13": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.7892, "std": 4.9003, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Merchants" }, "a44_14": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.3078, "std": 7.2678, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Government" }, "a44_15": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.953, "std": 7.8054, "median": 5.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - Intermedia" }, "a44_16": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 2.0, "max": 98.0, "mean": 49.3465, "std": 46.462, "median": 5.0, "unique_count": 5, "unique_values": [ 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Use of sources of information for agricultural activities - (Other)" }, "a44_oth": { "dtype": "category", "non_null_count": 2, "null_count": 2793, "null_pct": 99.93, "type": "categorical", "unique_count": 2, "value_counts": { "In women groups": 1, "Farmers": 1 }, "description": "Please record other sources of information for agricultural activities" }, "a47_1": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2525, "std": 1.9654, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Fertilizer" }, "a47_2": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 3.0, "mean": 1.1012, "std": 0.3695, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 3.0 ], "description": "Importanceto keep money aside for Seeds" }, "a47_3": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2418, "std": 3.2944, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Pesticides" }, "a47_4": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.235, "std": 2.7013, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Equipment" }, "a47_5": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2418, "std": 7.5249, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Fuel" }, "a47_6": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6778, "std": 3.8342, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Hiring staff / workers" }, "a47_7": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0186, "std": 5.0276, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Security" }, "a47_8": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4712, "std": 3.8129, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for For future investment opportunities" }, "a47_9": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.326, "std": 3.3029, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Crop storage after harvest" }, "a47_10": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.9303, "std": 5.365, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Irrigation" }, "a47_11": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6952, "std": 4.2646, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Transportation" }, "a47_12": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.9621, "std": 7.5339, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Agriculture machinery (e.g. tractor," }, "a47_13": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 70.7043, "std": 43.0358, "median": 98.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Other (specify)" }, "a47_oth": { "dtype": "category", "non_null_count": 184, "null_count": 2611, "null_pct": 93.42, "type": "categorical", "unique_count": 90, "top_10_values": { "None.": 36, "none": 15, "Fertilizer": 14, "Crops": 8, "Capital": 6, "Seeds": 5, "Inputs": 4, "fertilizer": 4, "I don't have other expenses": 3, "I don't have": 3 }, "description": "Please record other agricultural need mentioned" }, "a48_1": { "dtype": "float64", "non_null_count": 2449, "null_count": 346, "null_pct": 12.38, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7554, "std": 2.7915, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Fertilizer" }, "a48_2": { "dtype": "float64", "non_null_count": 2578, "null_count": 217, "null_pct": 7.76, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7215, "std": 4.2742, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Seeds" }, "a48_3": { "dtype": "float64", "non_null_count": 2535, "null_count": 260, "null_pct": 9.3, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7625, "std": 3.8575, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Pesticides" }, "a48_4": { "dtype": "float64", "non_null_count": 2564, "null_count": 231, "null_pct": 8.26, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7676, "std": 3.8356, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Equipment" }, "a48_5": { "dtype": "float64", "non_null_count": 2062, "null_count": 733, "null_pct": 26.23, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8792, "std": 3.0237, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Fuel" }, "a48_6": { "dtype": "float64", "non_null_count": 2163, "null_count": 632, "null_pct": 22.61, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7624, "std": 2.1186, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Hiring staff / workers" }, "a48_7": { "dtype": "float64", "non_null_count": 1870, "null_count": 925, "null_pct": 33.09, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.9096, "std": 2.2505, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Security" }, "a48_8": { "dtype": "float64", "non_null_count": 2418, "null_count": 377, "null_pct": 13.49, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8503, "std": 3.4184, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Future investment opportunities" }, "a48_9": { "dtype": "float64", "non_null_count": 2509, "null_count": 286, "null_pct": 10.23, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7557, "std": 3.365, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Crop storage after harvest" }, "a48_10": { "dtype": "float64", "non_null_count": 2013, "null_count": 782, "null_pct": 27.98, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8947, "std": 2.1731, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Irrigation" }, "a48_11": { "dtype": "float64", "non_null_count": 2213, "null_count": 582, "null_pct": 20.82, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.9476, "std": 4.1096, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Transportation" }, "a48_12": { "dtype": "float64", "non_null_count": 2329, "null_count": 466, "null_pct": 16.67, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.5947, "std": 16.2071, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Agriculture machinery (e.g. tractor, thr" }, "a48_13": { "dtype": "float64", "non_null_count": 54, "null_count": 2741, "null_pct": 98.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 12.4815, "std": 30.5217, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Other" }, "a48_oth": { "dtype": "category", "non_null_count": 9, "null_count": 2786, "null_pct": 99.68, "type": "categorical", "unique_count": 9, "value_counts": { "Grass that prevent the growth of weeds in the farm.": 1, "It is also important to make saving in a corporate union": 1, "To buy some livestock feeds; feeds for cows or pigs": 1, "Farming/agricultural inputs": 1, "Fertilizer": 1, "Pesticides spraying equipment to spray the crops to prevent pests from destroying the crops": 1, "I need some farming inputs": 1, "Weeding": 1, "Ploughing cattle (Oxen)": 1 }, "description": "Currently keep money aside for Others (specified)" }, "a49_1": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.196, "std": 2.687, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Fertilizer" }, "a49_2": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.1361, "std": 2.6796, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Seeds" }, "a49_3": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.1516, "std": 2.6817, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Pesticides" }, "a49_4": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2381, "std": 3.7824, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Equipment" }, "a49_5": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6365, "std": 5.658, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Fuel" }, "a49_6": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.3976, "std": 3.7901, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Hiring staff / workers" }, "a49_7": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6111, "std": 4.6288, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Security" }, "a49_8": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.3097, "std": 3.7867, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for For future investment opportunities" }, "a49_9": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.3071, "std": 4.2272, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Crop storage after harvest" }, "a49_10": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5754, "std": 4.6295, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Irrigation" }, "a49_11": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4424, "std": 4.2312, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Transportation" }, "a49_12": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.644, "std": 6.2509, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Agriculture machinery (e.g. tractor, thres" }, "a49_13": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 51.8283, "std": 48.0022, "median": 98.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Other (specify)" }, "a49_oth": { "dtype": "category", "non_null_count": 38, "null_count": 2757, "null_pct": 98.64, "type": "categorical", "unique_count": 31, "value_counts": { "I have no other needs": 5, "Fertilizer": 3, "Pesticides": 2, "To purchase farm/agricultural inputs": 1, "On irrigating the farm": 1, "There is no other": 1, "To invest more on agriculture": 1, "all": 1, "To purchase some farm inputs": 1, "To buy some livestock feeds": 1, "To purchase livestock": 1, "To put more savings on agriculture": 1, "Another place for farming": 1, "To give us more support": 1, "fertilizer, seeds and pesticides": 1, "To get better farm inputs to run my agricultural activities": 1, "So that I may lend the farm": 1, "To purchase a plough": 1, "To save money for some usage / expenses": 1, "On farming lands": 1, "To get educated on agriculture": 1, "I need to put apart some money for some agricultural activities.": 1, "Farming/agricultural inputs": 1, "For harvesting": 1, "I don't have": 1, "Weeding": 1, "To add more plots/lands": 1, "Ploughing cattle (Oxen)": 1, "They are not mentioned": 1, "To buy fertilizer": 1, "I need to get money so that I may develop my agriculture methods and farm": 1 }, "description": "Want to keep money aside for Other agricultural needs (specified)" }, "a52": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2388, "std": 0.4264, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Currently store any crops after harvest" }, "a53_1": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3252, "std": 0.4686, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Maize" }, "a53_2": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8212, "std": 0.3833, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Paddy" }, "a53_3": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9462, "std": 0.2256, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sorghum" }, "a53_4": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9885, "std": 0.1064, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Bulrush millet" }, "a53_5": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9851, "std": 0.1213, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Finger millet" }, "a53_6": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8914, "std": 0.3112, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cassava" }, "a53_7": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9597, "std": 0.1968, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sweet potatoes" }, "a53_8": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9925, "std": 0.0861, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Irish potatoes" }, "a53_9": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.747, "std": 0.4348, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Beans" }, "a53_10": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9935, "std": 0.0802, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cowpeas" }, "a53_11": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9676, "std": 0.177, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Pigeon peas" }, "a53_12": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9422, "std": 0.2334, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sunflower" }, "a53_13": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9811, "std": 0.1363, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Simsim" }, "a53_14": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.878, "std": 0.3274, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Groundnuts" }, "a53_15": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.996, "std": 0.063, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Tomatoes" }, "a53_16": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9995, "std": 0.0223, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cabbage" }, "a53_17": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9935, "std": 0.0802, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Onions" }, "a53_18": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.997, "std": 0.0546, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Amaranth" }, "a53_19": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9955, "std": 0.0668, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cashew nut" }, "a53_20": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.988, "std": 0.1087, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Banana" }, "a53_21": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9905, "std": 0.0968, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cotton" }, "a53_22": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.995, "std": 0.0704, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Tobacco" }, "a53_23": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Normally store Pyrethrum" }, "a53_24": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9831, "std": 0.129, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Coffee" }, "a53_25": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.996, "std": 0.063, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Coconut" }, "a53_26": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.999, "std": 0.0316, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Orange" }, "a53_27": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.998, "std": 0.0446, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sugar cane" }, "a53_28": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9985, "std": 0.0386, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Palm oil" }, "a53_29": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9811, "std": 0.1363, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Other 1" }, "a53_30": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9985, "std": 0.0386, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Other 2" }, "a53_31": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9995, "std": 0.0223, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Other 3" }, "a53_32": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7689, "std": 0.4216, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store None" }, "a53_oth1": { "dtype": "category", "non_null_count": 50, "null_count": 2745, "null_pct": 98.21, "type": "categorical", "unique_count": 13, "value_counts": { "cowpeas": 20, "pulse": 9, "wheat": 8, "pumpkins": 2, "bambaranut": 2, "peas": 2, "papaya": 1, "Apple": 1, "seeds of eggplant": 1, "beans": 1, "eggplant": 1, "cow peas": 1, "beans seeds": 1 }, "description": "Normally store Other 1" }, "a53_oth2": { "dtype": "category", "non_null_count": 3, "null_count": 2792, "null_pct": 99.89, "type": "categorical", "unique_count": 3, "value_counts": { "pulse": 1, "ngwala": 1, "bambara nut": 1 }, "description": "Normally store Other 2" }, "a53_oth3": { "dtype": "category", "non_null_count": 1, "null_count": 2794, "null_pct": 99.96, "type": "categorical", "unique_count": 1, "value_counts": { "bambaranut nut": 1 }, "description": "Normally store Other 3" }, "a55": { "dtype": "object", "non_null_count": 2005, "null_count": 790, "null_pct": 28.26, "type": "categorical", "unique_count": 524, "top_10_values": { "at home": 635, "inside": 65, "In sacks": 51, "In the warehouse": 49, "Inside the house": 49, "In sacks at home": 43, "Sacks": 42, "In parcels": 36, "Inside": 35, "I store in sacks": 28 }, "description": "Where crops stored" }, "a56_1": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6972, "std": 0.4596, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - I am waiting for the price to get better" }, "a56_2": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7893, "std": 0.4079, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - Storage is good way to minimize hazards or risk" }, "a56_3": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8277, "std": 0.3777, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - So my family can have extra money after harvest" }, "a56_4": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9517, "std": 0.2145, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - I store so I can pay for school fees" }, "a56_5": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7625, "std": 0.4257, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - I store for another major expense" }, "a56_6": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1703, "std": 0.376, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - I store it so we can consume it later" }, "a56_7": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9492, "std": 0.2196, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - Other" }, "a56_8": { "dtype": "float64", "non_null_count": 2008, "null_count": 787, "null_pct": 28.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.999, "std": 0.0316, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason to store crops - Don\u2019t know" }, "a56_oth": { "dtype": "category", "non_null_count": 102, "null_count": 2693, "null_pct": 96.35, "type": "categorical", "unique_count": 86, "top_10_values": { "For food": 7, "For seeds": 5, "And other for seeds": 3, "for seeds": 3, "For Seeds": 2, "I store so that I can get seeds": 2, "Because the shouldn't be damaged by insects": 1, "And save for future use": 1, "And for home food": 1, "we don't have another place to store": 1 }, "description": "Reason to store crops (Other (specify))" }, "a57_1": { "dtype": "float64", "non_null_count": 630, "null_count": 2165, "null_pct": 77.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9302, "std": 0.2551, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason for not currently storing crops - There is no available storage" }, "a57_2": { "dtype": "float64", "non_null_count": 630, "null_count": 2165, "null_pct": 77.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.973, "std": 0.1622, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason for not currently storing crops - Storage is too expensive" }, "a57_3": { "dtype": "float64", "non_null_count": 630, "null_count": 2165, "null_pct": 77.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.246, "std": 0.431, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason for not currently storing crops - There are no leftover crops to" }, "a57_4": { "dtype": "float64", "non_null_count": 630, "null_count": 2165, "null_pct": 77.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9905, "std": 0.0972, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason for not currently storing crops - It is not a good idea to store" }, "a57_5": { "dtype": "float64", "non_null_count": 630, "null_count": 2165, "null_pct": 77.