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0.3404, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 2_Participates in the HH's agricultural activities" }, "d11_3": { "dtype": "float64", "non_null_count": 948, "null_count": 1922, "null_pct": 66.97, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.461, "std": 0.4987, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 3_Participates in the HH's agricultural activities" }, "d11_4": { "dtype": "float64", "non_null_count": 497, "null_count": 2373, "null_pct": 82.68, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5473, "std": 0.4983, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 4_Participates in the HH's agricultural activities" }, "d11_5": { "dtype": "float64", "non_null_count": 232, "null_count": 2638, "null_pct": 91.92, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5776, "std": 0.495, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 5_Participates in the HH's agricultural activities" }, "d11_6": { "dtype": "float64", "non_null_count": 105, "null_count": 2765, "null_pct": 96.34, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6286, "std": 0.4855, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 6_Participates in the HH's agricultural activities" }, "d11_7": { "dtype": "float64", "non_null_count": 69, "null_count": 2801, "null_pct": 97.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6232, "std": 0.4881, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 7_Participates in the HH's agricultural activities" }, "d11_8": { "dtype": "float64", "non_null_count": 42, "null_count": 2828, "null_pct": 98.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6429, "std": 0.485, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 8_Participates in the HH's agricultural activities" }, "d11_9": { "dtype": "float64", "non_null_count": 35, "null_count": 2835, "null_pct": 98.78, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6571, "std": 0.4816, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 9_Participates in the HH's agricultural activities" }, "d11_10": { "dtype": "float64", "non_null_count": 22, "null_count": 2848, "null_pct": 99.23, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7273, "std": 0.4558, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 10_Participates in the HH's agricultural activities" }, "d11_11": { "dtype": "float64", "non_null_count": 15, "null_count": 2855, "null_pct": 99.48, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5333, "std": 0.5164, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 11_Participates in the HH's agricultural activities" }, "d11_12": { "dtype": "float64", "non_null_count": 4, "null_count": 2866, "null_pct": 99.86, "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": "HH Member 12_Participates in the HH's agricultural activities" }, "d11_13": { "dtype": "float64", "non_null_count": 5, "null_count": 2865, "null_pct": 99.83, "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": "HH Member 13_Participates in the HH's agricultural activities" }, "d11_14": { "dtype": "float64", "non_null_count": 2, "null_count": 2868, "null_pct": 99.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5, "std": 0.7071, "median": 1.5, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 14_Participates in the HH's agricultural activities" }, "d11_15": { "dtype": "float64", "non_null_count": 4, "null_count": 2866, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.25, "std": 0.5, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 15_Participates in the HH's agricultural activities" }, "d11_16": { "dtype": "float64", "non_null_count": 2, "null_count": 2868, "null_pct": 99.93, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": 0.0, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": "HH Member 16_Participates in the HH's agricultural activities" }, "d11_17": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 17_Participates in the HH's agricultural activities" }, "d11_18": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 18_Participates in the HH's agricultural activities" }, "d11_19": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 19_Participates in the HH's agricultural activities" }, "d11_20": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 20_Participates in the HH's agricultural activities" }, "d12_1": { "dtype": "float64", "non_null_count": 2869, "null_count": 1, "null_pct": 0.03, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0345, "std": 0.1826, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 1_Eligible for the Individual HH member questionnaire" }, "d12_2": { "dtype": "float64", "non_null_count": 2371, "null_count": 499, "null_pct": 17.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0983, "std": 0.2977, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 2_Eligible for the Individual HH member questionnaire" }, "d12_3": { "dtype": "float64", "non_null_count": 948, "null_count": 1922, "null_pct": 66.97, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4378, "std": 0.4964, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 3_Eligible for the Individual HH member questionnaire" }, "d12_4": { "dtype": "float64", "non_null_count": 497, "null_count": 2373, "null_pct": 82.68, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5372, "std": 0.4991, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 4_Eligible for the Individual HH member questionnaire" }, "d12_5": { "dtype": "float64", "non_null_count": 232, "null_count": 2638, "null_pct": 91.92, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.569, "std": 0.4963, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 5_Eligible for the Individual HH member questionnaire" }, "d12_6": { "dtype": "float64", "non_null_count": 105, "null_count": 2765, "null_pct": 96.34, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.619, "std": 0.488, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 6_Eligible for the Individual HH member questionnaire" }, "d12_7": { "dtype": "float64", "non_null_count": 69, "null_count": 2801, "null_pct": 97.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5942, "std": 0.4946, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 7_Eligible for the Individual HH member questionnaire" }, "d12_8": { "dtype": "float64", "non_null_count": 42, "null_count": 2828, "null_pct": 98.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6429, "std": 0.485, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 8_Eligible for the Individual HH member questionnaire" }, "d12_9": { "dtype": "float64", "non_null_count": 35, "null_count": 2835, "null_pct": 98.78, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6571, "std": 0.4816, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 9_Eligible for the Individual HH member questionnaire" }, "d12_10": { "dtype": "float64", "non_null_count": 22, "null_count": 2848, "null_pct": 99.23, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7273, "std": 0.4558, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 10_Eligible for the Individual HH member questionnaire" }, "d12_11": { "dtype": "float64", "non_null_count": 15, "null_count": 2855, "null_pct": 99.48, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5333, "std": 0.5164, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 11_Eligible for the Individual HH member questionnaire" }, "d12_12": { "dtype": "float64", "non_null_count": 4, "null_count": 2866, "null_pct": 99.86, "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": "HH Member 12_Eligible for the Individual HH member questionnaire" }, "d12_13": { "dtype": "float64", "non_null_count": 5, "null_count": 2865, "null_pct": 99.83, "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": "HH Member 13_Eligible for the Individual HH member questionnaire" }, "d12_14": { "dtype": "float64", "non_null_count": 2, "null_count": 2868, "null_pct": 99.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5, "std": 0.7071, "median": 1.5, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 14_Eligible for the Individual HH member questionnaire" }, "d12_15": { "dtype": "float64", "non_null_count": 4, "null_count": 2866, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": 0.0, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": "HH Member 15_Eligible for the Individual HH member questionnaire" }, "d12_16": { "dtype": "float64", "non_null_count": 2, "null_count": 2868, "null_pct": 99.93, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": 0.0, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": "HH Member 16_Eligible for the Individual HH member questionnaire" }, "d12_17": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 17_Eligible for the Individual HH member questionnaire" }, "d12_18": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 18_Eligible for the Individual HH member questionnaire" }, "d12_19": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 19_Eligible for the Individual HH member questionnaire" }, "d12_20": { "dtype": "float64", "non_null_count": 0, "null_count": 2870, "null_pct": 100.0, "type": "numeric", "description": "HH Member 20_Eligible for the Individual HH member questionnaire" }, "d14": { "dtype": "object", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 244, "top_10_values": { "Runyonkore": 285, "Luganda": 267, "Rukiiga": 194, "LUGANDA": 163, "luganda": 160, "Ateso": 141, "Acholi": 125, "LUSOGA": 91, "Lusoga": 89, "Alur": 76 }, "description": "Main language spoken in the household" }, "d15": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.2857, "std": 11.147, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Household's smallest source of income" }, "d15_oth": { "dtype": "category", "non_null_count": 133, "null_count": 2737, "null_pct": 95.37, "type": "categorical", "unique_count": 88, "top_10_values": { "none": 26, "NONE": 5, "Fishing": 4, "farm labourer": 3, "selling local brew": 3, "Laborer": 3, "Boda Boda": 2, "non": 2, "Brewing local beer": 2, "Making Local Brews": 2 }, "description": "What is your household's smallest source of income? [Other (specify)]" }, "d17": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.569, "std": 7.3834, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Household's largest source of income" }, "d17_oth": { "dtype": "category", "non_null_count": 101, "null_count": 2769, "null_pct": 96.48, "type": "categorical", "unique_count": 78, "top_10_values": { "fishing": 9, "Laborer": 5, "none": 4, "NONE": 3, "labourer": 3, "digging for money": 2, "Brewing local beer": 2, "selling firewood": 2, "Fishing": 2, "savings": 1 }, "description": "What is your household's largest source of income? [Other (specify)]" }, "d19": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 98.0, "max": 15000000.0, "mean": 154386.9334, "std": 406455.9052, "median": 90000.0, "unique_count": 89, "description": "Monthly minimum amount for household's survival (Metical)" }, "d20": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.7439, "std": 10.5454, "median": 3.0, "unique_count": 5, "unique_values": [ 1, 3, 4, 5, 98 ], "description": "Family's current financial situation" }, "d21": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 98.0, "max": 25000000.0, "mean": 271223.6014, "std": 862114.6182, "median": 120000.0, "unique_count": 126, "description": "Household's average monthly income (Metical)" }, "d22_1": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.4108, "std": 4.8407, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Decision maker for planting time" }, "d22_2": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3686, "std": 3.7445, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Decision maker for purchase of farm inputs" }, "d22_3": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3641, "std": 3.7152, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Decision maker for when to harvest" }, "d22_4": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3937, "std": 3.2953, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Decision maker for quantity of crops to sell" }, "d22_5": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3986, "std": 3.3003, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Decision maker for when and where to sell crops" }, "d22_6": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6098, "std": 4.5586, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Decision maker for where to borrow money to support agricultural production" }, "d22_7": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8014, "std": 5.5128, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Decision maker for when to sell livestock" }, "d22_8": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8606, "std": 6.0577, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Generally, who makes decisions on the following agricultural activities? Quantity of livestock to sell" }, "d23_1": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.0014, "std": 18.0498, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to have a bank account (non-savings)" }, "d23_2": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1115, "std": 9.1841, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to have a mobile phone" }, "d23_3": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.1638, "std": 16.1077, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to have a mobile money account" }, "d23_4": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 16.3739, "std": 34.4213, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to have insurance" }, "d23_5": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.4178, "std": 21.2166, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Important for household to have a savings account" }, "d23_6": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 17.6408, "std": 35.3035, "median": 3.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to have credit" }, "d24": { "dtype": "int64", "non_null_count": 2870, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 15.0, "mean": 1.2272, "std": 1.1448, 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"max": 98.0, "mean": 7.2644, "std": 23.2189, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "I want my children to continue in agriculture" }, "a42_1": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9395, "std": 0.2385, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - A planting, weeding, and harvesting gr" }, "a42_2": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9978, "std": 0.0466, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - An exporting group or association" }, "a42_3": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9974, "std": 0.0511, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - Trade union" }, "a42_4": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8036, "std": 0.3974, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - Merry go round / Informal savings netw" }, "a42_5": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9281, "std": 0.2583, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - Women\u2019s group or association" }, "a42_6": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9978, "std": 0.0466, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - Processors group" }, "a42_7": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9891, "std": 0.1038, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - Cooperative/Producers\u2019 group" }, "a42_8": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9869, "std": 0.1136, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - Farm implement group" }, "a42_9": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9595, "std": 0.1972, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - SACCO" }, "a42_10": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9564, "std": 0.2041, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Member of group or association - Other" }, "a42_oth": { "dtype": "category", "non_null_count": 100, "null_count": 2671, "null_pct": 96.39, "type": "categorical", "unique_count": 79, "top_10_values": { "ROSCA": 10, "RUDFA": 3, "Nigiina": 3, "Bataka group": 3, "Bataka": 3, "Bataka kwezika": 3, "MERRY GO ROUND": 2, "UGACOF": 2, "A saving pool": 1, "SEEK CARE": 1 }, "description": "Member of group or association - (Other (specify))" }, "a43_1": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7274, "std": 0.4456, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Business advice" }, "a43_2": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5616, "std": 0.4965, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Farming advice" }, "a43_3": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9309, "std": 0.2538, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - The group markets our p" }, "a43_4": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9397, "std": 0.2382, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Access to farm implemen" }, "a43_5": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9661, "std": 0.1811, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Buying products and ser" }, "a43_6": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "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": "Types of services from groups or associations - Start - up livestock, s" }, "a43_7": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6583, "std": 0.4746, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Financial advice" }, "a43_8": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9158, "std": 0.2778, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Access to inputs, ferti" }, "a43_9": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.951, "std": 0.216, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Storage facilities" }, "a43_10": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5364, "std": 0.499, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Access to loans" }, "a43_11": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.755, "std": 0.4303, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Share in the profit" }, "a43_12": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4975, "std": 0.5003, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Savings account" }, "a43_13": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9171, "std": 0.2759, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - Insurance" }, "a43_14": { "dtype": "float64", "non_null_count": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9774, "std": 0.1488, "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": 796, "null_count": 1975, "null_pct": 71.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9987, "std": 0.0354, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Types of services from groups or associations - None" }, "a43_oth": { "dtype": "category", "non_null_count": 67, "null_count": 2704, "null_pct": 97.58, "type": "categorical", "unique_count": 62, "top_10_values": { "Funeral services": 3, "BURIAL": 2, "funeral services": 2, "BURIAL CEREMONIES": 2, "offer burial services to members": 1, " They give moral, physical, and financial support to members in times of funerals and burials": 1, "AMNT IN ANY GROUP": 1, "Solance and burial support": 1, "Save food for tragedy": 1, "burial arrangements for members": 1 }, "description": "Types of services from groups or associations - (Other (specify))" }, "a44_1": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.821, "std": 12.5107, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.4678, "std": 12.0786, "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 - Radio" }, "a44_3": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.669, "std": 13.52, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.8868, "std": 13.3228, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.0348, "std": 14.6703, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.801, "std": 13.2581, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.2909, "std": 14.5581, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.7043, "std": 16.1198, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.1947, "std": 17.8397, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.1598, "std": 17.5252, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.1847, "std": 17.8404, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.9891, "std": 17.7804, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.3314, "std": 20.1876, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.895, "std": 16.9103, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.3506, "std": 17.9098, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 3.0, "max": 98.0, "mean": 48.0945, "std": 46.3883, "median": 5.0, "unique_count": 4, "unique_values": [ 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": 5, "null_count": 2766, "null_pct": 99.82, "type": "categorical", "unique_count": 5, "value_counts": { "PRIVATE VETERINARY. DOCTORS": 1, "family advise on farming": 1, "At the burial places": 1, "NUSAF": 1, "NONE": 1 }, "description": "Please record other sources of information for agricultural activities" }, "a47_1": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8301, "std": 11.5157, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.4778, "std": 4.5392, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Seeds" }, "a47_3": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.4595, "std": 10.0453, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.1389, "std": 15.6551, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.5584, "std": 22.2676, "median": 2.0, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.8428, "std": 14.074, "median": 2.0, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.8053, "std": 18.858, "median": 2.0, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.9895, "std": 15.1532, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.4321, "std": 13.239, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.0305, "std": 23.2926, "median": 2.0, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 94.0958, "std": 18.9009, "median": 98.