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4_Contributes to the HH income" }, "d10_5": { "dtype": "float64", "non_null_count": 514, "null_count": 2505, "null_pct": 82.97, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8541, "std": 0.3534, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 5_Contributes to the HH income" }, "d10_6": { "dtype": "float64", "non_null_count": 322, "null_count": 2697, "null_pct": 89.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8789, "std": 0.3268, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 6_Contributes to the HH income" }, "d10_7": { "dtype": "float64", "non_null_count": 206, "null_count": 2813, "null_pct": 93.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9417, "std": 0.2348, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 7_Contributes to the HH income" }, "d10_8": { "dtype": "float64", "non_null_count": 137, "null_count": 2882, "null_pct": 95.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9051, "std": 0.2941, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 8_Contributes to the HH income" }, "d10_9": { "dtype": "float64", "non_null_count": 97, "null_count": 2922, "null_pct": 96.79, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9381, "std": 0.2421, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 9_Contributes to the HH income" }, "d10_10": { "dtype": "float64", "non_null_count": 76, "null_count": 2943, "null_pct": 97.48, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8947, "std": 0.3089, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 10_Contributes to the HH income" }, "d10_11": { "dtype": "float64", "non_null_count": 45, "null_count": 2974, "null_pct": 98.51, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9778, "std": 0.1491, "median": 2.0, "unique_count": 2, 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1.5, "std": 0.7071, "median": 1.5, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 18_Contributes to the HH income" }, "d10_19": { "dtype": "float64", "non_null_count": 3, "null_count": 3016, "null_pct": 99.9, "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": "HH Member 19_Contributes to the HH income" }, "d10_20": { "dtype": "float64", "non_null_count": 3, "null_count": 3016, "null_pct": 99.9, "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": "HH Member 20_Contributes to the HH income" }, "d11_1": { "dtype": "int64", "non_null_count": 3019, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0603, "std": 0.2381, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "HH Member 1_Participates in the HH's agricultural activities" }, "d11_2": { "dtype": "float64", "non_null_count": 2687, "null_count": 332, "null_pct": 11.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2836, "std": 0.4508, "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": 1471, "null_count": 1548, "null_pct": 51.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5051, "std": 0.5001, "median": 2.0, "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": 866, "null_count": 2153, "null_pct": 71.32, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6247, "std": 0.4845, "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": 514, "null_count": 2505, "null_pct": 82.97, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7043, "std": 0.4568, "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": 322, "null_count": 2697, "null_pct": 89.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.705, "std": 0.4568, "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": 206, "null_count": 2813, "null_pct": 93.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.767, "std": 0.4238, "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": 137, "null_count": 2882, "null_pct": 95.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7226, "std": 0.4493, "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": 97, "null_count": 2922, "null_pct": 96.79, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7216, "std": 0.4505, "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": 76, "null_count": 2943, "null_pct": 97.48, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7368, "std": 0.4433, "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": 45, "null_count": 2974, "null_pct": 98.51, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8444, "std": 0.3665, "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": 40, "null_count": 2979, "null_pct": 98.68, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.775, "std": 0.4229, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 12_Participates in the HH's agricultural activities" }, "d11_13": { "dtype": "float64", "non_null_count": 23, "null_count": 2996, "null_pct": 99.24, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8261, "std": 0.3876, "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": 17, "null_count": 3002, "null_pct": 99.44, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5294, "std": 0.5145, "median": 2.0, "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": 16, "null_count": 3003, "null_pct": 99.47, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6875, "std": 0.4787, "median": 2.0, "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": 7, "null_count": 3012, "null_pct": 99.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7143, "std": 0.488, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 16_Participates in the HH's agricultural activities" }, "d11_17": { "dtype": "float64", "non_null_count": 9, "null_count": 3010, "null_pct": 99.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7778, "std": 0.441, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 17_Participates in the HH's agricultural activities" }, "d11_18": { "dtype": "float64", "non_null_count": 2, "null_count": 3017, "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 18_Participates in the HH's agricultural activities" }, "d11_19": { "dtype": "float64", "non_null_count": 3, "null_count": 3016, "null_pct": 99.9, "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 19_Participates in the HH's agricultural activities" }, "d11_20": { "dtype": "float64", "non_null_count": 3, "null_count": 3016, "null_pct": 99.9, "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": "HH Member 20_Participates in the HH's agricultural activities" }, "d12_1": { "dtype": "int64", "non_null_count": 3019, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.007, "std": 0.0831, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "HH Member 1_Eligible for the Individual HH member questionnaire" }, "d12_2": { "dtype": "float64", "non_null_count": 2687, "null_count": 332, "null_pct": 11.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2214, "std": 0.4153, "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": 1471, "null_count": 1548, "null_pct": 51.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4765, "std": 0.4996, "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": 866, "null_count": 2153, "null_pct": 71.32, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5958, "std": 0.491, "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": 514, "null_count": 2505, "null_pct": 82.97, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6751, "std": 0.4688, "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": 322, "null_count": 2697, "null_pct": 89.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6894, "std": 0.4634, "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": 206, "null_count": 2813, "null_pct": 93.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7573, "std": 0.4298, "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": 137, "null_count": 2882, "null_pct": 95.46, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.708, "std": 0.4563, "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": 97, "null_count": 2922, "null_pct": 96.79, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7113, "std": 0.4555, "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": 76, "null_count": 2943, "null_pct": 97.48, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7368, "std": 0.4433, "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": 45, "null_count": 2974, "null_pct": 98.51, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8444, "std": 0.3665, "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": 40, "null_count": 2979, "null_pct": 98.68, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.75, "std": 0.4385, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "HH Member 12_Eligible for the Individual HH member questionnaire" }, "d12_13": { "dtype": "float64", "non_null_count": 23, "null_count": 2996, "null_pct": 99.24, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7826, "std": 0.4217, "median": 2.0, "unique_count": 2, 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18.4526, "std": 32.9673, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 15.6369, "std": 30.4309, "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 - (Other)" }, "a44_17": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 74.5347, "std": 40.4058, "median": 98.0, "unique_count": 5, "unique_values": [ 1.0, 3.0, 4.0, 5.0, 98.0 ] }, "a44_oth": { "dtype": "category", "non_null_count": 4, "null_count": 2945, "null_pct": 99.86, "type": "categorical", "unique_count": 4, "value_counts": { "young people association of the village": 1, "i made a study at CNRA": 1, "the messager anounce it in the village": 1, "alternative producers": 1 }, "description": "Please record other sources of information for agricultural activities" }, "a47_1": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.7466, "std": 7.3806, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6554, "std": 6.6588, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6485, "std": 6.6584, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3831, "std": 10.55, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.7663, "std": 21.6174, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Fuel" }, "a47_6": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.5173, "std": 13.8881, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Hiring staff / workers" }, "a47_7": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.2563, "std": 16.3452, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Security" }, "a47_8": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.7794, "std": 15.3493, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.6783, "std": 14.2264, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.49, "std": 21.1285, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Irrigation" }, "a47_11": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.5493, "std": 14.4741, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Transportation" }, "a47_12": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.1341, "std": 22.6708, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Agriculture machinery (e.g. tractor," }, "a47_13": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 94.4686, "std": 18.0931, "median": 98.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Importanceto keep money aside for Other (specify)" }, "a47_oth": { "dtype": "category", "non_null_count": 101, "null_count": 2848, "null_pct": 96.58, "type": "categorical", "unique_count": 43, "value_counts": { "none": 42, "do not know": 6, "there are no others": 4, "no farming needs": 3, "everything is clear": 3, "there is no other": 2, "need finacial assistance": 2, "plants care products": 2, "need needed products": 2, "no": 2, "develop farming": 1, "nothing to say": 1, "no financial means": 1, "nothing to mention": 1, "farming activities need financial assistance": 1, "i want farming being organised": 1, "there are no more needs": 1, "keep away from bush fires": 1, "the crop": 1, "we need assistance from the government": 1, "we would like to improve the price of hevea": 1, "non": 1, "secure": 1, "there is no": 1, "there is nothing else": 1, "nothing to save": 1, "people do not buy cocoa at the price indicated by the government": 1, "not necessary": 1, "we need mechanic to plough with cows": 1, "keeping animals": 1, "no farming need": 1, "to know when to grow": 1, "farming machineries": 1, "no others": 1, "running water and telephone lines": 1, "need mechanic to produce more": 1, "handworkers": 1, "advantages that can help the farmer develop his activity": 1, "higher price of hevea": 1, "more agricultural needs": 1, "taking care of kept animals": 1, "machine to pound cassava": 1, "need money to buy needed products": 1 }, "description": "Please record other agricultural need mentioned" }, "a48_1": { "dtype": "float64", "non_null_count": 2591, "null_count": 358, "null_pct": 12.14, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7183, "std": 9.7898, "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": 2609, "null_count": 340, "null_pct": 11.53, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6907, "std": 9.7589, "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": 2619, "null_count": 330, "null_pct": 11.19, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.874, "std": 10.7582, "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": 2595, "null_count": 354, "null_pct": 12.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.3249, "std": 12.2996, "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": 2022, "null_count": 927, "null_pct": 31.43, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.8932, "std": 14.0448, "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": 2277, "null_count": 672, "null_pct": 22.79, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.7593, "std": 13.8394, "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": 2346, "null_count": 603, "null_pct": 20.45, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.5298, "std": 15.9108, "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": 2503, "null_count": 446, "null_pct": 15.12, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.9493, "std": 17.2412, "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": 2236, "null_count": 713, "null_pct": 24.18, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.3547, "std": 15.4246, "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": 2069, "null_count": 880, "null_pct": 29.84, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.0034, "std": 14.1815, "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": 2523, "null_count": 426, "null_pct": 14.45, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.939, "std": 14.5652, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Transportation" }, "a48_12": { "dtype": "float64", "non_null_count": 2184, "null_count": 765, "null_pct": 25.94, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.9908, "std": 21.5617, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Agriculture machinery (e.g. tractor, thr" }, "a48_13": { "dtype": "float64", "non_null_count": 68, "null_count": 2881, "null_pct": 97.69, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 25.7794, "std": 42.0085, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Currently keep money aside for Other" }, "a48_oth": { "dtype": "category", "non_null_count": 15, "null_count": 2934, "null_pct": 99.49, "type": "categorical", "unique_count": 13, "value_counts": { "plants care products": 2, "need finacial assistance": 2, "there are no more needs": 1, "i want farming being organised": 1, "no": 1, "secure": 1, "people do not buy cocoa at the price indicated by the government": 1, "to know when to grow": 1, "non": 1, "need mechanic to produce more": 1, "taking care of kept animals": 1, "more agricultural needs": 1, "need needed products": 1 }, "description": "Currently keep money aside for Others (specified)" }, "a49_1": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8575, "std": 12.9505, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.4704, "std": 11.4616, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6659, "std": 12.2991, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.0901, "std": 16.7739, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.1432, "std": 24.8275, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.9502, "std": 18.726, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.3984, "std": 21.8495, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.0963, "std": 16.773, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.3497, "std": 21.6268, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.3093, "std": 23.3565, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.5707, "std": 20.2567, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Transportation" }, "a49_12": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.4002, "std": 28.369, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Agriculture machinery (e.g. tractor, thres" }, "a49_13": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 70.2846, "std": 43.5197, "median": 98.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Want to keep money aside for Other (specify)" }, "a49_oth": { "dtype": "category", "non_null_count": 21, "null_count": 2928, "null_pct": 99.29, "type": "categorical", "unique_count": 17, "value_counts": { "none": 3, "do not know": 3, "he doesn't know": 1, "future plans": 1, "for urgent cases": 1, "there is no": 1, "no": 1, "everything is clear": 1, "there is no other": 1, "there are no others": 1, "i would like to save money for farming advantages": 1, "taking care of kept animals": 1, "no farming needs": 1, "need of agricultural inputs": 1, "need needed products": 1, "need money to buy needed products": 1, "plants care products": 1 }, "description": "Want to keep money aside for Other agricultural needs (specified)" }, "a52": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5623, "std": 0.4962, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Currently store any crops after harvest" }, "a53_1": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5772, "std": 0.4942, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Maize" }, "a53_2": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6553, "std": 0.4755, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Paddy" }, "a53_3": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8771, "std": 0.3285, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sorghum" }, "a53_4": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9643, "std": 0.1857, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Bulrush millet" }, "a53_5": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8314, "std": 0.3746, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Finger millet" }, "a53_6": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9352, "std": 0.2462, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cassava" }, "a53_7": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8929, "std": 0.3094, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sweet potatoes" }, "a53_8": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9693, "std": 0.1727, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Irish potatoes" }, "a53_9": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8073, "std": 0.3946, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Beans" }, "a53_10": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9734, "std": 0.1609, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cowpeas" }, "a53_11": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9934, "std": 0.0813, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Pigeon peas" }, "a53_12": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9934, "std": 0.0813, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Sunflower" }, "a53_13": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9211, "std": 0.2697, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Simsim" }, "a53_14": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.887, "std": 0.3167, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Groundnuts" }, "a53_15": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.985, "std": 0.1214, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Tomatoes" }, "a53_16": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9626, "std": 0.1898, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cabbage" }, "a53_17": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9909, "std": 0.0952, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Onions" }, "a53_18": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9958, "std": 0.0643, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Amaranth" }, "a53_19": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "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 Cashew nut" }, "a53_20": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9992, "std": 0.0288, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Banana" }, "a53_21": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9992, "std": 