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9159, "std": 0.2778, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason for not currently storing crops - I need to use the money after" }, "a57_6": { "dtype": "float64", "non_null_count": 630, "null_count": 2165, "null_pct": 77.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8587, "std": 0.3486, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason for not currently storing crops - Other" }, "a57_7": { "dtype": "float64", "non_null_count": 630, "null_count": 2165, "null_pct": 77.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9937, "std": 0.0795, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason for not currently storing crops - Don\u2019t know" }, "a57_oth": { "dtype": "category", "non_null_count": 89, "null_count": 2706, "null_pct": 96.82, "type": "categorical", "unique_count": 69, "top_10_values": { "I haven`t harvest yet": 9, "I haven't harvest yet": 6, "I get few crops": 3, "they haven't harvest yet": 3, "they haven`t harvest yet": 2, "he hasn`t harvest crops yet": 2, "I don\u0092t have crops to store": 2, "Because this is his first season of farming so he doesn`t know": 1, "it is not harvesting time": 1, "There are so crops that decay if you store them like sesame": 1 }, "description": "Reason for not currently storing crops - (Other (specify))" }, "a58": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7183, "std": 0.4499, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever purchased livestock as an investment" }, "a59": { "dtype": "float64", "non_null_count": 743, "null_count": 2052, "null_pct": 73.42, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2086, "std": 0.4066, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Currently have livestock that are investments" }, "a60": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5387, "std": 5.484, "median": 1.0, "unique_count": 14, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 14.0, 98.0 ], "description": "Most significant risk to your agricultural activities" }, "a60_oth": { "dtype": "category", "non_null_count": 16, "null_count": 2779, "null_pct": 99.43, "type": "categorical", "unique_count": 16, "value_counts": { "Cow to ambush crops": 1, "Wild animals who damage crops because they destroy them": 1, "He started to bread": 1, "lack of fertilizer": 1, "They delay to bring seeds": 1, "Availability of crop markets": 1, "Abyssinia cow to destroy crops": 1, "crops are ambushed by livestock": 1, "Uwezo Nephi wa kuhudumia": 1, "Fertilizer": 1, "Cows to ambush farms": 1, "Not to have enough money for agriculture": 1, "Wild animals and drought": 1, "Insects and wild animals": 1, "monkey to eat and to damage crops": 1, "Monkeys eat crops": 1 }, "description": "Most significant risk to your agricultural activities (Other (specify))" }, "a61_1": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2153, "std": 0.4111, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Weather - related eve" }, "a61_2": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3336, "std": 0.4716, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Pests / diseases" }, "a61_3": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8939, "std": 0.3081, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Accident (e.g. fire)" }, "a61_4": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7547, "std": 0.4303, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Unexpected price fluc" }, "a61_5": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7036, "std": 0.4568, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Unexpected price fluc" }, "a61_6": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9856, "std": 0.1192, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Contracts not being h" }, "a61_7": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8768, "std": 0.3287, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Market downturn / cro" }, "a61_8": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8787, "std": 0.3265, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Breakdown of equipmen" }, "a61_9": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8108, "std": 0.3917, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Health (your own, you" }, "a61_10": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9253, "std": 0.2629, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Death in the family" }, "a61_11": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9879, "std": 0.1095, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Political unrest or" }, "a61_12": { "dtype": "float64", "non_null_count": 2638, "null_count": 157, "null_pct": 5.62, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9951, "std": 0.07, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Don\u2019t know" }, "a62_1": { "dtype": "float64", "non_null_count": 2070, "null_count": 725, "null_pct": 25.94, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.1232, "std": 5.4137, "median": 6.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Way mainly coped with Weather - related event (drought, floods, late rai" }, "a62_2": { "dtype": "float64", "non_null_count": 1758, "null_count": 1037, "null_pct": 37.1, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.153, "std": 5.7043, "median": 6.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Way mainly coped with Pests / diseases" }, "a62_3": { "dtype": "float64", "non_null_count": 280, "null_count": 2515, "null_pct": 89.98, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.4964, "std": 8.3464, "median": 6.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Way mainly coped with Accident (e.g. fire) or theft" }, "a62_4": { "dtype": "float64", "non_null_count": 647, "null_count": 2148, "null_pct": 76.85, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.1345, "std": 4.682, "median": 6.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Way mainly coped with Unexpected price fluctuation in the market" }, "a62_5": { "dtype": "float64", "non_null_count": 782, "null_count": 2013, "null_pct": 72.02, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.9118, "std": 4.3733, "median": 6.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Way mainly coped with Unexpected price fluctuation of inputs (such as se" }, "a62_6": { "dtype": "float64", "non_null_count": 38, "null_count": 2757, "null_pct": 98.64, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 5.9474, "std": 2.9219, "median": 6.0, "unique_count": 8, "unique_values": [ 1.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 10.0 ], "description": "Way mainly coped with Contracts not being honored" }, "a62_7": { "dtype": "float64", "non_null_count": 325, "null_count": 2470, "null_pct": 88.37, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 6.1077, "std": 3.0058, "median": 6.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 10.0 ], "description": "Way mainly coped with Market downturn / crops or livestock not able to b" }, "a62_8": { "dtype": "float64", "non_null_count": 320, "null_count": 2475, "null_pct": 88.55, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 5.1344, "std": 2.6601, "median": 6.0, "unique_count": 8, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 9.0, 10.0 ], "description": "Way mainly coped with Breakdown of equipment" }, "a62_9": { "dtype": "float64", "non_null_count": 499, "null_count": 2296, "null_pct": 82.15, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 5.4269, "std": 2.6336, "median": 6.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0 ], "description": "Way mainly coped with Health (your own, your family's, or your workers')" }, "a62_10": { "dtype": "float64", "non_null_count": 197, "null_count": 2598, "null_pct": 92.95, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 5.4721, "std": 2.6391, "median": 6.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 10.0 ], "description": "Way mainly coped with Death in the family" }, "a62_11": { "dtype": "float64", "non_null_count": 32, "null_count": 2763, "null_pct": 98.86, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.6562, "std": 16.4564, "median": 6.0, "unique_count": 8, "unique_values": [ 1.0, 3.0, 4.0, 6.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Way mainly coped with Political unrest or war" }, "h16_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9678, "std": 0.1766, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Chief or Village le" }, "h16_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9943, "std": 0.0755, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Local Councilor or" }, "h16_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9657, "std": 0.1822, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Lead farmer" }, "h16_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9807, "std": 0.1377, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Other community lea" }, "h16_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9953, "std": 0.0681, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Farmers\u2019 associatio" }, "h16_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9975, "std": 0.05, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Extension agents" }, "h16_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9986, "std": 0.0378, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Financial instituti" }, "h16_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9792, "std": 0.1426, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Middle men" }, "h16_9": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9957, "std": 0.0654, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Savings and credit" }, "h16_10": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9775, "std": 0.1485, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Other community gr" }, "h16_11": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.542, "std": 0.4983, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Friends and family" }, "h16_12": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3721, "std": 0.4834, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Spouse" }, "h16_13": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.995, "std": 0.0706, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Don\u2019t know who to" }, "h16_14": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9492, "std": 0.2196, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Don\u2019t have anyone" }, "h16_15": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9649, "std": 0.184, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Don\u2019t ask for advi" }, "h17_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2114, "std": 3.6783, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for a future purchase" }, "h17_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4032, "std": 4.5081, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for an unexpected event" }, "h17_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2733, "std": 2.6316, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for regular purchases" }, "h17_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5463, "std": 4.8756, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for school fees" }, "h17_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.4168, "std": 5.7942, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for marriage ceremony/dowry" }, "h17_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2132, "std": 3.6772, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for health care" }, "h17_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0687, "std": 7.0937, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for death in the family" }, "h17_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6311, "std": 5.2047, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for future loss of income" }, "h18": { "dtype": "float64", "non_null_count": 2793, "null_count": 2, "null_pct": 0.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.3158, "std": 11.6894, "median": 3.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 98.0 ], "description": "What the household needs to save for the most" }, "h19_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6698, "std": 5.8105, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money at a financial institution" }, "h19_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.4891, "std": 7.5215, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money with an informal group like a mer" }, "h19_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7932, "std": 4.8803, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money at home" }, "h19_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.4172, "std": 9.8135, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money on a mobile phone" }, "h20": { "dtype": "float64", "non_null_count": 2793, "null_count": 2, "null_pct": 0.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.7991, "std": 14.2061, "median": 3.0, "unique_count": 5, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 98.0 ], "description": "What the household needs needs to save at the most" }, "h21_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2147, "std": 3.1978, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a farm or buying land" }, "h21_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4411, "std": 4.5102, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a home/home improvement" }, "h21_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4036, "std": 4.1258, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a future educational opportu" }, "h21_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4648, "std": 4.5128, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a business (non - farm)" }, "h21_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.1556, "std": 2.6121, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in health care" }, "h22": { "dtype": "float64", "non_null_count": 2794, "null_count": 1, "null_pct": 0.04, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.636, "std": 9.1341, "median": 3.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "What the household needs to do the most" }, "h23_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.127, "std": 4.4558, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Bank or other formal financial i" }, "h23_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2465, "std": 5.1338, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Microfinance institution" }, "h23_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2501, "std": 5.1332, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with SACCO" }, "h23_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1603, "std": 4.0593, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Cooperative" }, "h23_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0873, "std": 4.0705, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Merry go round / informal saving" }, "h23_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1095, "std": 3.6345, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with VSLAs" }, "h23_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.9367, "std": 3.1714, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Friends and family" }, "h23_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3084, "std": 0.4619, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, saved money with At home" }, "h23_9": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.751, "std": 3.1915, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with On a mobile phone" }, "h23_10": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 44.8576, "std": 47.7399, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Other" }, "h23_oth": { "dtype": "category", "non_null_count": 20, "null_count": 2775, "null_pct": 99.28, "type": "categorical", "unique_count": 18, "value_counts": { "Merry go round": 2, "Women groups": 2, "A group to save money then they split them at the end of the year": 1, "motorcycle Sacco's": 1, "women sports": 1, "To a group of save and split": 1, "JUHUDI GROUP FOR WOMEN": 1, "Village women association": 1, "I don\u0092t have money, didn't save": 1, "Give away group": 1, "I don\u0092t have any groups": 1, "postal": 1, "dorkasi": 1, "none": 1, "cooperation groups": 1, "Union group": 1, "in a fabric knot": 1, "to store in a tin and burry it in the land": 1 }, "description": "In the past 12 months, saved money with Other groups (specified)" }, "h24": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.8504, "std": 15.6354, "median": 3.0, "unique_count": 12, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 98 ], "description": "Would make most likely to save money with a bank or formal financial insti" }, "h24_oth": { "dtype": "category", "non_null_count": 156, "null_count": 2639, "null_pct": 94.42, "type": "categorical", "unique_count": 130, "top_10_values": { "it\u0092s a safe place": 6, "to store money in a safe place": 5, "to store in a safe place": 3, "for security": 3, "I don\u0092t have the money to save in the bank": 3, "to be in a safe place": 3, "to save money in a safe place": 3, "I don\u0092t have the money to put in the bank": 2, "to have an income to put in the bank": 2, "because it\u0092s a secure place": 2 }, "description": "Would make most likely to save money with a bank or formal financial insti" }, "h25_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5091, "std": 4.1127, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Could get extra money for emergency through relatives sending money or b" }, "h25_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0819, "std": 3.6391, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 4 weeks, anyone in household skipped a meal to save money" }, "h25_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2919, "std": 6.8031, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 4 weeks, house has been unlit at night because could not buy" }, "h25_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5317, "std": 2.6296, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, the household head missed any work because he was" }, "h25_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5606, "std": 8.1106, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family receives income (upkeep money or regular support) from a person o" }, "h26_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.4905, "std": 17.0664, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "When my money is in an account, it is constantly working for me" }, "h26_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.3041, "std": 4.852, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I like to store money somewhere for a specific purpose" }, "h26_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4605, "std": 6.0754, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I like to save my money in case of an emergency" }, "h26_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2032, "std": 4.102, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I like to store my money somewhere I trust" }, "h26_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8268, "std": 7.9666, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I like to save my money in an account because it is safer" }, "h26_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0197, "std": 8.3648, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Storing my money somewhere is easier than saving in an account" }, "h26_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5374, "std": 6.6012, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I need to be able to access my money immediately" }, "h27": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5589, "std": 4.847, "median": 3.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Possibility to come up with 100,000 shillings within the next month" }, "h28": { "dtype": "float64", "non_null_count": 1342, "null_count": 1453, "null_pct": 51.99, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.5052, "std": 6.4471, "median": 2.