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Transportation" }, "a47_oth": { "dtype": "category", "non_null_count": 86, "null_count": 2685, "null_pct": 96.9, "type": "categorical", "unique_count": 55, "top_10_values": { "non": 17, "NONE": 9, "none": 7, "Non": 2, "cooperative": 1, "poultry": 1, "WATER TANK AND SEEDS": 1, "PESTCIDES": 1, "Nothing": 1, "transport and market": 1 }, "description": "Please record other agricultural need mentioned" }, "a48_1": { "dtype": "float64", "non_null_count": 1996, "null_count": 775, "null_pct": 27.97, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1683, "std": 6.0946, "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": 2214, "null_count": 557, "null_pct": 20.1, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0203, "std": 6.4852, "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": 2110, "null_count": 661, "null_pct": 23.85, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.4047, "std": 8.1032, "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": 1967, "null_count": 804, "null_pct": 29.01, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5511, "std": 8.6562, "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": 1268, "null_count": 1503, "null_pct": 54.24, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.2263, "std": 11.3825, "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": 1739, "null_count": 1032, "null_pct": 37.24, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5601, "std": 8.9159, "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": 1485, "null_count": 1286, "null_pct": 46.41, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0559, "std": 10.525, "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": 1968, "null_count": 803, "null_pct": 28.98, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7591, "std": 9.9035, "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": 1994, "null_count": 777, "null_pct": 28.04, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.1715, "std": 11.5305, "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": 1374, "null_count": 1397, "null_pct": 50.42, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.7671, "std": 18.8428, "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": 20, "null_count": 2751, "null_pct": 99.28, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 16.2, "std": 35.2578, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Transportation" }, "a49_1": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1511, "std": 9.6514, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6568, "std": 7.5519, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1032, "std": 9.6545, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.2766, "std": 14.141, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.7822, "std": 19.9957, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7199, "std": 11.8648, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.8336, "std": 17.9401, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9351, "std": 12.9848, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7091, "std": 12.0357, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.1381, "std": 20.8128, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 64.5414, "std": 45.764, "median": 98.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Transportation" }, "a49_oth": { "dtype": "category", "non_null_count": 21, "null_count": 2750, "null_pct": 99.24, "type": "categorical", "unique_count": 16, "value_counts": { "NONE": 5, "none": 2, "not enough money for buying livestock": 1, "to buy pestsides": 1, "to buy Spray bombers": 1, "Non": 1, "buying quality products": 1, "non": 1, "medical": 1, "AGRICULTURAL EMERGENCIES": 1, "to do business": 1, "seeds": 1, "storage": 1, "equipment": 1, "rearing pigs": 1, "NO": 1 }, "description": "Want to keep money aside for Other agricultural needs (specified)" }, "a52": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2888, "std": 0.4533, "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": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3546, "std": 0.4785, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Maize" }, "a53_2": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3784, "std": 0.4851, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Paddy" }, "a53_3": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9418, "std": 0.2341, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sorghum" }, "a53_4": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8389, "std": 0.3677, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Bulrush millet" }, "a53_5": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.959, "std": 0.1984, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Finger millet" }, "a53_6": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7122, "std": 0.4529, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cassava" }, "a53_7": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9816, "std": 0.1343, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sweet potatoes" }, "a53_8": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8175, "std": 0.3864, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Irish potatoes" }, "a53_9": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8108, "std": 0.3918, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Beans" }, "a53_10": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9479, "std": 0.2222, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cowpeas" }, "a53_11": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9841, "std": 0.1252, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Pigeon peas" }, "a53_12": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9584, "std": 0.1998, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sunflower" }, "a53_13": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9963, "std": 0.0605, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Simsim" }, "a53_14": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9988, "std": 0.035, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Groundnuts" }, "a53_15": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9957, "std": 0.0654, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Tomatoes" }, "a53_16": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9914, "std": 0.0922, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cabbage" }, "a53_17": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "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": "Normally store Onions" }, "a53_18": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "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 Amaranth" }, "a53_19": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9339, "std": 0.2486, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cashew nut" }, "a53_20": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9945, "std": 0.0741, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Banana" }, "a53_21": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9179, "std": 0.2745, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cotton" }, "a53_22": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9449, "std": 0.2283, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Tobacco" }, "a53_23": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9541, "std": 0.2094, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Pyrethrum" }, "a53_24": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9914, "std": 0.0922, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Coffee" }, "a53_25": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9976, "std": 0.0494, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Coconut" }, "a53_26": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8885, "std": 0.3148, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Orange" }, "a55": { "dtype": "object", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "categorical", "unique_count": 394, "top_10_values": { "in the house": 156, "house": 98, "store": 67, "in my house": 65, "In the house": 63, "HOUSE": 63, "At home": 53, "home": 51, "House": 51, "IN THE HOUSE": 46 }, "description": "Where crops stored" }, "a56_1": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.523, "std": 0.4996, "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": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7906, "std": 0.407, "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": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7685, "std": 0.4219, "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": 1633, "null_count": 1138, "null_pct": 41.07, "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 - I store so I can pay for school fees" }, "a56_5": { "dtype": "float64", "non_null_count": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7593, "std": 0.4276, "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": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2303, "std": 0.4211, "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": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8953, "std": 0.3063, "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": 1633, "null_count": 1138, "null_pct": 41.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9957, "std": 0.0654, "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": 170, "null_count": 2601, "null_pct": 93.87, "type": "categorical", "unique_count": 120, "top_10_values": { "to get seeds for the next season": 14, "for seeds": 7, "for future planting": 6, "seeds": 5, "for replanting": 4, "for planting in the next season": 4, "seeds for next season": 4, "store for seeds": 4, "get seeds for the next season": 3, "FOR PLANTING NEXT SEASON": 2 }, "description": "Reason to store crops (Other (specify))" }, "a57_1": { "dtype": "float64", "non_null_count": 663, "null_count": 2108, "null_pct": 76.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7843, "std": 0.4116, "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": 663, "null_count": 2108, "null_pct": 76.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9095, "std": 0.2871, "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": 663, "null_count": 2108, "null_pct": 76.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3258, "std": 0.469, "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": 663, "null_count": 2108, "null_pct": 76.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9744, "std": 0.1582, "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": 663, "null_count": 2108, "null_pct": 76.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.825, "std": 0.3802, "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": 663, "null_count": 2108, "null_pct": 76.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9201, "std": 0.2714, "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": 663, "null_count": 2108, "null_pct": 76.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9729, "std": 0.1626, "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": 53, "null_count": 2718, "null_pct": 98.09, "type": "categorical", "unique_count": 52, "top_10_values": { "DON'T GROW CROPS": 2, "pest destroy the grains in the storage": 1, "I have just started agriculture": 1, "WE DID NOT STORE ANYWHERE": 1, "REAR ANIMALS": 1, "This season we weren't able to grow anything": 1, "sell the stored food to cater.for the miscellaneous situation": 1, "Grow crops on asmall scale and hence store in my house": 1, "I hervest small quantities": 1, "Not havesting Season yet": 1 }, "description": "Reason for not currently storing crops - (Other (specify))" }, "a58": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5331, "std": 0.499, "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": 1072, "null_count": 1699, "null_pct": 61.31, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1819, "std": 0.3859, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.6533, "std": 10.9445, "median": 1.0, "unique_count": 12, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 98.0 ], "description": "Most significant risk to your agricultural activities" }, "a60_oth": { "dtype": "category", "non_null_count": 38, "null_count": 2733, "null_pct": 98.63, "type": "categorical", "unique_count": 33, "value_counts": { "lack of enough land": 4, "limited land": 2, "capital": 2, "lack of farming land": 1, "chicken being stolen": 1, "NO MONEY TO CONSTRUCT KRAALS FOR THE CATTLE": 1, "Seeds are very costly. Labour is also very expensive": 1, "the peiple we buy from inputs give us fake products which affects our crops": 1, "ITS MI DADDY AND MUMMY WHO KNOWZ": 1, "Price flactuation": 1, "poor harvest": 1, "inadequate capital": 1, "lack of money": 1, "lack of land": 1, "Animals from the game park destroy our crops": 1, "Poor animal breeds and seeds": 1, "Inasquate money to rent land": 1, "lack of enough of land": 1, "shortage of land for farming": 1, "limited land and money": 1, "NONE": 1, "Price fluctuation": 1, "Litle land": 1, "lack of land": 1, "not having our own land": 1, "we have wild animals that destroy our crops ie monkeys": 1, "monkeys": 1, "bad soilz": 1, "lack of capital": 1, "THEFT": 1, "poor quality soil": 1, "soil fertility lowering every season": 1, "STEAL E CROPS IN THE GARDEN": 1 }, "description": "Most significant risk to your agricultural activities (Other (specify))" }, "a61_1": { "dtype": "float64", "non_null_count": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2117, "std": 0.4086, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2339, "std": 0.4234, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8558, "std": 0.3513, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6463, "std": 0.4782, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7931, "std": 0.4052, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9922, "std": 0.0882, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.939, "std": 0.2393, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9482, "std": 0.2217, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8153, "std": 0.3881, "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": 2296, "null_count": 475, "null_pct": 17.14, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9743, "std": 0.1583, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Death in the family" }, "a62_1": { "dtype": "float64", "non_null_count": 1810, "null_count": 961, "null_pct": 34.68, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.5088, "std": 8.9869, "median": 9.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Weather - related event (drought, floods, late rai" }, "a62_2": { "dtype": "float64", "non_null_count": 1759, "null_count": 1012, "null_pct": 36.52, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.7061, "std": 11.7743, "median": 8.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Pests / diseases" }, "a62_3": { "dtype": "float64", "non_null_count": 331, "null_count": 2440, "null_pct": 88.05, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.8731, "std": 5.4486, "median": 9.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Accident (e.g. fire) or theft" }, "a62_4": { "dtype": "float64", "non_null_count": 812, "null_count": 1959, "null_pct": 70.7, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.3362, "std": 8.643, "median": 9.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Unexpected price fluctuation in the market" }, "a62_5": { "dtype": "float64", "non_null_count": 475, "null_count": 2296, "null_pct": 82.86, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.7789, "std": 7.5671, "median": 8.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Unexpected price fluctuation of inputs (such as se" }, "a62_6": { "dtype": "float64", "non_null_count": 18, "null_count": 2753, "null_pct": 99.35, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 18.0, "std": 29.181, "median": 9.0, "unique_count": 5, "unique_values": [ 1.0, 4.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Contracts not being honored" }, "a62_7": { "dtype": "float64", "non_null_count": 140, "null_count": 2631, "null_pct": 94.95, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.2643, "std": 7.8855, "median": 8.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Market downturn / crops or livestock not able to b" }, "a62_8": { "dtype": "float64", "non_null_count": 119, "null_count": 2652, "null_pct": 95.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.4958, "std": 8.6738, "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, 98.0 ], "description": "Way mainly coped with Breakdown of equipment" }, "a62_9": { "dtype": "float64", "non_null_count": 424, "null_count": 2347, "null_pct": 84.7, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.6604, "std": 4.9792, "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, 98.0 ], "description": "Way mainly coped with Health (your own, your family's, or your workers')" }, "h16_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9527, "std": 0.2123, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9304, "std": 0.2546, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9361, "std": 0.2446, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9549, "std": 0.2076, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.965, "std": 0.1838, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9791, "std": 0.1432, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.982, "std": 0.1331, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9794, "std": 0.142, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9044, "std": 0.2941, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9581, "std": 0.2003, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3049, "std": 0.4605, "median": 1.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9892, "std": 0.1035, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9625, "std": 0.1901, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.847, "std": 0.3601, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Don\u2019t have anyone" }, "h17_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6023, "std": 6.3719, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.9473, "std": 7.7861, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2313, "std": 8.9717, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3306, "std": 9.8593, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for school fees" }, "h18": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.8712, "std": 10.8755, "median": 3.0, "unique_count": 5, "unique_values": [ 1, 2, 3, 4, 98 ], "description": "What the household needs to save for the most" }, "h19_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.2151, "std": 15.8744, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.1451, "std": 20.0661, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3208, "std": 7.7749, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.8113, "std": 21.6774, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money on a mobile phone" }, "h21_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8603, "std": 7.7904, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2263, "std": 7.7741, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0574, "std": 12.6231, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a future educational opportu" }, "h22": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.5377, "std": 12.3105, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "What the household needs to do the most" }, "h23_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3356, "std": 6.5768, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6272, "std": 7.9279, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.389, "std": 6.5698, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7813, "std": 8.7136, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0502, "std": 11.2068, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2533, "std": 7.5387, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 34.2461, "std": 45.3948, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Friends and family" }, "h23_oth": { "dtype": "category", "non_null_count": 118, "null_count": 2653, "null_pct": 95.74, "type": "categorical", "unique_count": 77, "top_10_values": { "ROSCA": 14, "home": 12, "MERRY GO ROUND": 4, "at home": 3, "Mobile money": 3, "RUDFA": 3, "mobile money": 3, "Kaswa": 2, "merry go round": 2, "Home": 2 }, "description": "In the past 12 months, saved money with Other groups (specified)" }, "h24": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.3519, "std": 23.3302, "median": 3.