0.0288, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Cotton" }, "a53_22": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9967, "std": 0.0576, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Tobacco" }, "a53_23": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9992, "std": 0.0288, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Pyrethrum" }, "a53_24": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "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 Coffee" }, "a53_25": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "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 Coconut" }, "a53_26": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "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 Orange" }, "a53_27": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "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 Sugar cane" }, "a53_28": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9967, "std": 0.0576, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Palm oil" }, "a53_29": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9975, "std": 0.0499, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Other 1" }, "a53_30": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9983, "std": 0.0407, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Other 2" }, "a53_31": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9867, "std": 0.1146, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store Other 3" }, "a53_32": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.858, "std": 0.3492, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Normally store None" }, "a53_33": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9917, "std": 0.0908, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A53_33.Normally store - Orange" }, "a53_34": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9992, "std": 0.0288, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A53_34.Normally store - Pepper" }, "a53_35": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "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": "A53_35.Normally store - Watermelon" }, "a53_oth1": { "dtype": "category", "non_null_count": 171, "null_count": 2778, "null_pct": 94.2, "type": "categorical", "unique_count": 11, "value_counts": { "Others (unspecified)": 154, "soya": 3, "beans": 3, "african potatoes": 3, "sorghum": 2, "rice": 1, "eggplants": 1, "cashew nuts": 1, "small nuts (eggplant) used to cook soup": 1, "avogado": 1, "tobacco": 1 }, "description": "Normally store Other 1" }, "a53_oth2": { "dtype": "category", "non_null_count": 10, "null_count": 2939, "null_pct": 99.66, "type": "categorical", "unique_count": 6, "value_counts": { "african potatoes": 4, "cashew nuts": 2, "pistachio": 1, "sorghum": 1, "annatto": 1, "beans": 1 }, "description": "Normally store Other 2" }, "a53_oth3": { "dtype": "category", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "type": "categorical", "unique_count": 1, "value_counts": { "cashew nuts": 1 }, "description": "Normally store Other 3" }, "a55": { "dtype": "object", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "categorical", "unique_count": 209, "top_10_values": { "at home": 320, "granary": 151, "on farm": 98, "home": 45, "in granary": 35, "in the kitchen": 32, "warehouse": 25, "in the granary": 24, "in a warehouse": 24, "in the village": 20 }, "description": "Where crops stored" }, "a56_1": { "dtype": "float64", "non_null_count": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6512, "std": 0.4768, "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": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7816, "std": 0.4134, "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": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.804, "std": 0.3971, "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": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9527, "std": 0.2125, "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": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.848, "std": 0.3592, "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": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3214, "std": 0.4672, "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": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8762, "std": 0.3294, "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": 1204, "null_count": 1745, "null_pct": 59.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9934, "std": 0.0813, "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": 149, "null_count": 2800, "null_pct": 94.95, "type": "categorical", "unique_count": 108, "top_10_values": { "to grow it later": 11, "for seeds": 11, "i store to grow it later": 7, "i store to sell step by step": 3, "to sell step by step": 2, "to have a good quality of crops": 2, "to eat it later": 2, "i store in order to grow it later": 2, "to have good quality of crops": 2, "to have a good quality of yam": 2 }, "description": "Reason to store crops (Other (specify))" }, "a57_1": { "dtype": "float64", "non_null_count": 1547, "null_count": 1402, "null_pct": 47.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8688, "std": 0.3378, "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": 1547, "null_count": 1402, "null_pct": 47.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9541, "std": 0.2093, "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": 1547, "null_count": 1402, "null_pct": 47.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5656, "std": 0.4958, "median": 2.0, "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": 1547, "null_count": 1402, "null_pct": 47.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9489, "std": 0.2202, "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": 1547, "null_count": 1402, "null_pct": 47.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5973, "std": 0.4906, "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": 1547, "null_count": 1402, "null_pct": 47.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9069, "std": 0.2906, "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": 1547, "null_count": 1402, "null_pct": 47.54, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9257, "std": 0.2624, "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": 144, "null_count": 2805, "null_pct": 95.12, "type": "categorical", "unique_count": 132, "top_10_values": { "i do not produce enough": 3, "i did not harvest yet": 3, "i do not grow": 2, "crops are not enough": 2, "no financial means": 2, "i grow nothing so i store nothing": 2, "i do not have crops": 2, "i cannot store cassava": 2, "need not to be stored": 2, "we eat it right away": 2 }, "description": "Reason for not currently storing crops - (Other (specify))" }, "a58": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7968, "std": 0.4025, "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": 559, "null_count": 2390, "null_pct": 81.04, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2648, "std": 0.4416, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.0047, "std": 17.1746, "median": 1.0, "unique_count": 14, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0, 14.0, 98.0 ], "description": "Most significant risk to your agricultural activities" }, "a60_oth": { "dtype": "category", "non_null_count": 39, "null_count": 2910, "null_pct": 98.68, "type": "categorical", "unique_count": 26, "value_counts": { "bush fires": 8, "bush fire": 3, "none": 2, "rodent-like": 2, "destruction of crops by cattle": 2, "lack of water": 2, "lack of financial means to buy plant care products": 1, "soil are poor": 1, "war": 1, "cattle are stolen": 1, "the farm is not well taken care of as i'm olone to go to farm and do the house hold chlores": 1, "good soil": 1, "hard soil or ground": 1, "grasshopers": 1, "poor soil": 1, "destructions by cattles and bush fires": 1, "unexpected rains": 1, "very hostile land": 1, "birds destroy crops": 1, "the husband of the respondant cattles was stolen(1000 heads)": 1, "barren soil": 1, "the respondant is dressmaker": 1, "men in uniform": 1, "my chickens are stolen": 1, "roberry": 1, "flood": 1 }, "description": "Most significant risk to your agricultural activities (Other (specify))" }, "a61_1": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3184, "std": 0.466, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6376, "std": 0.4808, "median": 2.0, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8706, "std": 0.3357, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9546, "std": 0.2083, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9716, "std": 0.166, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9891, "std": 0.1039, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9822, "std": 0.1323, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.984, "std": 0.1255, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8735, "std": 0.3325, "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": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9131, "std": 0.2817, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Death in the family" }, "a61_11": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9666, "std": 0.1798, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Political unrest or" }, "a61_12": { "dtype": "float64", "non_null_count": 2751, "null_count": 198, "null_pct": 6.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8906, "std": 0.3122, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Agricultural activities been seriously affected by Don\u2019t know" }, "a62_1": { "dtype": "float64", "non_null_count": 1875, "null_count": 1074, "null_pct": 36.42, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.1627, "std": 7.8072, "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 Weather - related event (drought, floods, late rai" }, "a62_2": { "dtype": "float64", "non_null_count": 997, "null_count": 1952, "null_pct": 66.19, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.8245, "std": 10.0403, "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 Pests / diseases" }, "a62_3": { "dtype": "float64", "non_null_count": 356, "null_count": 2593, "null_pct": 87.93, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.7472, "std": 10.1849, "median": 6.0, "unique_count": 8, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 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": 125, "null_count": 2824, "null_pct": 95.76, "type": "numeric", "min": 1.0, "max": 9.0, "mean": 6.448, "std": 2.9084, "median": 8.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 6.0, 8.0, 9.0 ], "description": "Way mainly coped with Unexpected price fluctuation in the market" }, "a62_5": { "dtype": "float64", "non_null_count": 78, "null_count": 2871, "null_pct": 97.36, "type": "numeric", "min": 1.0, "max": 9.0, "mean": 5.7179, "std": 3.1038, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 6.0, 8.0, 9.0 ], "description": "Way mainly coped with Unexpected price fluctuation of inputs (such as se" }, "a62_6": { "dtype": "float64", "non_null_count": 30, "null_count": 2919, "null_pct": 98.98, "type": "numeric", "min": 1.0, "max": 9.0, "mean": 3.6, "std": 2.872, "median": 2.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 6.0, 8.0, 9.0 ], "description": "Way mainly coped with Contracts not being honored" }, "a62_7": { "dtype": "float64", "non_null_count": 49, "null_count": 2900, "null_pct": 98.34, "type": "numeric", "min": 2.0, "max": 9.0, "mean": 5.4082, "std": 3.0817, "median": 6.0, "unique_count": 6, "unique_values": [ 2.0, 3.0, 5.0, 6.0, 8.0, 9.0 ], "description": "Way mainly coped with Market downturn / crops or livestock not able to b" }, "a62_8": { "dtype": "float64", "non_null_count": 44, "null_count": 2905, "null_pct": 98.51, "type": "numeric", "min": 1.0, "max": 9.0, "mean": 4.9545, "std": 3.1175, "median": 5.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 6.0, 8.0, 9.0 ], "description": "Way mainly coped with Breakdown of equipment" }, "a62_9": { "dtype": "float64", "non_null_count": 348, "null_count": 2601, "null_pct": 88.2, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.523, "std": 7.5249, "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')" }, "a62_10": { "dtype": "float64", "non_null_count": 239, "null_count": 2710, "null_pct": 91.9, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.6444, "std": 13.4803, "median": 6.0, "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 Death in the family" }, "a62_11": { "dtype": "float64", "non_null_count": 92, "null_count": 2857, "null_pct": 96.88, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.1304, "std": 16.6998, "median": 8.0, "unique_count": 8, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 6.0, 8.0, 9.0, 98.0 ], "description": "Way mainly coped with Political unrest or war" }, "h16_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9756, "std": 0.1544, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9508, "std": 0.2163, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.979, "std": 0.1435, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9356, "std": 0.2456, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9912, "std": 0.0935, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9871, "std": 0.1128, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9861, "std": 0.1171, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9905, "std": 0.097, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.979, "std": 0.1435, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4422, "std": 0.4967, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5653, "std": 0.4958, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "For financial or income - related advice I talk to - Friends and family" }, "h16_12": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.98, "std": 0.14, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9729, "std": 0.1625, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8593, "std": 0.3478, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.2516, "std": 4.0001, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6324, "std": 6.1825, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8474, "std": 7.5541, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9702, "std": 12.6238, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for school fees" }, "h17_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.017, "std": 14.9959, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for marriage ceremony/dowry" }, "h17_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.5453, "std": 22.8747, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money for health care" }, "h18": { "dtype": "float64", "non_null_count": 2947, "null_count": 2, "null_pct": 0.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0967, "std": 9.0443, "median": 2.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "What the household needs to save for the most" }, "h19_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.2848, "std": 16.8302, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.7728, "std": 15.9877, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0051, "std": 6.6675, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money at home" }, "h19_4": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.4415, "std": 23.307, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to save money on a mobile phone" }, "h19_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 12.8688, "std": 29.819, "median": 3.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ] }, "h20": { "dtype": "float64", "non_null_count": 2947, "null_count": 2, "null_pct": 0.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.4248, "std": 11.8382, "median": 1.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "What the household needs needs to save at the most" }, "h21_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.5019, "std": 6.4295, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.9525, "std": 8.1522, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a home/home improvement" }, "h21_3": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9827, "std": 12.4965, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a future educational opportu" }, "h21_4": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.7833, "std": 17.6601, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for household to invest money in a business (non - farm)" }, "h22": { "dtype": "float64", "non_null_count": 2946, "null_count": 3, "null_pct": 0.1, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8276, "std": 10.6316, "median": 1.0, "unique_count": 5, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 98.0 ], "description": "What the household needs to do the most" }, "h23_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.1445, "std": 4.3344, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3259, "std": 5.8578, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.3154, "std": 5.8593, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5822, "std": 7.6873, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.5351, "std": 8.2868, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.0231, "std": 8.7055, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.0461, "std": 10.1043, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with Friends and family" }, "h23_8": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.8935, "std": 10.4338, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with At home" }, "h23_9": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 57.1757, "std": 47.4711, "median": 98.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "In the past 12 months, saved money with On a mobile phone" }, "h23_oth": { "dtype": "category", "non_null_count": 7, "null_count": 2942, "null_pct": 99.76, "type": "categorical", "unique_count": 6, "value_counts": { "none": 2, "send to her son": 1, "tontine group": 1, "do not know": 1, "everything id clear": 1, "everything is clear": 1 }, "description": "In the past 12 months, saved money with Other groups (specified)" }, "h24": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.5578, "std": 28.1016, "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": "category", "non_null_count": 198, "null_count": 2751, "null_pct": 93.29, "type": "categorical", "unique_count": 104, "top_10_values": { "if i have much money": 31, "to get loan": 16, "to get enough money": 11, "if i have enough money": 10, "if i get much money": 7, "to get more money": 6, "when i will get much money": 6, "i do not have enough money": 4, "if i have money": 4, "to get much money": 2 }, "description": "Would make most likely to save money with a bank or formal financial insti" }, "h25_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.7481, "std": 23.8922, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9254, "std": 9.6426, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.5927, "std": 15.9015, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.9034, "std": 10.8772, "median": 2.0, "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": 2949, "null_count": 0, 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"description": "Storing my money somewhere is easier than saving in an account" }, "h26_7": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.12, "std": 14.0223, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.8762, "std": 16.1618, "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": 1826, "null_count": 1123, "null_pct": 38.08, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6605, "std": 7.6037, "median": 2.0, "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": "Main source of money for 100,000 shillings within the next month" }, "h28_oth": { "dtype": "category", "non_null_count": 47, "null_count": 2902, "null_pct": 98.41, "type": "categorical", "unique_count": 38, "value_counts": { "sell my crops": 6, "sell my properties": 4, "association": 2, "selling crops": 1, "my retirement savings": 1, "to mortage my farm": 1, "i will get that money after trading": 1, "sell cassava to face up a challenge": 1, "i'm going to harvest": 1, "credit": 1, "to do a handwork": 1, "i will have agreement in oder to pay back": 1, "to sell one's crops and ask for help": 1, "in my assisting association": 1, "we are in harvest period so i will get it": 1, "to go and see their association": 1, "sell cashew nuts": 1, "through tontine": 1, "to get loan from association": 1, "work as handworker in others plantations": 1, "to take from association": 1, "to borrow money from the buyer of my crops": 1, "sell some crops from my plantation": 1, "sell my crops urgently to solve a problem": 1, "sell my crops to face up challenges": 1, "through the selling of cattle": 1, "my husband": 1, "selling of cattle": 1, "take loan": 1, "the main buyer of cocoa": 1, "after selling my crops": 1, "husband": 1, "fishing": 1, "to borrow from a friend or a member of my family": 1, "to brorrow from my association": 1, "money from my trading": 1, "to borrow from association YAYASSO": 1, "to borrow from the buyer of my crops": 1 }, "description": "Main source of money for 100,000 shillings within the next month - Other" }, "h30_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.1055, "std": 13.3428, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 6, 98 ], "description": "I spend less money than I make each month" }, "h30_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.962, "std": 14.0178, "median": 3.