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Main source of money for 100,000 shillings within the next month" }, "h28_oth": { "dtype": "category", "non_null_count": 149, "null_count": 2646, "null_pct": 94.67, "type": "categorical", "unique_count": 113, "top_10_values": { "to sell livestock": 15, "to sell my livestock": 8, "small business": 4, "by selling livestock": 3, "to sell crops": 3, "I sell livestock": 2, "agriculture": 2, "my business": 2, "to do business": 2, "agricultural activities": 2 }, "description": "Main source of money for 100,000 shillings within the next month - Other" }, "h30_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0966, "std": 6.0297, "median": 3.0, "unique_count": 5, "unique_values": [ 1, 2, 3, 4, 98 ], "description": "I spend less money than I make each month" }, "h30_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.5184, "std": 6.2508, "median": 3.0, "unique_count": 5, "unique_values": [ 1, 2, 3, 4, 98 ], "description": "I have an emergency fund to cover for unplanned expenses" }, "h30_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.9725, "std": 12.5866, "median": 4.0, "unique_count": 5, "unique_values": [ 1, 2, 3, 4, 98 ], "description": "Pay my bills on time" }, "h30_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.8605, "std": 8.4281, "median": 3.0, "unique_count": 5, "unique_values": [ 1, 2, 3, 4, 98 ], "description": "Savings are larger than debts" }, "h31_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8236, "std": 0.3812, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have An insurance plan" }, "h31_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7256, "std": 0.4463, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have A living will; I know what will happen to my money if I die" }, "h31_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.99, "std": 0.0996, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have A retirement plan (employer provided or personal) that will" }, "h31_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5914, "std": 0.4917, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have A savings plan" }, "h31_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6072, "std": 0.4885, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have An investment" }, "h32_1": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4158, "std": 0.4934, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Medical insurance" }, "h32_2": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.929, "std": 0.2571, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Life insurance" }, "h32_3": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9736, "std": 0.1604, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Car insurance" }, "h32_4": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9371, "std": 0.243, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Have insurance for Agriculture" }, "h32_5": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9675, "std": 0.1774, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have insurance for House/property" }, "h32_6": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.998, "std": 0.045, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have insurance for Unemployment/income protection" }, "h32_7": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9878, "std": 0.1098, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Livestock insurance" }, "h32_8": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9919, "std": 0.0898, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Funeral insurance" }, "h32_9": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9919, "std": 0.0898, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Other type of insurance" }, "h32_10": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6349, "std": 0.482, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "H32_10.Have none of the type of insurance" }, "h32_11": { "dtype": "float64", "non_null_count": 493, "null_count": 2302, "null_pct": 82.36, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "H32_11.Type of insurance held_Don\u2019t know" }, "h32_oth": { "dtype": "category", "non_null_count": 3, "null_count": 2792, "null_pct": 99.89, "type": "categorical", "unique_count": 3, "value_counts": { "motorcycle insurance": 1, "community insurance": 1, "health insurance": 1 }, "description": "Have Other type of insurance (Other specified)" }, "h33": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.7646, "std": 16.4201, "median": 1.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Insurance household needs the most" }, "h33_oth": { "dtype": "category", "non_null_count": 58, "null_count": 2737, "null_pct": 97.92, "type": "categorical", "unique_count": 28, "value_counts": { "I don't have any insurance": 15, "I don't have": 8, "he doesn't have insurance": 3, "I don't have any": 3, "I don't have insurance": 2, "He doesn't have insurance": 2, "I have none": 2, "there is none": 2, "business insurance": 2, "he does not have an insurance": 1, "Business insurance": 1, "He doesn't have an insurance": 1, "No one wants it": 1, "He doesn't have an insurance": 1, "I have no insurance": 1, "Insurance for business": 1, "We don't have insurance": 1, "he doesn't have": 1, "We don't have any insurance": 1, "Motorcycle": 1, "education insurance": 1, "he doesn't use insurance": 1, "He doesn't have any insurance": 1, "He doesn't have health insurance": 1, "has no insurance": 1, "I don't have any kind of insurance": 1, "Fire insurance": 1, "He doesn't want an insurance": 1 }, "description": "Insurance household needs the most (Other specified)" }, "h43": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6358, "std": 0.4813, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have access to credit" }, "h34_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.942, "std": 5.4818, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from loss of a" }, "h34_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5635, "std": 1.8918, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from major medi" }, "h34_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0662, "std": 5.767, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from bankruptcy" }, "h34_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.083, "std": 6.5755, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from loss of ha" }, "h34_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1653, "std": 6.5677, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from loss of pr" }, "h34_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8787, "std": 6.8386, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from death in t" }, "h34_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6966, "std": 9.94, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from an extende" }, "h34_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2147, "std": 7.5098, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from crop failu" }, "h35_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2526, "std": 0.4346, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Medical emergencies" }, "h35_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7116, "std": 0.4531, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Death of a family member" }, "h35_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8998, "std": 0.3003, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Income lost due to theft" }, "h35_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9399, "std": 0.2377, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Loss of job" }, "h35_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9216, "std": 0.2688, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Loss of wage labor" }, "h35_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9023, "std": 0.2969, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Wedding or marriage" }, "h35_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8079, "std": 0.394, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Housing repair or construction" }, "h35_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9449, "std": 0.2282, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Relocation" }, "h35_9": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7825, "std": 0.4126, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Birth of a family member" }, "h35_10": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6422, "std": 0.4794, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Crop failure" }, "h35_11": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.912, "std": 0.2834, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced None" }, "h35_12": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9993, "std": 0.0267, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Don\u2019t know" }, "h37_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.0945, "std": 1.8489, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "My life is determined by my own actions." }, "h37_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6182, "std": 10.2786, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I can mostly determine what will happen in my life." }, "h37_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5356, "std": 9.0829, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I only focus on the short - term." }, "h37_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5936, "std": 9.9519, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I live more for the present day than for tomorrow." }, "h37_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5367, "std": 9.0828, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "The future will take care of itself." }, "h37_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5184, "std": 6.3438, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "When I get what I want, it is usually because I worked hard for it." }, "h37_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8776, "std": 7.7523, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "My experience in my life has been that what is going to happen will happ" }, "h37_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8411, "std": 11.4789, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I feel like what happens in my life is mostly determined by powerful peo" }, "h38_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.0898, "std": 2.5976, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I always work hard to be among the best at what I do" }, "h38_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.083, "std": 1.8463, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I do things after giving them much thought" }, "h38_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6411, "std": 6.0738, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "It is not always wise for me to plan too far ahead because many things t" }, "h38_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1524, "std": 6.569, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I am impulsive" }, "h38_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0902, "std": 4.8199, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I say things before I think them through" }, "h38_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.3678, "std": 4.8541, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I always look for opportunities for improving my situation" }, "h38_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4483, "std": 6.0753, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I have many aspirations" }, "h42": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3381, "std": 4.8302, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "The role you play in household expenses" }, "h39_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.942, "std": 2.2003, "median": 0.0, "unique_count": 16, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 13, 15, 20, 25, 30 ], "description": "In the past 30 days (1 month), number of times did Deposit money" }, "h39_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 1.4955, "std": 3.7997, "median": 0.0, "unique_count": 19, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 15, 20, 22, 24, 25, 30 ], "description": "In the past 30 days (1 month), number of times did Withdraw money" }, "h39_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 60.0, "mean": 3.7299, "std": 6.385, "median": 1.0, "unique_count": 30, "description": "In the past 30 days (1 month), number of times did Buy airtime top - ups" }, "h39_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 4.0, "mean": 0.1231, "std": 0.437, "median": 0.0, "unique_count": 5, "unique_values": [ 0, 1, 2, 3, 4 ], "description": "In the past 30 days (1 month), number of times did Pay a school fee" }, "h39_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 12.0, "mean": 0.3313, "std": 1.1111, "median": 0.0, "unique_count": 11, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 8, 9, 10, 12 ], "description": "In the past 30 days (1 month), number of times did Pay utility bills (el" }, "h39_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 10.0, "mean": 0.4032, "std": 1.0885, "median": 0.0, "unique_count": 10, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 10 ], "description": "In the past 30 days (1 month), number of times did Send money to family" }, "h39_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 10.0, "mean": 0.522, "std": 1.2321, "median": 0.0, "unique_count": 11, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ], "description": "In the past 30 days (1 month), number of times did Receive money from fa" }, "h39_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 5.0, "mean": 0.0404, "std": 0.2783, "median": 0.0, "unique_count": 6, "unique_values": [ 0, 1, 2, 3, 4, 5 ], "description": "In the past 30 days (1 month), number of times did Take a loan" }, "h39_9": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 4.0, "mean": 0.0047, "std": 0.124, "median": 0.0, "unique_count": 4, "unique_values": [ 0, 1, 3, 4 ], "description": "In the past 30 days (1 month), number of times did Other (specify)" }, "h39_oth": { "dtype": "category", "non_null_count": 5, "null_count": 2790, "null_pct": 99.82, "type": "categorical", "unique_count": 5, "value_counts": { "her husband is the one who has a cell phone, she doesn't have one": 1, "Small school expenses": 1, "Food expenses": 1, "I paid workers four times": 1, "Money from aid (TASAF)": 1 }, "description": "In the past 30 days (1 month), Other activities (specified)" }, "h40_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 90.0, "mean": 2.5599, "std": 6.087, "median": 0.0, "unique_count": 33, "description": "In the past 90 days (3 months) number of times did Deposit money" }, "h40_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 90.0, "mean": 3.9814, "std": 10.4781, "median": 0.0, "unique_count": 40, "description": "In the past 90 days (3 months) number of times did Withdraw money" }, "h40_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 100.0, "mean": 9.9742, "std": 17.0867, "median": 3.0, "unique_count": 73, "description": "In the past 90 days (3 months) number of times did Buy airtime top - ups" }, "h40_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 12.0, "mean": 0.2962, "std": 1.0175, "median": 0.0, "unique_count": 12, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12 ], "description": "In the past 90 days (3 months) number of times did Pay a school fee" }, "h40_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 60.0, "mean": 1.1621, "std": 4.7496, "median": 0.0, "unique_count": 29, "description": "In the past 90 days (3 months) number of times did Pay utility bills (el" }, "h40_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 36.0, "mean": 1.0132, "std": 2.6837, "median": 0.0, "unique_count": 24, "description": "In the past 90 days (3 months) number of times did Send money to family" }, "h40_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 1.3553, "std": 3.049, "median": 0.0, "unique_count": 25, "description": "In the past 90 days (3 months) number of times did Receive money from fa" }, "h40_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.1027, "std": 0.52, "median": 0.0, "unique_count": 9, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8 ], "description": "In the past 90 days (3 months) number of times did Take a loan" }, "h40_9": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 12.0, "mean": 0.0222, "std": 0.4007, "median": 0.0, "unique_count": 9, "unique_values": [ 0, 1, 2, 3, 4, 6, 9, 10, 12 ], "description": "In the past 90 days (3 months) number of times did Other (specify)" }, "h40_oth": { "dtype": "category", "non_null_count": 14, "null_count": 2781, "null_pct": 99.5, "type": "categorical", "unique_count": 14, "value_counts": { "I don't have the money to invest": 1, "she accepted a call through her husband's phone": 1, "Small school expenses for children as to buy exercise books etc.": 1, "Students expenses for school": 1, "To buy student small expenses": 1, "I pay for small school needs for children": 1, "Food expenses": 1, "To give money": 1, "Students expenses": 1, "Agriculture": 1, "She doesn't have a phone or she has never use a phone": 1, "I paid workers": 1, "To plant crops": 1, "Money from Aid (TASAF)": 1 }, "description": "In the past 90 days (3 months) number of times did other activities -" }, "h41_1": { "dtype": "float64", "non_null_count": 1138, "null_count": 1657, "null_pct": 59.28, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.9947, "std": 2.8424, "median": 2.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 6.0, 7.0, 8.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Deposit money" }, "h41_1_oth": { "dtype": "category", "non_null_count": 24, "null_count": 2771, "null_pct": 99.14, "type": "categorical", "unique_count": 18, "value_counts": { "at home": 3, "Through m pesa": 2, "SACCOS": 2, "mpesa": 2, "tigo pesa": 2, "I store inside the house": 1, "To save in a saving box": 1, "I don't know": 1, "Through phone": 1, "none": 1, "Through M pesa": 1, "I use the Agent of Airtel Money": 1, "Tigo pesa Agent": 1, "I use Tigo pesa": 1, "I mostly don't put money": 1, "In women groups": 1, "Through an mpesa": 1, "To buy a voucher and put it in the phone and also to buy it through tigo pesa": 1 }, "description": "Most frequently used delivery method: Deposit money [Other (specify)]" }, "h41_2": { "dtype": "float64", "non_null_count": 1346, "null_count": 1449, "null_pct": 51.84, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 4.3105, "std": 2.7147, "median": 2.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Withdraw money" }, "h41_2_oth": { "dtype": "category", "non_null_count": 19, "null_count": 2776, "null_pct": 99.32, "type": "categorical", "unique_count": 14, "value_counts": { "mpesa": 5, "tigo pesa": 2, "I take from inside the house": 1, "I used a M pesa": 1, "I never": 1, "Through mpesa": 1, "Through a phone": 1, "To remove from saving box": 1, "To use the agent of mpesa": 1, "I used tigo pesa": 1, "The agent of tigo. pesa": 1, "Through tigo pesa": 1, "Through mpesa phone": 1, "I send through airtel money": 1 }, "description": "Most frequently used delivery method: Withdraw money [Other (specify)]" }, "h41_3": { "dtype": "float64", "non_null_count": 1539, "null_count": 1256, "null_pct": 44.94, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.293, "std": 2.7265, "median": 2.