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Would make most likely to save money with a bank or formal financial insti" }, "h24_oth": { "dtype": "object", "non_null_count": 153, "null_count": 2618, "null_pct": 94.48, "type": "categorical", "unique_count": 144, "top_10_values": { "having money": 5, "no money": 3, "if i get enough": 2, "for safety of my money": 2, "having alot of money": 2, "security": 1, "money is safe with the bank": 1, "when i get a lot of money": 1, "To reduce theft": 1, "KNOWING THAT MY MONEY IS SECURE AND PROTECTED": 1 }, "description": "Would make most likely to save money with a bank or formal financial insti" }, "h25_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9769, "std": 12.4928, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9264, "std": 10.4476, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.2256, "std": 12.1881, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7532, "std": 11.2439, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.9188, "std": 19.5132, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 18.6846, "std": 37.0439, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.6911, "std": 18.2472, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.493, "std": 17.7205, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.4857, "std": 15.1084, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.2006, "std": 26.5338, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.8232, "std": 27.3469, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.1519, "std": 19.4131, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.0917, "std": 13.391, "median": 2.0, "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": 1480, "null_count": 1291, "null_pct": 46.59, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.5696, "std": 7.7989, "median": 2.0, "unique_count": 9, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 6.0, 7.0, 8.0, 9.0, 98.0 ], "description": "Main source of money for 100,000 shillings within the next month" }, "h28_oth": { "dtype": "category", "non_null_count": 131, "null_count": 2640, "null_pct": 95.27, "type": "categorical", "unique_count": 114, "top_10_values": { "Selling my livestock": 4, "selling my crops": 3, "selling my livestock": 3, "SELLING MY CROPS": 2, "selling crops": 2, "selling my land": 2, "Sell my properties": 2, "selling my belongings": 2, "i sale my belongings": 2, "FARMING": 2 }, "description": "Main source of money for 100,000 shillings within the next month - Other" }, "h30_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.8329, "std": 15.0333, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.1303, "std": 14.0847, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.8405, "std": 18.9107, "median": 3.0, "unique_count": 5, "unique_values": [ 1, 2, 3, 4, 98 ], "description": "Pay my bills on time" }, "h30_4": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.9986, "std": 21.7869, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9581, "std": 0.2003, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have An insurance plan" }, "h31_2": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9491, "std": 0.2198, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9708, "std": 0.1685, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6781, "std": 0.4673, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have A savings plan" }, "h31_5": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7647, "std": 0.4243, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have An investment" }, "h31_6": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4157, "std": 0.4929, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have any of the above" }, "h32_1": { "dtype": "float64", "non_null_count": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6638, "std": 0.4745, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Medical insurance" }, "h32_2": { "dtype": "float64", "non_null_count": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7586, "std": 0.4298, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Life insurance" }, "h32_3": { "dtype": "float64", "non_null_count": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8879, "std": 0.3168, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Car insurance" }, "h32_4": { "dtype": "float64", "non_null_count": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8362, "std": 0.3717, "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": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9569, "std": 0.204, "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": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9483, "std": 0.2224, "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": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9914, "std": 0.0928, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Livestock insurance" }, "h32_8": { "dtype": "float64", "non_null_count": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9828, "std": 0.1307, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Funeral insurance" }, "h32_9": { "dtype": "float64", "non_null_count": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5776, "std": 0.4961, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Other type of insurance" }, "h32_oth": { "dtype": "category", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "categorical", "unique_count": 1, "value_counts": { "Loan": 1 }, "description": "Have Other type of insurance (Other specified)" }, "h33": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 17.502, "std": 34.8715, "median": 2.0, "unique_count": 8, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 98 ], "description": "Insurance household needs the most" }, "h33_oth": { "dtype": "category", "non_null_count": 39, "null_count": 2732, "null_pct": 98.59, "type": "categorical", "unique_count": 15, "value_counts": { "none": 16, "education": 5, "non": 3, "na": 3, "NONE": 2, "DONOT HAVE": 1, "BUSINESS COVER": 1, "ALL BASIC NEEDS": 1, "School fees": 1, "school. fees": 1, "EDUCATION": 1, "medical insurance": 1, "Schoolfees": 1, "school fees insurance": 1, "MY BUSINESS": 1 }, "description": "Insurance household needs the most (Other specified)" }, "h34_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.1415, "std": 11.1938, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0119, "std": 11.3609, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.4626, "std": 15.6077, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.8593, "std": 14.0138, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.6536, "std": 13.0545, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.6824, "std": 16.4056, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.9549, "std": 19.6765, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "Family has a plan to manage unexpected expenses resulted from an extende" }, "h35_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3082, "std": 0.4618, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7221, "std": 0.448, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8354, "std": 0.3709, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9621, "std": 0.191, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9509, "std": 0.2161, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9361, "std": 0.2446, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8643, "std": 0.3425, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9715, "std": 0.1665, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8235, "std": 0.3813, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9888, "std": 0.1052, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Crop failure" }, "h37_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.1552, "std": 16.9017, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.8654, "std": 20.1188, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.3757, "std": 20.5811, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.7759, "std": 21.6005, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.699, "std": 21.3058, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.8004, "std": 18.5023, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.419, "std": 26.5961, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 15.4056, "std": 33.8346, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7012, "std": 12.5223, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8051, "std": 12.7778, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.3363, "std": 24.8145, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 18.0707, "std": 36.2257, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I am impulsive" }, "h38_5": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.2974, "std": 21.0035, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.7806, "std": 18.5058, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.943, "std": 26.3533, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I have many aspirations" }, "h39_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 32.0, "mean": 0.7911, "std": 2.2124, "median": 0.0, "unique_count": 17, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 15, 20, 28, 30, 32 ], "description": "In the past 30 days (1 month), number of times did Deposit money" }, "h39_2": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.6225, "std": 2.0553, "median": 0.0, "unique_count": 16, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 15, 20, 23, 30 ], "description": "In the past 30 days (1 month), number of times did Withdraw money" }, "h39_3": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 70.0, "mean": 4.2555, "std": 7.9423, "median": 0.0, "unique_count": 38, "description": "In the past 30 days (1 month), number of times did Buy airtime top - ups" }, "h39_4": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 20.0, "mean": 0.6077, "std": 1.2527, "median": 0.0, "unique_count": 14, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, 20 ], "description": "In the past 30 days (1 month), number of times did Pay a school fee" }, "h39_5": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.2136, "std": 1.422, "median": 0.0, "unique_count": 12, "unique_values": [ 0, 1, 2, 3, 4, 5, 7, 10, 12, 14, 25, 30 ], "description": "In the past 30 days (1 month), number of times did Pay utility bills (el" }, "h39_6": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 15.0, "mean": 0.4082, "std": 1.0697, "median": 0.0, "unique_count": 13, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 14, 15 ], "description": "In the past 30 days (1 month), number of times did Send money to family" }, "h39_7": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.5706, "std": 1.6959, "median": 0.0, "unique_count": 13, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 15, 29, 30 ], "description": "In the past 30 days (1 month), number of times did Receive money from fa" }, "h39_8": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 4.0, "mean": 0.004, "std": 0.1022, "median": 0.0, "unique_count": 4, "unique_values": [ 0, 1, 3, 4 ], "description": "In the past 30 days (1 month), number of times did Take a loan" }, "h39_oth": { "dtype": "category", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "categorical", "unique_count": 6, "value_counts": { "PUT MONEY IN SAVING": 1, "SAVED MONEY IN OUR GROUP": 1, "deposited money in savings group": 1, "saving": 1, "Receive money from my rentals": 1, "SAVED MONEY": 1 }, "description": "In the past 30 days (1 month), Other activities (specified)" }, "h40_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 90.0, "mean": 2.078, "std": 5.8227, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 90.0, "mean": 1.5781, "std": 5.1644, "median": 0.0, "unique_count": 27, "description": "In the past 90 days (3 months) number of times did Withdraw money" }, "h40_3": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 100.0, "mean": 10.8134, "std": 20.2386, "median": 0.0, "unique_count": 70, "description": "In the past 90 days (3 months) number of times did Buy airtime top - ups" }, "h40_4": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 50.0, "mean": 1.4962, "std": 2.832, "median": 0.0, "unique_count": 25, "description": "In the past 90 days (3 months) number of times did Pay a school fee" }, "h40_5": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 90.0, "mean": 0.6287, "std": 4.1347, "median": 0.0, "unique_count": 24, "description": "In the past 90 days (3 months) number of times did Pay utility bills (el" }, "h40_6": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 35.0, "mean": 0.9975, "std": 2.4708, "median": 0.0, "unique_count": 22, "description": "In the past 90 days (3 months) number of times did Send money to family" }, "h40_7": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 90.0, "mean": 1.4298, "std": 4.3776, "median": 0.0, "unique_count": 28, "description": "In the past 90 days (3 months) number of times did Receive money from fa" }, "h40_8": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.0227, "std": 0.6391, "median": 0.0, "unique_count": 6, "unique_values": [ 0, 1, 3, 8, 12, 30 ], "description": "In the past 90 days (3 months) number of times did Take a loan" }, "h40_oth": { "dtype": "category", "non_null_count": 12, "null_count": 2759, "null_pct": 99.57, "type": "categorical", "unique_count": 11, "value_counts": { "sage grant": 2, "traveled": 1, "SAVED MONEY. IN MY GROUP": 1, "1": 1, "none": 1, "SAVED MON IN OUR GROUP": 1, "deposited money in savings group": 1, "saving": 1, "saves money": 1, "receive money from my rentals": 1, "SAVING": 1 }, "description": "In the past 90 days (3 months) number of times did other activities -" }, "h41_1": { "dtype": "float64", "non_null_count": 869, "null_count": 1902, "null_pct": 68.64, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.0345, "std": 2.5352, "median": 2.0, "unique_count": 12, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Deposit money" }, "h41_1_oth": { "dtype": "category", "non_null_count": 8, "null_count": 2763, "null_pct": 99.71, "type": "categorical", "unique_count": 8, "value_counts": { "deposit as memebers per month": 1, "no.other way": 1, "through mobile.money": 1, "NONE": 1, "Myself": 1, "myself": 1, "my wife delivers": 1, "vsla": 1 }, "description": "Most frequently used delivery method: Deposit money [Other (specify)]" }, "h41_2": { "dtype": "float64", "non_null_count": 821, "null_count": 1950, "null_pct": 70.37, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.704, "std": 2.4873, "median": 2.0, "unique_count": 13, "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 ], "description": "Most frequently used delivery method: Withdraw money" }, "h41_2_oth": { "dtype": "category", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "categorical", "unique_count": 4, "value_counts": { "through mobile.money": 1, "ATM": 1, "Myself": 1, "my wife delivers": 1 }, "description": "Most frequently used delivery method: Withdraw money [Other (specify)]" }, "h41_3": { "dtype": "float64", "non_null_count": 1240, "null_count": 1531, "null_pct": 55.25, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.6411, "std": 3.294, "median": 2.0, "unique_count": 12, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 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": 46, "null_count": 2725, "null_pct": 98.34, "type": "categorical", "unique_count": 29, "value_counts": { "Retail shop": 13, "shop purchase": 4, "myself": 2, "BOUGHT AIRTIME MYSELF": 2, "buy airtime cards": 1, "buy a scratch card": 1, "scratch cards": 1, "Buy from retail shops": 1, "retail shop": 1, "BUY AIRTIME AND LOAD": 1, "at the shop": 1, "FROM RETAIL SHOP": 1, "FROM A RETAIL SHOP": 1, "Buy from a kiosk": 1, "BOUGHT THE AIRTIME AND LOADED IT": 1, "NONE": 1, "non": 1, "LOADED AIRTIME ON THE PHONE MY SELF": 1, "buy from shops": 1, "Buy at shops": 1, "Shops": 1, "counter purchases": 1, "i send my child to the centre": 1, "cash": 1, "counter purchase": 1, "Kiosk": 1, "none": 1, "buy airtime": 1, "buy from the shop": 1 }, "description": "Most frequently used delivery method: Buy airtime top - ups [Other (spec" }, "h41_4": { "dtype": "float64", "non_null_count": 1238, "null_count": 1533, "null_pct": 55.32, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 2.8231, "std": 2.8222, "median": 2.0, "unique_count": 12, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Pay a school fee" }, "h41_4_oth": { "dtype": "category", "non_null_count": 32, "null_count": 2739, "null_pct": 98.85, "type": "categorical", "unique_count": 19, "value_counts": { "Direct delivery to school": 5, "none": 4, "at school": 3, "myself": 3, "Direct delivery to school.": 2, "School office": 2, "Direct delivery to the school": 1, "PAY FROM SCHOOL": 1, "PAYING DIRECT IN SCHOOL": 1, "Direct delivery": 1, "deliver at the school": 1, "my wife delivers": 1, "School bursers office": 1, "children": 1, "the husband takes it": 1, "cash": 1, "I give the money to my children to pay these fees": 1, "children take it by themselves": 1, "I send through the kids": 1 }, "description": "Most frequently used delivery method: Pay a school fee [Other (specify)]" }, "h41_5": { "dtype": "float64", "non_null_count": 318, "null_count": 2453, "null_pct": 88.52, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 3.2044, "std": 2.8692, "median": 2.0, "unique_count": 13, "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 ], "description": "Most frequently used delivery method: Pay utility bills (electricity, so" }, "h41_5_oth": { "dtype": "category", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "categorical", "unique_count": 6, "value_counts": { "buy directly for yaka": 1, "none": 1, "NONE": 1, "yaaka payway": 1, "CASH": 1, "I dont pay any utility bill": 1 }, "description": "Most frequently used delivery method: Pay utility bills (electricity, so" }, "h41_6": { "dtype": "float64", "non_null_count": 695, "null_count": 2076, "null_pct": 74.92, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 4.7108, "std": 2.8931, "median": 6.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 6.0, 7.0, 8.0, 11.0, 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": 3, "null_count": 2768, "null_pct": 99.89, "type": "categorical", "unique_count": 3, "value_counts": { "myself": 1, "Direct delivery": 1, "cash": 1 }, "description": "Most frequently used delivery method: Send money to family members or fr" }, "h41_7": { "dtype": "float64", "non_null_count": 836, "null_count": 1935, "null_pct": 69.83, "type": "numeric", "min": 1.0, "max": 13.0, "mean": 4.9833, "std": 3.3712, "median": 6.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 6.0, 7.0, 8.0, 11.0, 12.0, 13.0 ], "description": "Most frequently used delivery method: Receive money from family members" }, "h41_7_oth": { "dtype": "category", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "categorical", "unique_count": 6, "value_counts": { "mobile money on my account": 1, "Bring at home": 1, "personal delivery": 1, "no.": 1, "non": 1, "none": 1 }, "description": "Most frequently used delivery method: Receive money from family members" }, "h41_8": { "dtype": "float64", "non_null_count": 12, "null_count": 2759, "null_pct": 99.57, "type": "numeric", "min": 2.0, "max": 12.0, "mean": 4.4167, "std": 3.9418, "median": 2.0, "unique_count": 4, "unique_values": [ 2.0, 6.0, 7.0, 12.0 ], "description": "Most frequently used delivery method: Take a loan" }, "m1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2407, "std": 0.4276, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Ever used a mobile phone" }, "m2": { "dtype": "float64", "non_null_count": 667, "null_count": 2104, "null_pct": 75.93, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.901, "std": 21.7897, "median": 2.0, "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": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3156, "std": 0.4649, "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": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6459, "std": 0.4783, "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": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9625, "std": 0.1901, "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": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9886, "std": 0.1062, "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": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3123, "std": 0.4635, "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": 1447, "null_count": 1324, "null_pct": 47.78, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.3089, "std": 4.4249, "median": 1.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Number of mobile phones own" }, "m6_1": { "dtype": "float64", "non_null_count": 1447, "null_count": 1324, "null_pct": 47.78, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7153, "std": 5.103, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Type of phone(s) own - First phone" }, "m6_2": { "dtype": "float64", "non_null_count": 132, "null_count": 2639, "null_pct": 95.24, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.8258, "std": 14.4336, "median": 2.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Type of phone(s) own - Second phone" }, "m6_3": { "dtype": "float64", "non_null_count": 24, "null_count": 2747, "null_pct": 99.13, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.4167, "std": 32.6629, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Type of phone(s) own - Third phone" }, "m7": { "dtype": "float64", "non_null_count": 657, "null_count": 2114, "null_pct": 76.29, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.204, "std": 0.4032, "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": 657, "null_count": 2114, "null_pct": 76.29, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.5936, "std": 4.5893, "median": 3.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 7.0, 8.0, 9.0, 10.0, 98.0 ], "description": "Main reason for not having a mobile phone" }, "m8_oth": { "dtype": "category", "non_null_count": 102, "null_count": 2669, "null_pct": 96.32, "type": "categorical", "unique_count": 90, "top_10_values": { "it was stolen": 4, "my phone got spoilt": 3, "I had but it got spoilt": 3, "IT GOT SPOILT": 2, "MY PHONE GOT SPOILT": 2, "My phone got spoilt": 2, "got spoilt": 2, "phone got spoilt": 2, "it fell down and got spoilt": 1, " i sold it and i havent replaced it yet": 1 }, "description": "Main reason for not having a mobile phone_[Other (specify)]" }, "m9": { "dtype": "float64", "non_null_count": 657, "null_count": 2114, "null_pct": 76.29, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.0289, "std": 23.2421, "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": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2681, "std": 0.4431, "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": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 14.0, "mean": 0.8669, "std": 0.6095, "median": 1.0, "unique_count": 6, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 10.0, 14.0 ], "description": "Number of active / working SIM cards with Vodacom" }, "m11_2": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 10.0, "mean": 0.5006, "std": 0.5818, "median": 0.0, "unique_count": 5, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 10.0 ], "description": "Number of active / working SIM cards with Airtel" }, "m11_3": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 3.0, "mean": 0.0299, "std": 0.1814, "median": 0.0, "unique_count": 3, "unique_values": [ 0.0, 1.0, 3.0 ], "description": "Number of active / working SIM cards with Tigo" }, "m11_4": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.026, "std": 0.251, "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": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.0305, "std": 0.32, "median": 0.0, "unique_count": 3, "unique_values": [ 0.0, 1.0, 8.0 ], "description": "Number of active / working SIM cards with TTCL" }, "m11_6": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.0052, "std": 0.2039, "median": 0.0, "unique_count": 2, "unique_values": [ 0.0, 8.0 ], "description": "Number of active / working SIM cards with Smart" }, "m11_7": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.0104, "std": 0.2882, "median": 0.0, "unique_count": 2, "unique_values": [ 0.0, 8.0 ], "description": "Number of active / working SIM cards with Benson Infomatics" }, "m11_8": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.0188, "std": 0.3021, "median": 0.0, "unique_count": 3, "unique_values": [ 0.0, 1.0, 8.0 ], "description": "Number of active / working SIM cards with Sasatel" }, "m11_9": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 8.0, "mean": 0.0253, "std": 0.4173, "median": 0.0, "unique_count": 4, "unique_values": [ 0.0, 1.0, 3.0, 8.0 ], "description": "Number of active / working SIM cards with Other (specify)" }, "m11_10": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 1.0, "mean": 0.0013, "std": 0.036, "median": 0.0, "unique_count": 2, "unique_values": [ 0.0, 1.0 ] }, "m11_11": { "dtype": "float64", "non_null_count": 1540, "null_count": 1231, "null_pct": 44.42, "type": "numeric", "min": 0.0, "max": 2.0, "mean": 0.0078, "std": 0.0951, "median": 0.0, "unique_count": 3, "unique_values": [ 0.0, 1.0, 2.0 ] }, "m11_oth": { "dtype": "category", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "type": "categorical", "unique_count": 6, "value_counts": { "Safaricom": 5, "vodacom": 2, "safaricom and a dubai line": 1, "Viva cell": 1, "Airtel Tanzania": 1, "mango": 1 }, "description": "Number of active / working SIM cards with Other (specify)" }, "m12": { "dtype": "float64", "non_null_count": 564, "null_count": 2207, "null_pct": 79.65, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2766, "std": 0.4477, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a SIM card that belongs to somebody else" }, "m13": { "dtype": "float64", "non_null_count": 564, "null_count": 2207, "null_pct": 79.65, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.5887, "std": 24.0651, "median": 2.