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 6, 98 ], "description": "I have an emergency fund to cover for unplanned expenses" }, "h30_3": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.2994, "std": 12.8456, "median": 4.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 6, 98 ], "description": "Pay my bills on time" }, "h30_4": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.1414, "std": 22.4012, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 6, 98 ], "description": "Savings are larger than debts" }, "h31_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9664, "std": 0.1802, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have An insurance plan" }, "h31_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9932, "std": 0.0821, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9922, "std": 0.088, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9457, "std": 0.2266, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have A savings plan" }, "h31_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8508, "std": 0.3563, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have An investment" }, "h31_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8043, "std": 0.3968, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have any of the above" }, "h31_7": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3649, "std": 0.4815, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ] }, "h32_1": { "dtype": "float64", "non_null_count": 99, "null_count": 2850, "null_pct": 96.64, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3535, "std": 0.4805, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have Medical insurance" }, "h32_2": { "dtype": "float64", "non_null_count": 99, "null_count": 2850, "null_pct": 96.64, "type": "numeric", "min": 1.0, "max": 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not sure": 1, "nothing": 1, "i live with my parents": 1, "i do not trust inssurances": 1, "i do not have an inssurance": 1, "inssurances are liars": 1, "do not need": 1 }, "description": "Insurance household needs the most (Other specified)" }, "h34_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.6629, "std": 18.6057, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.2319, "std": 20.4958, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.118, "std": 23.5253, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.0478, "std": 21.6459, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.1858, "std": 21.9004, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.2167, "std": 27.362, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 12.687, "std": 30.549, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5592, "std": 0.4966, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Medical emergencies" }, "h35_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7016, "std": 0.4576, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9346, "std": 0.2474, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9868, "std": 0.1143, "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": 2949, "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 Loss of wage labor" }, "h35_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8979, "std": 0.3028, "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": 2949, "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": "In the past 12 months, experienced Housing repair or construction" }, "h35_8": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9827, "std": 0.1304, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7185, "std": 0.4498, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9898, "std": 0.1004, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Crop failure" }, "h35_11": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7355, "std": 0.4411, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced None" }, "h35_12": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9847, "std": 0.1226, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, experienced Don\u2019t know" }, "h37_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.6833, "std": 18.3732, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.6297, "std": 24.7535, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.4724, "std": 22.7453, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.4883, "std": 20.8177, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.0115, "std": 31.3485, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.1041, "std": 16.9479, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.4439, "std": 32.0357, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 25.2645, "std": 41.3092, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.8305, "std": 8.8944, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6687, "std": 7.3431, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.5758, "std": 31.8377, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.6504, "std": 26.304, "median": 2.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I am impulsive" }, "h38_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.0417, "std": 17.2412, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.6785, "std": 7.962, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.7962, "std": 20.9715, "median": 1.0, "unique_count": 3, "unique_values": [ 1, 2, 98 ], "description": "I have many aspirations" }, "h42": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.6443, "std": 11.8993, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "The role you play in household expenses" }, "h39_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 15.0, "mean": 0.3561, "std": 1.0711, "median": 0.0, "unique_count": 13, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 15 ], "description": "In the past 30 days (1 month), number of times did Deposit money" }, "h39_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 12.0, "mean": 0.3889, "std": 1.0696, "median": 0.0, "unique_count": 11, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 8, 9, 10, 12 ], "description": "In the past 30 days (1 month), number of times did Withdraw money" }, "h39_3": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 70.0, "mean": 3.883, "std": 5.4742, "median": 2.0, "unique_count": 30, "description": "In the past 30 days (1 month), number of times did Buy airtime top - ups" }, "h39_4": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 10.0, "mean": 0.3191, "std": 0.8389, "median": 0.0, "unique_count": 10, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 10 ], "description": "In the past 30 days (1 month), number of times did Pay a school fee" }, "h39_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 5.0, "mean": 0.234, "std": 0.4903, "median": 0.0, "unique_count": 6, "unique_values": [ 0, 1, 2, 3, 4, 5 ], "description": "In the past 30 days (1 month), number of times did Pay utility bills (el" }, "h39_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 10.0, "mean": 0.3259, "std": 0.8379, "median": 0.0, "unique_count": 10, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 9, 10 ], "description": "In the past 30 days (1 month), number of times did Send money to family" }, "h39_7": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 10.0, "mean": 0.2065, "std": 0.6919, "median": 0.0, "unique_count": 8, "unique_values": [ 0, 1, 2, 3, 4, 5, 7, 10 ], "description": "In the past 30 days (1 month), number of times did Receive money from fa" }, "h39_8": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 2.0, "mean": 0.001, "std": 0.0412, "median": 0.0, "unique_count": 3, "unique_values": [ 0, 1, 2 ], "description": "In the past 30 days (1 month), number of times did Take a loan" }, "h39_oth": { "dtype": "category", "non_null_count": 2, "null_count": 2947, "null_pct": 99.93, "type": "categorical", "unique_count": 2, "value_counts": { "sicknesses": 1, "recieve by customer": 1 }, "description": "In the past 30 days (1 month), Other activities (specified)" }, "h40_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 36.0, "mean": 0.8996, "std": 2.5678, "median": 0.0, "unique_count": 23, "description": "In the past 90 days (3 months) number of times did Deposit money" }, "h40_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 40.0, "mean": 0.9817, "std": 2.7283, "median": 0.0, "unique_count": 22, "description": "In the past 90 days (3 months) number of times did Withdraw money" }, "h40_3": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 100.0, "mean": 10.272, "std": 14.4734, "median": 6.0, "unique_count": 61, "description": "In the past 90 days (3 months) number of times did Buy airtime top - ups" }, "h40_4": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 15.0, "mean": 0.7253, "std": 1.6856, "median": 0.0, "unique_count": 14, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, 15 ], "description": "In the past 90 days (3 months) number of times did Pay a school fee" }, "h40_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 26.0, "mean": 0.6053, "std": 1.288, "median": 0.0, "unique_count": 13, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 26 ], "description": "In the past 90 days (3 months) number of times did Pay utility bills (el" }, "h40_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.7833, "std": 2.0355, "median": 0.0, "unique_count": 18, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 15, 18, 20, 23, 25, 30 ], "description": "In the past 90 days (3 months) number of times did Send money to family" }, "h40_7": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 30.0, "mean": 0.5409, "std": 1.8055, "median": 0.0, "unique_count": 20, "unique_values": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 19, 20, 22, 30 ], "description": "In the past 90 days (3 months) number of times did Receive money from fa" }, "h40_8": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.0, "max": 10.0, "mean": 0.0102, "std": 0.2576, "median": 0.0, "unique_count": 6, "unique_values": [ 0, 1, 2, 3, 8, 10 ], "description": "In the past 90 days (3 months) number of times did Take a loan" }, "h40_oth": { "dtype": "category", "non_null_count": 7, "null_count": 2942, "null_pct": 99.76, "type": "categorical", "unique_count": 6, "value_counts": { "do not know": 2, "sicknesses": 1, "cleaning": 1, "to get money for one inhabitant of the village": 1, "recieve from customer": 1, "everything is clear": 1 }, "description": "In the past 90 days (3 months) number of times did other activities -" }, "h41_1": { "dtype": "float64", "non_null_count": 640, "null_count": 2309, "null_pct": 78.3, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 5.4188, "std": 2.4366, "median": 7.0, "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": "Most frequently used delivery method: Deposit money" }, "h41_1_oth": { "dtype": "category", "non_null_count": 5, "null_count": 2944, "null_pct": 99.83, "type": "categorical", "unique_count": 4, "value_counts": { "my own account": 2, "tontine": 1, "saving banks": 1, "given by someone else": 1 }, "description": "Most frequently used delivery method: Deposit money [Other (specify)]" }, "h41_2": { "dtype": "float64", "non_null_count": 739, "null_count": 2210, "null_pct": 74.94, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 5.8227, "std": 2.3368, "median": 7.0, "unique_count": 12, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 13.0, 14.0 ], "description": "Most frequently used delivery method: Withdraw money" }, "h41_2_oth": { "dtype": "category", "non_null_count": 5, "null_count": 2944, "null_pct": 99.83, "type": "categorical", "unique_count": 5, "value_counts": { "none": 1, "tontine": 1, "i do not have a TV set": 1, "i do not have an account": 1, "she does no one": 1 }, "description": "Most frequently used delivery method: Withdraw money [Other (specify)]" }, "h41_3": { "dtype": "float64", "non_null_count": 2064, "null_count": 885, "null_pct": 30.01, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 4.0741, "std": 3.0179, "median": 3.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0, 14.0 ], "description": "Most frequently used delivery method: Buy airtime top - ups" }, "h41_3_oth": { "dtype": "category", "non_null_count": 105, "null_count": 2844, "null_pct": 96.44, "type": "categorical", "unique_count": 34, "value_counts": { "calling box": 32, "buy air time": 20, "buy air time with calling box managers": 12, "buy air time in calling box": 7, "manager of calling box": 3, "i buy air time": 2, "do not have mobile money account": 2, "i do not do it because i do not know it": 1, "managers of calling box": 1, "go in a calling box": 1, "she doesn't have mobile money account": 1, "nothing": 1, "do not have account": 1, "pay cash": 1, "cash": 1, "calling box buying air time": 1, "none": 1, "i go to the calling box": 1, "i do not have a cell phone so i do not have to buy prpaid card": 1, "i do not have mobile money account": 1, "buy air time in a calling box": 1, "buy air time with a calling box manager": 1, "she does no one": 1, "prepaid card": 1, "in a calling box": 1, "calling box of the village": 1, "manager of a calling box": 1, "myself": 1, "buy air time in callling box": 1, "his own account": 1, "at the calling box": 1, "do not have a mobile money account": 1, "buy air time at calling box": 1, "to calling box manager": 1 }, "description": "Most frequently used delivery method: Buy airtime top - ups [Other (spec" }, "h41_4": { "dtype": "float64", "non_null_count": 837, "null_count": 2112, "null_pct": 71.62, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 3.7372, "std": 2.4022, "median": 3.0, "unique_count": 12, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0, 14.0 ], "description": "Most frequently used delivery method: Pay a school fee" }, "h41_4_oth": { "dtype": "category", "non_null_count": 12, "null_count": 2937, "null_pct": 99.59, "type": "categorical", "unique_count": 9, "value_counts": { "none": 3, "no": 2, "at school to the broad of direction": 1, "the woman is going to pay for that": 1, "by the teacher": 1, "at school": 1, "cash": 1, "i do not have school fees": 1, "i transfer it on the mobile money account of my son": 1 }, "description": "Most frequently used delivery method: Pay a school fee [Other (specify)]" }, "h41_5": { "dtype": "float64", "non_null_count": 840, "null_count": 2109, "null_pct": 71.52, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 3.9821, "std": 2.4892, "median": 3.0, "unique_count": 10, "unique_values": [ 1.0, 2.0, 3.0, 6.0, 7.0, 8.0, 9.0, 12.0, 13.0, 14.0 ], "description": "Most frequently used delivery method: Pay utility bills (electricity, so" }, "h41_5_oth": { "dtype": "category", "non_null_count": 14, "null_count": 2935, "null_pct": 99.53, "type": "categorical", "unique_count": 11, "value_counts": { "cash": 2, "at electricity company": 2, "none": 2, "no TV set": 1, "we go to agency to pay": 1, "give money to someone to pay for bills": 1, "no": 1, "at electricity company and running water company": 1, "myself": 1, "send my son": 1, "i do not have a mobile money account": 1 }, "description": "Most frequently used delivery method: Pay utility bills (electricity, so" }, "h41_6": { "dtype": "float64", "non_null_count": 758, "null_count": 2191, "null_pct": 74.3, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 6.4657, "std": 3.1741, "median": 7.0, "unique_count": 12, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0, 14.0 ], "description": "Most frequently used delivery method: Send money to family members or fr" }, "h41_6_oth": { "dtype": "category", "non_null_count": 11, "null_count": 2938, "null_pct": 99.63, "type": "categorical", "unique_count": 11, "value_counts": { "through people who travel to homeland": 1, "no": 1, "send people who travel to homeland": 1, "mail": 1, "myself": 1, "post office": 1, "we send someone else": 1, "through king cash(saving bank)": 1, "through king cash": 1, "my wife have to go there": 1, "everything is clear": 1 }, "description": "Most frequently used delivery method: Send money to family members or fr" }, "h41_7": { "dtype": "float64", "non_null_count": 515, "null_count": 2434, "null_pct": 82.54, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 6.4214, "std": 2.9197, "median": 7.0, "unique_count": 11, "unique_values": [ 1.0, 3.0, 4.0, 6.0, 7.0, 8.0, 9.0, 11.0, 12.0, 13.0, 14.0 ], "description": "Most frequently used delivery method: Receive money from family members" }, "h41_7_oth": { "dtype": "category", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "type": "categorical", "unique_count": 8, "value_counts": { "none": 2, "supply by lorry driver": 1, "no TV set": 1, "nothing": 1, "do not have an account": 1, "do not know": 1, "give money to someone who come to the village": 1, "money transfer at the station OT danane": 1 }, "description": "Most frequently used delivery method: Receive money from family members" }, "h41_8": { "dtype": "float64", "non_null_count": 7, "null_count": 2942, "null_pct": 99.76, "type": "numeric", "min": 3.0, "max": 14.0, "mean": 8.8571, "std": 5.0803, "median": 7.0, "unique_count": 3, "unique_values": [ 3.0, 7.0, 14.0 ], "description": "Most frequently used delivery method: Take a loan" }, "h41_8_oth": { "dtype": "category", "non_null_count": 3, "null_count": 2946, "null_pct": 99.9, "type": "categorical", "unique_count": 3, "value_counts": { "nothing": 1, "do not know": 1, "none": 1 }, "description": "Most frequently used delivery method: Take a loan [Other (specify)]" }, "m1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1306, "std": 0.337, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Ever used a mobile phone" }, "m2": { "dtype": "float64", "non_null_count": 385, "null_count": 2564, "null_pct": 86.94, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.2494, "std": 20.362, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1942, "std": 0.3957, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8038, "std": 0.3972, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9485, "std": 0.221, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9805, "std": 0.1383, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.124, "std": 0.3297, "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": 2246, "null_count": 703, "null_pct": 23.84, "type": "numeric", "min": 1.0, "max": 5.0, "mean": 1.146, "std": 0.4093, "median": 1.0, "unique_count": 5, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0 ], "description": "Number of mobile phones own" }, "m6_1": { "dtype": "float64", "non_null_count": 2246, "null_count": 703, "null_pct": 23.84, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.7386, "std": 11.8248, "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": 291, "null_count": 2658, "null_pct": 90.13, "type": "numeric", "min": 1.0, "max": 3.0, "mean": 1.6151, "std": 0.7541, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 3.0 ], "description": "Type of phone(s) own - Second phone" }, "m6_3": { "dtype": "float64", "non_null_count": 29, "null_count": 2920, "null_pct": 99.02, "type": "numeric", "min": 1.0, "max": 3.0, "mean": 1.6552, "std": 0.814, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 3.0 ], "description": "Type of phone(s) own - Third phone" }, "m7": { "dtype": "float64", "non_null_count": 318, "null_count": 2631, "null_pct": 89.22, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5409, "std": 0.4991, "median": 2.0, "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": 318, "null_count": 2631, "null_pct": 89.22, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.3113, "std": 13.9486, "median": 5.0, "unique_count": 10, "unique_values": [ 1.0, 3.0, 4.0, 5.0, 7.0, 8.0, 9.0, 10.0, 11.0, 98.0 ], "description": "Main reason for not having a mobile phone" }, "m8_oth": { "dtype": "category", "non_null_count": 81, "null_count": 2868, "null_pct": 97.25, "type": "categorical", "unique_count": 47, "value_counts": { "my telephone is out of order": 24, "i lost my cellphone": 4, "out of order": 3, "i lost them": 3, "i lost my telephone": 2, "my telephone has been stolen": 2, "network problems": 2, "telephone is out of order": 2, "it has been stolen and do not get money yet to buy a new one": 1, "i used to have one but the microphone deos not work properly so i keep it at home": 1, "i lost my telphone": 1, "i lost my cellphone last week": 1, "my