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Buy airtime top - ups" }, "h41_3_oth": { "dtype": "category", "non_null_count": 41, "null_count": 2754, "null_pct": 98.53, "type": "categorical", "unique_count": 33, "value_counts": { "at a shop": 8, "To buy voucher from the shop": 2, "There is nothing I did": 1, "To buy it from a shop by myself": 1, "to buy normal voucher from a shop then I buy from my airtel money account": 1, "Through a phone": 1, "I bought using my mpesa": 1, "I go to the shop and buy it": 1, "I put airtel money": 1, "To buy voucher from the agent": 1, "I don't use any": 1, "I buy from the shop": 1, "To buy it at a shop myself": 1, "Scratch voucher": 1, "I bought it at the shop": 1, "to buy a normal voucher at shop and to connect airtime bundles": 1, "To buy voucher": 1, "To buy at a shop myself": 1, "We buy bundles at a shop": 1, "he buys at a shop": 1, "To buy voucher at a shop and put it in the mobile": 1, "To buy a voucher at a shop and to put it": 1, "To buy voucher at a shop and put it in the phone": 1, "I put voucher by buying from the shop": 1, "To buy voucher from a shop and then to put it in the phone": 1, "I don't have": 1, "To buy voucher in a shop and put it in the phone": 1, "I buy at a shop": 1, "To buy it in the shop by myself": 1, "We buy voucher at a shop and put it in the phone": 1, "to buy a voucher in a shop and put it in the phone": 1, "at the shop": 1, "By buying a voucher in a shop": 1 }, "description": "Most frequently used delivery method: Buy airtime top - ups [Other (spec" }, "h41_4": { "dtype": "float64", "non_null_count": 373, "null_count": 2422, "null_pct": 86.65, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.0697, "std": 3.0046, "median": 2.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Pay a school fee" }, "h41_4_oth": { "dtype": "category", "non_null_count": 6, "null_count": 2789, "null_pct": 99.79, "type": "categorical", "unique_count": 6, "value_counts": { "There is no any investment": 1, "To take it to the school to pay cash": 1, "I used my phone to pay School fees through tigo pesa": 1, "I myself pay at the school": 1, "I take it to school myself": 1, "Its isn't connected": 1 }, "description": "Most frequently used delivery method: Pay a school fee [Other (specify)]" }, "h41_5": { "dtype": "float64", "non_null_count": 483, "null_count": 2312, "null_pct": 82.72, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.5487, "std": 2.856, "median": 2.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Pay utility bills (electricity, so" }, "h41_5_oth": { "dtype": "category", "non_null_count": 8, "null_count": 2787, "null_pct": 99.71, "type": "categorical", "unique_count": 7, "value_counts": { "I never": 2, "mpesa": 1, "To go straight to the office": 1, "It isn't associated": 1, "I haven't put electricity": 1, "Regional Water supply office": 1, "I never used": 1 }, "description": "Most frequently used delivery method: Pay utility bills (electricity, so" }, "h41_6": { "dtype": "float64", "non_null_count": 642, "null_count": 2153, "null_pct": 77.03, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 5.3941, "std": 2.4891, "median": 6.0, "unique_count": 8, "unique_values": [ 1.0, 2.0, 3.0, 6.0, 7.0, 8.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Send money to family members or fr" }, "h41_6_oth": { "dtype": "category", "non_null_count": 7, "null_count": 2788, "null_pct": 99.75, "type": "categorical", "unique_count": 6, "value_counts": { "mpesa": 2, "Tigo. pesa": 1, "Through mpesa": 1, "I sent through airtel money": 1, "tigo pesa": 1, "Through tigo pesa": 1 }, "description": "Most frequently used delivery method: Send money to family members or fr" }, "h41_7": { "dtype": "float64", "non_null_count": 863, "null_count": 1932, "null_pct": 69.12, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 5.0985, "std": 2.8096, "median": 6.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 6.0, 7.0, 8.0, 10.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Receive money from family members" }, "h41_7_oth": { "dtype": "category", "non_null_count": 11, "null_count": 2784, "null_pct": 99.61, "type": "categorical", "unique_count": 8, "value_counts": { "Through mpesa": 3, "mpesa": 2, "I received through mpesa": 1, "They sent it through the buy by giving a conductor": 1, "tigo pesa": 1, "Through tigo pesa": 1, "There is none": 1, "He never": 1 }, "description": "Most frequently used delivery method: Receive money from family members" }, "h41_8": { "dtype": "float64", "non_null_count": 158, "null_count": 2637, "null_pct": 94.35, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.5759, "std": 3.409, "median": 2.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Take a loan" }, "h41_8_oth": { "dtype": "category", "non_null_count": 8, "null_count": 2787, "null_pct": 99.71, "type": "categorical", "unique_count": 7, "value_counts": { "I never": 2, "In a merry go round": 1, "I take them by hand": 1, "I never borrowed": 1, "I don't hate credits": 1, "CRDB BANK": 1, "I borrowed in my merry go round group": 1 }, "description": "Most frequently used delivery method: Take a loan [Other (specify)]" }, "h41_9": { "dtype": "float64", "non_null_count": 14, "null_count": 2781, "null_pct": 99.5, "type": "numeric", "min": 2.0, "max": 8.0, "mean": 4.7143, "std": 2.1636, "median": 6.0, "unique_count": 3, "unique_values": [ 2.0, 6.0, 8.0 ], "description": "Most frequently used delivery method: Other" }, "h41_9_oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Most frequently used delivery method: [Other (specify)]" }, "m1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1993, "std": 0.3995, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Ever used a mobile phone" }, "m2": { "dtype": "float64", "non_null_count": 557, "null_count": 2238, "null_pct": 80.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8797, "std": 12.2184, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Interest in using a mobile phone" }, "m3_1": { "dtype": "float64", "non_null_count": 2238, "null_count": 557, "null_pct": 19.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1046, "std": 0.3061, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Type of phone used: Basic phone (no internet capability)" }, "m3_2": { "dtype": "float64", "non_null_count": 2238, "null_count": 557, "null_pct": 19.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8767, "std": 0.3289, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Type of phone used: Feature phone (basic phone with internet capability)" }, "m3_3": { "dtype": "float64", "non_null_count": 2238, "null_count": 557, "null_pct": 19.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.945, "std": 0.228, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Type of phone used: Smartphone (touch screen)" }, "m3_4": { "dtype": "float64", "non_null_count": 2238, "null_count": 557, "null_pct": 19.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9991, "std": 0.0299, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Type of phone used: Don\u2019t know" }, "m4": { "dtype": "float64", "non_null_count": 2238, "null_count": 557, "null_pct": 19.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1926, "std": 0.3944, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Currently own a personal mobile phone" }, "m5": { "dtype": "float64", "non_null_count": 1807, "null_count": 988, "null_pct": 35.35, "type": "numeric", "min": 1.0, "max": 3.0, "mean": 1.0576, "std": 0.2446, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 3.0 ], "description": "Number of mobile phones own" }, "m6_1": { "dtype": "float64", "non_null_count": 1807, "null_count": 988, "null_pct": 35.35, "type": "numeric", "min": 1.0, "max": 3.0, "mean": 1.2191, "std": 0.5341, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 3.0 ], "description": "Type of phone(s) own - First phone" }, "m6_2": { "dtype": "float64", "non_null_count": 99, "null_count": 2696, "null_pct": 96.46, "type": "numeric", "min": 1.0, "max": 3.0, "mean": 1.5455, "std": 0.7989, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 3.0 ], "description": "Type of phone(s) own - Second phone" }, "m6_3": { "dtype": "float64", "non_null_count": 5, "null_count": 2790, "null_pct": 99.82, "type": "numeric", "min": 1.0, "max": 3.0, "mean": 1.6, "std": 0.8944, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 3.0 ], "description": "Type of phone(s) own - Third phone" }, "m7": { "dtype": "float64", "non_null_count": 431, "null_count": 2364, "null_pct": 84.58, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2042, "std": 0.4036, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Borrow or pay to use a mobile phone elsewhere" }, "m8": { "dtype": "float64", "non_null_count": 431, "null_count": 2364, "null_pct": 84.58, "type": "numeric", "min": 1.0, "max": 12.0, "mean": 5.5986, "std": 3.9176, "median": 3.0, "unique_count": 11, "unique_values": [ 1.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0 ], "description": "Main reason for not having a mobile phone" }, "m8_oth": { "dtype": "category", "non_null_count": 89, "null_count": 2706, "null_pct": 96.82, "type": "categorical", "unique_count": 56, "top_10_values": { "My phone is broken": 10, "Was broken": 6, "I lost my phone": 6, "My phone was broken": 5, "I had a phone but its broken": 4, "Its broken": 3, "The phone is broken": 2, "My phone is broken for now": 2, "I lost it": 2, "The phone was broken": 2 }, "description": "Main reason for not having a mobile phone_[Other (specify)]" }, "m9": { "dtype": "float64", "non_null_count": 431, "null_count": 2364, "null_pct": 84.58, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3968, "std": 6.5789, "median": 2.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Likelihood to purchase a mobile phone in the next twelve months" }, "m10": { "dtype": "float64", "non_null_count": 2238, "null_count": 557, "null_pct": 19.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1671, "std": 0.3732, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have an active/working SIM card registered in your name" }, "m11_1": { "dtype": "float64", "non_null_count": 1864, "null_count": 931, "null_pct": 33.31, "type": "numeric", "min": 0.0, "max": 3.0, "mean": 0.5601, "std": 0.5156, "median": 1.0, "unique_count": 4, "unique_values": [ 0.0, 1.0, 2.0, 3.0 ], "description": "Number of active / working SIM cards with Vodacom" }, "m11_2": { "dtype": "float64", "non_null_count": 1864, "null_count": 931, "null_pct": 33.31, "type": "numeric", "min": 0.0, "max": 2.0, "mean": 0.4721, "std": 0.5173, "median": 0.0, "unique_count": 3, "unique_values": [ 0.0, 1.0, 2.0 ], "description": "Number of active / working SIM cards with Airtel" }, "m11_3": { "dtype": "float64", "non_null_count": 1864, "null_count": 931, "null_pct": 33.31, "type": "numeric", "min": 0.0, "max": 3.0, "mean": 0.3847, "std": 0.5093, "median": 0.0, "unique_count": 4, "unique_values": [ 0.0, 1.0, 2.0, 3.0 ], "description": "Number of active / working SIM cards with Tigo" }, "m11_4": { "dtype": "float64", "non_null_count": 1864, "null_count": 931, "null_pct": 33.31, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.052, "std": 0.4131, "median": 0.0, "unique_count": 4, "unique_values": [ 0.0, 1.0, 2.0, 8.0 ], "description": "Number of active / working SIM cards with ZANTEL" }, "m11_5": { "dtype": "float64", "non_null_count": 1864, "null_count": 931, "null_pct": 33.31, 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"non_null_count": 105, "null_count": 2690, "null_pct": 96.24, "type": "categorical", "unique_count": 97, "top_10_values": { "No benefit": 3, "No benefits at all": 3, "To get money fast": 2, "No benefits": 2, "No profit at all": 2, "No profit": 2, "I don't the its benefit because I have never use it": 1, "Its not important": 1, "The money is safe when its in a bank": 1, "It has no benefit": 1 }, "description": "Benefits to having a bank account - Other benefit (specified)" }, "f4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9073, "std": 0.29, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Personally have a bank account registered in your name" }, "f80_1": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9846, "std": 0.1235, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 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"null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9884, "std": 0.1072, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Azania Bank" }, "f80_6": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9884, "std": 0.1072, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at BancABC" }, "f80_7": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at Bank M" }, "f80_8": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0621, "median": 2.0, "unique_count": 2, 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"null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0621, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Commercial Bank of Africa" }, "f80_13": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7606, "std": 0.4275, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at CRDB Bank" }, "f80_14": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9884, "std": 0.1072, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at DCB Commercial Bank" }, "f80_15": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0621, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Diamond Trust Bank Tanzania" }, "f80_16": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9923, "std": 0.0877, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Ecobank" }, "f80_17": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.973, "std": 0.1625, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Equity Bank" }, "f80_18": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.973, "std": 0.1625, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Exim Bank" }, "f80_19": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at First National Bank of Tanzania" }, "f80_20": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0621, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at FBME Bank" }, "f80_21": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at Habib African Bank" }, "f80_22": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at I&M Bank" }, "f80_23": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at International Commercial Bank" }, "f80_24": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at Kenya Commercial Bank" }, "f80_25": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at Mkombozi Commercial Bank" }, "f80_26": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9112, "std": 0.285, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at National Bank of Commerce" }, "f80_27": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5174, "std": 0.5007, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at National Microfinance Bank" }, "f80_28": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at NIC Bank Tanzania" }, "f80_29": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9884, "std": 0.1072, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at People's Bank of Zanzibar" }, "f80_30": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at Stanbic Bank" }, "f80_31": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0621, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Standard Chartered Bank" }, "f80_32": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have a bank account at United Bank for Africa" }, "f80_33": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0621, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at UBL Bank Tanzania Limited" }, "f80_34": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8224, "std": 0.3829, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Other (specify)" }, "f80_35": { "dtype": "float64", "non_null_count": 259, "null_count": 2536, "null_pct": 90.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9807, "std": 0.1379, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Don\u2019t know" }, "f80_oth": { "dtype": "category", "non_null_count": 43, "null_count": 2752, "null_pct": 98.46, "type": "categorical", "unique_count": 32, "value_counts": { "NMB": 8, "POSTA BANK": 2, "postal bank": 2, "Bank of postal": 2, "BENKI YA POSTA": 2, "NMB. NBC": 1, "NBC": 1, "ABC": 1, "bank of postal": 1, "merry go round": 1, "Bank of postal": 1, "Islamic Bank": 1, "njombe community bank": 1, "Finca Bank": 1, "Tanzania women bank": 1, "Finca": 1, "SACCOS.": 1, "POSTAL BANK": 1, "Insurance postal": 1, "CRDB BANK": 1, "numb": 1, "Njokoba bank": 1, "BANK YA POSTA": 1, "Private banks ( FINCA )": 1, "nmb": 1, "BANK YA POST": 1, "Njokoba": 1, "nmb bank": 1, "Posta Association": 1, "BENKI of postal": 1, "Akiba/Savings": 1, "SACCOS": 1 }, "description": "Have a bank account at Other bank(specified)" }, "f5": { "dtype": "float64", "non_null_count": 2536, "null_count": 259, "null_pct": 9.27, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 4.5706, "std": 1.1699, "median": 5.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 10.0, 13.0 ], "description": "Main reason do not have a bank account" }, "f6": { "dtype": "float64", "non_null_count": 2536, "null_count": 259, "null_pct": 9.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9732, "std": 0.1616, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account that belongs to somebody else if need to" }, "f7": { "dtype": "float64", "non_null_count": 68, "null_count": 2727, "null_pct": 97.57, "type": "numeric", "min": 1.0, "max": 5.0, "mean": 2.8676, "std": 1.4853, "median": 3.0, "unique_count": 5, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0 ], "description": "Person's bank account most likely used if need to" }, "f7_oth": { "dtype": "category", "non_null_count": 23, "null_count": 2772, "null_pct": 99.18, "type": "categorical", "unique_count": 19, "value_counts": { "My brother": 3, "Brother": 2, "An account of the group": 2, "My sister": 1, "cousin": 1, "Aunty": 1, "brother/sister in-law": 1, "Of the accountant of the association (My closet friend)": 1, "His sister": 1, "His young sibling": 1, "A Group": 1, "My child who live far": 1, "His brother/sister in law": 1, "brother/ Sister in law": 1, "brother": 1, "My brother IDDI MGALUKA": 1, "My sister in law": 1, "Village account": 1, "His brother": 1 }, "description": "Other person's bank account most likely used if need to (specified)" }, "f8_1": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6636, "std": 0.4732, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Has access to your bank account or the bank account you use that belongs" }, "f8_2": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9633, "std": 0.1883, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Has access to your bank account or the bank account you use that belongs" }, "f8_3": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8563, "std": 0.3514, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Has access to your bank account or the bank account you use that belongs" }, "f8_4": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9694, "std": 0.1724, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Has access to your bank account or the bank account you use that belongs" }, "f8_5": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9969, "std": 0.0553, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Has access to your bank account or the bank account you use that belongs" }, "f8_6": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9969, "std": 0.0553, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Has access to your bank account or the bank account you use that belongs" }, "f8_7": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4893, "std": 0.5007, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Has access to your bank account or the bank account you use that belongs" }, "f8_oth": { "dtype": "category", "non_null_count": 10, "null_count": 2785, "null_pct": 99.64, "type": "categorical", "unique_count": 8, "value_counts": { "My brother": 3, "Uncle": 1, "Sister or brother": 1, "Him self": 1, "brother": 1, "I don't have an account": 1, "Grandchild": 1, "Me and my young sibling": 1 }, "description": "Has access to your bank account or the bank account you use that belongs to" }, "f9_1": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1865, "std": 0.3901, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Service offered by the bank you use: At least one of the following \u2013 savi" }, "f9_2": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6116, "std": 0.4881, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Service offered by the bank you use: Only loans" }, "f9_3": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9174, "std": 0.2757, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Service offered by the bank you use: None of the above" }, "f9_4": { "dtype": "float64", "non_null_count": 327, "null_count": 2468, "null_pct": 88.