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Likelihood to purchase own SIM card in the twelve months" }, "m14_1": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0157, "std": 0.1243, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Talking to friends an" }, "m14_2": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7239, "std": 0.4472, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Running your business" }, "m14_3": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7072, "std": 0.4551, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Conducting financial" }, "m14_4": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9644, "std": 0.1855, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Downloading / Watchin" }, "m14_5": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9686, "std": 0.1744, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Browsing social media" }, "m14_6": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.981, "std": 0.1366, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Getting information r" }, "m14_7": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9948, "std": 0.0721, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Other (specify)" }, "m14_oth": { "dtype": "category", "non_null_count": 40, "null_count": 2731, "null_pct": 98.56, "type": "categorical", "unique_count": 40, "value_counts": { "taking pictures": 1, "to save money on it.": 1, "use it for calculations": 1, "MOBILE MONEY": 1, "RECEIVING MOBILE MONEY": 1, "Receiving money from friend s": 1, "Receiving Money form somewhere else": 1, "KNOWING THE TIME": 1, "it has a torch for light.": 1, "In my deals for land": 1, "Listening to misic": 1, "For Emergency Calls": 1, "secrecy": 1, "for emergences": 1, "Storing phone numbers": 1, "listening to news": 1, "easy communication": 1, "none": 1, "browsing about the new": 1, "PHOTOGRAPHY": 1, "using mobile money": 1, "mobile money services": 1, "sending and receiving money": 1, "pleasure": 1, "being able to learn something on the phone": 1, "Withdrawal of money from the mobile money": 1, "receiving messages and getting information easily": 1, "RECEIVING MONEY": 1, "loading airtime": 1, "saves time and distance in case of an imrege mcy and ease communicatiom": 1, "MINIMISES TRANSPORT COSTS": 1, "saves money for tranaport if u want to get information from family members": 1, "very convenient": 1, "Quick to transfer information": 1, "you can send money using a phone. Phones help in keeping track of the time": 1, "Mobile Money": 1, "receive mobile money": 1, "pay school fees": 1, "saving money using mobile money": 1, "Enables one make calls or receive calls at their own conviniences": 1 }, "description": "Benefits to having own mobile phone or SIM card - Other benefits (specifi" }, "m15": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2942, "std": 5.1745, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Having a mobile phone is important" }, "m16_1": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0932, "std": 10.8942, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Made/received calls" }, "m16_2": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.5185, "std": 18.6792, "median": 4.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Sent/received text messages or" }, "m16_3": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.8175, "std": 13.8202, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Used/browsed the internet" }, "m16_4": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.2685, "std": 14.8614, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Downloaded music, video, games," }, "m16_5": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.597, "std": 15.3031, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Made a financial transaction su" }, "m16_6": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.1459, "std": 17.4611, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Used \u201cCall Tunes\u201d or other audi" }, "m16_7": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.6744, "std": 16.1037, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Used Facebook, WhatsApp, Twitte" }, "m16_8": { "dtype": "float64", "non_null_count": 2104, "null_count": 667, "null_pct": 24.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.9078, "std": 19.3965, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time performed on the mobile phone: Took a color picture" }, "m19_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.266, "std": 24.2944, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household\u2019s agricultural activities: Ability to access we" }, "m19_2": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.9437, "std": 23.6822, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], 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"non_null_count": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9831, "std": 0.1289, "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": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9803, "std": 0.139, "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": 356, "null_count": 2415, "null_pct": 87.15, "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 Equity Bank" }, "f80_18": { "dtype": "float64", "non_null_count": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9916, "std": 0.0915, "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": 356, "null_count": 2415, "null_pct": 87.15, "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": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9916, "std": 0.0915, "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": 356, "null_count": 2415, "null_pct": 87.15, "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": 356, "null_count": 2415, "null_pct": 87.15, "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": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9944, "std": 0.0748, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at International Commercial Bank" }, "f80_24": { "dtype": "float64", "non_null_count": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9972, "std": 0.053, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Kenya Commercial Bank" }, "f80_25": { "dtype": "float64", "non_null_count": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.927, "std": 0.2606, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at Mkombozi Commercial Bank" }, "f80_26": { "dtype": "float64", "non_null_count": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9551, "std": 0.2075, "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": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7865, "std": 0.4103, "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": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9944, "std": 0.0748, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at NIC Bank Tanzania" }, "f80_29": { "dtype": "float64", "non_null_count": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9916, "std": 0.0915, "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": 356, "null_count": 2415, "null_pct": 87.15, "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": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9944, "std": 0.0748, "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": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9635, "std": 0.1878, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at United Bank for Africa" }, "f80_33": { "dtype": "float64", "non_null_count": 356, "null_count": 2415, "null_pct": 87.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9972, "std": 0.053, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a bank account at UBL Bank Tanzania Limited" }, "f80_oth": { "dtype": "category", "non_null_count": 13, "null_count": 2758, "null_pct": 99.53, "type": "categorical", "unique_count": 12, "value_counts": { "pride micro finance": 2, "phone": 1, "SACCO": 1, "KCB": 1, "Pride Micro finanance Limited": 1, "Trust Bank": 1, "Rusca micro finance institution": 1, "mwiz": 1, "Rwabajungu Sacco": 1, "poster uganda": 1, " sky": 1, "Ankole Farmers": 1 }, "description": "Have a bank account at Other bank(specified)" }, "f5": { "dtype": "float64", "non_null_count": 2415, "null_count": 356, "null_pct": 12.85, "type": "numeric", "min": 1.0, "max": 8.0, "mean": 4.3159, "std": 1.4039, "median": 5.0, "unique_count": 8, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0 ], "description": "Main reason do not have a bank account" }, "f6": { "dtype": "float64", "non_null_count": 2415, "null_count": 356, "null_pct": 12.85, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9756, "std": 0.1544, "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": 59, "null_count": 2712, "null_pct": 97.87, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.5254, "std": 21.1712, "median": 3.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "Person's bank account most likely used if need to" }, "f7_oth": { "dtype": "category", "non_null_count": 20, "null_count": 2751, "null_pct": 99.28, "type": "categorical", "unique_count": 13, "value_counts": { "Sister": 3, "brother": 3, "Brother": 2, "sister": 2, "uncle": 2, "MY AUNT": 1, "UNCLE": 1, "my grandfather buye charlse": 1, "just for a friend called Ogwal Patrick": 1, "USES FOR THE SISTER": 1, "Uncle": 1, "BROTHER": 1, "friend": 1 }, "description": "Other person's bank account most likely used if need to (specified)" }, "f8_1": { "dtype": "float64", "non_null_count": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7928, "std": 0.4058, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9783, "std": 0.1458, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.959, "std": 0.1984, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9614, "std": 0.1928, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.988, "std": 0.1092, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9807, "std": 0.1377, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3181, "std": 0.4663, "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": 16, "null_count": 2755, "null_pct": 99.42, "type": "categorical", "unique_count": 14, "value_counts": { "BROTHER": 3, "sister": 1, "MOTHER": 1, "buye charlse": 1, "MY SISTER": 1, "Brother .": 1, "uncle": 1, "Farmilly members": 1, "Brother": 1, "Myself and the owner": 1, "MY!BROTHER": 1, "brother": 1, "my brother": 1, "NIECE": 1 }, "description": "Has access to your bank account or the bank account you use that belongs to" }, "f9_1": { "dtype": "float64", "non_null_count": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0988, "std": 0.2987, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7663, "std": 0.4237, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.959, "std": 0.1984, "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": 415, "null_count": 2356, "null_pct": 85.02, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9663, "std": 0.1808, "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": 374, "null_count": 2397, "null_pct": 86.5, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.4144, "std": 9.8136, "median": 3.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time for a deposit or withdrawal using a bank account or used a bank" }, "f12_1": { "dtype": "float64", "non_null_count": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1793, "std": 0.3841, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3221, "std": 0.4679, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9608, "std": 0.1944, "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": 357, "null_count": 2414, "null_pct": 87.12, "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": "When using a bank account for any financial activity: Use Institution\u2019s" }, "f12_5": { "dtype": "float64", "non_null_count": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9916, "std": 0.0914, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9916, "std": 0.0914, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9916, "std": 0.0914, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9944, "std": 0.0747, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9944, "std": 0.0747, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 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": 2769, "null_pct": 99.93, "type": "categorical", "unique_count": 2, "value_counts": { "buye helps me get the money": 1, "My husband does transactions": 1 }, "description": "When using a bank account for any financial activity: use Other (specified" }, "f13": { "dtype": "float64", "non_null_count": 355, "null_count": 2416, "null_pct": 87.19, "type": "numeric", "min": 1.0, "max": 8.0, "mean": 1.6282, "std": 0.7682, "median": 2.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 5.0, 6.0, 8.0 ], "description": "Preferred way to use a bank for financial activities" }, "f14_1": { "dtype": "float64", "non_null_count": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1036, "std": 0.3052, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0924, "std": 0.29, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9552, "std": 0.2072, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6106, "std": 0.4883, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8459, "std": 0.3615, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8067, "std": 0.3954, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7311, "std": 0.444, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.986, "std": 0.1177, "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": 5, "null_count": 2766, "null_pct": 99.82, "type": "categorical", "unique_count": 5, "value_counts": { "RECIEVING MY SALARY": 1, "Get Aloan": 1, "receiveve salaries": 1, "RECEIVED MY SALARY": 1, "checked balance": 1 }, "description": "Have ever done using a bank account: Other activity (specified)" }, "f15_1": { "dtype": "float64", "non_null_count": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9552, "std": 0.2072, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9748, "std": 0.157, "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": 357, "null_count": 2414, "null_pct": 87.12, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9132, "std": 0.282, "median": 2.0, 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"type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9688, "std": 0.1743, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not use a bank account for any payments or purchases: Other (s" }, "f16_9": { "dtype": "float64", "non_null_count": 256, "null_count": 2515, "null_pct": 90.76, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9375, "std": 0.2425, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not use a bank account for any payments or purchases: Don\u2019t kn" }, "f16_oth": { "dtype": "category", "non_null_count": 8, "null_count": 2763, "null_pct": 99.71, "type": "categorical", "unique_count": 8, "value_counts": { "I DO ONLY SAVE": 1, "MY BUSINNES NEEDS MONEY TO SAVE IT AFTER": 1, "BANK IS FAR": 1, "I don't have abussiness": 1, "no money": 1, "BANKS ARE VERY FAR": 1, "I dont have enough money": 1, "don't have money": 1 }, "description": "Reason do not use a bank account for any payments or purchases: Other reas" }, "f17_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9697, "std": 0.1715, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have ever used: Microfinance institution" }, "f17_2": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9235, "std": 0.2659, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have ever used: SACCO" }, "f17_3": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9845, "std": 0.1236, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have ever used: Cooperative" }, "f19_1": { "dtype": "float64", "non_null_count": 84, "null_count": 2687, "null_pct": 96.97, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2976, "std": 0.46, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have an account/membership in your name with: Microfinance institution" }, "f19_2": { "dtype": "float64", "non_null_count": 212, "null_count": 2559, "null_pct": 92.35, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1981, "std": 0.3995, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have an account/membership in your name with: SACCO" }, "f19_3": { "dtype": "float64", "non_null_count": 43, "null_count": 2728, "null_pct": 98.45, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3953, "std": 0.4947, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have an account/membership in your name with: Cooperative" }, "f20_1": { "dtype": "float64", "non_null_count": 59, "null_count": 2712, "null_pct": 97.87, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 3.1864, "std": 1.3831, "median": 3.0, "unique_count": 6, "unique_values": [ 1.0, 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"unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Services your Microfinance institution offers" }, "f21_2": { "dtype": "float64", "non_null_count": 212, "null_count": 2559, "null_pct": 92.35, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.2217, "std": 9.382, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Services your SACCO offers" }, "f21_3": { "dtype": "float64", "non_null_count": 43, "null_count": 2728, "null_pct": 98.45, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.8837, "std": 20.5961, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Services your Cooperative offers" }, "f81_1": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9965, "std": 0.0588, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F81_1.At which microfinance institutions do you have an account? Microfinance institution" }, "f81_2": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9758, "std": 0.154, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F81_2.At which microfinance institutions do you have an account? SACCO (Savings and Credit Cooperative Society)" }, "f81_3": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "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": "F81_3.At which microfinance institutions do you have an account? Cooperative" }, "f81_4": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9204, "std": 0.2711, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F81_4.At which microfinance institutions do you have an account? VSLAs (Village Saving and Lending Associations)" }, "f81_5": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9723, "std": 0.1643, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F81_5.At which microfinance institutions do you have an account? Post office bank" }, "f81_6": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9965, "std": 0.0588, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f81_7": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ] }, "f81_8": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9965, "std": 0.0588, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f81_9": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9931, "std": 0.083, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f81_10": { "dtype": "float64", "non_null_count": 289, 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1.9931, "std": 0.083, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f81_15": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9931, "std": 0.083, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f81_16": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9965, "std": 0.0588, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f81_17": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ] }, "f81_18": { "dtype": "float64", "non_null_count": 289, "null_count": 2482, "null_pct": 89.57, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 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[ 1.0, 2.0 ], "description": "Can use mobile money for: Person - to - person money transfers" }, "f27_3": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.844, "std": 0.3629, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6562, "std": 0.4751, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8378, "std": 0.3687, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6844, "std": 0.4649, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9523, "std": 0.2132, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9913, "std": 0.0929, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.932, "std": 0.2518, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Earn interest" }, "f27_oth": { "dtype": "category", "non_null_count": 21, "null_count": 2750, "null_pct": 99.24, "type": "categorical", "unique_count": 19, "value_counts": { "none": 3, "DON'T HAVE APHONE": 1, "send money": 1, "sending and receiving money": 1, "we dont have": 1, "NONE": 1, "send and recieve money": 1, "SENDING MONEY": 1, "sending money": 1, "non": 1, "SENDING AND RECEIVING MONEY": 1, "i haven't used mobile money services.": 1, "help in sending money": 1, "I DON'T HAVE PHONE AND I HAVE NEVER PRACTICED MM": 1, "Recieve money": 1, "easy to use even a kid can be sent": 1, "pay schools fees": 1, "receive money": 1, "SEND AND RECEIVE MONEY": 1 }, "description": "Can use mobile money for: Other activity (specified)" }, "f28_1": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1564, "std": 0.3633, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.467, "std": 0.499, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Tigo Pesa" }, "f28_3": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9245, "std": 0.2642, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Airtel Money" }, "f28_4": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9813, "std": 0.1354, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9855, "std": 0.1196, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9701, "std": 0.1702, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Halotel / Viettel" }, "f28_7": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9896, "std": 0.1013, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Other1" }, "f28_8": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9988, "std": 0.0353, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Aware of Etisalat Easywallet" }, "f28_9": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9784, "std": 0.1453, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Aware of ETranzact (Pocket moni)" }, "f28_10": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9606, "std": 0.1946, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Aware of FETS Solution (Mywallet)" }, "f28_11": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9946, "std": 0.0732, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Aware of Fidelity Bank (Quick-Pay)" }, "f28_oth": { "dtype": "category", "non_null_count": 13, "null_count": 2758, "null_pct": 99.53, "type": "categorical", "unique_count": 11, "value_counts": { "K2": 3, "k2": 1, "K2,": 1, "Vodacom mpesa": 1, "PITS