telephone is out of order and the card sim has been blocked": 1, "my telephone is lost": 1, "lost of telephone": 1, " is out of order": 1, "lost telephone": 1, "the cellphone is out of order": 1, "i lost my telephone some months ago": 1, "my cellphone is lost": 1, "by lack of financial means": 1, "my children destroy it": 1, "i ,gave my telphone to my children because they do not have one": 1, "my son destroys my cellphone so i've decided to not buy a new one": 1, "not working": 1, "i use the telphone of my husband": 1, "do not need a cellphone now": 1, "mine has been stolen": 1, "my telephone is out of order so i'm planning to buy a new one": 1, "it has been stolen with all the money on my mobile money account": 1, "my telephone is out of order and i do not have mney to buy a new one": 1, "lost cellphone": 1, "my telephone is out of order 4 months ago and do not have money to buy a new one": 1, "my telephone is out of order, i'm planning to by a new one": 1, "i'm waiting for a cellphone to be sent from town": 1, "it is lost": 1, " telephone is out of order": 1, "no network in our village": 1, "my cellphone are easily out of order": 1, "after being stolen i was so desappointed to by a new cellphone": 1, "the battery is out of order": 1, "he lost his cellphone": 1, "i will get it fix": 1, "i offered my cellphone": 1, "he lost his cellphone some days ago": 1, "i use the telephone of my husband": 1, "because of my age, cellphones are easily out of order with me": 1 }, "description": "Main reason for not having a mobile phone_[Other (specify)]" }, "m9": { "dtype": "float64", "non_null_count": 318, "null_count": 2631, "null_pct": 89.22, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 17.8994, "std": 35.4795, "median": 3.0, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1209, "std": 0.3261, "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": 2254, "null_count": 695, "null_pct": 23.57, "type": "numeric", "min": 0.0, "max": 4.0, "mean": 0.7249, "std": 0.5132, "median": 1.0, "unique_count": 5, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0 ], "description": "Number of active / working SIM cards with Vodacom" }, "m11_2": { "dtype": "float64", "non_null_count": 2254, "null_count": 695, "null_pct": 23.57, "type": "numeric", "min": 0.0, "max": 5.0, "mean": 0.5204, "std": 0.5282, "median": 1.0, "unique_count": 5, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 5.0 ], "description": "Number of active / working SIM cards with Airtel" }, "m11_3": { "dtype": "float64", "non_null_count": 2254, "null_count": 695, "null_pct": 23.57, "type": "numeric", "min": 0.0, "max": 4.0, "mean": 0.1943, "std": 0.4281, "median": 0.0, "unique_count": 5, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0 ], "description": "Number of active / working SIM cards with Tigo" }, "m11_4": { "dtype": "float64", "non_null_count": 2254, "null_count": 695, "null_pct": 23.57, "type": "numeric", "min": 0.0, "max": 3.0, "mean": 0.0098, "std": 0.1225, "median": 0.0, "unique_count": 3, "unique_values": [ 0.0, 1.0, 3.0 ], "description": "Number of active / working SIM cards with ZANTEL" }, "m11_5": { "dtype": "float64", "non_null_count": 2254, "null_count": 695, "null_pct": 23.57, "type": "numeric", "min": 0.0, "max": 2.0, "mean": 0.0009, "std": 0.0421, "median": 0.0, "unique_count": 2, "unique_values": [ 0.0, 2.0 ], "description": "Number of active / working SIM cards with TTCL" }, "m11_6": { "dtype": "float64", "non_null_count": 2254, "null_count": 695, "null_pct": 23.57, "type": "numeric", "min": 0.0, "max": 3.0, "mean": 0.0049, "std": 0.1052, "median": 0.0, "unique_count": 3, "unique_values": [ 0.0, 2.0, 3.0 ], "description": "Number of active / working SIM cards with Smart" }, "m11_7": { "dtype": "float64", "non_null_count": 2254, "null_count": 695, "null_pct": 23.57, "type": "numeric", "min": 0.0, "max": 1.0, "mean": 0.0004, "std": 0.0211, "median": 0.0, "unique_count": 2, "unique_values": [ 0.0, 1.0 ], "description": "Number of active / working SIM cards with Benson Infomatics" }, "m11_oth": { "dtype": "category", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "type": "categorical", "unique_count": 1, "value_counts": { "TIGO(cellphone network of ghana, the village is located at the border of c\u00f4te d'ivoire and ghana)": 1 }, "description": "Number of active / working SIM cards with Other (specify)" }, "m12": { "dtype": "float64", "non_null_count": 310, "null_count": 2639, "null_pct": 89.49, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5548, "std": 0.4978, "median": 2.0, "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": 310, "null_count": 2639, "null_pct": 89.49, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 19.7355, "std": 37.2167, "median": 3.0, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0191, "std": 0.1369, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6416, "std": 0.4796, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7773, "std": 0.4161, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6837, "std": 0.4651, "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": 2564, "null_count": 385, "null_pct": 13.06, "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": "Benefits to having own mobile phone or SIM card - Browsing social media" }, "m14_6": { "dtype": "float64", "non_null_count": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9743, "std": 0.1584, "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": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.97, "std": 0.1707, "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_8": { "dtype": "float64", "non_null_count": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9891, "std": 0.1039, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having own mobile phone or SIM card - Don\u2019t know" }, "m14_9": { "dtype": "float64", "non_null_count": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9918, "std": 0.0901, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "m14_oth": { "dtype": "category", "non_null_count": 28, "null_count": 2921, "null_pct": 99.05, "type": "categorical", "unique_count": 25, "value_counts": { "to have information very fast": 2, "to pass across message in case of urgency": 2, "to listen to music": 2, "you don't have to go and take the telephone or the sim card of someone": 1, "to get news from distant friends and family": 1, "if i knew how to read and write , i would have a mobile money account": 1, "i can easily keep my secret": 1, "to be called in case of urgency": 1, " can help you in particular situations": 1, " makes communication easy": 1, "get information and keep from travelling": 1, "keep from moving": 1, "to avoid to have to travel": 1, "to inform urgently people": 1, "to get messages when you are not available": 1, "it is free and easy to to get one's money in a mobile money agency": 1, "do not have to travel": 1, "i never did such transactions": 1, "we travel less": 1, "no advantage": 1, "to solve problems": 1, "to solve problem through cellphone": 1, "to save money": 1, "to do mobile money transactions": 1, "in case of accident": 1 }, "description": "Benefits to having own mobile phone or SIM card - Other benefits (specifi" }, "m15": { "dtype": "float64", "non_null_count": 2564, "null_count": 385, "null_pct": 13.06, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 1.619, "std": 7.6399, "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": 2392, "null_count": 557, "null_pct": 18.89, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.7283, "std": 14.3571, "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": 2392, "null_count": 557, "null_pct": 18.89, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 11.7772, "std": 27.9192, "median": 2.0, "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": 2392, "null_count": 557, "null_pct": 18.89, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.5117, "std": 18.1152, "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": 2392, "null_count": 557, "null_pct": 18.89, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.6927, "std": 21.3032, "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": 2392, "null_count": 557, "null_pct": 18.89, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.3286, "std": 21.1453, "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": 2392, "null_count": 557, "null_pct": 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[ 2.0 ], "description": "Have ever done using a bank account: Buy airtime top - ups" }, "f14_4": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8889, "std": 0.3333, "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": 9, "null_count": 2940, "null_pct": 99.69, "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 done using a bank account: Pay utility bills (electricity, sol" }, "f14_6": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "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 done using a bank account: Send money to family members or fri" }, "f14_7": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7778, "std": 0.441, "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": 9, "null_count": 2940, "null_pct": 99.69, "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 done using a bank account: Other (specify in the next page)" }, "f14_9": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ] }, "f14_oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Have ever done using a bank account: Other activity (specified)" }, "f15_1": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "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": "Use a bank account for: Pay employees" }, "f15_2": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "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": "Use a bank account for: Pay suppliers" }, "f15_3": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7778, "std": 0.441, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a bank account for: Receive payments from customers" }, "f15_4": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "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": "Use a bank account for: Receive payments from suppliers" }, "f15_5": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "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": "Use a bank account for: Make investment, e.g. buy new equipment or expan" }, "f15_6": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "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": "Use a bank account for: Pay business associated expenses, including rent" }, "f15_7": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 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"null_count": 2943, "null_pct": 99.8, "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": "Reason do not use a bank account for any payments or purchases: I use ot" }, "f16_8": { "dtype": "float64", "non_null_count": 6, "null_count": 2943, "null_pct": 99.8, "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": "Reason do not use a bank account for any payments or purchases: Other (s" }, "f16_9": { "dtype": "float64", "non_null_count": 6, "null_count": 2943, "null_pct": 99.8, "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": "Reason do not use a bank account for any payments or purchases: Don\u2019t kn" }, "f16_oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Reason do not use a bank account for any payments or purchases: Other reas" }, "f17_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.939, "std": 0.2394, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have ever used: Microfinance institution" }, "f17_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9732, "std": 0.1615, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have ever used: SACCO" }, "f19_1": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3556, "std": 0.48, "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": 79, "null_count": 2870, "null_pct": 97.32, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7722, "std": 0.4221, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have an account/membership in your name with: SACCO" }, "f20_1": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.2328, "std": 17.2689, "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 used the account/membership in/with: Microfinance institution" }, "f20_2": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 3.0, "max": 98.0, "mean": 10.0, "std": 21.9893, "median": 5.0, "unique_count": 5, "unique_values": [ 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Last time used the account/membership in/with: SACCO" }, "f21_1": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.4, "std": 25.0792, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Services your Microfinance institution offers" }, "f21_2": { "dtype": "float64", "non_null_count": 79, "null_count": 2870, "null_pct": 97.32, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 16.2785, "std": 34.816, "median": 1.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "Services your SACCO offers" }, "f81_1": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2167, "std": 0.4131, "median": 1.0, "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": 180, "null_count": 2769, "null_pct": 93.9, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9778, "std": 0.1478, "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": 180, "null_count": 2769, "null_pct": 93.9, "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": 180, "null_count": 2769, "null_pct": 93.9, "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_4.At which microfinance institutions do you have an account? VSLAs (Village Saving and Lending Associations)" }, "f81_5": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "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_5.At which microfinance institutions do you have an account? Post office bank" }, "f81_6": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "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_7": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "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": 180, "null_count": 2769, "null_pct": 93.9, "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_9": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "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_10": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "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_11": { "dtype": "float64", "non_null_count": 180, "null_count": 2769, "null_pct": 93.9, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7833, "std": 0.4131, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f81_oth1": { "dtype": "category", "non_null_count": 141, "null_count": 2808, "null_pct": 95.22, "type": "categorical", "unique_count": 39, "value_counts": { "coopec (savings bank)": 86, "CECP (credit union)": 9, "FIDRA (savings bank)": 5, "savings bank": 2, "CECP ( credit union)": 2, "none": 2, "association": 2, "BIAO (bank)": 2, "credit union": 1, "econian": 1, "Orange mobile money": 1, "credit of the north": 1, "coopec (savings bank) of zouanhounien": 1, "financial association of the village": 1, "savings services": 1, "IFEC of soubre before the main market": 1, "CCP (credit union)": 1, "trading services": 1, "association of the village": 1, "GVC": 1, "ADEC": 1, "no bank account i borrow money from the association": 1, "Western Union (money transfer)": 1, "CCB": 1, "coopec": 1, "Ahinifi\u00e9 association": 1, "ecobank": 1, "CMEC (Savings bank)": 1, "Dawori": 1, "CMEC (savings bank)": 1, "no financial intityution now": 1, "Nsia (bank)": 1, "cayemos": 1, " cacapressa association": 1, "WARI (money transfer)": 1, "BNI (bank)": 1, "scoops-ebo": 1, "ivoire cotton association": 1, "CICAO": 1 } }, "f81_oth2": { "dtype": "category", "non_null_count": 4, "null_count": 2945, "null_pct": 99.86, "type": "categorical", "unique_count": 4, "value_counts": { "coopec (savings bank)": 1, "celpaid (mobile money tranfer)": 1, "FIDRA (saving bank)": 1, "cargil": 1 } }, "f81_oth3": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f81_oth4": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f81_oth5": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f81_oth6": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f81_oth7": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f81_oth8": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f81_oth9": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f81_oth10": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric" }, "f22_1_1": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1638, "std": 0.3717, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Activity ever done using a (Microfinance institution) Deposit money" }, "f22_1_2": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1724, "std": 0.3794, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Activity ever done using a (Microfinance institution) Withdraw money" }, "f22_1_3": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "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": "Activity ever done using a (Microfinance institution) Buy airtime top-ups" }, "f22_1_4": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7414, "std": 0.4398, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Activity ever done using a (Microfinance institution) Pay utility bills (electricity, solar lantern, water, TV, cable)" }, "f22_1_5": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9397, "std": 0.2392, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Activity ever done using a (Microfinance institution) Send money to family members or friends" }, "f22_1_6": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9655, "std": 0.1833, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Activity ever done using a (Microfinance institution) Receive money from family members or friends" }, "f22_1_7": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8793, "std": 0.3272, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Activity ever done using a (Microfinance institution) Other(Specify)" }, "f22_1_8": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8793, "std": 0.3272, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f22_1_9": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ] }, "f22_1_oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Activity ever done using a (Microfinance institution) account_Specify other activity here" }, "f22_2_1": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0556, "std": 0.2357, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F22_2_1.Activity ever done using a (SACCO) Deposit money" }, "f22_2_2": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0556, "std": 0.2357, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F22_2_2.Activity ever done using a (SACCO) Withdraw money" }, "f22_2_3": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7778, "std": 0.4278, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F22_2_3.Activity ever done using a (SACCO) Buy airtime top-ups" }, "f22_2_4": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8889, "std": 0.3234, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F22_2_4.Activity ever done using a (SACCO) Pay utility bills (electricity, solar lantern, water, TV, cable)" }, "f22_2_5": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "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": "F22_2_5.Activity ever done using a (SACCO) Send money to family members or friends" }, "f22_2_6": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "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": "F22_2_6.Activity ever done using a (SACCO) Receive money from family members or friends" }, "f22_2_7": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8889, "std": 0.3234, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "F22_2_7.Activity ever done using a (SACCO) Other(Specify)" }, "f22_2_8": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8889, "std": 0.3234, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "f22_2_9": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ] }, "f22_2_oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "F22_2_OTH.Activity ever done using a (SACCO) account_Specify other activity here" }, "f23_1_1": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "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": "Use a account for: Pay employees" }, "f23_1_2": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9741, "std": 0.1594, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Pay suppliers" }, "f23_1_3": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "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": "Use a account for: Receive payments from cu" }, "f23_1_4": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9655, "std": 0.1833, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Receive