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9694, "std": 0.1724, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Service offered by the bank you use: Don\u2019t know" }, "f11": { "dtype": "float64", "non_null_count": 266, "null_count": 2529, "null_pct": 90.48, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 3.5827, "std": 1.1666, "median": 3.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "Last time for a deposit or withdrawal using a bank account or used a bank" }, "f12_1": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3615, "std": 0.4814, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use over the count" }, "f12_2": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2808, "std": 0.4502, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use ATM" }, "f12_3": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9654, "std": 0.1832, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use Over the count" }, "f12_4": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9962, "std": 0.062, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use Institution\u2019s" }, "f12_5": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9654, "std": 0.1832, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use Mobile app" }, "f12_6": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9885, "std": 0.107, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use A door - to -" }, "f12_7": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9538, "std": 0.2102, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use Through a mobi" }, "f12_8": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9885, "std": 0.107, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "When using a bank account for any financial activity: Use Other (specify" }, "f12_9": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "When using a bank account for any financial activity: Use Don\u2019t know" }, "f12_oth": { "dtype": "category", "non_null_count": 2, "null_count": 2793, "null_pct": 99.93, "type": "categorical", "unique_count": 2, "value_counts": { "None.": 1, "Through a salary": 1 }, "description": "When using a bank account for any financial activity: use Other (specified" }, "f13": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 8.0, "mean": 1.85, "std": 1.1477, "median": 2.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 7.0, 8.0 ], "description": "Preferred way to use a bank for financial activities" }, "f13_oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Preferred way to use a bank for financial activities Other (specified)" }, "f14_1": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1308, "std": 0.3378, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Deposit money" }, "f14_2": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0769, "std": 0.267, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Withdraw money" }, "f14_3": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7692, "std": 0.4221, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Buy airtime top - ups" }, "f14_4": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6577, "std": 0.4754, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Pay a school fee" }, "f14_5": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8154, "std": 0.3887, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Pay utility bills (electricity, sol" }, "f14_6": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6385, "std": 0.4814, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Send money to family members or fri" }, "f14_7": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6077, "std": 0.4892, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Receive money from family members o" }, "f14_8": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9962, "std": 0.062, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever done using a bank account: Other (specify in the next page)" }, "f14_oth": { "dtype": "category", "non_null_count": 1, "null_count": 2794, "null_pct": 99.96, "type": "categorical", "unique_count": 1, "value_counts": { "To pay for agricultural inputs or other tools": 1 }, "description": "Have ever done using a bank account: Other activity (specified)" }, "f15_1": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9423, "std": 0.2336, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account for: Pay employees" }, "f15_2": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9038, "std": 0.2954, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account for: Pay suppliers" }, "f15_3": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9077, "std": 0.29, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account for: Receive payments from customers" }, "f15_4": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9808, "std": 0.1376, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account for: Receive payments from suppliers" }, "f15_5": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9231, "std": 0.267, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account for: Make investment, e.g. buy new equipment or expan" }, "f15_6": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9269, "std": 0.2608, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account for: Pay business associated expenses, including rent" }, "f15_7": { "dtype": "float64", "non_null_count": 260, "null_count": 2535, "null_pct": 90.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9, "std": 0.3006, 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"float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Use a account for: Other payments or purchases (s" }, "f24": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2504, "std": 0.4333, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have ever heard of mobile money" }, "f25": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0348, "std": 0.1834, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "There are benefits to having a mobile money account" }, "f26_1": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8274, "std": 0.378, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Avoid lengthy wait times for" }, "f26_2": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2369, "std": 0.4253, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to save money" }, "f26_3": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5059, "std": 0.5001, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Saving money in a secure loca" }, "f26_4": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9342, "std": 0.248, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to do more business" }, "f26_5": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5994, "std": 0.4901, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to send or receive mo" }, "f26_6": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8318, "std": 0.3741, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to send or receive pa" }, "f26_7": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8506, "std": 0.3565, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to see balance" }, "f26_8": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9431, "std": 0.2317, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to get a loan" }, "f26_9": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8412, "std": 0.3655, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to transact anytime /" }, "f26_10": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9941, "std": 0.0768, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: I can always find an agent" }, "f26_11": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9812, "std": 0.1358, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Other (specify)" }, "f26_12": { "dtype": "float64", "non_null_count": 2022, "null_count": 773, "null_pct": 27.66, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9951, "std": 0.0702, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Don\u2019t know" }, "f26_oth": { "dtype": "category", "non_null_count": 38, "null_count": 2757, "null_pct": 98.64, "type": "categorical", "unique_count": 37, "value_counts": { "to get money in time": 2, "to get a fast service when you have an emergency": 1, "his service is good ,easy and available any time NA RAHISI INA PATIKANA WAKATI WOWOTE": 1, "also to withdraw and to use fast": 1, "to send or to withdraw money fast": 1, "to buy airtime": 1, "you can withdraw it when you have an emergency": 1, "To get your money when you lose your phone": 1, "the ability to get money fast": 1, "to send and receive money fast": 1, "To get money in time anywhere without large charges": 1, "you can get an offer as airtime": 1, "to get money as fast as you can": 1, "fast access": 1, "you get money in time": 1, "it simplify people not to go to the bank": 1, "you can withdraw money fast": 1, "Kuwait na less ya dharura": 1, "not to waist time": 1, "it doesn't have ant benefit": 1, "it helps to get services at all time": 1, "its like saving....you save money so you wont use it": 1, "to get money easily in time of emergency": 1, "the ability to send and deposit money": 1, "to simplify life": 1, "To get airtime": 1, "to get money on time without delay": 1, "its easy and its available everywhere": 1, "It make it easier and remove all unnecessary in transport": 1, "The ability to use your money anytime you want": 1, "you will have your own savings on hand when you want to withdraw at Nachula": 1, "To be sure of availability of your money anytime.": 1, "it make it easier to send and receive money": 1, "The bank is far here but if I had money it will be easier through mobile phone": 1, "the ability to do many things in one time": 1, "to get money fast": 1, "money come directly it doesn\u0092t go through other people": 1 }, "description": "Benefits to having a mobile money account: Other benefit (specified)" }, "f27_1": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1064, "std": 0.3085, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Deposit and/or withdrawal" }, "f27_2": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3527, "std": 0.4779, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Person - to - person money transfers" }, "f27_3": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8124, "std": 0.3905, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Bill pay" }, "f27_4": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7002, "std": 0.4583, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Save or store money for a long term purpose" }, "f27_5": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8215, "std": 0.383, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Make business transactions" }, "f27_6": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6, "std": 0.49, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Buy airtime" }, "f27_7": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9413, "std": 0.2351, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Can connect bank account to mobile wallet" }, "f27_8": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9642, "std": 0.1858, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Split payments between people" }, "f27_9": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9637, "std": 0.187, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Earn interest" }, "f27_10": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9432, "std": 0.2315, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Get or repay a loan" }, "f27_11": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9737, "std": 0.1599, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Send or receive international remittances" }, "f27_12": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9857, "std": 0.1188, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Other (specify)" }, "f27_13": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9842, "std": 0.1245, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Don\u2019t know" }, "f27_oth": { "dtype": "category", "non_null_count": 16, "null_count": 2779, "null_pct": 99.43, "type": "categorical", "unique_count": 14, "value_counts": { "to receive money": 3, "my family activities": 1, "there is none because I don\u0092t know these services": 1, "there is none among these": 1, "to get my payment from work": 1, "he has never": 1, "there is no any way": 1, "to pay fees": 1, "I often hear about those services but I don\u0092t know how they work": 1, "he doesn\u0092t use money service through phones": 1, "I don\u0092t know any service that is given from those network operators through a mobile phone": 1, "I cant": 1, "to pay school fees": 1, "he cant": 1 }, "description": "Can use mobile money for: Other activity (specified)" }, "f28_1": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1418, "std": 0.3489, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Vodacom M - PESA" }, "f28_2": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2897, "std": 0.4537, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Tigo Pesa" }, "f28_3": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2754, "std": 0.4468, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Airtel Money" }, "f28_4": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8821, "std": 0.3226, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Zantel Ezy - pesa" }, "f28_5": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9862, "std": 0.1169, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of SMART - B Pesa" }, "f28_6": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8969, "std": 0.3042, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Halotel / Viettel" }, "f28_7": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, 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"dtype": "float64", "non_null_count": 607, "null_count": 2188, "null_pct": 78.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2323, "std": 0.4226, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Tigo Pesa" }, "f29_3": { "dtype": "float64", "non_null_count": 577, "null_count": 2218, "null_pct": 79.36, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.26, "std": 0.439, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Airtel Money" }, "f29_4": { "dtype": "float64", "non_null_count": 1848, "null_count": 947, "null_pct": 33.88, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6326, "std": 0.4822, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Zantel Ezy - pesa" }, "f29_5": { "dtype": "float64", "non_null_count": 2066, "null_count": 729, "null_pct": 26.08, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9003, "std": 0.2997, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about SMART - B Pesa" }, "f29_6": { "dtype": "float64", "non_null_count": 1879, "null_count": 916, "null_pct": 32.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7137, "std": 0.4522, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Halotel / Viettel" }, "f29_7": { "dtype": "float64", "non_null_count": 2068, "null_count": 727, "null_pct": 26.01, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9956, "std": 0.0658, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Other2" }, "f29_8": { "dtype": "float64", "non_null_count": 2095, "null_count": 700, "null_pct": 25.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6702, "std": 0.4703, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about None" }, "f29_oth": 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2.0, "mean": 1.8333, "std": 0.4082, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Zantel Ezy - pesa - Account of a family member in this househol" }, "f35_4_3": { "dtype": "float64", "non_null_count": 6, "null_count": 2789, "null_pct": 99.79, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access Zantel Ezy - pesa - Account of a family member in another house" }, "f35_4_4": { "dtype": "float64", "non_null_count": 6, "null_count": 2789, "null_pct": 99.79, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access Zantel Ezy - pesa - Account of a workmate or a business partner" }, "f35_4_5": { "dtype": "float64", "non_null_count": 6, "null_count": 2789, "null_pct": 99.79, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6667, "std": 0.5164, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Zantel Ezy - pesa - My own account" }, "f35_4_6": { "dtype": "float64", "non_null_count": 6, "null_count": 2789, "null_pct": 99.79, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access Zantel Ezy - pesa - Other" }, "f35_4oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - Other (specify)" }, "f35_5_1": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - Over the counter or by using an agent\u2019s accoun" }, "f35_5_2": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - Account of a family member in this household" }, "f35_5_3": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - Account of a family member in another househol" }, "f35_5_4": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - Account of a workmate or a business partner" }, "f35_5_5": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - My own account" }, "f35_5_6": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - Other" }, "f35_5oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - Other (specify)" }, "f35_6_1": { "dtype": "float64", "non_null_count": 23, "null_count": 2772, "null_pct": 99.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6087, "std": 0.499, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Halotel / Viettel - Over the counter or by using an agent\u2019s acc" }, "f35_6_2": { "dtype": "float64", "non_null_count": 23, "null_count": 2772, "null_pct": 99.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9565, "std": 0.2085, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Halotel / Viettel - Account of a family member in this househol" }, "f35_6_3": { "dtype": "float64", "non_null_count": 23, "null_count": 2772, "null_pct": 99.18, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access Halotel / Viettel - Account of a family member in another house" }, "f35_6_4": { "dtype": "float64", "non_null_count": 23, "null_count": 2772, "null_pct": 99.18, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access Halotel / Viettel - Account of a workmate or a business partner" }, "f35_6_5": { "dtype": "float64", "non_null_count": 23, "null_count": 2772, "null_pct": 99.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3478, "std": 0.487, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Halotel / Viettel - My own account" }, "f35_6_6": { "dtype": "float64", "non_null_count": 23, "null_count": 2772, "null_pct": 99.