MONEY": 1, "she doesn't. kno which serves provide money. through. phone": 1, "she doesn't know": 1, "just knows mobile money NOT company names": 1, "waridpesa": 1, "Safaricom M-PESA": 1, "safaricom MPESA": 1 }, "description": "Aware of Other providers (specified)" }, "f29_1": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8544, "std": 0.3528, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Vodacom M - PESA" }, "f29_2": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7059, "std": 0.4557, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Tigo Pesa" }, "f29_3": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.759, "std": 0.4278, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Airtel Money" }, "f29_4": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8648, "std": 0.342, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9137, "std": 0.2808, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.898, "std": 0.3028, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9544, "std": 0.2087, "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": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9871, "std": 0.1127, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about None" }, "f29_9": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9324, "std": 0.2511, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about ETranzact (Pocket moni)" }, "f29_10": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8942, "std": 0.3076, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about FETS Solution (Mywallet)" }, "f29_12": { "dtype": "float64", "non_null_count": 2411, "null_count": 360, "null_pct": 12.99, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9772, "std": 0.1493, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Fortis Microfinance bank (Fortis Mobile Money)" }, "f29_oth": { "dtype": "category", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "type": "categorical", "unique_count": 3, "value_counts": { "k2": 1, "Safaricom M-PESA": 1, "Safaricom M-pesa": 1 }, "description": "Have ever heard about other providers(specified)" }, "f30_1": { "dtype": "float64", "non_null_count": 1521, "null_count": 1250, "null_pct": 45.11, "type": "numeric", "min": 1.0, "max": 7.0, "mean": 1.9592, "std": 1.7595, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "description": "First learned about {Vodacom M - PESA} mobile money provider from:" }, "f30_1oth": { "dtype": "category", "non_null_count": 34, "null_count": 2737, "null_pct": 98.77, "type": "categorical", "unique_count": 32, "value_counts": { "AGENTS": 2, "Friends": 2, "PROMOTION": 1, "from the mtn shop": 1, "Agents that came and registered my sim card": 1, "MOBILR MONEY AGENTS": 1, "on the village": 1, "OUT DOOR MEGA SPEAKERS": 1, "from the providers worker who was registering": 1, "Used to get messages from mtn network": 1, "THROUGH A PROMOTION THAT OCCURRED IN AGWENG TOWN BOARD": 1, "mtn agents who move. opening account": 1, "in kasimbi village": 1, "Public": 1, "During free registration of people in my village": 1, "when i went to register my line": 1, "message on phone": 1, "telephone": 1, "Kabamba sub county": 1, "PHONE SMS": 1, "Messages are sent through my phone": 1, "agents": 1, "From the market": 1, "word of mouth": 1, "agents in my trading centre": 1, "on my phone": 1, "TOWN": 1, "from mobile money agents": 1, "On my phone": 1, "mtn agents": 1, "phone": 1, "MOBILE MTN SERVICE PROBIDERS": 1 }, "description": "First learned about {Vodacom M - PESA} mobile money provider - Other" }, "f30_2": { "dtype": "float64", "non_null_count": 1427, "null_count": 1344, "null_pct": 48.5, "type": "numeric", "min": 1.0, "max": 7.0, "mean": 1.9748, "std": 1.716, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "description": "First learned about {Tigo Pesa} mobile money provider from:" }, "f30_2oth": { "dtype": "category", "non_null_count": 13, "null_count": 2758, "null_pct": 99.53, "type": "categorical", "unique_count": 13, "value_counts": { "from the airtel shop when i bought my line": 1, "On promotion functions": 1, "Friends": 1, "promotional. activities": 1, "heard it from airtel company": 1, "Public": 1, "airtel agents": 1, "THROUGH A FRIEND": 1, "telephone": 1, "I receive messages on my phone from the company": 1, "Market": 1, "agents in my town": 1, "SMS": 1 }, "description": "First learned about {Tigo Pesa} mobile money provider - Other source" }, "f30_3": { "dtype": "float64", "non_null_count": 691, "null_count": 2080, "null_pct": 75.06, "type": "numeric", "min": 1.0, "max": 7.0, "mean": 1.712, "std": 1.4038, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "description": "First learned about {Airtel Money} mobile money provider from:" }, "f30_3oth": { "dtype": "category", "non_null_count": 5, "null_count": 2766, "null_pct": 99.82, "type": "categorical", "unique_count": 5, "value_counts": { "just hear": 1, "MEGA SPEAKERS": 1, "Friends": 1, "AGENTS": 1, "SENTIZATION": 1 }, "description": "First learned about {Airtel Money} mobile money provider - Other sou" }, "f30_4": { "dtype": "float64", "non_null_count": 346, "null_count": 2425, "null_pct": 87.51, "type": "numeric", "min": 1.0, "max": 7.0, "mean": 1.7746, "std": 1.461, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "description": "First learned about {Zantel Ezy - pesa} mobile money provider from:" }, "f30_4oth": { "dtype": "category", "non_null_count": 5, "null_count": 2766, "null_pct": 99.82, "type": "categorical", "unique_count": 5, "value_counts": { "I here about it": 1, "MEGA SPEAKERS": 1, "AGENT": 1, "Otuboi Trading Centre": 1, "TOWN": 1 }, "description": "First learned about {Zantel Ezy - pesa} mobile money provider - Othe" }, "f30_5": { "dtype": "float64", "non_null_count": 223, "null_count": 2548, "null_pct": 91.95, "type": "numeric", "min": 1.0, "max": 7.0, "mean": 1.7444, "std": 1.3597, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "description": "First learned about {SMART - B Pesa} mobile money provider from:" }, "f30_5oth": { "dtype": "category", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "type": "categorical", "unique_count": 3, "value_counts": { "i hear about iy": 1, "NONE": 1, "on my vodafone line": 1 }, "description": "First learned about {SMART - B Pesa} mobile money provider - Other s" }, "f30_6": { "dtype": "float64", "non_null_count": 291, "null_count": 2480, "null_pct": 89.5, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 1.8419, "std": 1.4417, "median": 1.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "First learned about {Halotel / Viettel} mobile money provider from:" }, "f30_7": { "dtype": "float64", "non_null_count": 116, "null_count": 2655, "null_pct": 95.81, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 1.9138, "std": 1.3614, "median": 1.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "First learned about {other1} mobile money provider from:" }, "f30_8": { "dtype": "float64", "non_null_count": 31, "null_count": 2740, "null_pct": 98.88, "type": "numeric", "min": 1.0, "max": 5.0, "mean": 1.871, "std": 1.1472, "median": 1.0, "unique_count": 5, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0 ], "description": "First learned about {other2} mobile money provider from:" }, "f30_9": { "dtype": "float64", "non_null_count": 191, "null_count": 2580, "null_pct": 93.11, "type": "numeric", "min": 1.0, "max": 7.0, "mean": 1.7696, "std": 1.4759, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "description": "First learned about ETranzact (Pocket moni) mobile money provider from:" }, "f30_9oth": { "dtype": "category", "non_null_count": 2, "null_count": 2769, "null_pct": 99.93, "type": "categorical", "unique_count": 2, "value_counts": { "MEGA SPEAKERS": 1, "ON THE POSTERS IN TOWN": 1 } }, "f30_10": { "dtype": "float64", "non_null_count": 303, "null_count": 2468, "null_pct": 89.07, "type": "numeric", "min": 1.0, "max": 7.0, "mean": 1.8416, "std": 1.5294, "median": 1.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "description": "First learned about {MCel} mobile money provider - Other source (specified)" }, "f30_10oth": { "dtype": "category", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "categorical", "unique_count": 1, "value_counts": { "none": 1 } }, "f30_11": { "dtype": "float64", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 2.6364, "std": 1.6895, "median": 2.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "First learned about Fidelity Bank (Quick-Pay) mobile money provider from:" }, "f31_1": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4869, "std": 0.5, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used for any financial activity: Vodacom M - PESA" }, "f31_2": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7775, "std": 0.4161, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used for any financial activity: Tigo Pesa" }, "f31_3": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9928, "std": 0.0846, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used for any financial activity: Airtel Money" }, "f31_4": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9974, "std": 0.0511, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used for any financial activity: Zantel Ezy - pesa" }, "f31_5": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.998, "std": 0.0443, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used for any financial activity: SMART - B Pesa" }, "f31_6": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9987, "std": 0.0362, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used for any financial activity: Halotel / Viettel" }, "f31_7": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9993, "std": 0.0256, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever used for any financial activity: Other1" }, "f31_8": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "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 ever used for any financial activity: Other2" }, "f31_9": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9993, "std": 0.0256, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Have ever used for any financial activity: ETranzact (Pocket moni)" }, "f31_10": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0626, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Have ever used for any financial activity: FETS Solution (Mywallet)" }, "f31_11": { "dtype": "float64", "non_null_count": 1528, "null_count": 1243, "null_pct": 44.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9974, "std": 0.0511, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Have ever used for any financial activity: Fidelity Bank (Quick-Pay)" }, "f31_oth": { "dtype": "category", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "categorical", "unique_count": 3, "value_counts": { "Safaricom M-PESA": 2, "NONE": 1, "K2": 1 }, "description": "Have ever used for any financial activity: Other mobile money (specifi" }, "f32_1": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 5.0, "mean": 2.9515, "std": 1.112, "median": 3.0, "unique_count": 5, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0 ], "description": "Last time conducted any financial activity with Vodacom M - PESA" }, "f32_2": { "dtype": "float64", 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2768, "null_pct": 99.89, "type": "numeric", "min": 2.0, "max": 5.0, "mean": 4.0, "std": 1.7321, "median": 5.0, "unique_count": 2, "unique_values": [ 2.0, 5.0 ], "description": "Last time conducted any financial activity with SMART - B Pesa" }, "f32_6": { "dtype": "float64", "non_null_count": 2, "null_count": 2769, "null_pct": 99.93, "type": "numeric", "min": 5.0, "max": 5.0, "mean": 5.0, "std": 0.0, "median": 5.0, "unique_count": 1, "unique_values": [ 5.0 ], "description": "Last time conducted any financial activity with Halotel / Viettel" }, "f32_7": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 4.0, "max": 4.0, "mean": 4.0, "std": null, "median": 4.0, "unique_count": 1, "unique_values": [ 4.0 ], "description": "Last time conducted any financial activity with Other1" }, "f32_9": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 3.0, "max": 3.0, "mean": 3.0, "std": null, "median": 3.0, "unique_count": 1, "unique_values": [ 3.0 ], "description": " Last time conducted any financial activity with ETranzact (Pocket moni)" }, "f32_10": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "numeric", "min": 2.0, "max": 5.0, "mean": 3.6667, "std": 1.2111, "median": 3.5, "unique_count": 4, "unique_values": [ 2.0, 3.0, 4.0, 5.0 ], "description": " Last time conducted any financial activity with FETS Solution (Mywallet)" }, "f32_11": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "numeric", "min": 2.0, "max": 5.0, "mean": 3.25, "std": 1.2583, "median": 3.0, "unique_count": 3, "unique_values": [ 2.0, 3.0, 5.0 ], "description": " Last time conducted any financial activity with Fidelity Bank (Quick-Pay)" }, "f33_1": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2691, "std": 0.4438, "median": 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"unique_values": [ 1.0, 2.0 ], "description": "Have a registered account (account registered in your name) with Zantel" }, "f33_5": { "dtype": "float64", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6667, "std": 0.5774, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a registered account (account registered in your name) with SMART -" }, "f33_6": { "dtype": "float64", "non_null_count": 2, "null_count": 2769, "null_pct": 99.93, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5, "std": 0.7071, "median": 1.5, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have a registered account (account registered in your name) with Halotel" }, "f33_7": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": null, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": "Have a registered account (account registered in your name) with Other1" }, "f33_8": { "dtype": "float64", "non_null_count": 0, "null_count": 2771, "null_pct": 100.0, "type": "numeric", "description": "Have a registered account (account registered in your name) with Other2" }, "f33_9": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": null, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": " Have a registered account ETranzact (Pocket moni)" }, "f33_10": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5, "std": 0.5477, "median": 1.5, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Have a registered account FETS Solution (Mywallet)" }, "f33_11": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5, "std": 0.5774, "median": 1.5, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Have a registered account Fidelity Bank (Quick-Pay)" }, "f34": { "dtype": "float64", "non_null_count": 686, "null_count": 2085, "null_pct": 75.24, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6035, "std": 6.4049, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Transactions with mobile money account" }, "f35_1_1": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4528, "std": 0.4981, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Vodacom M - PESA - Over the counter or by using an agent\u2019s acco" }, "f35_1_2": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.926, "std": 0.2619, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Vodacom M - PESA - Account of a family member in this household" }, "f35_1_3": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.898, "std": 0.3029, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Vodacom M - PESA - Account of a family member in another househ" }, "f35_1_4": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9872, "std": 0.1123, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Vodacom M - PESA - Account of a workmate or a business partner" }, "f35_1_5": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4656, "std": 0.4991, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Vodacom M - PESA - My own account" }, "f35_1_6": { "dtype": "float64", "non_null_count": 784, "null_count": 1987, "null_pct": 71.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9936, "std": 0.0797, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Vodacom M - PESA - Other" }, "f35_1_oth": { "dtype": "category", "non_null_count": 5, "null_count": 2766, "null_pct": 99.82, "type": "categorical", "unique_count": 4, "value_counts": { "agent": 2, "I DON'T HAVE MTN": 1, "spouse's account": 1, "I DID IT LONG TIME BEFORE MY PHONE GOING BAD": 1 }, "description": "Access MCel - Other (specified)" }, "f35_2_1": { "dtype": "float64", "non_null_count": 340, "null_count": 2431, "null_pct": 87.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4412, "std": 0.4973, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Tigo Pesa - Over the counter or by using an agent\u2019s account" }, 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"non_null_count": 340, "null_count": 2431, "null_pct": 87.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4235, "std": 0.4948, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Tigo Pesa - My own account" }, "f35_2_6": { "dtype": "float64", "non_null_count": 340, "null_count": 2431, "null_pct": 87.73, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9853, "std": 0.1206, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Tigo Pesa - Other" }, "f35_2_oth": { "dtype": "category", "non_null_count": 5, "null_count": 2766, "null_pct": 99.82, "type": "categorical", "unique_count": 4, "value_counts": { "agent": 2, "Never used it": 1, "My own account but lost the sim card": 1, "i dony hav": 1 }, "description": "Access Tigo Pesa - Other (specify)" }, "f35_3_1": { "dtype": "float64", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4545, "std": 0.5222, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Airtel Money - Over the counter or by using an agent\u2019s account" }, "f35_3_2": { "dtype": "float64", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "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 Airtel Money - Account of a family member in this household" }, "f35_3_3": { "dtype": "float64", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "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 Airtel Money - Account of a family member in another household," }, "f35_3_4": { "dtype": "float64", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "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 Airtel Money - Account of a workmate or a business partner" }, "f35_3_5": { "dtype": "float64", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5455, "std": 0.5222, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Airtel Money - My own account" }, "f35_3_6": { "dtype": "float64", "non_null_count": 11, "null_count": 2760, "null_pct": 99.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9091, "std": 0.3015, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Airtel Money - Other" }, "f35_3_oth": { "dtype": "category", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "categorical", "unique_count": 1, "value_counts": { "i had one but blocked it due network problem": 1 }, "description": "Access Airtel Money - Other (specify)" }, "f35_4_1": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.25, "std": 0.5, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Zantel Ezy - pesa - Over the counter or by using an agent\u2019s acc" }, "f35_4_2": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "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 this househol" }, "f35_4_3": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "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": 4, "null_count": 2767, "null_pct": 99.86, "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": 4, "null_count": 2767, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.75, "std": 0.5, "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": 4, "null_count": 2767, "null_pct": 99.86, "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_5_1": { "dtype": "float64", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3333, "std": 0.5774, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access SMART - B Pesa - Over the counter or by using an agent\u2019s accoun" }, "f35_5_2": { "dtype": "float64", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6667, "std": 0.5774, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access SMART - B Pesa - Account of a family member in this household" }, "f35_5_3": { "dtype": "float64", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "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 SMART - B Pesa - Account of a family member in another househol" }, "f35_5_4": { "dtype": "float64", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "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 SMART - B Pesa - Account of a workmate or a business partner" }, "f35_5_5": { "dtype": "float64", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "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 SMART - B Pesa - My own account" }, "f35_5_6": { "dtype": "float64", "non_null_count": 3, "null_count": 2768, "null_pct": 99.89, "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 SMART - B Pesa - Other" }, "f35_6_1": { "dtype": "float64", "non_null_count": 2, "null_count": 2769, "null_pct": 99.93, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": 0.0, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": "Access Halotel / Viettel - Over the counter or by using an agent\u2019s acc" }, "f35_6_2": { "dtype": "float64", "non_null_count": 2, "null_count": 2769, "null_pct": 99.93, "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 this househol" }, "f35_6_3": { "dtype": "float64", "non_null_count": 2, "null_count": 2769, "null_pct": 99.93, "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": 2, "null_count": 2769, "null_pct": 99.93, "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": 2, "null_count": 2769, "null_pct": 99.93, "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 - My own account" }, "f35_6_6": { "dtype": "float64", "non_null_count": 2, "null_count": 2769, "null_pct": 99.93, "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 - Other" }, "f35_7_1": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": null, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": "Access other1 - Over the counter or by using an agent\u2019s account" }, "f35_7_2": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access other1 - Account of a family member in this household" }, "f35_7_3": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access other1 - Account of a family member in another household, other" }, "f35_7_4": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access other1 - Account of a workmate or a business partner" }, "f35_7_5": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access other1 - My own account" }, "f35_7_6": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Access other1 - Other" }, "f35_8_1": { "dtype": "float64", "non_null_count": 0, "null_count": 2771, "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": 2771, "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": 2771, "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": 2771, "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": 2771, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - My own account" }, "f35_8_6": { "dtype": "float64", "non_null_count": 0, "null_count": 2771, "null_pct": 100.0, "type": "numeric", "description": "Access other2 - Other" }, "f35_9_1": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "F35_9_1.Access ETranzact (Pocket moni) Over the counter or by using an agent's account" }, "f35_9_2": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "F35_9_2.Access ETranzact (Pocket moni) Account of a family member in this household" }, "f35_9_3": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "F35_9_3.Access ETranzact (Pocket moni) Account of a family member in another household, other relative, friend or a neighbor" }, "f35_9_4": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "F35_9_4.Access ETranzact (Pocket moni) Account of a workmate or a business partner" }, "f35_9_5": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": null, "median": 1.0, "unique_count": 1, "unique_values": [ 1.0 ], "description": "F35_9_5.Access ETranzact (Pocket moni) My own account" }, "f35_9_6": { "dtype": "float64", "non_null_count": 1, "null_count": 2770, "null_pct": 99.