payments from su" }, "f23_1_5": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "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": "Use a account for: Make investment, e.g. bu" }, "f23_1_6": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "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": "Use a account for: Pay business associated" }, "f23_1_7": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "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": "Use a account for: Pay for agricultural inp" }, "f23_1_8": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "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": "Use a account for: Other (specify in the ne" }, "f23_1_9": { "dtype": "float64", "non_null_count": 116, "null_count": 2833, "null_pct": 96.07, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2414, "std": 0.4298, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: I do not use my account" }, "f23_1_oth": { "dtype": "category", "non_null_count": 2, "null_count": 2947, "null_pct": 99.93, "type": "categorical", "unique_count": 2, "value_counts": { "paid cash": 1, "save money": 1 }, "description": "Use a account for: Other payments or purc" }, "f23_2_1": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9444, "std": 0.2357, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Pay employees" }, "f23_2_2": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9444, "std": 0.2357, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Pay suppliers" }, "f23_2_3": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9444, "std": 0.2357, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Receive payments from customers" }, "f23_2_4": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8889, "std": 0.3234, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Receive payments from suppliers" }, "f23_2_5": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9444, "std": 0.2357, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Make investment, e.g. buy new equipment or" }, "f23_2_6": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9444, "std": 0.2357, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Pay business associated expenses, including" }, "f23_2_7": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9444, "std": 0.2357, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: Pay for agricultural inputs (seeds, pestici" }, "f23_2_8": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "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": "Use a account for: Other (specify in the next page)" }, "f23_2_9": { "dtype": "float64", "non_null_count": 18, "null_count": 2931, "null_pct": 99.39, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1111, "std": 0.3234, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Use a account for: I do not use my account to make these trans" }, "f23_2_oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Use a account for: Other payments or purchases (specified)" }, "f24": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2577, "std": 0.4375, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have ever heard of mobile money" }, "f25": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0667, "std": 0.2496, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "There are benefits to having a mobile money account" }, "f26_1": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7773, "std": 0.4162, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Avoid lengthy wait times for" }, "f26_2": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2721, "std": 0.4452, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to save money" }, "f26_3": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3808, "std": 0.4857, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Saving money in a secure loca" }, "f26_4": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8492, "std": 0.3579, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to do more business" }, "f26_5": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4988, "std": 0.5001, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to send or receive mo" }, "f26_6": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8302, "std": 0.3756, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to send or receive pa" }, "f26_7": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7871, "std": 0.4095, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to see balance" }, "f26_8": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9672, "std": 0.1781, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to get a loan" }, "f26_9": { "dtype": "float64", "non_null_count": 2043, "null_count": 906, "null_pct": 30.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9785, "std": 0.1452, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Benefits to having a mobile money account: Ability to transact anytime /" }, "f26_oth": { "dtype": "category", "non_null_count": 67, "null_count": 2882, "null_pct": 97.73, "type": "categorical", "unique_count": 58, "top_10_values": { "easy to withdraw": 3, "we can withdraw our money everywhere at anytime": 2, "to buy call credit": 2, "I can withdraw quickly": 2, "we can withdraw everywhere": 2, "quick and easy access to my money": 2, "fast transaction": 2, "I can withdraw at anytime": 2, "confidence": 1, "to solve emergency problem": 1 }, "description": "Benefits to having a mobile money account: Other benefit (specified)" }, "f27_1": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0763, "std": 0.2655, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Deposit and/or withdrawal" }, "f27_2": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3042, "std": 0.4602, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Person - to - person money transfers" }, "f27_3": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7273, "std": 0.4455, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8561, "std": 0.3511, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8794, "std": 0.3257, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8351, "std": 0.3712, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7716, "std": 0.4199, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9694, "std": 0.1723, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9749, "std": 0.1565, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Earn interest" }, "f27_10": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9895, "std": 0.102, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Get or repay a loan" }, "f27_11": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9689, "std": 0.1735, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Can use mobile money for: Send or receive international remittances" }, "f27_oth": { "dtype": "category", "non_null_count": 23, "null_count": 2926, "null_pct": 99.22, "type": "categorical", "unique_count": 19, "value_counts": { "I don't use": 3, "none": 3, "just to receive my call": 1, "to buy inputs": 1, "I am not interested": 1, "to keep money": 1, "it permits to keep money": 1, "I don't use mobile money": 1, "I don't want to use": 1, "it is fast": 1, "to have an account": 1, "my problem is that I am not able to read": 1, "for travelling": 1, "they steal our money": 1, "to receive money from a parent or friend coming from foreign": 1, "I use an account of someone else": 1, "keep money": 1, "I don't make transaction myself it is my husband": 1, "I have an account at BNI": 1 }, "description": "Can use mobile money for: Other activity (specified)" }, "f28_1": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0877, "std": 0.2829, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3997, "std": 0.49, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Tigo Pesa" }, "f28_3": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7908, "std": 0.4069, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Airtel Money" }, "f28_4": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9863, "std": 0.1163, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9904, "std": 0.0975, "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": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9995, "std": 0.0214, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Halotel / Viettel" }, "f28_7": { "dtype": "float64", "non_null_count": 2189, "null_count": 760, "null_pct": 25.77, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9826, "std": 0.1306, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Aware of Other1" }, "f28_oth": { "dtype": "category", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "type": "categorical", "unique_count": 1, "value_counts": { "Airtel": 1 }, "description": "Aware of Other providers (specified)" }, "f29_1": { "dtype": "float64", "non_null_count": 192, "null_count": 2757, "null_pct": 93.49, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0781, "std": 0.2691, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Vodacom M - PESA" }, "f29_2": { "dtype": "float64", "non_null_count": 875, "null_count": 2074, "null_pct": 70.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2263, "std": 0.4187, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Have ever heard about Tigo Pesa" }, "f29_3": { "dtype": "float64", "non_null_count": 1731, "null_count": 1218, "null_pct": 41.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6661, "std": 0.4717, "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": 2159, "null_count": 790, "null_pct": 26.79, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.905, "std": 0.2932, "median": 2.0, "unique_count": 2, 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"null_count": 2807, "null_pct": 95.18, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9366, "std": 0.2445, "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": 1, "null_count": 2948, "null_pct": 99.97, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": null, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Have ever used for any financial activity: Halotel / Viettel" }, "f31_7": { "dtype": "float64", "non_null_count": 6, "null_count": 2943, "null_pct": 99.8, "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 ever used for any financial activity: Other1" }, "f31_oth": { "dtype": "category", "non_null_count": 3, "null_count": 2946, "null_pct": 99.9, "type": "categorical", "unique_count": 3, "value_counts": { "western union": 1, "wari": 1, "king cash": 1 }, "description": "Have ever used for any financial activity: Other mobile money (specifi" }, "f32_1": { "dtype": "float64", "non_null_count": 860, "null_count": 2089, "null_pct": 70.84, "type": "numeric", "min": 1.0, "max": 5.0, "mean": 3.3174, "std": 0.9973, "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", "non_null_count": 490, "null_count": 2459, "null_pct": 83.38, "type": "numeric", "min": 1.0, "max": 5.0, "mean": 3.4653, "std": 1.0331, "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 Tigo Pesa" }, "f32_3": { "dtype": "float64", "non_null_count": 69, "null_count": 2880, "null_pct": 97.66, "type": "numeric", "min": 1.0, "max": 5.0, "mean": 3.7536, "std": 1.1556, "median": 4.0, "unique_count": 5, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0 ], "description": "Last time conducted any financial activity with Airtel Money" }, "f32_4": { "dtype": "float64", "non_null_count": 15, "null_count": 2934, "null_pct": 99.49, "type": "numeric", "min": 4.0, "max": 5.0, "mean": 4.9333, "std": 0.2582, "median": 5.0, "unique_count": 2, "unique_values": [ 4.0, 5.0 ], "description": "Last time conducted any financial activity with Zantel Ezy - pesa" }, "f32_5": { "dtype": "float64", "non_null_count": 9, "null_count": 2940, "null_pct": 99.69, "type": "numeric", "min": 2.0, "max": 5.0, "mean": 4.2222, "std": 1.0929, "median": 5.0, "unique_count": 4, "unique_values": [ 2.0, 3.0, 4.0, 5.0 ], "description": "Last time conducted any financial activity with SMART - B Pesa" }, "f32_6": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Last time conducted any financial activity with Halotel / Viettel" }, "f32_7": { 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PESA - Over the counter or by using an agent\u2019s acco" }, "f35_1_2": { "dtype": "float64", "non_null_count": 632, "null_count": 2317, "null_pct": 78.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9905, "std": 0.097, "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": 632, "null_count": 2317, "null_pct": 78.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9953, "std": 0.0688, "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": 632, "null_count": 2317, "null_pct": 78.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9968, "std": 0.0562, "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": 632, "null_count": 2317, "null_pct": 78.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0443, "std": 0.2059, "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": 632, "null_count": 2317, "null_pct": 78.57, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9953, "std": 0.0688, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Vodacom M - PESA - Other" }, "f35_1oth": { "dtype": "category", "non_null_count": 3, "null_count": 2946, "null_pct": 99.9, "type": "categorical", "unique_count": 2, "value_counts": { "I don't use my account": 2, "neighbour village": 1 }, "description": "Access Vodacom M - PESA - Other (specify)" }, "f35_2_1": { "dtype": "float64", "non_null_count": 355, "null_count": 2594, "null_pct": 87.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8817, "std": 0.3234, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Tigo Pesa - Over the counter or by using an agent\u2019s account" }, "f35_2_2": { "dtype": "float64", "non_null_count": 355, "null_count": 2594, "null_pct": 87.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9887, "std": 0.1057, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Tigo Pesa - Account of a family member in this household" }, "f35_2_3": { "dtype": "float64", "non_null_count": 355, "null_count": 2594, "null_pct": 87.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9887, "std": 0.1057, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Tigo Pesa - Account of a family member in another household, ot" }, "f35_2_4": { "dtype": "float64", "non_null_count": 355, "null_count": 2594, "null_pct": 87.96, "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 Tigo Pesa - Account of a workmate or a business partner" }, "f35_2_5": { "dtype": "float64", "non_null_count": 355, "null_count": 2594, "null_pct": 87.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0704, "std": 0.2562, "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": 355, "null_count": 2594, "null_pct": 87.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9887, "std": 0.1057, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Tigo Pesa - Other" }, "f35_2oth": { "dtype": "category", "non_null_count": 4, "null_count": 2945, "null_pct": 99.86, "type": "categorical", "unique_count": 4, "value_counts": { "I go to the agency myself": 1, "it is my husband who makes the transactions on my account ( deposit and withdrawal)": 1, "I never use it": 1, "I no longer have my code therefore I don't use": 1 }, "description": "Access Tigo Pesa - Other (specify)" }, "f35_3_1": { "dtype": "float64", "non_null_count": 50, "null_count": 2899, "null_pct": 98.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.84, "std": 0.3703, "median": 2.0, "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": 50, "null_count": 2899, "null_pct": 98.3, "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": 50, "null_count": 2899, "null_pct": 98.3, "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": 50, "null_count": 2899, "null_pct": 98.3, "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": 50, "null_count": 2899, "null_pct": 98.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.02, "std": 0.1414, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Access Airtel Money - My own account" }, "f35_3_6": { "dtype": "float64", "non_null_count": 50, "null_count": 2899, "null_pct": 98.3, "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 - Other" }, "f35_3oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Airtel Money - Other (specify)" }, "f35_4_1": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - Over the counter or by using an agent\u2019s acc" }, "f35_4_2": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - Account of a family member in this househol" }, "f35_4_3": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - Account of a family member in another house" }, "f35_4_4": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - Account of a workmate or a business partner" }, "f35_4_5": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - My own account" }, "f35_4_6": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - Other" }, "f35_4oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Zantel Ezy - pesa - Other (specify)" }, "f35_5_1": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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 SMART - B Pesa - Over the counter or by using an agent\u2019s accoun" }, "f35_5_2": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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 SMART - B Pesa - Account of a family member in this household" }, "f35_5_3": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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 SMART - B Pesa - Account of a family member in another househol" }, "f35_5_4": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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 SMART - B Pesa - Account of a workmate or a business partner" }, "f35_5_5": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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 SMART - B Pesa - My own account" }, "f35_5_6": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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 SMART - B Pesa - Other" }, "f35_5oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access SMART - B Pesa - Other (specify)" }, "f35_6_1": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Halotel / Viettel - Over the counter or by using an agent\u2019s acc" }, "f35_6_2": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Halotel / Viettel - Account of a family member in this househol" }, "f35_6_3": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Halotel / Viettel - Account of a family member in another house" }, "f35_6_4": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Halotel / Viettel - Account of a workmate or a business partner" }, "f35_6_5": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Halotel / Viettel - My own account" }, "f35_6_6": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Halotel / Viettel - Other" }, "f35_6oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access Halotel / Viettel - Other (specify)" }, "f35_7_1": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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 - Over the counter or by using an agent\u2019s account" }, "f35_7_2": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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": 2948, "null_pct": 99.97, "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": 2948, "null_pct": 99.97, "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": 2948, "null_pct": 99.97, "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 - My own account" }, "f35_7_6": { "dtype": "float64", "non_null_count": 1, "null_count": 2948, "null_pct": 99.97, "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_7oth": { "dtype": "float64", "non_null_count": 0, "null_count": 2949, "null_pct": 100.0, "type": "numeric", "description": "Access other1 - Other (specify)" }, "f36": { "dtype": "float64", "non_null_count": 1065, "null_count": 1884, "null_pct": 63.89, "type": "numeric", "min": 1.0, "max": 11.0, "mean": 5.2939, "std": 3.1422, "median": 5.0, "unique_count": 11, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0 ], "description": "Main reason why never used mobile money services" }, "f36_oth": { "dtype": "category", "non_null_count": 155, "null_count": 2794, "null_pct": 94.74, "type": "categorical", "unique_count": 88, "top_10_values": { "I don't have a mobile phone": 15, "I don't know": 15, "I don't have phone and sim card": 15, "I don't know how to read and write": 6, "I don't have money": 5, "I will do it": 4, "nothing": 3, "I don't have an account": 2, "I don't know, I am not interested": 2, "I am not interested": 2 }, "description": "Main reason why never used mobile money services - Other (specified)" }, "f37": { "dtype": "float64", "non_null_count": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 14.0, "mean": 3.6744, "std": 3.6426, "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, 13.0, 14.0 ], "description": "Main reason started using mobile money" }, "f37_oth": { "dtype": "category", "non_null_count": 30, "null_count": 2919, "null_pct": 98.98, "type": "categorical", "unique_count": 27, "value_counts": { "to keep money": 3, "I don't have my own account": 2, "I had to receive money on the account of other people": 1, "to avoid to spend by hazard,to keep money": 1, "quick transaction": 1, "I had to send money to my family": 1, "to make easier the transaction": 1, "I don't know": 1, "I had to send money to a member of my family": 1, "I don't have enough money to keep in Bank": 1, "I con't use my account": 1, "the roads thiefs": 1, "I wanted to keep money": 1, "for safety of my money": 1, "I had withdrawn money of my aunt": 1, "during an operation to change my sim card": 1, "my friend ask me to open an account and I started to use": 1, "it is to make easier the transaction": 1, "I don't use": 1, "I had to register my son": 1, "in the village": 1, "I am obliged to use orangemobile money because of my activity": 1, "I don't have mobile money account": 1, "I my family send me money on the account of grandchild": 1, "I went by my self": 1, "it is close to the users": 1, "to avoid to receive money on the account of other people": 1 }, "description": "Main reason started using mobile money - Other (specified)" }, "f38_1": { "dtype": "float64", "non_null_count": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2358, "std": 0.4247, "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": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.153, "std": 0.3602, "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": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9609, "std": 0.194, "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": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9101, "std": 0.2861, "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": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9137, "std": 0.2809, "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": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6183, "std": 0.486, "median": 2.0, "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": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8657, "std": 0.3412, "median": 2.0, "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": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4404, "std": 0.4967, "median": 1.0, "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_9": { "dtype": "float64", "non_null_count": 1124, "null_count": 1825, "null_pct": 61.89, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9884, "std": 0.107, 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1.549, "std": 0.4977, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not have a membership with any of these groups: You don\u2019t have" }, "f51_3": { "dtype": "float64", "non_null_count": 2346, "null_count": 603, "null_pct": 20.45, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8922, "std": 0.3102, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not have a membership with any of these groups: People steal y" }, "f51_4": { "dtype": "float64", "non_null_count": 2346, "null_count": 603, "null_pct": 20.45, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8286, "std": 0.3769, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not have a membership with any of these groups: You don\u2019t know" }, "f51_5": { "dtype": "float64", "non_null_count": 2346, "null_count": 603, "null_pct": 20.45, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8065, "std": 0.3951, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not have a membership with any of these groups: You don\u2019t need" }, "f51_6": { "dtype": "float64", "non_null_count": 2346, "null_count": 603, "null_pct": 20.45, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7114, "std": 0.4532, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not have a membership with any of these groups: You don\u2019t trus" }, "f51_7": { "dtype": "float64", "non_null_count": 2346, "null_count": 603, "null_pct": 20.45, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9834, "std": 0.1279, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not have a membership with any of these groups: Groups require" }, "f51_8": { "dtype": "float64", "non_null_count": 2346, "null_count": 603, "null_pct": 20.45, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9271, "std": 0.26, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Reason do not have a membership with any of these groups: Another reason" }, "f51_oth": { "dtype": "category", "non_null_count": 171, "null_count": 2778, "null_pct": 94.2, "type": "categorical", "unique_count": 88, "top_10_values": { "I don't know": 24, "I am not interested": 14, "they are not available in the village": 13, "I don't know how to read and write": 8, "i don't know": 6, "I don't have time": 4, "they are not available in my village": 4, "I prefer keep my money myself": 3, "I don't have money": 3, "no reason": 3 }, "description": "Reason do not have a membership with any of these groups: Another reason (" }, "f52_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 11.1468, "std": 24.2005, "median": 5.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Trust as financial sources: Banks and other 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2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 17.1733, "std": 32.64, "median": 5.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Trust as financial sources: Mobile money agents" }, "f52_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 18.8321, "std": 34.9757, "median": 4.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Trust as financial sources: Savings groups" }, "f52_7": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.5646, "std": 21.6016, "median": 4.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "Trust as financial sources: Friends, neighbors or relatives who borrow f" }, "f53_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3567, "std": 0.4791, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3795, "std": 0.4853, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7565, "std": 0.4293, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8135, "std": 0.3896, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5846, "std": 0.4929, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7352, "std": 0.4413, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8762, "std": 0.3294, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8949, "std": 0.3068, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.979, "std": 0.1435, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9746, "std": 0.1575, "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": 62, "null_count": 2887, "null_pct": 97.9, "type": "categorical", "unique_count": 45, "value_counts": { "none": 4, "to build my house": 4, "for trade": 4, "I don't want to take loan": 4, "I don't want to take loan with the Bank": 3, "to build a house": 2, "I don't like credit": 2, "cattle rearing(raise animals)": 2, "health problem": 1, "I will not take loan because I will not be able to work to repay": 1, "trade": 1, "ability to repay easily(best repayment terms)": 1, "no raison": 1, "to rebuild my house and trade": 1, "I don't want to take loan because i will not have money for repayment": 1, "when I will have enough money to repay my creditor but not in my poor situation": 1, "she doesn't think about": 1, "sickness and death": 1, "it is my husband who takes the decide": 1, "to have a house": 1, "for another activity": 1, "for emergency": 1, "to build house": 1, "to develop my agricultural activity": 1, "i don't want to take loan": 1, "to be train for a job": 1, "to start a new activity": 1, "to satisfy an important need": 1, "to solve a problem of sickness or death": 1, "to help my wife to start a new trade": 1, "I don't like to take credit": 1, "I want to develop my trade": 1, "to help my family": 1, "to buy food": 1, "for health": 1, "in the case of anykind of problem": 1, "to start a new activity of trade more profitable": 1, "I will not take loan": 1, "to retake my activity": 1, "to finish the construction of his house": 1, "to invest in cattle": 1, "pig rearing": 1, "for my trade": 1, "to open a shop": 1, "to build my shop": 1 }, "description": "Main reasons for borrowing money: Other reason(specified)" }, "f54_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.3571, "std": 21.4512, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.0634, "std": 24.2077, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.6392, "std": 27.2388, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.6287, "std": 23.9939, "median": 2.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.6117, "std": 16.3967, "median": 2.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 94.6053, "std": 17.6709, "median": 98.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "For your agricultural activities, importance to borrow from VSLAs" }, "f54_oth": { "dtype": "category", "non_null_count": 105, "null_count": 2844, "null_pct": 96.44, "type": "categorical", "unique_count": 19, "value_counts": { "none": 79, "nothing to say": 7, "no": 2, "friend and family": 2, "I don't borrow money": 1, "Coopec(micro-finance)": 1, "I don't take loan": 1, "FIDRA": 1, "to friends and family": 1, "to community": 1, "Bak": 1, "cooperative": 1, "home": 1, "I have never taken loan in an institution": 1, "mobile money(Orange)": 1, "Bank": 1, "a person who gives loan in the village": 1, "shopkeeper": 1, "association of north(malinke) women of douele": 1 }, "description": "For your agricultural activities, importance to borrow from Other inst" }, "f55_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9878, "std": 0.1098, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9871, "std": 0.1128, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9953, "std": 0.0687, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9559, "std": 0.2053, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6945, "std": 0.4607, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9929, "std": 0.0841, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "In the past 12 months, have attempted to borrow from VSLAs" }, "f55_oth": { "dtype": "category", "non_null_count": 21, "null_count": 2928, "null_pct": 99.29, "type": "categorical", "unique_count": 19, "value_counts": { "the buyers of products": 2, "my boss": 2, "I took loan with my buyer": 1, "home": 1, "I take loan to a person close to me": 1, "association of my district": 1, "the buyers of cashew nut": 1, "young's association of my district": 1, "my cocoa buyer": 1, "a group of money collecting to assist a member and so on etc": 1, "parents of boss": 1, "my husband": 1, "to wholesaler": 1, "at home": 1, "the buyers of agricultural products": 1, "buyer of coffee": 1, "a person who gives loan in the village": 1, "thebuyers of products and the cooperative": 1, "cooperative called Yayasso": 1 }, "description": "In the past 12 months, have attempted to borrow from Other institution" }, "f56_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3686, "std": 0.4825, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from Bank or other formal fin" }, "f56_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4357, "std": 0.4959, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7172, "std": 0.4504, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6406, "std": 0.4799, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1801, "std": 0.3843, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9834, "std": 0.1278, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "If the need arose, would attempt to borrow from VSLAs" }, "f56_oth": { "dtype": "category", "non_null_count": 49, "null_count": 2900, "null_pct": 98.34, "type": "categorical", "unique_count": 35, "value_counts": { "none": 12, "cooperative": 4, "no": 1, "sickness": 1, "in a group of people,we collect money ,we give it to someone after we collect for another person": 1, "the buyers of products": 1, "husband": 1, "my wife": 1, "I don't know": 1, "house": 1, "if it is available": 1, "when my husband will give his agreement": 1, "all the persons who want to help me are welcome": 1, "to a person who can give me": 1, "association of my district": 1, "my group of collect of money for a member so on etc": 1, "my family shows solidarity to members of the family": 1, "a person who can help me is welcome": 1, "my cocoa buyer": 1, "if I find a good financial partner I will do it": 1, "on my account of mobile money": 1, "all the financial institutions which are able to give loan": 1, "parents of my boss": 1, "my boss": 1, "unfortunately it is difficult to have loans": 1, "shopkeeper": 1, "my husband": 1, "Orange mobile money and MTN mobile money": 1, "to my wholesaler": 1, "cocoa buyers": 1, "the seller of inputs of the village": 1, "a person who gives loan in the village": 1, "association of women": 1, "buyers of products": 1, "the buyers of cocoa": 1 }, "description": "If the need arose, would attempt to borrow from Other institution (spe" }, "f57_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3364, "std": 0.4726, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4429, "std": 0.4968, "median": 1.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6751, "std": 0.4684, "median": 2.0, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9596, "std": 0.1968, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9135, "std": 0.2811, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7884, "std": 0.4085, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8949, "std": 0.3068, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6762, "std": 0.468, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8176, "std": 0.3863, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7915, "std": 0.4063, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5829, "std": 0.4932, "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": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7484, "std": 0.434, "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": 2949, "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": "Factors considered when wanting to borrow money: Other (specify)" }, "f57_14": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9366, "std": 0.2437, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Factors considered when wanting to borrow money: Don\u2019t know" }, "f57_oth": { "dtype": "category", "non_null_count": 33, "null_count": 2916, "null_pct": 98.88, "type": "categorical", "unique_count": 22, "value_counts": { "trust": 11, "close to my home": 2, "iknow this person": 1, "best repayment terms": 1, "ability to repay at time": 1, "the distance to the Bank": 1, "if I have strength to work in order to repay": 1, "if it suits to my needs": 1, "I don't like to take loan": 1, "nothing": 1, "trust ina financial institution": 1, "I take it on my mobile money": 1, "we need to know if the Bank will keep its promises": 1, "just go to them": 1, "no interest rates": 1, "access to loan": 1, "a bit close to us": 1, "the quantity of the harvest(the production)": 1, "an agent to help illiterate persons to fill their paper": 1, "we have to find the Bank everywhere even in the villages": 1, "to help illiterate persons who don't know how to read and write": 1, "none because I don't like the loans": 1 }, "description": "Factors considered wanting to borrow money: Other (specified)" }, "f58": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9617, "std": 0.192, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have any loans" }, "f59_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.9379, "std": 24.3052, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that came with a bank acc" }, "f59_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.3367, "std": 24.9035, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that is accessed directly" }, "f59_3": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.7504, "std": 26.9889, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that is accessed through" }, "f59_4": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.5748, "std": 26.7481, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that is accessed through" }, "f59_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 9.3377, "std": 26.3437, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that came with a mobile m" }, "f59_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.0668, "std": 31.0817, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A mobile money account that came" }, "f59_7": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.2886, "std": 21.3181, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A loan that came with an insuran" }, "f59_8": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.1512, "std": 20.6751, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A credit plan for school fees" }, "f59_9": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 6.3754, "std": 21.1519, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A goal savings plan or contractu" }, "f59_10": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.5493, "std": 19.5459, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A savings plan for inputs, such" }, "f59_11": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.824, "std": 20.1253, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A payment plan for inputs, such" }, "f59_12": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.1648, "std": 30.9459, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A pre - paid card to make payme" }, "f59_13": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.4354, "std": 31.2495, "median": 2.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: A pre - paid card for receiving" }, "f59_14": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.6212, "std": 17.687, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ], "description": "Importance for agricultural activities: Other (specify in the next page" }, "f59_15": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.3828, "std": 14.4364, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ] }, "f59_16": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.5714, "std": 19.5426, "median": 1.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ] }, "f59_17": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 95.5985, "std": 14.9719, "median": 98.0, "unique_count": 4, "unique_values": [ 1, 2, 3, 98 ] }, "f59_oth": { "dtype": "category", "non_null_count": 74, "null_count": 2875, "null_pct": 97.49, "type": "categorical", "unique_count": 11, "value_counts": { "none": 46, "nothing to say": 14, "no": 4, "nothing else": 3, "pension": 1, "loan": 1, "for farming": 1, "hevea": 1, "I need loan to develop my agricultural activities": 1, "we need loan to build house": 1, "if you want to help us we will do our best to satisfy you": 1 }, "description": "Importance for agricultural activities: Other product (specified)" }, "f60_1": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9824, "std": 0.1316, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that came with a bank" }, "f60_2": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9803, "std": 0.1389, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that is accessed dire" }, "f60_3": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9858, "std": 0.1185, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that is accessed thro" }, "f60_4": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.981, "std": 0.1365, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that is accessed thro" }, "f60_5": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9837, "std": 0.1266, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that came with a mobi" }, "f60_6": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9644, "std": 0.1853, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A mobile money account that" }, "f60_7": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9769, "std": 0.1501, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Currently have for agricultural activities: A loan that came with an ins" }, "f60_8": { "dtype": "int64", "non_null_count": 2949, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 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"null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9087, "std": 0.2881, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A5_33.Grow Orange" }, "a5_34": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9877, "std": 0.1104, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A5_34.Grow Pepper" }, "a5_35": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9716, "std": 0.1661, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A5_35.Grow Watermelon" }, "a5_oth1": { "dtype": "category", "non_null_count": 2135, "null_count": 3571, "null_pct": 62.58, "type": "categorical", "unique_count": 63, "top_10_values": { "yams": 1607, "cashew nuts": 93, "beans": 89, "african potatoes": 66, "avogado": 47, 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0.4237, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Tomatoes grown and consumed at home" }, "a7_16": { "dtype": "float64", "non_null_count": 2356, "null_count": 3350, "null_pct": 58.