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9565, "std": 0.2085, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Halotel / Viettel - Other" }, "f35_6oth": { "dtype": "category", "non_null_count": 1, "null_count": 2794, "null_pct": 99.96, "type": "categorical", "unique_count": 1, "value_counts": { "No I don\u0092t use that service": 1 }, "description": "Access Halotel / Viettel - Other (specify)" }, "f35_7_1": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - Over the counter or by using an agent\u2019s account" }, "f35_7_2": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - Account of a family member in this household" }, "f35_7_3": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - Account of a family member in another household, other" }, "f35_7_4": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - Account of a workmate or a business partner" }, "f35_7_5": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - My own account" }, "f35_7_6": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - Other" }, "f35_7oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - Other (specify)" }, "f35_8_1": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - Over the counter or by using an agent\u2019s account" }, "f35_8_2": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - Account of a family member in this household" }, "f35_8_3": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - Account of a family member in another household, other" }, "f35_8_4": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - Account of a workmate or a business partner" }, "f35_8_5": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - My own account" }, "f35_8_6": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - Other" }, "f35_8oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2795, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - Other (specify)" }, "f36": { "dtype": "float64", "non_null_count": 595, "null_count": 2200, "null_pct": 78.71, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 8.8924, "std": 4.2369, "median": 8.0, "unique_count": 14, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0 ], "description": "Main reason why never used mobile money services" }, "f36_oth": { "dtype": "category", "non_null_count": 28, "null_count": 2767, "null_pct": 99.0, "type": "categorical", "unique_count": 22, "value_counts": { "I have no reason": 4, "I don't have money to put in the account": 2, "I haven't joined those services": 2, "I haven't registered my line": 2, "when I had a phone such services had not yet started": 1, "my line is still new so I'm not familiar with using it": 1, "I don't have someone to send me money": 1, "I don't have enough money to save": 1, "I have tigo, voda and halotel lines but I've never used those services": 1, "the services are not reliable, sometimes agents do not have money when it is needed": 1, "my phone has problems": 1, "I haven't decided to start using": 1, "I have had no situation which required me to send money through a phone": 1, "I use someone else's account": 1, "the line is new, I registered it yesterday": 1, "I haven't got its use": 1, "I don't have anyone to send me money": 1, "I have no money": 1, "he receives money using someone else's phone but does not know what network it is": 1, "I wish to use but my sim card has problems": 1, "I have no person sending me money nor someone to send money to": 1, "I don't know how to use": 1 }, "description": "Main reason why never used mobile money services - Other (specified)" }, "f37": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 3.8747, "std": 3.912, "median": 2.0, "unique_count": 14, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0 ], "description": "Main reason started using mobile money" }, "f37_oth": { "dtype": "category", "non_null_count": 73, "null_count": 2722, "null_pct": 97.39, "type": "categorical", "unique_count": 70, "top_10_values": { "for keeping money": 2, "I just opened the account": 2, "I needed to save money": 2, "it is easy to send money where there are no banks": 1, "they give easy service and loans as well": 1, "for sending or receiving money": 1, "I was supposed to travel and had to receive money so I registered my line": 1, "I was given a line registered with the service": 1, "for getting money quickly": 1, "because of its reliability": 1 }, "description": "Main reason started using mobile money - Other (specified)" }, "f38_1": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2607, "std": 0.4391, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Deposit money" }, "f38_2": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.07, "std": 0.2552, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Withdraw money" }, "f38_3": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4393, "std": 0.4965, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Buy airtime top - ups" }, "f38_4": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9427, "std": 0.2326, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Pay a school fee" }, "f38_5": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8833, "std": 0.3211, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Pay utility bills(electricity," }, "f38_6": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.422, "std": 0.494, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Send money to family members or" }, "f38_7": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2667, "std": 0.4424, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Receive money from family membe" }, "f38_8": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9967, "std": 0.0577, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used a mobile money account to Other (specify in the next page" }, "f38_oth": { "dtype": "category", "non_null_count": 3, "null_count": 2792, "null_pct": 99.89, "type": "categorical", "unique_count": 3, "value_counts": { "paying bus fare using Mpesa": 1, "to do business transactions": 1, "paying bus fare": 1 }, "description": "Have ever used a mobile money account to Other activity (specified)" }, "f39_1": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9507, "std": 0.2166, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Pay employees" }, "f39_2": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9347, "std": 0.2472, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Pay suppliers" }, "f39_3": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.924, "std": 0.2651, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Receive payments from customers" }, "f39_4": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9613, "std": 0.1929, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Receive payments from suppliers" }, "f39_5": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.986, "std": 0.1175, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Make investment, e.g. buy new equipment or" }, "f39_6": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9647, "std": 0.1847, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Pay business associated expenses, includin" }, "f39_7": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9667, "std": 0.1796, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Pay for agricultural inputs (seeds, pestic" }, "f39_8": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8753, "std": 0.3305, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Other (specify)" }, "f39_9": { "dtype": "float64", "non_null_count": 1500, "null_count": 1295, "null_pct": 46.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3107, "std": 0.4629, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to I do not use my mobile money account to ma" }, "f39_oth": { "dtype": "category", "non_null_count": 90, "null_count": 2705, "null_pct": 96.78, "type": "categorical", "unique_count": 49, "value_counts": { "none": 18, "I don't use my phone account for business transactions": 9, "I don't use the service": 5, "None.": 4, "I don't use": 3, "receiving money from relatives": 3, "I have never used it": 2, "does not use": 2, "receiving and sending money": 2, "I have no business": 2, "I have never": 2, "I use it for social issues": 1, "only sending": 1, "I don't do any purchasing": 1, "I use it for being paid": 1, "Only receiving from family members": 1, "doesn't do": 1, "I haven't used for sometime": 1, "I do my own transactions": 1, "for investing in farming equipment": 1, "I don't have an account": 1, "I don't have any account": 1, "not yet": 1, "in buying electricity and airtime": 1, "for home transactions": 1, "receives and sends money to relatives only": 1, "I use it to receive money": 1, "I do nothing": 1, "my transactions": 1, "I have no phone": 1, "I 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0.4898, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Bank or other formal fin" }, "f56_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5252, "std": 0.4995, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Microfinance institution" }, "f56_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6225, "std": 0.4848, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from SACCO" }, "f56_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6286, "std": 0.4833, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Cooperative" }, "f56_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7141, "std": 0.4519, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Informal money lender" }, "f56_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5732, "std": 0.4947, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from VSLAs" }, "f56_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2326, "std": 0.4225, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Friends and family" }, "f56_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9875, "std": 0.1112, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Other (specify)" }, "f56_oth": { "dtype": "category", "non_null_count": 25, "null_count": 2770, "null_pct": 99.11, "type": "categorical", "unique_count": 17, "value_counts": { "informal financial institution": 6, "none": 4, "from the shopkeeper": 1, "where I could easily get": 1, "wherever she can borrow as long as the conditions are not hard to fulfill": 1, "women groups": 1, "where there is safety": 1, "bicycle rider's club": 1, "Borrowing from Juliana": 1, "informal financial institution in the village": 1, "None.": 1, "I wouldn't be able because I don't have a permanent job": 1, "I haven't joined them": 1, "informal financial institution/ merry-go rounds": 1, "NMB bank": 1, "borrowing from family members": 1, "no other institution": 1 }, "description": "If the need arose, would attempt to borrow from Other institution (spe" }, "f57_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5238, "std": 0.4995, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Quickest access to mone" }, "f57_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6873, "std": 0.4637, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Most convenient to get" }, "f57_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3438, "std": 0.4751, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Best interest rates" }, "f57_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8809, "std": 0.324, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Was desperate / no othe" }, "f57_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9406, "std": 0.2364, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Recommended by a friend" }, "f57_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8741, "std": 0.3318, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Easiest to use" }, "f57_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9356, "std": 0.2455, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Have borrowed from them" }, "f57_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5535, "std": 0.4972, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Best repayment terms" }, "f57_9": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9052, "std": 0.293, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Met minimum requirement" }, "f57_10": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8182, "std": 0.3857, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Trust in a financial i" }, "f57_11": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6612, "std": 0.4734, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Confidentiality" }, "f57_12": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7367, "std": 0.4405, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Loan size" }, "f57_13": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9742, "std": 0.1584, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Other (specify)" }, "f57_14": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9735, "std": 0.1606, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Don\u2019t know" }, "f57_oth": { "dtype": "category", "non_null_count": 66, "null_count": 2729, "null_pct": 97.64, "type": "categorical", "unique_count": 42, "value_counts": { "I don't have a loan": 9, "I don't need a loan": 7, "how to pay back the loan": 4, "time for paying back the loan": 3, "observing duration for loan payment": 3, "none": 2, "time to pay back the loan": 2, "duration for loan payment": 2, "he doesn't need a loan or anything to adhere to": 1, "particular day for paying the loan": 1, "I haven't taken a loan": 1, "my business is small I won't be able to pay the loan": 1, "he doesn't need a loan": 1, "having a sponsor": 1, "returning the loan in time": 1, "duration for paying back the loan": 1, "circulating and generating the money": 1, "following the duration set by the lender": 1, "not confiscating my property": 1, "the contract that you'll enter into": 1, "you must have an income to begin with": 1, "be sure that you can pay back the loan": 1, "the relationship and character of the person I'm borrowing from": 1, "time for loan payment": 1, "I currently don't have a loan": 1, "paying back the loan or debt": 1, "observing the duration for paying back the loan": 1, "paying back on time": 1, "I don't have any loan": 1, "looking for excessive cash to pay back and continue with the business": 1, "you should have mortgage": 1, "generating and paying back in time": 1, "paying back the loan on time": 1, "resources that the borrower has": 1, "observing the time for paying back": 1, "starting up a business": 1, "observing trust and keeping promises": 1, "I hate borrowing": 1, "I don't need to borrow money": 1, "I don't need a loan because I can't pay it back": 1, "I have never borrowed money I only ask": 1, "I can't borrow because I am not able to": 1 }, "description": "Factors considered wanting to borrow money: Other (specified)" }, "f58": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9134, "std": 0.2813, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have any loans" }, "f59_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9757, "std": 11.6231, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that came with a bank acc" }, "f59_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0136, "std": 11.6187, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that is accessed directly" }, "f59_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.4834, "std": 12.9148, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that is accessed through" }, "f59_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.4669, "std": 13.0431, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that is accessed through" }, "f59_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.3671, "std": 12.6695, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that came with a mobile m" }, "f59_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.9603, "std": 14.0753, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A mobile money account that came" }, "f59_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0029, "std": 11.9021, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that came with an insuran" }, "f59_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.1424, "std": 11.8885, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A credit plan for school fees" }, "f59_9": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.2723, "std": 12.284, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A goal savings plan or contractu" }, "f59_10": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7306, "std": 11.2088, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A savings plan for inputs, such" }, "f59_11": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7445, "std": 11.2072, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A payment plan for inputs, such" }, "f59_12": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.7782, "std": 18.7782, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A pre - paid card to make payme" }, "f59_13": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.9689, "std": 19.1737, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A pre - paid card for receiving" }, "f59_14": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 69.3513, "std": 43.6398, "median": 98.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: Other (specify in the next page" }, "f59_oth": { "dtype": "category", "non_null_count": 131, "null_count": 2664, "null_pct": 95.31, "type": "categorical", "unique_count": 40, "value_counts": { "none": 46, "None.": 38, "crops": 4, "I don't know": 3, "Loan for building a house": 2, "a loan without interest": 2, "I don't have any": 2, "Diseases": 2, "Business": 1, "Government money lenders": 1, "Agriculture": 1, "They are all important": 1, "It is not important": 1, "I don't have any products": 1, "Loan from informal financial institution": 1, "Farming equipment": 1, "Loan for school fees": 1, "informal financial institution": 1, "no other products mentioned": 1, "there is no other product": 1, "transportation": 1, "loan for house repairmen": 1, "loans that consider poor farmers": 1, "fertilizer": 1, "I don't have other goods": 1, "loan for building a house": 1, "it is not important the loan has interest": 1, "I don't have": 1, "Crops": 1, "I don't do agriculture": 1, "I can't borrow": 1, "Groundnuts, Sunflower": 1, "loan for a business": 1, "being given a loan of farming equipment": 1, "a loan that comes with saving": 1, "a loan of crops": 1, "I don't have any other": 1, "a loan to upgrade small farmers": 1, "help to the elderly": 1, "farming equipment should be made cheap": 1 }, "description": "Importance for agricultural activities: Other product (specified)" }, "f60_1": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9785, "std": 0.145, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that came with a bank" }, "f60_2": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9785, "std": 0.145, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that is accessed dire" }, "f60_3": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9814, "std": 0.1351, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that is accessed thro" }, "f60_4": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9753, "std": 0.1552, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that is accessed thro" }, "f60_5": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.975, "std": 0.1563, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that came with a mobi" }, "f60_6": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9735, "std": 0.1606, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A mobile money account that" }, "f60_7": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9739, "std": 0.1595, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that came with an ins" }, "f60_8": { "dtype": "int64", "non_null_count": 2795, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9635, "std": 0.1875, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural 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"unique_values": [ 1.0, 2.0 ], "description": "Coconut grown and consumed at home" }, "a7_26": { "dtype": "float64", "non_null_count": 147, "null_count": 4887, "null_pct": 97.08, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.483, "std": 0.5014, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Orange grown and consumed at home" }, "a7_27": { "dtype": "float64", "non_null_count": 173, "null_count": 4861, "null_pct": 96.56, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4798, "std": 0.501, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sugar cane grown and consumed at home" }, "a7_28": { "dtype": "float64", "non_null_count": 42, "null_count": 4992, "null_pct": 99.