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "F35_9_6.Access ETranzact (Pocket moni) Other (specify)" }, "f35_10_1": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8333, "std": 0.4082, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F35_10_1.Access FETS Solution (Mywallet) Over the counter or by using an agent's account" }, "f35_10_2": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8333, "std": 0.4082, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F35_10_2.Access FETS Solution (Mywallet) Account of a family member in this household" }, "f35_10_3": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "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": "F35_10_3.Access FETS Solution (Mywallet) Account of a family member in another household, other relative, friend or a neighbor" }, "f35_10_4": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8333, "std": 0.4082, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F35_10_4.Access FETS Solution (Mywallet) Account of a workmate or a business partner" }, "f35_10_5": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "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": "F35_10_5.Access FETS Solution (Mywallet) My own account" }, "f35_10_6": { "dtype": "float64", "non_null_count": 6, "null_count": 2765, "null_pct": 99.78, "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": "F35_10_6.Access FETS Solution (Mywallet) Other (specify)" }, "f35_11_1": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "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": "F35_11_1.Access Fidelity Bank (Quick-Pay) Over the counter or by using an agent's account" }, "f35_11_2": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.75, "std": 0.5, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F35_11_2.Access Fidelity Bank (Quick-Pay) Account of a family member in this household" }, "f35_11_3": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.75, "std": 0.5, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F35_11_3.Access Fidelity Bank (Quick-Pay) Account of a family member in another household, other relative, friend or a neighbor" }, "f35_11_4": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "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": "F35_11_4.Access Fidelity Bank (Quick-Pay) Account of a workmate or a business partner" }, "f35_11_5": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5, "std": 0.5774, "median": 1.5, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F35_11_5.Access Fidelity Bank (Quick-Pay) My own account" }, "f35_11_6": { "dtype": "float64", "non_null_count": 4, "null_count": 2767, "null_pct": 99.86, "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": "F35_11_6.Access Fidelity Bank (Quick-Pay) Other (specify)" }, "f36": { "dtype": "float64", "non_null_count": 602, "null_count": 2169, "null_pct": 78.27, "type": "numeric", "min": 1.0, "max": 10.0, "mean": 5.9867, "std": 2.6736, "median": 7.0, "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": "Main reason why never used mobile money services" }, "f36_oth": { "dtype": "category", "non_null_count": 95, "null_count": 2676, "null_pct": 96.57, "type": "categorical", "unique_count": 79, "top_10_values": { "I have no phone": 6, "I don't have a phone": 5, "i don't have a phone": 3, "I DON'T HAVE A MOBILE PHONE": 2, "i do not have a phone": 2, "I DONT HAVE A PHONE": 2, "DON'T HAVE APHONE": 2, "I do not have a mobile phone": 2, "AM NOT REGISTERED": 1, "She does't have Fone": 1 }, "description": "Main reason why never used mobile money services - Other (specified)" }, "f37": { "dtype": "float64", "non_null_count": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 2.6498, "std": 2.7968, "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": 16, "null_count": 2755, "null_pct": 99.42, "type": "categorical", "unique_count": 16, "value_counts": { "IT IS EASY AND FAST": 1, "save money": 1, "to save transport costs.": 1, "no account": 1, "its also another way of saving": 1, "wanted to store money safety .": 1, "help in paying school fees and business transactions": 1, "business": 1, "BANKS ARE VERY FEW": 1, "I am not yet bothered": 1, "send or receive money from relatives and friends": 1, "Easily accessible": 1, "To get an easier way to save money": 1, "save transportation of people to deliver money": 1, "because iwanted to start. saving every day": 1, "Saving my money": 1 }, "description": "Main reason started using mobile money - Other (specified)" }, "f38_1": { "dtype": "float64", "non_null_count": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.348, "std": 0.4766, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1239, "std": 0.3296, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5732, "std": 0.4949, "median": 2.0, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9212, "std": 0.2696, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9043, "std": 0.2944, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3964, "std": 0.4894, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2736, "std": 0.4461, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9966, "std": 0.0581, "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": 2768, "null_pct": 99.89, "type": "categorical", "unique_count": 3, "value_counts": { "Pay someone his money": 1, "using it to store money .": 1, "vision fund": 1 }, "description": "Have ever used a mobile money account to Other activity (specified)" }, "f39_1": { "dtype": "float64", "non_null_count": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9561, "std": 0.205, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9617, "std": 0.192, "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": 888, "null_count": 1883, "null_pct": 67.95, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.875, "std": 0.3309, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a mobile money account to Receive payments 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Friends, neighbors or relatives who borrow f" }, "f53_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6175, "std": 0.4861, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: To start a new business or expand my b" }, "f53_2": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8603, "std": 0.3467, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: To improve the cash flow situation of" }, "f53_3": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7348, "std": 0.4415, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: To buy inputs (such as seeds, fertiliz" }, "f53_4": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8878, "std": 0.3157, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: To make big purchases (not inputs) suc" }, "f53_5": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6539, "std": 0.4758, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: For other agricultural activities" }, "f53_6": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5706, "std": 0.4951, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: For emergency expenses" }, "f53_7": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6669, "std": 0.4714, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: To pay for school fees" }, "f53_8": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8409, "std": 0.3659, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: To cover daily expenses" }, "f53_9": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9664, "std": 0.1801, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: Other (specify)" }, "f53_10": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9527, "std": 0.2123, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Main reasons for borrowing money: Don\u2019t know" }, "f53_oth": { "dtype": "category", "non_null_count": 89, "null_count": 2682, "null_pct": 96.79, "type": "categorical", "unique_count": 77, "top_10_values": { "health expenses": 5, "I don't borrow": 4, "none": 2, "DON'T BORROW MONEY": 2, "NONE": 2, "buy land": 2, "idont borrow": 2, "i don't like borrowing": 1, "i fear debts": 1, "do not borrow": 1 }, "description": "Main reasons for borrowing money: Other reason(specified)" }, "f54_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.8979, "std": 21.2702, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from Bank or othe" }, "f54_2": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.5236, "std": 25.4818, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from Microfinance" }, "f54_3": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.4767, "std": 26.9056, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from SACCO" }, "f54_4": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 11.6348, "std": 28.3912, "median": 3.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from Cooperative" }, "f54_5": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.6875, "std": 26.9006, "median": 3.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from Informal mon" }, "f54_6": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.8033, "std": 14.1518, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from VSLAs" }, "f54_7": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 91.9246, "std": 23.3339, "median": 98.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from Friends and" }, "f54_oth": { "dtype": "category", "non_null_count": 171, "null_count": 2600, "null_pct": 93.83, "type": "categorical", "unique_count": 75, "top_10_values": { "ROSCA": 22, "NONE": 20, "non": 16, "none": 15, "mary go round": 8, "saving group": 7, "VSLA": 4, "savings and credit group": 3, "village saving group": 3, "friends": 3 }, "description": "For your agricultural activities, importance to borrow from Other inst" }, "f55_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9549, "std": 0.2076, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from Bank or other forma" }, "f55_2": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9755, "std": 0.1547, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from Microfinance instit" }, "f55_3": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9437, "std": 0.2305, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from SACCO" }, "f55_4": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9856, "std": 0.1193, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from Cooperative" }, "f55_5": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9509, "std": 0.2161, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from Informal money lend" }, "f55_6": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.485, "std": 0.4999, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from VSLAs" }, "f55_7": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9534, "std": 0.2107, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from Friends and family" }, "f55_oth": { "dtype": "category", "non_null_count": 129, "null_count": 2642, "null_pct": 95.34, "type": "categorical", "unique_count": 81, "top_10_values": { "ROSCA": 17, "VSLA": 7, "village saving group": 6, "Merry go round": 5, "saving group": 3, "nigiina": 3, "Village saving group": 3, "NONE": 3, "village savings group": 3, "village saving and credit": 3 }, "description": "In the past 12 months, have attempted to borrow from Other institution" }, "f56_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5738, "std": 0.4946, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7023, "std": 0.4573, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6705, "std": 0.4701, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7539, "std": 0.4308, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7127, "std": 0.4526, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1512, "std": 0.3583, "median": 1.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9534, "std": 0.2107, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Friends and family" }, "f56_oth": { "dtype": "category", "non_null_count": 129, "null_count": 2642, "null_pct": 95.34, "type": "categorical", "unique_count": 66, "top_10_values": { "ROSCA": 20, "VSLA": 10, "saving group": 7, "Village saving group": 5, "village saving group": 5, "niginas": 4, "nigina": 4, "merry go round": 3, "savings and credit group": 3, "nigiina": 3 }, "description": "If the need arose, would attempt to borrow from Other institution (spe" }, "f57_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4359, "std": 0.496, "median": 1.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5958, "std": 0.4908, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.463, "std": 0.4987, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8744, "std": 0.3314, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7773, "std": 0.4161, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7016, "std": 0.4577, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7654, "std": 0.4238, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6785, "std": 0.4672, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8423, "std": 0.3645, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8416, "std": 0.3652, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7835, "std": 0.412, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9863, "std": 0.1163, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9441, "std": 0.2298, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Other (specify)" }, "f57_oth": { "dtype": "category", "non_null_count": 36, "null_count": 2735, "null_pct": 98.7, "type": "categorical", "unique_count": 32, "value_counts": { "availability of money": 3, "I don't borrow": 2, "Security": 2, "I DON'T DEAL WITH BORROWING": 1, "none of the above": 1, "I don't like borrowing": 1, "None, l don't want to hear any thing like a loan.": 1, "Donot borrow money from bank": 1, "i don't get loan": 1, "he can not though he trusts them": 1, "to start up a business": 1, "never borrows": 1, "NOTHING": 1, "Paying School fees": 1, "if someone has the money": 1, "I do not borrow money": 1, "none": 1, "if someone. has money": 1, "NONE": 1, "a loan with no interest rate": 1, "I wouldnt dare borrow any money": 1, "I have never thought of borrowing money": 1, "If he or she is a person i know and trust": 1, "when i am sure that i know where i will get the money from to pay back": 1, "I can not borrow money at all": 1, "security": 1, "the size of grace period": 1, "Time line in paying back the loan": 1, "Not interested in loans": 1, "i don't want to borrow": 1, "idont Want to borrow": 1, "availability of the money": 1 }, "description": "Factors considered wanting to borrow money: Other (specified)" }, "f58": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7975, "std": 0.4019, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have any loans" }, "f59_1": { "dtype": "int64", "non_null_count": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 15.4785, "std": 33.1129, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 15.7145, "std": 33.3167, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 18.1563, "std": 35.5895, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 17.7654, "std": 35.2963, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 18.9228, "std": 36.3011, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 22.7979, "std": 39.169, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 19.9563, "std": 37.2135, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.7788, "std": 31.5126, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 14.5745, "std": 32.3548, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.1112, "std": 30.8502, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.1288, "std": 30.79, "median": 2.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 24.3551, "std": 40.208, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 24.7474, "std": 40.4421, "median": 3.0, "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": 2771, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 93.738, "std": 19.6955, "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": 120, "null_count": 2651, "null_pct": 95.67, "type": "categorical", "unique_count": 60, "top_10_values": { "NONE": 24, "none": 19, "non": 17, "Non": 4, "friends": 1, "loan that comes with a car": 1, "savings group": 1, "SEEDS": 1, "loan from a sacco": 1, "bakyala kwetelana sacco": 1 }, "description": "Importance for agricultural activities: Other product (specified)" }, "f60_1": { "dtype": 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"null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3691, "Yes": 1512 }, "description": "Grow Bulrush millet" }, "a5_5": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4720, "Yes": 483 }, "description": "Grow Finger millet" }, "a5_6": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 2809, "No": 2394 }, "description": "Grow Cassava" }, "a5_7": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4893, "Yes": 310 }, "description": "Grow Sweet potatoes" }, "a5_8": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3690, "Yes": 1513 }, "description": "Grow Irish potatoes" }, "a5_9": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3815, "No": 1388 }, "description": "Grow Beans" }, "a5_10": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4273, "Yes": 930 }, "description": "Grow Cowpeas" }, "a5_11": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4985, "Yes": 218 }, "description": "Grow Pigeon peas" }, "a5_12": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 2797, "Yes": 2406 }, "description": "Grow Sunflower" }, "a5_13": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5085, "Yes": 118 }, "description": "Grow Simsim" }, "a5_14": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5189, "Yes": 14 }, "description": "Grow Groundnuts" }, "a5_15": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4826, "Yes": 377 }, "description": "Grow Tomatoes" }, "a5_16": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5129, "Yes": 74 }, "description": "Grow Cabbage" }, "a5_17": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5161, "Yes": 42 }, "description": "Grow Onions" }, "a5_18": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5176, "Yes": 27 }, "description": "Grow Amaranth" }, "a5_19": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4078, "Yes": 1125 }, "description": "Grow Cashew nut" }, "a5_20": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5133, "Yes": 70 }, "description": "Grow Banana" }, "a5_21": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4408, "Yes": 795 }, "description": "Grow Cotton" }, "a5_22": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4594, "Yes": 609 }, "description": "Grow Tobacco" }, "a5_23": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4538, "Yes": 665 }, "description": "Grow Pyrethrum" }, "a5_24": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4988, "Yes": 215 }, "description": "Grow Coffee" }, "a5_25": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5133, "Yes": 70 }, "description": "Grow Coconut" }, "a5_26": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes, I do": 5088, "No, I don't": 115 }, "description": "Grow Orange" }, "a5_oth1": { "dtype": "category", "non_null_count": 666, "null_count": 4851, "null_pct": 87.93, "type": "categorical", "unique_count": 183, "top_10_values": { "onions": 65, "yams": 43, "tomatoes": 39, "Tomatoes": 34, "Onions": 32, "sunflower": 26, "cabbage": 16, "YAMS": 15, "Yams": 15, "TOMATOES": 15 }, "description": "Grow other crop - Other1" }, "a5_oth2": { "dtype": "category", "non_null_count": 215, "null_count": 5302, "null_pct": 96.1, "type": "categorical", "unique_count": 84, "top_10_values": { "tomatoes": 26, "Onions": 14, "Tomatoes": 14, "onions": 13, "cabbage": 12, "Cabbage": 10, "passion fruits": 7, "TOMATOES": 6, "green paper": 4, "vegetables": 4 }, "description": "Grow other crop - Other2" }, "a5_oth3": { "dtype": "category", "non_null_count": 70, "null_count": 5447, "null_pct": 98.73, "type": "categorical", "unique_count": 41, "value_counts": { "tomatoes": 5, "cabbage": 4, "onions": 4, "CABBAGE": 4, "TOMATOES": 4, "Cabbages": 4, "cabbages": 2, "eggplant": 2, "EGGPLANTS": 2, "passion fruits": 2, "cabbage and sukuma": 2, "DODO": 2, "avocado": 2, "pumpkins": 2, "Yams": 2, "yams": 2, "GREENS": 1, "ONIONS": 1, "Greens.