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.16, "std": 0.3667, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Cabbage grown and consumed at home" }, "a7_17": { "dtype": "float64", "non_null_count": 1786, "null_count": 3920, "null_pct": 68.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1803, "std": 0.3845, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Onions grown and consumed at home" }, "a7_18": { "dtype": "float64", "non_null_count": 164, "null_count": 5542, "null_pct": 97.13, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2317, "std": 0.4232, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Amaranth grown and consumed at home" }, "a7_19": { "dtype": "float64", "non_null_count": 8, "null_count": 5698, "null_pct": 99.86, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.125, "std": 0.3536, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Cashew nut grown and consumed at home" }, "a7_20": { "dtype": "float64", "non_null_count": 99, "null_count": 5607, "null_pct": 98.26, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2323, "std": 0.4245, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Banana grown and consumed at home" }, "a7_21": { "dtype": "float64", "non_null_count": 64, "null_count": 5642, "null_pct": 98.88, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.25, "std": 0.4364, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Cotton grown and consumed at home" }, "a7_22": { "dtype": "float64", "non_null_count": 23, "null_count": 5683, "null_pct": 99.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2174, "std": 0.4217, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Tobacco grown and consumed at home" }, "a7_23": { "dtype": "float64", "non_null_count": 66, "null_count": 5640, "null_pct": 98.84, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.303, "std": 0.4631, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Pyrethrum grown and consumed at home" }, "a7_24": { "dtype": "float64", "non_null_count": 336, "null_count": 5370, "null_pct": 94.11, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2173, "std": 0.413, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Coffee grown and consumed at home" }, "a7_25": { "dtype": "float64", "non_null_count": 268, "null_count": 5438, "null_pct": 95.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1828, "std": 0.3873, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Coconut grown and consumed at home" }, "a7_26": { "dtype": "float64", "non_null_count": 296, "null_count": 5410, "null_pct": 94.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1993, "std": 0.4002, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Orange grown and consumed at home" }, "a7_27": { "dtype": "float64", "non_null_count": 131, "null_count": 5575, "null_pct": 97.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3359, "std": 0.4741, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sugar cane grown and consumed at home" }, "a7_28": { "dtype": "float64", "non_null_count": 433, "null_count": 5273, "null_pct": 92.41, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1547, "std": 0.3621, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Palm oil grown and consumed at home" }, "a7_29": { "dtype": "float64", "non_null_count": 365, "null_count": 5341, "null_pct": 93.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.189, "std": 0.3921, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Other1 Crop grown and consumed at home" }, "a7_30": { "dtype": "float64", "non_null_count": 165, "null_count": 5541, "null_pct": 97.11, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1939, "std": 0.3966, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Other2 Crop grown and consumed at home" }, "a7_31": { "dtype": "float64", "non_null_count": 301, "null_count": 5405, "null_pct": 94.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9834, "std": 0.128, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Other3 Crop grown and consumed at home" }, "a7_32": { "dtype": "float64", "non_null_count": 2135, "null_count": 3571, "null_pct": 62.58, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1335, "std": 0.3402, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "None grown and consumed at home" }, "a7_33": { "dtype": "float64", "non_null_count": 489, "null_count": 5217, "null_pct": 91.43, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2761, "std": 0.4475, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A7_33.Orange grown and consumed at home" }, "a7_34": { "dtype": "float64", "non_null_count": 66, "null_count": 5640, "null_pct": 98.84, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2576, "std": 0.4407, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A7_34.Pepper grown and consumed at home" }, "a7_35": { "dtype": "float64", "non_null_count": 5202, "null_count": 504, "null_pct": 8.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9385, "std": 0.2403, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A7_35.Watermelon grown and consumed at home" }, "a7_oth1": { "dtype": "category", "non_null_count": 1850, "null_count": 3856, "null_pct": 67.58, "type": "categorical", "unique_count": 49, "value_counts": { "yams": 1530, "beans": 76, "african potatoes": 61, "avogado": 45, "soya": 22, "spinarch": 19, "sorghum": 16, "taro": 9, "african wheat": 6, "groundnuts": 5, "wheat": 4, "ginger": 4, "mandarin": 3, "the same crops like my father": 3, "none": 3, "cola nuts": 3, "i grow nothing": 3, "pepper": 2, "leaves used to cook soup": 2, "sweet potatoes": 2, "pistachio": 2, "menthe": 2, "leaves of a plant used to cook soup": 2, "i work for my husband": 1, "i help my father": 1, "he help his brother on his farm he grow nothing": 1, "avogado, yam cola nuts tree": 1, "african potatoes, yam": 1, "leave of a plant used to cook soup": 1, "banana": 1, "cassava yams": 1, "okra": 1, "keeping animals": 1, "trading": 1, "help his senior brother": 1, "zucchini": 1, "i grow the same plant with my husband": 1, "annatto /achiote": 1, "i take care of the cocoa farm of my father": 1, "i help my oncle on his farm": 1, "the same crops like my husband": 1, "tee": 1, "orange": 1, "lemon": 1, "i help my father on his farm": 1, "tarot": 1, "tomato": 1, "used to cook soup": 1, "spinach": 1 } }, "a7_oth2": { "dtype": "category", "non_null_count": 354, "null_count": 5352, "null_pct": 93.8, "type": "categorical", "unique_count": 20, "value_counts": { "african potatoes": 148, "yam": 114, "beans": 28, "avogado": 20, "sorghum": 16, "soya": 4, "pistachio": 3, "cashew nuts": 3, "potatoes": 2, "african wheat": 2, "nuts used to cook soup": 2, "taro": 2, "spinarch": 2, "mandarin": 2, "leave used to cook soup": 1, "Soursop": 1, "soghum": 1, "pineapple": 1, "lemon": 1, "avocado tree": 1 } }, "a7_oth3": { "dtype": "category", "non_null_count": 49, "null_count": 5657, "null_pct": 99.14, "type": "categorical", "unique_count": 10, "value_counts": { "yam": 12, "avogado": 10, "beans": 10, "african potatoes": 10, "soya": 2, "pepper": 1, "sorghum": 1, "spinarch": 1, "nuts used to cook soup": 1, "mandarin": 1 } }, "a8": { "dtype": "float64", "non_null_count": 4882, "null_count": 824, "null_pct": 14.44, "type": "numeric", "min": 1.0, "max": 35.0, "mean": 10.0987, "std": 12.2307, "median": 6.0, "unique_count": 24, "description": "Crop grown and most consumed" }, "a9_1": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2863, "std": 0.4521, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Maize" }, "a9_2": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7204, "std": 0.4488, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Paddy" }, "a9_3": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "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": " Buy Sorghum" }, "a9_4": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9961, "std": 0.0625, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Bulrush millet" }, "a9_5": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.608, "std": 0.4883, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Finger millet" }, "a9_6": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7385, "std": 0.4395, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cassava" }, "a9_7": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9955, "std": 0.0668, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Sweet potatoes" }, "a9_8": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7217, "std": 0.4482, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Irish potatoes" }, "a9_9": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9313, "std": 0.253, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Beans" }, "a9_10": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8698, "std": 0.3365, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cowpeas" }, "a9_11": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7516, "std": 0.4321, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Pigeon peas" }, "a9_12": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9942, "std": 0.0759, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Sunflower" }, "a9_13": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5151, "std": 0.4998, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Simsim" }, "a9_14": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4864, "std": 0.4999, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Groundnuts" }, "a9_15": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.361, "std": 0.4803, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Tomatoes" }, "a9_16": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5004, "std": 0.5, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cabbage" }, "a9_17": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5037, "std": 0.5, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Onions" }, "a9_18": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7817, "std": 0.4132, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Amaranth" }, "a9_19": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.995, "std": 0.0708, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cashew nut" }, "a9_20": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8948, "std": 0.3068, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Banana" }, "a9_21": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8713, "std": 0.3349, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Cotton" }, "a9_22": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9912, "std": 0.0933, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Tobacco" }, "a9_23": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9602, "std": 0.1955, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Pyrethrum" }, "a9_24": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.921, "std": 0.2698, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Coffee" }, "a9_25": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9292, "std": 0.2565, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Coconut" }, "a9_26": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8866, "std": 0.3171, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Orange" }, "a9_27": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9456, "std": 0.2267, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Sugar cane" }, "a9_28": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8788, "std": 0.3264, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Palm oil" }, "a9_29": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.91, "std": 0.2862, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Other 1" }, "a9_30": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9436, "std": 0.2307, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Other 2" }, "a9_31": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9968, "std": 0.0563, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy Other 3" }, "a9_32": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9828, "std": 0.13, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": " Buy None" }, "a9_33": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.997, "std": 0.0546, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A9_33.Buy Orange" }, "a9_34": { "dtype": "float64", 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and dry fish": 1, "do not know": 1, "soya": 1, "none": 1, "i buy no product": 1, "lemon": 1, "meat fish": 1, "if i'm in need i buy or i actually do not buy for": 1, "sweet potatoes": 1, "pistachio": 1, "cooking oil": 1, "sauce": 1 }, "description": " Buy Other 1 (Specified)" }, "a9_oth2": { "dtype": "category", "non_null_count": 16, "null_count": 5690, "null_pct": 99.72, "type": "categorical", "unique_count": 12, "value_counts": { "beans": 3, "rice": 2, "soya": 2, "yam": 1, "millet": 1, "african potatoes": 1, "onion": 1, "spinarch and sweet potatoes leaves": 1, "sauce": 1, "avogado": 1, "african traditional seasoning": 1, "parsley": 1 }, "description": " Buy Other 2 (Specified)" }, "a9_oth3": { "dtype": "float64", "non_null_count": 0, "null_count": 5706, "null_pct": 100.0, "type": "numeric", "description": " Buy Other 3 (Specified)" }, "a10": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6969, 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"take care of the farm": 2, "do not hire handworkers": 2, "no handworkers": 2, "it is the responsability of my husband": 2, "to collect cocoa nuts": 2, "take care of poultry and sell them": 2, "to havest hevea": 2, "she does'nt hired handworkers": 2, "take care and cleaning": 1, "water collectors": 1, "i'm part of the handworkers": 1, "cleaning of the farm yard": 1, "i help my husband": 1, "herself": 1, "it is the farm of my husband": 1, "i do not have a farm": 1, "i do not grow": 1, "growing and planting": 1, "to watch out animals": 1, "watering for foods crops": 1, "we do not hire handworkers": 1, "hevea harvesters": 1, "ploughing": 1, "do not use": 1, "when i have money i call for help": 1, "mixing animal foods": 1, "collectors": 1, "to plough": 1, "to spray fertilizer": 1 }, "description": "Use labor for Other (specify)" }, "a25_1": { "dtype": "float64", "non_null_count": 2562, "null_count": 3144, "null_pct": 55.1, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5394, "std": 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"unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Cashew nut" }, "a25_20": { "dtype": "float64", "non_null_count": 99, "null_count": 5607, "null_pct": 98.26, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.303, "std": 0.4619, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Banana" }, "a25_21": { "dtype": "float64", "non_null_count": 64, "null_count": 5642, "null_pct": 98.88, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.25, "std": 0.4364, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Cotton" }, "a25_22": { "dtype": "float64", "non_null_count": 23, "null_count": 5683, "null_pct": 99.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1304, "std": 0.3444, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Tobacco" }, "a25_23": { "dtype": "float64", "non_null_count": 66, "null_count": 5640, "null_pct": 98.84, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7424, "std": 0.4407, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Pyrethrum" }, "a25_24": { "dtype": "float64", "non_null_count": 336, "null_count": 5370, "null_pct": 94.11, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6875, "std": 0.4642, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Coffee" }, "a25_25": { "dtype": "float64", "non_null_count": 268, "null_count": 5438, "null_pct": 95.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7537, "std": 0.4316, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Coconut" }, "a25_26": { "dtype": "float64", "non_null_count": 296, "null_count": 5410, "null_pct": 94.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7264, "std": 0.4466, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Orange" }, "a25_27": { "dtype": "float64", "non_null_count": 131, "null_count": 5575, "null_pct": 97.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.5573, "std": 0.4986, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Sugar cane" }, "a25_28": { "dtype": "float64", "non_null_count": 433, "null_count": 5273, "null_pct": 92.41, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6467, "std": 0.4786, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Palm oil" }, "a25_29": { "dtype": "float64", "non_null_count": 365, "null_count": 5341, "null_pct": 93.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.726, "std": 0.4466, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Other1" }, "a25_30": { "dtype": "float64", "non_null_count": 165, "null_count": 5541, "null_pct": 97.11, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7212, "std": 0.4498, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Other2" }, "a25_31": { "dtype": "float64", "non_null_count": 301, "null_count": 5405, "null_pct": 94.72, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0598, "std": 0.2375, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Other3" }, "a25_32": { "dtype": "float64", "non_null_count": 2135, "null_count": 3571, "null_pct": 62.58, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4881, "std": 0.5, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell None" }, "a25_33": { "dtype": "float64", "non_null_count": 489, "null_count": 5217, "null_pct": 91.43, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4703, "std": 0.4996, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and sell Dont Know" }, "a25_34": { "dtype": "float64", "non_null_count": 66, "null_count": 5640, "null_pct": 98.84, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4848, "std": 0.5036, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A25_34.Grow and sell Pepper" }, "a25_35": { "dtype": "float64", "non_null_count": 5202, "null_count": 504, "null_pct": 8.