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4048, "std": 0.4968, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Palm oil grown and consumed at home" }, "a7_29": { "dtype": "float64", "non_null_count": 985, "null_count": 4049, "null_pct": 80.43, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3929, "std": 0.4886, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Other1 Crop grown and consumed at home" }, "a7_30": { "dtype": "float64", "non_null_count": 312, "null_count": 4722, "null_pct": 93.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4936, "std": 0.5008, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Other2 Crop grown and consumed at home" }, "a7_31": { "dtype": "float64", "non_null_count": 59, "null_count": 4975, "null_pct": 98.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4915, "std": 0.5042, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Other3 Crop grown and consumed at home" }, "a7_32": { "dtype": "float64", "non_null_count": 4726, "null_count": 308, "null_pct": 6.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9949, "std": 0.0711, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "None grown and consumed at home" }, "a8": { "dtype": "float64", "non_null_count": 4702, "null_count": 332, "null_pct": 6.6, "type": "numeric", "min": 1.0, "max": 32.0, "mean": 3.7276, "std": 5.6983, "median": 1.0, "unique_count": 28, "description": "Crop grown and most consumed" }, "a9_1": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6356, "std": 0.4813, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Maize" }, "a9_2": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6466, "std": 0.4781, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Paddy" }, "a9_3": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8901, "std": 0.3128, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Sorghum" }, "a9_4": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9553, "std": 0.2067, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Bulrush millet" }, "a9_5": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9007, "std": 0.2991, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Finger millet" }, "a9_6": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7254, "std": 0.4463, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cassava" }, "a9_7": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6586, "std": 0.4742, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Sweet potatoes" }, "a9_8": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7151, "std": 0.4514, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Irish potatoes" }, "a9_9": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5135, "std": 0.4999, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Beans" }, "a9_10": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8212, "std": 0.3832, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cowpeas" }, "a9_11": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.861, "std": 0.346, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Pigeon peas" }, "a9_12": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9169, "std": 0.276, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Sunflower" }, "a9_13": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9289, "std": 0.257, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Simsim" }, "a9_14": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6354, "std": 0.4814, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Groundnuts" }, "a9_15": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3876, "std": 0.4873, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Tomatoes" }, "a9_16": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5483, "std": 0.4977, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cabbage" }, "a9_17": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3785, "std": 0.4851, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Onions" }, "a9_18": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5711, "std": 0.495, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Amaranth" }, "a9_19": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9344, "std": 0.2476, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cashew nut" }, "a9_20": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.679, "std": 0.4669, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Banana" }, "a9_21": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9941, "std": 0.0766, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cotton" }, "a9_22": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9914, "std": 0.0926, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Tobacco" }, "a9_23": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9979, "std": 0.0459, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Pyrethrum" }, "a9_24": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9654, "std": 0.1827, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Coffee" }, "a9_25": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8157, "std": 0.3878, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Coconut" }, "a9_26": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6906, "std": 0.4623, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Orange" }, "a9_27": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7493, "std": 0.4335, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Sugar cane" }, "a9_28": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9226, "std": 0.2672, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Palm oil" }, "a9_29": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9844, "std": 0.124, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Other 1" }, "a9_30": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9954, "std": 0.068, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Other 2" }, "a9_31": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9996, "std": 0.0205, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Other 3" }, "a9_32": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8332, "std": 0.3728, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy None" }, "a9_oth1": { "dtype": "category", "non_null_count": 74, "null_count": 4960, "null_pct": 98.53, "type": "categorical", "unique_count": 30, "value_counts": { "Pulse": 12, "Cowpeas": 9, "Mango": 9, "Carrot": 6, "Hard Peanut": 4, "Sweet Potato Leaves": 3, "Pawpaw": 3, "Vegetables": 2, "Yams": 2, "Bell Pepper": 2, "Fiwi": 2, "Okra": 2, "Sweet Potato Leave": 1, "Rice": 1, "Oil": 1, "Ginger": 1, "Eggplant": 1, "Chinese": 1, "Green Pepper": 1, "Salad": 1, "Fish": 1, "Peas": 1, "Sunflower Oil": 1, "Amaranth": 1, "He Is Being Given Extra Food By His Children": 1, "I Don\u0092T Buy Any Crops As Am Still Under Parents Guardians Hence They Are The Ones Who Buy Crops": 1, "Seafood": 1, "Cooking Oil": 1, "Pepper": 1, "Watermelon": 1 }, "description": " Buy Other 1 (Specified)" }, "a9_oth2": { "dtype": "category", "non_null_count": 22, "null_count": 5012, "null_pct": 99.56, "type": "categorical", "unique_count": 14, "value_counts": { "Carrot": 3, "Hard Peanut": 2, "Pineapple": 2, "Cowpeas": 2, "Bell Pepper": 2, "Mango": 2, "Okra": 2, "Pulse": 1, "Chinese": 1, "Wheat": 1, "Lentils": 1, "Pumpkin Leaves": 1, "Cucumber": 1, "Eggplant": 1 }, "description": " Buy Other 2 (Specified)" }, "a9_oth3": { "dtype": "category", "non_null_count": 2, "null_count": 5032, "null_pct": 99.96, "type": "categorical", "unique_count": 2, "value_counts": { "Spinach": 1, "Bell Pepper": 1 }, "description": " Buy Other 3 (Specified)" }, "a10": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4549, "std": 0.498, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have any livestock, herds, other farm animals, or poultry" }, "a11_1": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 200.0, "mean": 3.2503, "std": 9.4149, "median": 0.0, "unique_count": 41, "description": "Number of Indigenous cattle" }, "a11_2": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 40.0, "mean": 0.2735, "std": 1.3812, "median": 0.0, "unique_count": 14, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 10.0, 12.0, 20.0, 25.0, 40.0 ], "description": "Number of Cattle - dairy" }, "a11_3": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 40.0, "mean": 0.2352, "std": 2.062, "median": 0.0, "unique_count": 16, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 15.0, 20.0, 30.0, 40.0 ], "description": "Number of Cattle - beef" }, "a11_4": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 150.0, "mean": 3.058, "std": 7.5746, "median": 0.0, "unique_count": 41, "description": "Number of Indigenous goat" }, "a11_5": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 20.0, "mean": 0.0623, "std": 0.7379, "median": 0.0, "unique_count": 11, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 9.0, 12.0, 20.0 ], "description": "Number of Goat - dairy" }, "a11_6": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 34.0, "mean": 0.3025, "std": 1.8907, "median": 0.0, "unique_count": 19, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 12.0, 14.0, 15.0, 18.0, 20.0, 21.0, 30.0, 34.0 ], "description": "Number of Goat - meat" }, "a11_7": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 100.0, "mean": 0.8789, "std": 4.0892, "median": 0.0, "unique_count": 24, "description": "Number of Sheep" }, "a11_8": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 100.0, "mean": 0.3988, "std": 2.832, "median": 0.0, "unique_count": 19, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 12.0, 14.0, 15.0, 16.0, 20.0, 29.0, 50.0, 100.0 ], "description": "Number of Pigs" }, "a11_9": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 500.0, "mean": 2.7474, "std": 13.2781, "median": 0.0, "unique_count": 36, "description": "Number of Chicken - layers" }, "a11_10": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 500.0, "mean": 5.4364, "std": 17.4842, "median": 0.0, "unique_count": 46, "description": "Number of Chicken - broilers" }, "a11_11": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 1.0, "mean": 0.0023, "std": 0.0481, "median": 0.0, "unique_count": 2, "unique_values": [ 0.0, 1.0 ], "description": "Number of Fish (number of ponds)" }, "a11_12": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 70.0, "mean": 0.1714, "std": 2.5811, "median": 0.0, "unique_count": 16, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 8.0, 9.0, 10.0, 15.0, 22.0, 27.0, 28.0, 30.0, 60.0, 70.0 ], "description": "Number of Bees (number of hives)" }, "a11_13": { "dtype": "float64", "non_null_count": 2585, "null_count": 2449, "null_pct": 48.65, "type": "numeric", "min": 0.0, "max": 100.0, "mean": 1.3257, "std": 4.8488, "median": 0.0, "unique_count": 30, "description": "Number of Other - Number reared" }, "a11_oth": { "dtype": "category", "non_null_count": 366, "null_count": 4668, "null_pct": 92.73, "type": "categorical", "unique_count": 17, "value_counts": { "Traditional Chicken": 253, "Duck": 79, "Pigeon": 11, "Dog": 6, "3 Traditional Chickens And 6 Ducks": 2, "Donkey": 2, "Family Cattle": 2, "40 Traditional Chickens": 2, "Chicken And Duck": 1, "15 Chickens He Said His Husband": 1, "The Total Number Of Chickens Owned By The Family Is 30 Chickens": 1, "We Domesticate Chickens With My Husband": 1, "Pig And Chicken Owned 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390, "null_count": 4644, "null_pct": 92.25, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5769, "std": 0.4947, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Amaranth" }, "a25_19": { "dtype": "float64", "non_null_count": 198, "null_count": 4836, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1818, "std": 0.3867, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Cashew nut" }, "a25_20": { "dtype": "float64", "non_null_count": 720, "null_count": 4314, "null_pct": 85.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6236, "std": 0.4848, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Banana" }, "a25_21": { "dtype": "float64", "non_null_count": 248, "null_count": 4786, "null_pct": 95.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0282, "std": 0.166, "median": 1.0, "unique_count": 2, "unique_values": [ 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"mean": 1.9392, "std": 0.2391, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Beans" }, "a36_10": { "dtype": "float64", "non_null_count": 100, "null_count": 4934, "null_pct": 98.01, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.93, "std": 0.2564, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cowpeas" }, "a36_11": { "dtype": "float64", "non_null_count": 526, "null_count": 4508, "null_pct": 89.55, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9106, "std": 0.2855, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Pigeon peas" }, "a36_12": { "dtype": "float64", "non_null_count": 747, "null_count": 4287, "null_pct": 85.16, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.905, "std": 0.2935, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Sunflower" }, "a36_13": { "dtype": "float64", "non_null_count": 427, "null_count": 4607, "null_pct": 91.52, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.918, "std": 0.2746, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Simsim" }, "a36_14": { "dtype": "float64", "non_null_count": 1214, "null_count": 3820, "null_pct": 75.88, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9357, "std": 0.2453, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Groundnuts" }, "a36_15": { "dtype": "float64", "non_null_count": 394, "null_count": 4640, "null_pct": 92.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9594, "std": 0.1976, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Tomatoes" }, "a36_16": { "dtype": "float64", "non_null_count": 140, "null_count": 4894, "null_pct": 97.22, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9571, "std": 0.2033, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cabbage" }, "a36_17": { "dtype": "float64", "non_null_count": 157, "null_count": 4877, "null_pct": 96.88, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9554, "std": 0.2071, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Onions" }, "a36_18": { "dtype": "float64", "non_null_count": 390, "null_count": 4644, "null_pct": 92.25, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.941, "std": 0.2359, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Amaranth" }, "a36_19": { "dtype": "float64", "non_null_count": 198, "null_count": 4836, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8838, "std": 0.3212, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cashew nut" }, "a36_20": { "dtype": "float64", "non_null_count": 720, "null_count": 4314, "null_pct": 85.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9722, "std": 0.1644, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Banana" }, "a36_21": { "dtype": "float64", "non_null_count": 248, "null_count": 4786, "null_pct": 95.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9274, "std": 0.26, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cotton" }, "a36_22": { "dtype": "float64", "non_null_count": 62, "null_count": 4972, "null_pct": 98.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9839, "std": 0.127, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Tobacco" }, "a36_23": { "dtype": "float64", "non_null_count": 5, "null_count": 5029, "null_pct": 99.9, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8, "std": 0.4472, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Pyrethrum" }, "a36_24": { "dtype": "float64", "non_null_count": 247, "null_count": 4787, "null_pct": 95.09, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9636, "std": 0.1878, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Coffee" }, "a36_25": { "dtype": "float64", "non_null_count": 111, "null_count": 4923, "null_pct": 97.79, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.973, "std": 0.1629, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Coconut" }, "a36_26": { "dtype": "float64", "non_null_count": 147, "null_count": 4887, "null_pct": 97.08, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9932, "std": 0.0825, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Orange" }, "a36_27": { "dtype": "float64", "non_null_count": 173, "null_count": 4861, "null_pct": 96.56, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9769, "std": 0.1507, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Sugar cane" }, "a36_28": { "dtype": "float64", "non_null_count": 42, "null_count": 4992, "null_pct": 99.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9762, "std": 0.1543, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Palm oil" }, "a36_29": { "dtype": "float64", "non_null_count": 985, "null_count": 4049, "null_pct": 80.43, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9289, "std": 0.2571, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Other1" }, "a36_30": { "dtype": "float64", "non_null_count": 312, "null_count": 4722, "null_pct": 93.8, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9487, "std": 0.2209, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Other2" }, "a36_31": { "dtype": "float64", "non_null_count": 59, "null_count": 4975, "null_pct": 98.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9492, "std": 0.2216, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Other3" }, "a36_32": { "dtype": "float64", "non_null_count": 4726, "null_count": 308, "null_pct": 6.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1839, "std": 0.3874, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade None" }, "a36_33": { "dtype": "float64", "non_null_count": 4726, "null_count": 308, "null_pct": 6.12, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Grow and trade Dont Know" }, "a37": { "dtype": "float64", "non_null_count": 869, "null_count": 4165, "null_pct": 82.74, "type": "numeric", "min": 1.0, "max": 32.0, "mean": 9.7837, "std": 9.9022, "median": 6.0, "unique_count": 31, "description": "Crop grown and traded the most" }, "h1_1": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9354, "std": 0.2458, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Earning wages or salary from regular job" }, "h1_2": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8919, "std": 0.3105, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Earning wages from occasional job" }, "h1_3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8401, "std": 0.3666, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Running own business in retail or manufacturing (" }, "h1_4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9348, "std": 0.2468, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Running own business by providing services" }, "h1_5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9911, "std": 0.0941, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Getting a grant, pension, or subsidy of some sort" }, "h1_6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9114, "std": 0.2842, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Getting money from family or friends / remittance" }, "h1_7": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3159, "std": 0.4649, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Growing something and selling it, such as crops," }, "h1_8": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7759, "std": 0.417, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Rearing livestock, poultry, fish, or bees and sel" }, "h1_9": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9048, "std": 0.2935, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Other (specify)" }, "h1_oth": { "dtype": "category", "non_null_count": 468, "null_count": 4566, "null_pct": 90.7, "type": "categorical", "unique_count": 113, "top_10_values": { "Agriculture": 83, "There Is No": 63, "Not Applicable/Na": 34, "Casual Laborer": 32, "Casual Laborer At The Farms": 29, "Do Not Have An Income": 23, "There Is None": 15, "Housewife": 14, "Mason": 11, "Small Business": 10 }, "description": "Generate income from - Other (specify)" }, "h2a": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.1881, "std": 6.0982, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Main source of income in the last Month" }, "h2b": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.1967, "std": 4.6346, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Main source of income in the last 12 months" }, "h3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.321, "std": 5.2878, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Most important income source" }, "h4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.3149, "std": 5.1236, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Income source like to get the most" }, "h5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.4378, "std": 6.1591, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Most reliable income source" }, "h6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 1.6883, "std": 1.5711, "median": 1.