(doobo)": 1, "Avocado": 1, "Mangoes (fruits)": 1, "YAM": 1, "CABBAGES": 1, "water meron": 1, "GREEN PAPER": 1, "egg plants.": 1, "PASSION FRUIT": 1, "cucumbers": 1, "MANGOES": 1, "COW PEAS": 1, "Barry, Cabbages": 1, "Barry": 1, "onoins": 1, "sunflower": 1, "wheat": 1, "vegetables": 1, "pawpaws": 1, "EGG PLANTS": 1, "Onions": 1, "Sukuma": 1, "Tomatoes": 1 }, "description": "Grow other crop - Other3" }, "a6": { "dtype": "category", "non_null_count": 5075, "null_count": 442, "null_pct": 8.01, "type": "categorical", "unique_count": 24, "value_counts": { "Maize": 1271, "Cassava": 1134, "Beans": 863, "Bananas": 363, "Sweet potatoes": 295, "Coffee": 240, "Sorghum": 177, "Groundnuts": 148, "Other1": 138, "Simsim": 96, "Millet": 89, "Irish potatoes": 87, "Rice": 72, "Sugar cane": 20, "Soya beans": 15, "Other2": 14, "Cowpea": 12, "Cocoa": 10, "Pigeon pea": 9, "Tobacco": 8, "Other3": 7, "Tea": 3, "Cotton": 3, "Field peas": 1 }, "description": "Crop grown that is the most important to you and your family" }, "a7_1": { "dtype": "category", "non_null_count": 4340, "null_count": 1177, "null_pct": 21.33, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3619, "No": 721 }, "description": "Maize grown and consumed at home" }, "a7_2": { "dtype": "category", "non_null_count": 4262, "null_count": 1255, "null_pct": 22.75, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3883, "No": 379 }, "description": "Paddy grown and consumed at home" }, "a7_3": { "dtype": "category", "non_null_count": 3394, "null_count": 2123, "null_pct": 38.48, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 2910, "No": 484 }, "description": "Sorghum grown and consumed at home" }, "a7_4": { "dtype": "category", "non_null_count": 1512, "null_count": 4005, "null_pct": 72.59, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 1053, "No": 459 }, "description": "Bulrush millet grown and consumed at home" }, "a7_5": { "dtype": "category", "non_null_count": 483, "null_count": 5034, "null_pct": 91.25, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 314, "No": 169 }, "description": "Finger millet grown and consumed at home" }, "a7_6": { "dtype": "category", "non_null_count": 2809, "null_count": 2708, "null_pct": 49.08, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 2105, "No": 704 }, "description": "Cassava grown and consumed at home" }, "a7_7": { "dtype": "category", "non_null_count": 310, "null_count": 5207, "null_pct": 94.38, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 193, "No": 117 }, "description": "Sweet potatoes grown and consumed at home" }, "a7_8": { "dtype": "category", "non_null_count": 1513, "null_count": 4004, "null_pct": 72.58, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 1101, "No": 412 }, "description": "Irish potatoes grown and consumed at home" }, "a7_9": { "dtype": "category", "non_null_count": 3815, "null_count": 1702, "null_pct": 30.85, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3449, "No": 366 }, "description": "Beans grown and consumed at home" }, "a7_10": { "dtype": "category", "non_null_count": 930, "null_count": 4587, "null_pct": 83.14, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 745, "No": 185 }, "description": "Cowpeas grown and consumed at home" }, "a7_11": { "dtype": "category", "non_null_count": 218, "null_count": 5299, "null_pct": 96.05, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 129, "No": 89 }, "description": "Pigeon peas grown and consumed at home" }, "a7_12": { "dtype": "category", "non_null_count": 2406, "null_count": 3111, "null_pct": 56.39, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 2081, "No": 325 }, "description": "Sunflower grown and consumed at home" }, "a7_13": { "dtype": "category", "non_null_count": 118, "null_count": 5399, "null_pct": 97.86, "type": "categorical", "unique_count": 2, "value_counts": { "No": 111, "Yes": 7 }, "description": "Simsim grown and consumed at home" }, "a7_14": { "dtype": "category", "non_null_count": 14, "null_count": 5503, "null_pct": 99.75, "type": "categorical", "unique_count": 2, "value_counts": { "No": 8, "Yes": 6 }, "description": "Groundnuts grown and consumed at home" }, "a7_15": { "dtype": "category", "non_null_count": 377, "null_count": 5140, "null_pct": 93.17, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 239, "No": 138 }, "description": "Tomatoes grown and consumed at home" }, "a7_16": { "dtype": "category", "non_null_count": 74, "null_count": 5443, "null_pct": 98.66, "type": "categorical", "unique_count": 2, "value_counts": { "No": 68, "Yes": 6 }, "description": "Cabbage grown and consumed at home" }, "a7_17": { "dtype": "category", "non_null_count": 42, "null_count": 5475, "null_pct": 99.24, "type": "categorical", "unique_count": 2, "value_counts": { "No": 35, "Yes": 7 }, "description": "Onions grown and consumed at home" }, "a7_18": { "dtype": "category", "non_null_count": 27, "null_count": 5490, "null_pct": 99.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 26, "Yes": 1 }, "description": "Amaranth grown and consumed at home" }, "a7_19": { "dtype": "category", "non_null_count": 1125, "null_count": 4392, "null_pct": 79.61, "type": "categorical", "unique_count": 2, "value_counts": { "No": 1045, "Yes": 80 }, "description": "Cashew nut grown and consumed at home" }, "a7_20": { "dtype": "category", "non_null_count": 70, "null_count": 5447, "null_pct": 98.73, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 56, "No": 14 }, "description": "Banana grown and consumed at home" }, "a7_21": { "dtype": "category", "non_null_count": 795, "null_count": 4722, "null_pct": 85.59, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 527, "No": 268 }, "description": "Cotton grown and consumed at home" }, "a7_22": { "dtype": "category", "non_null_count": 609, "null_count": 4908, "null_pct": 88.96, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 381, "No": 228 }, "description": "Tobacco grown and consumed at home" }, "a7_23": { "dtype": "category", "non_null_count": 665, "null_count": 4852, "null_pct": 87.95, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 450, "No": 215 }, "description": "Pyrethrum grown and consumed at home" }, "a7_24": { "dtype": "category", "non_null_count": 215, "null_count": 5302, "null_pct": 96.1, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 150, "No": 65 }, "description": "Coffee grown and consumed at home" }, "a7_25": { "dtype": "category", "non_null_count": 70, "null_count": 5447, "null_pct": 98.73, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 53, "No": 17 }, "description": "Coconut grown and consumed at home" }, "a7_26": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes, I do": 5058, "No, I don't": 145 }, "description": "Orange grown and consumed at home" }, "a8": { "dtype": "category", "non_null_count": 5043, "null_count": 474, "null_pct": 8.59, "type": "categorical", "unique_count": 20, "value_counts": { "Cassava": 1494, "Maize": 1015, "Beans": 864, "Bananas": 605, "Sweet potatoes": 494, "Sorghum": 182, "Irish potatoes": 106, "Millet": 99, "Groundnuts": 62, "Other1": 36, "Simsim": 29, "Rice": 19, "Pigeon pea": 18, "Cowpea": 6, "Other2": 4, "Sugar cane": 4, "Soya beans": 2, "Other3": 2, "Coffee": 1, "Field peas": 1 }, "description": "Crop grown and most consumed" }, "a9_1": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 2980, "Yes": 2223 }, "description": " Buy Maize" }, "a9_2": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 2679, "No": 2524 }, "description": " Buy Paddy" }, "a9_3": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3943, "Yes": 1260 }, "description": " Buy Sorghum" }, "a9_4": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4379, "Yes": 824 }, "description": " Buy Bulrush millet" }, "a9_5": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3273, "No": 1930 }, "description": " Buy Finger millet" }, "a9_6": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3017, "Yes": 2186 }, "description": " Buy Cassava" }, "a9_7": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4621, "Yes": 582 }, "description": " Buy Sweet potatoes" }, "a9_8": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3915, "Yes": 1288 }, "description": " Buy Irish potatoes" }, "a9_9": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3836, "Yes": 1367 }, "description": " Buy Beans" }, "a9_10": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3894, "Yes": 1309 }, "description": " Buy Cowpeas" }, "a9_11": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5030, "Yes": 173 }, "description": " Buy Pigeon peas" }, "a9_12": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3823, "Yes": 1380 }, "description": " Buy Sunflower" }, "a9_13": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5148, "Yes": 55 }, "description": " Buy Simsim" }, "a9_14": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5177, "Yes": 26 }, "description": " Buy Groundnuts" }, "a9_15": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4299, "Yes": 904 }, "description": " Buy Tomatoes" }, "a9_16": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5159, "Yes": 44 }, "description": " Buy Cabbage" }, "a9_17": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4381, "Yes": 822 }, "description": " Buy Onions" }, "a9_18": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5161, "Yes": 42 }, "description": " Buy Amaranth" }, "a9_19": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4961, "Yes": 242 }, "description": " Buy Cashew nut" }, "a9_20": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5134, "Yes": 69 }, "description": " Buy Banana" }, "a9_21": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4561, "Yes": 642 }, "description": " Buy Cotton" }, "a9_22": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4711, "Yes": 492 }, "description": " Buy Tobacco" }, "a9_23": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4998, "Yes": 205 }, "description": " Buy Pyrethrum" }, "a9_24": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5163, "Yes": 40 }, "description": " Buy Coffee" }, "a9_25": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5188, "Yes": 15 }, "description": " Buy Coconut" }, "a9_26": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes, I do": 4700, "No, I don't": 503 }, "description": " Buy Orange" }, "a9_oth1": { "dtype": "category", "non_null_count": 205, "null_count": 5312, "null_pct": 96.28, "type": "categorical", "unique_count": 65, "top_10_values": { "maize flour": 48, "Maize flour": 20, "cabbage": 15, "TOMATOES": 13, "tomatoes": 9, "sunflower": 8, "Tomatoes": 7, "Cabbage": 6, "onions": 6, "ONIONS": 5 }, "description": " Buy Other 1 (Specified)" }, "a9_oth2": { "dtype": "category", "non_null_count": 40, "null_count": 5477, "null_pct": 99.27, "type": "categorical", "unique_count": 20, "value_counts": { "tomatoes": 5, "cabbage": 4, "Tomatoes": 4, "CABBAGES": 3, "ONIONS": 3, "onions": 3, "TOMATOES": 3, "EGGPLANTS": 2, "egg plant": 2, "green paper": 1, "PINEAPPLES": 1, "YAMS": 1, "sukuma": 1, "tomatoes.": 1, "Beat roots": 1, "GREENS": 1, "occra": 1, "Bananas": 1, "CABBAGE": 1, "Onions": 1 }, "description": " Buy Other 2 (Specified)" }, "a9_oth3": { "dtype": "category", "non_null_count": 15, "null_count": 5502, "null_pct": 99.73, "type": "categorical", "unique_count": 11, "value_counts": { "ONIONS": 3, "green paper": 2, "TOMATOES": 2, "CABBAGES": 1, "tomatoes": 1, "egg plant": 1, "WATER MELON": 1, "FRENCH BEANS": 1, "CABBAGE": 1, "cabbages": 1, "Cabbages": 1 }, "description": " Buy Other 3 (Specified)" }, "a10": { "dtype": "category", "non_null_count": 5203, "null_count": 314, "null_pct": 5.69, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3184, "No": 2019 }, "description": "Have any livestock, herds, other farm animals, or poultry" }, "a11_1": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 150.0, "mean": 0.7374, "std": 4.7997, "median": 0.0, "unique_count": 22, "description": "Number of Indigenous cattle" }, 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"std": 0.8026, "median": 0.0, "unique_count": 11, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 30.0 ], "description": "Number of Goat - dairy" }, "a11_6": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 40.0, "mean": 0.3241, "std": 1.7153, "median": 0.0, "unique_count": 20, "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, 12.0, 15.0, 17.0, 20.0, 21.0, 24.0, 28.0, 40.0 ], "description": "Number of Goat - meat" }, "a11_7": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 15.0, "mean": 0.0738, "std": 0.6346, "median": 0.0, "unique_count": 11, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 10.0, 15.0 ], "description": "Number of Sheep" }, "a11_8": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 50.0, "mean": 0.5722, "std": 2.2309, "median": 0.0, "unique_count": 20, "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, 18.0, 20.0, 25.0, 30.0, 50.0 ], "description": "Number of Pigs" }, "a11_9": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 14.0, "mean": 0.2509, "std": 0.978, "median": 0.0, "unique_count": 12, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 10.0, 13.0, 14.0 ], "description": "Number of Chicken - layers" }, "a11_10": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 50.0, "mean": 1.071, "std": 3.1183, "median": 0.0, "unique_count": 27, "description": "Number of Chicken - broilers" }, "a11_11": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.0773, "std": 0.8082, "median": 0.0, "unique_count": 10, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 7.0, 8.0, 20.0, 30.0 ], "description": "Number of Fish (number of ponds)" }, "a11_12": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 70.0, "mean": 1.2274, "std": 3.6503, "median": 0.0, "unique_count": 25, "description": "Number of Bees (number of hives)" }, "a11_13": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 20000.0, "mean": 18.2293, "std": 531.7801, "median": 0.0, "unique_count": 39, "description": "Number of Other - Number reared" }, "a11_14": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 500.0, "mean": 1.6319, "std": 10.5975, "median": 0.0, "unique_count": 33, "description": "A11_14.Number of Donkey" }, "a11_15": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 10000.0, "mean": 8.9231, "std": 251.5304, "median": 0.0, "unique_count": 35, "description": "A11_15.Number of Horse" }, "a11_16": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 350.0, "mean": 2.4121, "std": 8.4878, "median": 0.0, "unique_count": 37, "description": "A11_16.Number of Dog" }, "a11_17": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 50.0, "mean": 0.0333, "std": 0.95, "median": 0.0, "unique_count": 8, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 8.0, 50.0 ], "description": "A11_17.Number of Other" }, "a11_18": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 45.0, "mean": 0.1652, "std": 1.6893, "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, 10.0, 12.0, 14.0, 15.0, 20.0, 30.0, 45.0 ] }, "a11_19": { "dtype": "float64", "non_null_count": 3184, "null_count": 2333, "null_pct": 42.29, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.0861, "std": 1.1537, "median": 0.0, "unique_count": 15, "unique_values": [ 0.0, 1.0, 2.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 15.0, 19.0, 20.0, 25.0, 30.0 ] }, "a11_oth": { "dtype": "category", "non_null_count": 34, "null_count": 5483, "null_pct": 99.38, "type": "categorical", "unique_count": 20, "value_counts": { "Rabbits": 10, "PIGEON": 5, "rabbits": 2, "pigeons": 1, "Pigeons": 1, "peogeons": 1, "rabits": 1, "guinea fall": 1, "RABBIT": 1, "pegions": 1, "Doves and a dog": 1, "Rabbites": 1, "Rabbits, Ginea fouls.": 1, "Paigeon": 1, "Rabbit": 1, "JUNIOR PIGS": 1, "Junior pigs": 1, "raps": 1, "Donkey": 1, "RABBITS": 1 }, "description": "A11_OTH .Other reared" }, "a12_1": { "dtype": "category", "non_null_count": 467, "null_count": 5050, "null_pct": 91.54, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 288, "No": 179 }, "description": "Rear and get an income from Indigenous cattle" }, "a12_2": { "dtype": "category", "non_null_count": 336, "null_count": 5181, "null_pct": 93.91, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 237, "No": 99 }, "description": "Rear and get an income from Cattle - dairy" }, "a12_3": { "dtype": "category", "non_null_count": 595, "null_count": 4922, "null_pct": 89.22, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 364, "No": 231 }, "description": "Rear and get an income from Cattle - beef" }, "a12_4": { "dtype": "category", "non_null_count": 162, "null_count": 5355, "null_pct": 97.06, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 86, "No": 76 }, "description": "Rear and get an income from Indigenous goat" }, "a12_5": { "dtype": "category", "non_null_count": 101, "null_count": 5416, "null_pct": 98.17, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 58, "No": 43 }, "description": "Rear and get an income from Goat - dairy" }, "a12_6": { "dtype": "category", "non_null_count": 218, "null_count": 5299, "null_pct": 96.05, "type": "categorical", "unique_count": 2, "value_counts": { "No": 119, "Yes": 99 }, "description": "Rear and get an income from Goat - meat" }, "a12_7": { "dtype": "category", "non_null_count": 64, "null_count": 5453, "null_pct": 98.84, "type": "categorical", "unique_count": 2, "value_counts": { "No": 34, "Yes": 30 }, "description": "Rear and get an income from Sheep" }, "a12_8": { "dtype": "category", "non_null_count": 603, "null_count": 4914, "null_pct": 89.07, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 487, "No": 116 }, "description": "Rear and get an income from Pigs" }, "a12_9": { "dtype": "category", "non_null_count": 340, "null_count": 5177, "null_pct": 93.84, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 261, "No": 79 }, "description": "Rear and get an income from Chicken - layers" }, "a12_10": { "dtype": "category", "non_null_count": 808, "null_count": 4709, "null_pct": 85.35, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 569, "No": 239 }, "description": "Rear and get an income from Chicken - broilers" }, "a12_11": { "dtype": "category", "non_null_count": 71, "null_count": 5446, "null_pct": 98.71, "type": "categorical", "unique_count": 2, "value_counts": { "No": 38, "Yes": 33 }, "description": "Rear and get an income from Fish (number of ponds)" }, "a12_12": { "dtype": "category", "non_null_count": 908, "null_count": 4609, "null_pct": 83.54, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 623, "No": 285 }, "description": "Rear and get an income from Bees (number of hives)" }, "a12_13": { "dtype": "category", "non_null_count": 628, "null_count": 4889, "null_pct": 88.62, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 359, "No": 269 }, "description": "Rear and get an income from Other" }, "a12_14": { "dtype": "category", "non_null_count": 609, "null_count": 4908, "null_pct": 88.96, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 356, "No": 253 }, "description": "Rear and get an income_None" }, "a12_15": { "dtype": "category", "non_null_count": 482, "null_count": 5035, "null_pct": 91.26, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 270, "No": 212 }, "description": "A12_15.Rear and get an income from Horse" }, "a12_16": { "dtype": "category", "non_null_count": 993, "null_count": 4524, "null_pct": 82.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 595, "No": 398 }, "description": "A12_16.Rear and get an income from Dog" }, "a12_17": { "dtype": "category", "non_null_count": 12, "null_count": 5505, "null_pct": 99.78, "type": "categorical", "unique_count": 2, "value_counts": { "No": 9, "Yes": 3 }, "description": "A12_17.Rear and get an income from Other" }, "a12_18": { "dtype": "category", "non_null_count": 77, "null_count": 5440, "null_pct": 98.6, "type": "categorical", "unique_count": 2, "value_counts": { "No": 39, "Yes": 38 }, "description": "A12_18.Rear and get an income from None" }, "a12_19": { "dtype": "category", "non_null_count": 34, "null_count": 5483, "null_pct": 99.38, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 19, "No": 15 } }, "a12_20": { "dtype": "category", "non_null_count": 3137, "null_count": 2380, "null_pct": 43.14, "type": "categorical", "unique_count": 2, "value_counts": { "Yes, I do": 2683, "No, I don't": 454 } }, "a13": { "dtype": "category", "non_null_count": 2596, "null_count": 2921, "null_pct": 52.95, "type": "categorical", "unique_count": 19, "value_counts": { "Pigs": 381, "Indigenous goats": 323, "Goats \u2013 meat": 287, "Indigenous chickens \u2013 layers": 249, "Indigenous cattle": 246, "Cattle \u2013 dairy": 192, "Cattle \u2013 beef": 191, "Indigenous pigs": 184, "Indigenous chickens \u2013 broilers": 159, "Chickens \u2013 broilers": 154, "Chickens \u2013 layers": 127, "Bees (number of hives or boxes)": 26, "Sheep": 25, "Indigenous sheep": 15, "Ducks": 13, "Goats \u2013 dairy": 12, "Turkeys": 5, "Other": 5, "Fish (number of ponds)": 2 }, "description": "Livestock that generates the most income" }, "a14_1": { "dtype": "category", "non_null_count": 467, "null_count": 5050, "null_pct": 91.54, "type": "categorical", "unique_count": 2, "value_counts": { "No": 333, "Yes": 134 }, "description": "Rear to consume at home - Indigenous cattle" }, "a14_2": { "dtype": "category", "non_null_count": 336, "null_count": 5181, "null_pct": 93.91, "type": "categorical", "unique_count": 2, "value_counts": { "No": 186, "Yes": 150 }, "description": "Rear to consume at home - Cattle - dairy" }, "a14_3": { "dtype": "category", "non_null_count": 595, "null_count": 4922, "null_pct": 89.22, "type": "categorical", "unique_count": 2, "value_counts": { "No": 399, "Yes": 196 }, "description": "Rear to consume at home - Cattle - beef" }, "a14_4": { "dtype": "category", "non_null_count": 162, "null_count": 5355, "null_pct": 97.06, "type": "categorical", "unique_count": 2, "value_counts": { "No": 125, "Yes": 37 }, "description": "Rear to consume at home - Indigenous goat" }, "a14_5": { "dtype": "category", "non_null_count": 101, "null_count": 5416, "null_pct": 98.17, "type": "categorical", "unique_count": 2, "value_counts": { "No": 86, "Yes": 15 }, "description": "Rear to consume at home - Goat - dairy" }, "a14_6": { "dtype": "category", "non_null_count": 218, "null_count": 5299, "null_pct": 96.05, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 131, "No": 87 }, "description": "Rear to consume at home - Goat - meat" }, "a14_7": { "dtype": "category", "non_null_count": 64, "null_count": 5453, "null_pct": 98.84, "type": "categorical", "unique_count": 2, "value_counts": { "No": 36, "Yes": 28 }, "description": "Rear to consume at home - Sheep" }, "a14_8": { "dtype": "category", "non_null_count": 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"categorical", "unique_count": 2, "value_counts": { "No": 584, "Yes": 25 }, "description": "Grow and trade Tobacco" }, "a36_23": { "dtype": "category", "non_null_count": 665, "null_count": 4852, "null_pct": 87.95, "type": "categorical", "unique_count": 2, "value_counts": { "No": 648, "Yes": 17 }, "description": "Grow and trade Pyrethrum" }, "a36_24": { "dtype": "category", "non_null_count": 215, "null_count": 5302, "null_pct": 96.1, "type": "categorical", "unique_count": 2, "value_counts": { "No": 213, "Yes": 2 }, "description": "Grow and trade Coffee" }, "a36_25": { "dtype": "category", "non_null_count": 70, "null_count": 5447, "null_pct": 98.73, "type": "categorical", "unique_count": 2, "value_counts": { "No": 69, "Yes": 1 }, "description": "Grow and trade Coconut" }, "a36_26": { "dtype": "category", "non_null_count": 5088, "null_count": 429, "null_pct": 7.78, "type": "categorical", "unique_count": 2, "value_counts": { "No, I don't": 3958, "Yes, Ido": 1130 }, "description": "Grow and trade Orange" }, "a37": { "dtype": "category", "non_null_count": 1130, "null_count": 4387, "null_pct": 79.52, "type": "categorical", "unique_count": 19, "value_counts": { "Beans": 310, "Maize": 227, "Cassava": 199, "Sweet potatoes": 74, "Groundnuts": 69, "Sorghum": 66, "Bananas": 