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 6 ], "description": "Primary job (i.e., the job where you spend most of your time)" }, "h6_oth": { "dtype": "category", "non_null_count": 409, "null_count": 4625, "null_pct": 91.88, "type": "categorical", "unique_count": 93, "top_10_values": { "Not Applicable/NA": 49, "Mason": 34, "Student": 32, "Small Business": 29, "Casual Laborer": 21, "Herder": 20, "Has No Job": 19, "There Is None": 17, "Tailoring": 14, "Housewife": 11 }, "description": "Primary job (i.e., the job where you spend most of your time) - Other (spec" }, "h7_1": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9138, "std": 0.2807, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Farmer" }, "h7_2": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.997, "std": 0.0545, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Professional, i.e., doctor, teacher, nurse" }, "h7_3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9948, "std": 0.0717, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Shop owner" }, "h7_4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9164, "std": 0.2769, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Business owner" }, "h7_5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9829, "std": 0.1296, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Laborer" }, "h7_6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8351, "std": 0.3711, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Other" }, "h7_7": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3558, "std": 0.4788, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - None" }, "h7_oth": { "dtype": "category", "non_null_count": 830, "null_count": 4204, "null_pct": 83.51, "type": "categorical", "unique_count": 155, "top_10_values": { "Casual Laborer": 148, "Herder": 101, "Casual Laborer At The Farms": 66, "Small Business": 55, "Mason": 47, "Tailoring": 20, "Craftsman": 14, "Carpenter": 13, "Fisherman": 13, "Not Applicable/Na": 12 }, "description": "Secondary or side jobs - Other (specify)" }, "h8_1": { "dtype": "float64", "non_null_count": 320, "null_count": 4714, "null_pct": 93.64, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 2.2594, "std": 1.2712, "median": 2.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "Frequency main source of income is received_ Earning wages or salary from" }, "h8_2": { "dtype": "float64", "non_null_count": 544, "null_count": 4490, "null_pct": 89.19, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 2.8456, "std": 1.6493, "median": 2.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "Frequency main source of income is received_ Earning wages from occasiona" }, "h8_3": { "dtype": "float64", "non_null_count": 800, "null_count": 4234, "null_pct": 84.11, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 2.2338, "std": 1.6286, "median": 1.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "Frequency main source of income is received_ Running own business in reta" }, "h8_4": { "dtype": "float64", "non_null_count": 328, "null_count": 4706, "null_pct": 93.48, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8445, "std": 7.6292, "median": 2.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Running own business by prov" }, "h8_5": { "dtype": "float64", "non_null_count": 45, "null_count": 4989, "null_pct": 99.11, "type": "numeric", "min": 2.0, "max": 5.0, "mean": 3.4889, "std": 0.8692, "median": 3.0, "unique_count": 4, "unique_values": [ 2.0, 3.0, 4.0, 5.0 ], "description": "Frequency main source of income is received_ Getting a grant, pension, st" }, "h8_6": { "dtype": "float64", "non_null_count": 446, "null_count": 4588, "null_pct": 91.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.861, "std": 4.6979, "median": 4.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Getting money from family or" }, "h8_7": { "dtype": "float64", "non_null_count": 3473, "null_count": 1561, "null_pct": 31.01, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.2977, "std": 4.9238, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Growing something and sellin" }, "h8_8": { "dtype": "float64", "non_null_count": 1149, "null_count": 3885, "null_pct": 77.18, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.5909, "std": 4.0791, "median": 5.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Rearing livestock, poultry," }, "h8_9": { "dtype": "float64", "non_null_count": 444, "null_count": 4590, "null_pct": 91.18, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 27.3378, "std": 40.8786, "median": 5.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Other" }, "h9_1": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9748, "std": 0.1568, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Buy/get agricultural products from farmers and" }, "h9_2": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9734, "std": 0.161, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Buy/get agricultural products from farmers/pro" }, "h9_3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9932, "std": 0.0819, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Provide a service to farmers or processors of" }, "h9_4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9557, "std": 0.2058, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Rent land to farmers for farming purposes" }, "h9_5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9384, "std": 0.2404, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Other (specify)" }, "h9_6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.153, "std": 0.36, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - No other way" }, "h9_oth": { "dtype": "category", "non_null_count": 210, "null_count": 4824, "null_pct": 95.83, "type": "categorical", "unique_count": 112, "top_10_values": { "Casual Labor": 25, "Casual Labor (Farming)": 10, "Business": 8, "Mason": 7, "No Other Means": 6, "Charcoal Business": 6, "Petty Business": 6, "Stonemason": 5, "Fishing": 4, "Casual Labor Farming.": 4 }, "description": "Other ways to get income - Other (specify)" }, "h10_1": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9881, "std": 0.1085, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Government benefits (pension, disability, welfare," }, "h10_2": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8794, "std": 0.3257, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Remittances/monetary or other help from family or f" }, "h10_3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9942, "std": 0.0757, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Other donor/NGO benefits" }, "h10_4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8683, "std": 0.3382, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Occasional paid assignments, labor for hire" }, "h10_5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.524, "std": 0.4995, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Occasionally sell my belongings" }, "h10_6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6599, "std": 0.4738, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Other" }, "h10_oth": { "dtype": "category", "non_null_count": 363, "null_count": 4671, "null_pct": 92.79, "type": "categorical", "unique_count": 105, "top_10_values": { "No": 92, "None Of Those": 59, "No Other Means": 27, "None Other": 17, "No Other Source": 11, "None Other Than Farming": 9, "Dayworker": 7, "None Other Than Casual Labor Farming.": 6, "Farming": 5, "Crop Selling": 4 }, "description": "Receive income from Other (specify)" }, "h11_1": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.65, "std": 0.481, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Direct deposit to a bank account" }, "h11_2": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4333, "std": 0.4997, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Personal pick-up in cash" }, "h11_3": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Personal pick-up in cheque" }, "h11_4": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9667, "std": 0.181, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Courier delivery" }, "h11_5": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Deposit to your m- money account" }, "h11_6": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Deposit to an agent\u2019s m-money account" }, "h11_7": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Deposit to another person\u2019s m-money account" }, "h11_8": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9833, "std": 0.1291, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Digital card (pre-paid card, credit card)" }, "h11_9": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Western Union/ Money Gram" }, "h11_10": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9667, "std": 0.181, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Other" }, "h11_11": { "dtype": "float64", "non_null_count": 60, "null_count": 4974, "null_pct": 98.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9833, "std": 0.1291, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment _Don\u2019t know" }, "h11_oth": { "dtype": "category", "non_null_count": 2, "null_count": 5032, "null_pct": 99.96, "type": "categorical", "unique_count": 2, "value_counts": { "I don't get paid": 1, "It is deposited for us monthly": 1 }, "description": "Receive payment from Other (specify)" }, "h14_1": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.788, "std": 5.0503, "median": 1.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Grocery purchases" }, "h14_2": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.6764, "std": 8.4173, "median": 4.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Transportation" }, "h14_3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.4019, "std": 6.0975, "median": 3.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Medicine, medical payments, hospital charge" }, "h14_4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.3093, "std": 8.5348, "median": 5.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Educational expenses, school fees" }, "h14_5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.9408, "std": 7.9463, "median": 3.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Bills: utility bills, mobile phone and airt" }, "h14_6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.1373, "std": 18.6339, "median": 3.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Emergency expenses (specify)" }, "h14_7": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.0743, "std": 8.0248, "median": 4.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Investment in business, farm or future, e.g" }, "h14_8": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.0636, "std": 7.877, "median": 6.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Make a large purchase, such as TV, car or b" }, "h14_9": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.4797, "std": 7.9514, "median": 5.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Home repairs" }, "h14_10": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 60.2342, "std": 45.2892, "median": 98.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Other (specify)" }, "h14_oth1": { "dtype": "object", "non_null_count": 3171, "null_count": 1863, "null_pct": 37.01, "type": "categorical", "unique_count": 477, "top_10_values": { "Diseases": 581, "Disease": 452, "Treatment": 233, "Funeral": 198, "Death": 125, "Getting Sick": 98, "Someone Close Getting Sick": 95, "A Child Getting Sick": 58, "Treatment Expenses": 55, "Loosing Someone": 52 }, "description": "How often make expenses for Emergency - (others specified)" }, "h14_oth2": { "dtype": "category", "non_null_count": 34, "null_count": 5000, "null_pct": 99.32, "type": "categorical", "unique_count": 25, "value_counts": { "Funeral": 6, "Disease": 3, "Funerals": 2, "Death": 2, "Buying Crops And Selling Them To Other Customers": 1, "Helping Relatives": 1, "Death In A Family": 1, "Ceremonies": 1, "Repairing A House": 1, "Deaths": 1, "When There Is A Patient In My Household I Have To Spend Money": 1, "No Other Uses": 1, "Buying Farming Equipment": 1, "Fire": 1, "Accidents": 1, "Emergency Use": 1, "Other Emergency Uses": 1, "Diseases": 1, "Water And Electricity Bills": 1, "Loosing Someone": 1, "Birth In A Family": 1, "To Buy A Farm": 1, "Clothes": 1, "Food": 1, "Theft": 1 }, "description": "Frequency of expenses - Other expenses (specified)" }, "f62": { "dtype": "float64", "non_null_count": 4683, "null_count": 351, "null_pct": 6.97, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 2.4676, "std": 0.9353, "median": 3.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "Literacy" }, "f63_1": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.915, "std": 0.2789, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Government-issued ID/National ID" }, "f63_2": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.995, "std": 0.0703, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - East African Passport" }, "f63_3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9948, "std": 0.0717, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - International Passport" }, "f63_4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9692, "std": 0.1728, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Driver\u2019s license" }, "f63_5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9623, "std": 0.1906, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - School-issued ID" }, "f63_6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0886, "std": 0.2842, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Voters card" }, "f63_7": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9921, "std": 0.0888, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Ration card" }, "f63_8": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9742, "std": 0.1586, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Employee ID (For Government / Civil S" }, "f63_9": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9944, "std": 0.0744, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Military ID" }, "f63_10": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8852, "std": 0.3188, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Birth Certificate" }, "f63_11": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9696, "std": 0.1717, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Village/LC ID" }, "f63_12": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.976, "std": 0.1532, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Other identification" }, "f63_oth": { "dtype": "category", "non_null_count": 121, "null_count": 4913, "null_pct": 97.6, "type": "categorical", "unique_count": 40, "value_counts": { "Political Party Membership Card": 39, "Security ID": 14, "Bank Card": 13, "Baptism Certificate": 6, "Military ID": 3, "Marriage Certificate": 3, "Insurance ID": 3, "Business ID": 2, "Tobacco Farming ID": 2, "Health Insurance ID": 2, "Tasaf ID": 2, "Elderly ID": 2, "Health Insurance Card": 2, "Health Insurance": 2, "Religious Work Permit": 1, "Fishing ID": 1, "Business License": 1, "NSSF": 1, "Finca Loan ID": 1, "Business Identity": 1, "Nssf Health Insurance Card": 1, "Islamic Teachings Certificate": 1, "Primary School Certificate": 1, "Security Training Certificate": 1, "Voter'S ID": 1, "Religious Certificate": 1, "Ccm Card": 1, "Ifakara Residence ID": 1, "Office ID": 1, "Health ID": 1, "National ID": 1, "Tanzania Women'S Union": 1, "Marriage Certificate, Baptism Certificate": 1, "Insurance ID And Bank Account Card": 1, "Security Training Certificate And Security ID": 1, "School Certificate": 1, "Nssf ID": 1, "Pastor ID": 1, "Women Union Id And Ccm Card": 1, "Saccoss ID": 1 }, "description": "Have an official identification - Other identification (specified)" }, "d2": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 1.9571, "std": 1.5855, "median": 2.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ], "description": "D2 .Relationship with household head" }, "d3": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5262, "std": 0.4994, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Gender" }, "d4": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2139, "std": 2.1167, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "D4 .Marital status" }, "d5": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 15.0, "max": 100.0, "mean": 40.1003, "std": 16.0025, "median": 38.0, "unique_count": 82, "description": "D5 .Age (in years)" }, "d6": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2374, "std": 0.4255, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "D6 .Ever attended school" }, "d7": { "dtype": "float64", "non_null_count": 3839, "null_count": 1195, "null_pct": 23.74, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9651, "std": 2.2028, "median": 3.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "D7 .Currently attending school" }, "d8": { "dtype": "float64", "non_null_count": 3839, "null_count": 1195, "null_pct": 23.74, "type": "numeric", "min": 0.0, "max": 9.0, "mean": 3.0987, "std": 0.9148, "median": 3.0, "unique_count": 10, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0 ], "description": "D8 .Highest grade attended" }, "d9": { "dtype": "float64", "non_null_count": 3839, "null_count": 1195, "null_pct": 23.74, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0948, "std": 0.293, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "D9 .Completed highest grade attended" }, "d10": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": 0.0, "median": 1.0, "unique_count": 1, "unique_values": [ 1 ], "description": "D10 .Ccontribute to the household income" }, "d11": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.058, "std": 0.2338, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "D11 .Participate in the household\u2019s agricultural activities" }, "indmul_wgt": { "dtype": "float64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.090012676, "max": 4.486850414, "mean": 1.0, "std": 0.6641, "median": 0.870463061, "unique_count": 206, "description": "Individual weight" }, "a2": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 0.00013935, "max": 647.4970275, "mean": 15.4499, "std": 36.7212, "median": 1.5, "unique_count": 108, "description": "How much agricultural land do you own?_Hectare" }, "a3": { "dtype": "float64", "non_null_count": 4742, "null_count": 292, "null_pct": 5.8, "type": "numeric", "min": 2.787e-05, "max": 647.4970275, "mean": 27.8831, "std": 44.0484, "median": 1.61943319838057, "unique_count": 100, "description": "How much agricultural land do you rent, borrow or have the right to use?_Hec" }, "stratum": { "dtype": "int64", "non_null_count": 5034, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 4.6381, "std": 2.2145, "median": 5.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ], "description": "Design Stratum" } } } } }