40, "Millet": 38, "Simsim": 22, "Pigeon pea": 19, "Don't know": 15, "Other1": 14, "Coffee": 10, "Irish potatoes": 8, "Rice": 8, "Cowpea": 5, "Soya beans": 3, "Sugar cane": 2, "Field peas": 1 }, "description": "Crop grown and traded the most" }, "h1_1": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5125, "Yes": 392 }, "description": "Generate income from - Earning wages or salary from regular job" }, "h1_2": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4806, "Yes": 711 }, "description": "Generate income from - Earning wages from occasional job" }, "h1_3": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4984, "Yes": 533 }, "description": "Generate income from - Running own business in retail or manufacturing (" }, "h1_4": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5177, "Yes": 340 }, "description": "Generate income from - Running own business by providing services" }, "h1_5": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5475, "Yes": 42 }, "description": "Generate income from - Getting a grant, pension, or subsidy of some sort" }, "h1_6": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4379, "Yes": 1138 }, "description": "Generate income from - Getting money from family or friends / remittance" }, "h1_7": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 4254, "No": 1263 }, "description": "Generate income from - Growing something and selling it, such as crops," }, "h1_8": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3558, "Yes": 1959 }, "description": "Generate income from - Rearing livestock, poultry, fish, or bees and sel" }, "h1_9": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5171, "Yes": 346 }, "description": "Generate income from - Other (specify)" }, "h1_oth": { "dtype": "category", "non_null_count": 315, "null_count": 5202, "null_pct": 94.29, "type": "categorical", "unique_count": 190, "top_10_values": { "none": 35, "NONE": 16, "Laborer": 14, "fishing": 10, "non": 9, "farm labourer": 8, "Fishing": 5, "Student": 5, "labourer": 5, "selling local brew": 4 }, "description": "Generate income from - Other (specify)" }, "h2a": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 10, "value_counts": { "Growing something and selling it, such as crops, fruits, or": 3228, "Getting money from family or friends": 408, "Rearing livestock, poultry, fish, or bees and selling it or": 404, "Earning wages from occasional job": 358, "Running own business in retail or manufacturing (selling or": 323, "Earning wages or salary from regular job": 303, "Other": 239, "Running own business by providing services": 173, "Don't know": 61, "Getting a grant, pension, or subsidy of some sort": 20 }, "description": "Main source of income in the last Month" }, "h2b": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 10, "value_counts": { "Growing something and selling it, such as crops, fruits, or": 3336, "Rearing livestock, poultry, fish, or bees and selling it or": 396, "Getting money from family or friends": 393, "Earning wages from occasional job": 320, "Running own business in retail or manufacturing (selling or": 296, "Earning wages or salary from regular job": 288, "Other": 241, "Running own business by providing services": 163, "Don't know": 63, "Getting a grant, pension, or subsidy of some sort": 21 }, "description": "Main source of income in the last 12 months" }, "h3": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 10, "value_counts": { "Growing something and selling it, such as crops, fruits, or": 3403, "Rearing livestock, poultry, fish, or bees and selling it or": 405, "Getting money from family or friends": 362, "Earning wages from occasional job": 300, "Running own business in retail or manufacturing (selling or": 292, "Earning wages or salary from regular job": 279, "Other": 234, "Running own business by providing services": 161, "Don't know": 61, "Getting a grant, pension, or subsidy of some sort": 20 }, "description": "Most important income source" }, "h4": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 10, "value_counts": { "Growing something and selling it, such as crops, fruits, or": 3340, "Rearing livestock, poultry, fish, or bees and selling it or": 439, "Getting money from family or friends": 365, "Earning wages from occasional job": 307, "Running own business in retail or manufacturing (selling or": 295, "Earning wages or salary from regular job": 274, "Other": 239, "Running own business by providing services": 165, "Don't know": 74, "Getting a grant, pension, or subsidy of some sort": 19 }, "description": "Income source like to get the most" }, "h5": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 10, "value_counts": { "Growing something and selling it, such as crops, fruits, or": 3298, "Rearing livestock, poultry, fish, or bees and selling it or": 427, "Getting money from family or friends": 375, "Earning wages from occasional job": 312, "Running own business in retail or manufacturing (selling or": 309, "Earning wages or salary from regular job": 279, "Other": 242, "Running own business by providing services": 180, "Don't know": 75, "Getting a grant, pension, or subsidy of some sort": 20 }, "description": "Most reliable income source" }, "h6": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 6, "value_counts": { "Farmer": 4156, "Other (specify)": 483, "Business owner": 301, "Laborer": 291, "Professional, i.e., doctor, teacher, nurse": 193, "Shop owner": 93 }, "description": "Primary job (i.e., the job where you spend most of your time)" }, "h6_oth": { "dtype": "category", "non_null_count": 448, "null_count": 5069, "null_pct": 91.88, "type": "categorical", "unique_count": 201, "top_10_values": { "student": 94, "Student": 37, "none": 32, "STUDENT": 17, "NONE": 12, "fishing": 8, "at school": 7, "pupil": 5, "student/pupil": 4, "house wife": 4 }, "description": "Primary job (i.e., the job where you spend most of your time) - Other (spec" }, "h7_1": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3420, "Yes": 2097 }, "description": "Secondary or side jobs - Farmer" }, "h7_2": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5425, "Yes": 92 }, "description": "Secondary or side jobs - Professional, i.e., doctor, teacher, nurse" }, "h7_3": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5398, "Yes": 119 }, "description": "Secondary or side jobs - Shop owner" }, "h7_4": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5098, "Yes": 419 }, "description": "Secondary or side jobs - Business owner" }, "h7_5": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4747, "Yes": 770 }, "description": "Secondary or side jobs - Laborer" }, "h7_6": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5201, "Yes": 316 }, "description": "Secondary or side jobs - Other" }, "h7_7": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes, I do": 3455, "No, I don't": 2062 }, "description": "Secondary or side jobs - None" }, "h7_oth": { "dtype": "category", "non_null_count": 310, "null_count": 5207, "null_pct": 94.38, "type": "categorical", "unique_count": 240, "top_10_values": { "student": 7, "Fishing": 7, "selling local brew": 7, "Student": 6, "brick laying": 4, "fishing": 4, "Builder": 4, "Tailor": 4, "Brick laying": 3, "fisher man": 3 }, "description": "Secondary or side jobs - Other (specify)" }, "h8": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "According to the harvest": 2180, "After a certain period of time": 1159, "Monthly": 752, "Daily": 662, "Weekly": 464, "Don\u2019t know": 172, "Annually": 128 }, "description": "Frequency main source of income is received" }, "h9_1": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5336, "Yes": 181 }, "description": "Other ways to get income - Buy/get agricultural products from farmers and" }, "h9_2": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5263, "Yes": 254 }, "description": "Other ways to get income - Buy/get agricultural products from farmers/pro" }, "h9_6": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5403, "Yes": 114 }, "description": "Other ways to get income - No other way" }, "h9_7": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5314, "Yes": 203 }, "description": "Other ways to get income - Rent land to farmers for farming purposes" }, "h9_8": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5089, "Yes": 428 }, "description": "Ways to get income - Other" }, "h9_9": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No, I don't": 4462, "Yes, I do": 1055 }, "description": "Get income in other ways" }, "h9_oth": { "dtype": "object", "non_null_count": 390, "null_count": 5127, "null_pct": 92.93, "type": "categorical", "unique_count": 277, "top_10_values": { "none": 53, "NONE": 15, "family": 5, "Grow something and sell it": 4, "Business": 4, "as a laborer": 4, "Brick laying": 3, "relatives": 3, "No": 3, "tailor": 3 }, "description": "Other ways to get income - Other (specify)" }, "h10_1": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5435, "Yes": 82 }, "description": "Receive income from Government benefits (pension, disability, welfare," }, "h10_10": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4317, "Yes": 1200 }, "description": "Receive income from Remittances/monetary or other help from family or friends" }, "h10_13": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5406, "Yes": 111 }, "description": "Receive income from Other donor/NGO benefits" }, "h10_14": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4918, "Yes": 599 }, "description": "Receive income from occasional paid assignments, labor for hire" }, "h10_15": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3452, "Yes": 2065 }, "description": "Receive income from occasionally sell my belongings" }, "h10_17": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3516, "Yes": 2001 }, "description": "Receive income from Other" }, "h10_oth": { "dtype": "category", "non_null_count": 1703, "null_count": 3814, "null_pct": 69.13, "type": "categorical", "unique_count": 167, "top_10_values": { "none": 978, "NONE": 256, "non": 86, "no": 74, "None .": 29, "NO": 28, "no other way": 16, "none of the above": 11, "non of the above": 8, "Grow something and sell it.": 7 }, "description": "Receive income from Other (specify)" }, "h11_1": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 53, "Yes": 29 }, "description": "Receive payment from Direct deposit to a bank account" }, "h11_2": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 46, "Yes": 36 }, "description": "Receive payment from Personal pick-up in cash" }, "h11_3": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 80, "Yes": 2 }, "description": "Receive payment from Personal pick-up in cheque" }, "h11_4": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 81, "Yes": 1 }, "description": "Receive payment from Courier delivery" }, "h11_6": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 79, "Yes": 3 }, "description": "Receive payment from Deposit to an agent\u2019s m-money account" }, "h11_7": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 1, "value_counts": { "No": 82 }, "description": "Receive payment from Deposit to another person\u2019s m-money account" }, "h11_8": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 79, "Yes": 3 }, "description": "Receive payment from Digital card (pre-paid card, credit card)" }, "h11_9": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 78, "Yes": 4 }, "description": "Receive payment from Western Union/ Money Gram" }, "h11_10": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 79, "Yes": 3 }, "description": "Receive payment from Other" }, "h11_11": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "No": 76, "Yes": 6 }, "description": "Receive payment _Don\u2019t know" }, "h11_98": { "dtype": "category", "non_null_count": 82, "null_count": 5435, "null_pct": 98.51, "type": "categorical", "unique_count": 2, "value_counts": { "Yes, I do": 80, "No, I don't": 2 }, "description": "Receive payment from government - Don\u00e2\u20ac\u2122t know method" }, "h11_oth": { "dtype": "category", "non_null_count": 6, "null_count": 5511, "null_pct": 99.89, "type": "categorical", "unique_count": 6, "value_counts": { "FROM THE SUB COUNY": 1, "SAGE CARD": 1, "Youth support fun": 1, "From Parish head quarters": 1, "from the parish": 1, "Get the money from the Subcounty": 1 }, "description": "Receive payment from Other (specify)" }, "h14_1": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "At least once a week": 2854, "At least once a month": 939, "Never": 930, "A few times a year": 462, "Once a year": 149, "According to the harvest": 97, "Don\u2019t know": 86 }, "description": "How often make expenses for Grocery purchases" }, "h14_2": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "At least once a month": 1790, "A few times a year": 1401, "At least once a week": 1265, "Never": 581, "Once a year": 195, "According to the harvest": 179, "Don\u2019t know": 106 }, "description": "How often make expenses for Transportation" }, "h14_3": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "A few times a year": 2349, "At least once a month": 1694, "Never": 585, "At least once a week": 404, "Once a year": 266, "Don\u2019t know": 174, "According to the harvest": 45 }, "description": "How often make expenses for Medicine, medical payments, hospital charge" }, "h14_4": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "A few times a year": 2409, "Never": 1889, "At least once a month": 899, "Once a year": 117, "Don\u2019t know": 114, "According to the harvest": 59, "At least once a week": 30 }, "description": "How often make expenses for Educational expenses, school fees" }, "h14_5": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "Never": 2593, "At least once a week": 1213, "At least once a month": 834, "A few times a year": 524, "Don\u2019t know": 162, "Once a year": 150, "According to the harvest": 41 }, "description": "How often make expenses for Bills: utility bills, mobile phone and airt" }, "h14_6": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "Never": 2971, "A few times a year": 1034, "Don\u2019t know": 708, "At least once a month": 445, "Once a year": 258, "At least once a week": 53, "According to the harvest": 48 }, "description": "How often make expenses for Emergency expenses (specify)" }, "h14_7": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "Never": 2065, "A few times a year": 1514, "According to the harvest": 580, "At least once a month": 515, "Once a year": 451, "Don\u2019t know": 282, "At least once a week": 110 }, "description": "How often make expenses for Investment in business, farm or future, e.g" }, "h14_8": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "Never": 4130, "Once a year": 466, "A few times a year": 370, "Don\u2019t know": 258, "According to the harvest": 188, "At least once a month": 93, "At least once a week": 12 }, "description": "How often make expenses for Make a large purchase, such as TV, car or b" }, "h14_9": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "Never": 3189, "Once a year": 937, "A few times a year": 705, "Don\u2019t know": 287, "According to the harvest": 214, "At least once a month": 143, "At least once a week": 42 }, "description": "How often make expenses for Home repairs" }, "h14_10": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 7, "value_counts": { "Never": 2836, "Don\u2019t know": 2651, "Once a year": 13, "A few times a year": 8, "At least once a month": 4, "According to the harvest": 3, "At least once a week": 2 }, "description": "How often make expenses for Other (specify)" }, "h14_oth1": { "dtype": "object", "non_null_count": 1835, "null_count": 3682, "null_pct": 66.74, "type": "categorical", "unique_count": 517, "top_10_values": { "sickness": 226, "Sickness": 209, "SICKNESS": 71, "sicknesses": 62, "none": 54, "NONE": 47, "MEDICAL": 46, "death": 43, "Death": 43, "medical": 35 }, "description": "How often make expenses for Emergency - (others specified)" }, "h14_oth2": { "dtype": "category", "non_null_count": 30, "null_count": 5487, "null_pct": 99.46, "type": "categorical", "unique_count": 25, "value_counts": { "NONE": 2, "Birth": 2, "non": 2, "Loss of cash": 2, "none": 2, "tailoring": 1, "construction of rental houses": 1, "Helping relatives": 1, "MEDICATION FOR ANIMALS": 1, "animal diseases": 1, "bad weather": 1, "loss of my work.i hsv to investment a lot to get other workers": 1, "pests": 1, "child birth": 1, "0": 1, "paying back a loan from merry go rounds": 1, "Animal diseases": 1, "child passed away": 1, "buying tobacco": 1, "medical": 1, "visitors": 1, "funerals": 1, "medication": 1, "NON": 1, "burial": 1 }, "description": "Frequency of expenses - Other expenses (specified)" }, "f62": { "dtype": "category", "non_null_count": 5046, "null_count": 471, "null_pct": 8.54, "type": "categorical", "unique_count": 6, "value_counts": { "Cannot read at all": 1878, "Able to read whole sentences": 1640, "Able to read only parts of sentences": 1414, "No card with required language": 60, "Refused": 35, "Blind / visually impaired.": 19 }, "description": "Literacy" }, "f63_1": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3392, "No": 2125 }, "description": "Have an official identification - Government-issued ID/National ID" }, "f63_2": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5462, "Yes": 55 }, "description": "Have an official identification - East African Passport" }, "f63_3": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5438, "Yes": 79 }, "description": "Have an official identification - International Passport" }, "f63_4": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5366, "Yes": 151 }, "description": "Have an official identification - Driver\u2019s license" }, "f63_5": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4968, "Yes": 549 }, "description": "Have an official identification - School-issued ID" }, "f63_6": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 3031, "No": 2486 }, "description": "Have an official identification - Voters card" }, "f63_7": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5416, "Yes": 101 }, "description": "Have an official identification - Ration card" }, "f63_8": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5284, "Yes": 233 }, "description": "Have an official identification - Employee ID (For Government / Civil S" }, "f63_9": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5477, "Yes": 40 }, "description": "Have an official identification - Military ID" }, "f63_10": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3961, "Yes": 1556 }, "description": "Have an official identification - Birth Certificate" }, "f63_11": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 4036, "Yes": 1481 }, "description": "Have an official identification - Village/LC ID" }, "f63_12": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "No": 5333, "Yes": 184 }, "description": "Have an official identification - Other identification" }, "f63_oth": { "dtype": "category", "non_null_count": 184, "null_count": 5333, "null_pct": 96.66, "type": "categorical", "unique_count": 70, "top_10_values": { "NRM CARD": 40, "Yellow Card": 20, "NRM card": 9, "NRM Card": 9, "Yellow card": 7, "Baptism card": 6, "NRM": 5, "party card": 4, "NRMCARD": 4, "movement id": 4 }, "description": "Have an official identification - Other identification (specified)" }, "d2": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 10, "value_counts": { "Head": 3281, "Son or daughter": 996, "Spouse": 909, "Grandchild": 86, "Father/Mother": 77, "Other relative": 65, "Brother/sister": 55, "Step son / Step daughter": 28, "Parent-in-law": 14, "Not related": 6 }, "description": "D2 .Relationship with household head" }, "d3": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Male": 3285, "Female": 2232 }, "description": "Gender" }, "d4": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 5, "value_counts": { "Married": 3084, "Single/Never married": 1374, "Living together/cohabiting": 428, "Widowed": 389, "Divorced/separated": 242 }, "description": "D4 .Marital status" }, "d5": { "dtype": "int64", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 15.0, "max": 95.0, "mean": 35.6607, "std": 16.0243, "median": 32.0, "unique_count": 77, "description": "D5 .Age (in years)" }, "d6": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 4074, "No": 1443 }, "description": "D6 .Ever attended school" }, "d7": { "dtype": "category", "non_null_count": 5047, "null_count": 470, "null_pct": 8.52, "type": "categorical", "unique_count": 4, "value_counts": { "Not attending": 4909, "Full-time": 105, "Only part of the time": 21, "Don\u2019t know": 12 }, "description": "D7 .Currently attending school" }, "d8": { "dtype": "category", "non_null_count": 5045, "null_count": 472, "null_pct": 8.56, "type": "categorical", "unique_count": 11, "value_counts": { "Some primary schooling": 1949, "Secondary school / high school completed": 1135, "Intermediate school, Some secondary school / high school": 766, "Primary school completed": 634, "Post-secondary qualifications, other than university e.g. a": 257, "University completed": 137, "Post-graduate": 53, "Some university": 46, "Don\u2019t know [Do not read]": 35, "No formal schooling": 18, "Informal schooling only (including Koranic schooling)": 15 }, "description": "D8 .Highest grade attended" }, "d9": { "dtype": "category", "non_null_count": 5047, "null_count": 470, "null_pct": 8.52, "type": "categorical", "unique_count": 2, "value_counts": { "No": 3995, "Yes": 1052 }, "description": "D9 .Completed highest grade attended" }, "d10": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 5505, "No": 12 }, "description": "D10 .Ccontribute to the household income" }, "d11": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 5145, "No": 372 }, "description": "D11 .Participate in the household\u2019s agricultural activities" }, "d12": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 2, "value_counts": { "Yes": 5512, "No": 5 }, "description": "D12.Eligible for individual household member questionnaire" }, "stratum": { "dtype": "category", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "categorical", "unique_count": 8, "value_counts": { "Eastern-Rural": 1331, "Western-Rural": 1323, "Northern-Rural": 980, "Central-Rural": 869, "Central-Urban": 356, "Eastern-Urban": 274, "Western-Urban": 240, "Northern-Urban": 144 }, "description": "Design Stratum" }, "indmul_weight": { "dtype": "float64", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.159857511614899, "max": 3.09579839118621, "mean": 1.0, "std": 0.4353, "median": 0.986915185718373, "unique_count": 212, "description": "Individual Weight" }, "urb_rur": { "dtype": "int64", "non_null_count": 5517, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8162, "std": 0.3874, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Urban-Rural residence" } } } } }