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9512, "std": 0.2155, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A25_35.Grow and sell Watermelon" }, "a26": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.9523, "std": 9.3751, "median": 6.0, "unique_count": 30, "description": "Crop grown and sold that generate most money" }, "a27_1": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.823, "std": 0.3817, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Co-operative" }, "a27_2": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7549, "std": 0.4302, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Wholesaler" }, "a27_3": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9743, "std": 0.1582, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Processor" }, "a27_4": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4588, "std": 0.4983, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Retailer" }, "a27_5": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6334, "std": 0.4819, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Direct to the public" }, "a27_6": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9939, "std": 0.0776, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Direct to a government agency" }, "a27_7": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9289, "std": 0.2571, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Middleman / Trading company" }, "a27_8": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.963, "std": 0.1887, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Other" }, "a27_9": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9553, "std": 0.2066, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold _ Don\u2019t know" }, "a27_10": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9941, "std": 0.0763, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Crops and livestock sold to Other" }, "a27_oth": { "dtype": "category", "non_null_count": 221, "null_count": 5485, "null_pct": 96.13, "type": "categorical", "unique_count": 80, "top_10_values": { "crops discoverer": 73, "crops buyers": 11, "crops buyer": 8, "crops discoverers": 7, "IDH": 6, "cocoa discoverer": 5, "at the market": 5, "to crops discoverers": 5, "crops discoverer(buyer of cocoa)": 5, "buyer of cocoa": 4 }, "description": "Crops and livestock sold to Other (specify)" }, "a28_1": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9755, "std": 0.1545, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at farm to neighbor or traveling merchant" }, "a28_2": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2177, "std": 0.4127, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock In village" }, "a28_3": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6544, "std": 0.4756, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at Local market" }, "a28_4": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9446, "std": 0.2287, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at Regional market" }, "a28_5": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8416, "std": 0.3652, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at Other places" }, "a28_6": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9705, "std": 0.1692, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock_ Don\u2019t know" }, "a28_7": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9937, "std": 0.0789, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "a28_oth": { "dtype": "category", "non_null_count": 146, "null_count": 5560, "null_pct": 97.44, "type": "categorical", "unique_count": 84, "top_10_values": { "association": 12, "in abidjan": 10, "at home": 9, "abidjan": 7, "in town with retailers": 7, "on farm": 7, "in town": 5, "in another village": 4, "i do not sell": 3, "on the farm": 3 }, "description": "Sell crops and livestock Other (specify)" }, "a29_1": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9014, "std": 0.2982, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at this location because I get the best price a" }, "a29_2": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4566, "std": 0.4982, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at this location because I do not have access t" }, "a29_3": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7696, "std": 0.4211, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at this location because Poor road conditions t" }, "a29_4": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8963, "std": 0.3049, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at this location because I am not aware of pric" }, "a29_5": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9544, "std": 0.2085, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at this location because I don\u2019t produce enough" }, "a29_6": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7505, "std": 0.4328, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at this location because Other reasons" }, "a29_7": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.93, "std": 0.2551, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Sell crops and livestock at this location_ Don\u2019t know" }, "a29_8": { "dtype": "float64", "non_null_count": 4917, "null_count": 789, "null_pct": 13.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9658, "std": 0.1817, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "a29_oth": { "dtype": "category", "non_null_count": 344, "null_count": 5362, "null_pct": 93.97, "type": "categorical", "unique_count": 263, "top_10_values": { "buyers come here": 16, "i do not have financial means for the transportation of my crops": 7, "we do not have a market": 4, "to avoid crops being stolen": 4, "close to her": 4, "buyers come here in the village": 4, "i do not have enough financial means for the transportation of my crops": 3, "no association in the village": 3, "i spend less": 3, "on customers demand": 3 }, "description": "Sell crops and livestock at this location because Others Specify" }, "a30": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 13.5954, "std": 32.3916, "median": 1.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Get current market price for crops and livestock sold" }, "a31": { "dtype": "float64", "non_null_count": 727, "null_count": 4979, "null_pct": 87.26, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.2669, "std": 10.6789, "median": 2.0, "unique_count": 8, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 8.0, 98.0 ], "description": "Reason do not get current market price" }, "a31_oth": { "dtype": "category", "non_null_count": 60, "null_count": 5646, "null_pct": 98.95, "type": "categorical", "unique_count": 49, "value_counts": { "it is the buyer who decide the price": 5, "the price is fixed about the cooperative": 3, "the price is getting low every month": 3, "there is no mean of transport to get the products to custormers": 2, "I prefer sell quickly my products because perishable": 2, "we discuss about the price with the client": 2, "the prices is getting low": 1, "it is difficult to get the products to customer to have a good price on the market": 1, "it is now my farm of hevea will be in production(harvest)": 1, "it is according to the client": 1, "the price is low I get cash money": 1, "the products are perishable": 1, "there is no a fix price(on price)": 1, "the roads are spoilt,there is no enough clients": 1, "they don't buy always at the normal price": 1, "the transportation": 1, "the market is not stable(constant)": 1, "I am not informed about the price, I take it like that": 1, "it is my husband who sell the products": 1, "I am not inform about the price": 1, "we don't have access to transport to other markets": 1, "I sell in the local market of the village": 1, "I sell in the village": 1, "I don't know": 1, "the clients are more demanding,they want to make more profite because of the transport": 1, "the buyers have some margins of profites when they buy the products": 1, "I sell my products in the village therefore the prices are low oppose to town": 1, "I need money quickly as possible": 1, "we pay cash ,it is not the same case at Palmci where we pay at the end of the month": 1, "I want to sell quickly my products": 1, "they take into account the taxes in the price of the products": 1, "the clients come to me": 1, "because of the expenses": 1, "I have financial difficulties therefore my customers take advantage of me": 1, "financial difficulties": 1, "we need money,we can not refuse their proposal": 1, "every wholesaler has his price because the government does not communicate on the price": 1, "the product is underestimated": 1, "my clients are retailers": 1, "the prices are changing every time": 1, "I don't have access to transport to other markets": 1, "I am not informed about the prices": 1, "I sell my products to retailer therefore I can not have th normal price": 1, "the prices change sometimes therefore we don't have always the same price": 1, "the prices change according to the years": 1, "we don't have money therefore we are obliged to sell like that": 1, "sometimes it is the intermediates who come to buy the products": 1, "the buyers decide the prices": 1, "it is the buyers who decide(fix) the price": 1 }, "description": "Reason do not get current market price_Other (Specified)" }, "a32": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.6807, "std": 16.1614, "median": 2.0, "unique_count": 3, "unique_values": [ 1.0, 2.0, 98.0 ], "description": "Have a contract to sell any crops or livestock" }, "a33_1": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0228, "std": 0.1494, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Usually get paid by Cash" }, "a33_2": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9915, "std": 0.0917, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Usually get paid by Cheque" }, "a33_3": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9935, "std": 0.0802, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A33_3.Usually get paid by Electronic funds transfer" }, "a33_4": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9998, "std": 0.0142, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Usually get paid by Electronic funds transfer" }, "a33_5": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.997, "std": 0.055, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Usually get paid by Mobile banking" }, "a33_6": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9974, "std": 0.0512, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Usually get paid by Payment in-kind (crops, labor, etc.)" }, "a33_7": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9998, "std": 0.0142, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Usually get paid by Prepaid debit card" }, "a33_8": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9743, "std": 0.1582, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Usually get paid by Other" }, "a33_oth": { "dtype": "category", "non_null_count": 127, "null_count": 5579, "null_pct": 97.77, "type": "categorical", "unique_count": 69, "top_10_values": { "later": 23, "credit": 8, "by credit": 7, "I don't know": 5, "it is my husband who take care of this": 4, "I don't sell": 3, "after the sale they pay": 3, "after sale": 2, "after the sale": 2, "pay late": 2 }, "description": "Usually get paid by Other (specify)" }, "a35_1": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6528, "std": 0.4761, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - Distance to" }, "a35_2": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3987, "std": 0.4897, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - Transportat" }, "a35_3": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9515, "std": 0.2149, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - Goods or pr" }, "a35_4": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9121, "std": 0.2832, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - Lack of sto" }, "a35_5": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9897, "std": 0.101, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - Lack of ref" }, "a35_6": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9778, "std": 0.1474, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - Unreliable" }, "a35_7": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6934, "std": 0.4611, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - I don\u2019t fac" }, "a35_8": { "dtype": "float64", "non_null_count": 4948, "null_count": 758, "null_pct": 13.28, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9677, "std": 0.1769, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Challenges getting crops and livestock to your customers - Other" }, "a35_oth": { "dtype": "category", "non_null_count": 160, "null_count": 5546, "null_pct": 97.2, "type": "categorical", "unique_count": 82, "top_10_values": { "the road is spoilt": 46, "none": 9, "the state of the road": 5, "the distance of the area form the farm to the village": 5, "insecurity,the thiefs on the roads": 4, "lack of mean": 3, "I don't know": 3, "the price is getting low": 3, "non applicable": 2, "problem of road": 2 }, "description": "Challenges getting crops and livestock to your customers - Other (sp" }, "a36_1": { "dtype": "float64", "non_null_count": 2562, "null_count": 3144, "null_pct": 55.1, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9336, "std": 0.2489, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Maize" }, "a36_2": { "dtype": "float64", "non_null_count": 3007, "null_count": 2699, "null_pct": 47.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9571, "std": 0.2027, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Paddy" }, "a36_3": { "dtype": "float64", "non_null_count": 2178, "null_count": 3528, "null_pct": 61.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.966, "std": 0.1812, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Sorghum" }, "a36_4": { "dtype": "float64", "non_null_count": 800, "null_count": 4906, "null_pct": 85.98, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9837, "std": 0.1265, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Bulrush millet" }, "a36_5": { "dtype": "float64", "non_null_count": 329, "null_count": 5377, "null_pct": 94.23, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9757, "std": 0.1543, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Finger millet" }, "a36_6": { "dtype": "float64", "non_null_count": 2806, "null_count": 2900, "null_pct": 50.82, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9565, "std": 0.204, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cassava" }, "a36_7": { "dtype": "float64", "non_null_count": 1234, "null_count": 4472, "null_pct": 78.37, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.987, "std": 0.1132, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Sweet potatoes" }, "a36_8": { "dtype": "float64", "non_null_count": 1712, "null_count": 3994, "null_pct": 70.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9679, "std": 0.1764, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Irish potatoes" }, "a36_9": { "dtype": "float64", "non_null_count": 1752, "null_count": 3954, "null_pct": 69.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9697, "std": 0.1713, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Beans" }, "a36_10": { "dtype": "float64", "non_null_count": 277, "null_count": 5429, "null_pct": 95.15, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9928, "std": 0.0848, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cowpeas" }, "a36_11": { "dtype": "float64", "non_null_count": 464, "null_count": 5242, "null_pct": 91.87, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9246, "std": 0.2644, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Pigeon peas" }, "a36_12": { "dtype": "float64", "non_null_count": 591, "null_count": 5115, "null_pct": 89.64, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9695, "std": 0.172, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Sunflower" }, "a36_13": { "dtype": "float64", "non_null_count": 2435, "null_count": 3271, "null_pct": 57.33, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9733, "std": 0.1612, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Simsim" }, "a36_14": { "dtype": "float64", "non_null_count": 2523, "null_count": 3183, "null_pct": 55.78, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9774, "std": 0.1486, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Groundnuts" }, "a36_15": { "dtype": "float64", "non_null_count": 573, "null_count": 5133, "null_pct": 89.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9756, "std": 0.1545, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Tomatoes" }, "a36_16": { "dtype": "float64", "non_null_count": 2356, "null_count": 3350, "null_pct": 58.71, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9716, "std": 0.1663, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cabbage" }, "a36_17": { "dtype": "float64", "non_null_count": 1786, "null_count": 3920, "null_pct": 68.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9765, "std": 0.1516, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Onions" }, "a36_18": { "dtype": "float64", "non_null_count": 164, "null_count": 5542, "null_pct": 97.13, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9878, "std": 0.1101, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Amaranth" }, "a36_19": { "dtype": "float64", "non_null_count": 8, "null_count": 5698, "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": "Grow and trade Cashew nut" }, "a36_20": { "dtype": "float64", "non_null_count": 99, "null_count": 5607, "null_pct": 98.26, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9899, "std": 0.1005, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Banana" }, "a36_21": { "dtype": "float64", "non_null_count": 64, "null_count": 5642, "null_pct": 98.88, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9688, "std": 0.1754, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Cotton" }, "a36_22": { "dtype": "float64", "non_null_count": 23, "null_count": 5683, "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": "Grow and trade Tobacco" }, "a36_23": { "dtype": "float64", "non_null_count": 66, "null_count": 5640, "null_pct": 98.84, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9545, "std": 0.2099, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Pyrethrum" }, "a36_24": { "dtype": "float64", "non_null_count": 336, "null_count": 5370, "null_pct": 94.11, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9911, "std": 0.0942, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Coffee" }, "a36_25": { "dtype": "float64", "non_null_count": 268, "null_count": 5438, "null_pct": 95.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9925, "std": 0.0862, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Coconut" }, "a36_26": { "dtype": "float64", "non_null_count": 296, "null_count": 5410, "null_pct": 94.81, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.973, "std": 0.1624, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Orange" }, "a36_27": { "dtype": "float64", "non_null_count": 131, "null_count": 5575, "null_pct": 97.7, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9847, "std": 0.1231, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Sugar cane" }, "a36_28": { "dtype": "float64", "non_null_count": 433, "null_count": 5273, "null_pct": 92.41, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9838, "std": 0.1263, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Palm oil" }, "a36_29": { "dtype": "float64", "non_null_count": 365, "null_count": 5341, "null_pct": 93.6, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9808, "std": 0.1373, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Other1" }, "a36_30": { "dtype": "float64", "non_null_count": 165, "null_count": 5541, "null_pct": 97.11, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9879, "std": 0.1098, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Other2" }, "a36_31": { "dtype": "float64", "non_null_count": 301, "null_count": 5405, "null_pct": 94.72, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Grow and trade Other3" }, "a36_32": { "dtype": "float64", "non_null_count": 2135, "null_count": 3571, "null_pct": 62.58, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.963, "std": 0.1888, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade None" }, "a36_33": { "dtype": "float64", "non_null_count": 489, "null_count": 5217, "null_pct": 91.43, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9816, "std": 0.1345, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Grow and trade Dont Know" }, "a36_34": { "dtype": "float64", "non_null_count": 66, "null_count": 5640, "null_pct": 98.84, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9697, "std": 0.1727, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A36_34.Grow and trade Pepper" }, "a36_35": { "dtype": "float64", "non_null_count": 5202, "null_count": 504, "null_pct": 8.83, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0869, "std": 0.2817, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "A36_35.Grow and trade Watermelon" }, "a37": { "dtype": "float64", "non_null_count": 452, "null_count": 5254, "null_pct": 92.08, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 11.7456, "std": 14.9981, "median": 6.0, "unique_count": 19, "unique_values": [ 1.0, 2.0, 3.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 16.0, 17.0, 32.0, 33.0, 34.0, 35.0, 98.0 ], "description": "Crop grown and traded the most" }, "h1_1": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9317, "std": 0.2524, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Earning wages or salary from regular job" }, "h1_2": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9294, "std": 0.2562, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Earning wages from occasional job" }, "h1_3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9374, "std": 0.2422, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Running own business in retail or manufacturing (" }, "h1_4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9856, "std": 0.119, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Running own business by providing services" }, "h1_5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9937, "std": 0.0792, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Getting a grant, pension, or subsidy of some sort" }, "h1_6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9222, "std": 0.2679, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Getting money from family or friends / remittance" }, "h1_7": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1283, "std": 0.3344, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Growing something and selling it, such as crops," }, "h1_8": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8572, "std": 0.3499, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Rearing livestock, poultry, fish, or bees and sel" }, "h1_9": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9204, "std": 0.2706, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Generate income from - Other (specify)" }, "h1_oth": { "dtype": "category", "non_null_count": 445, "null_count": 5261, "null_pct": 92.2, "type": "categorical", "unique_count": 163, "top_10_values": { "trade": 124, "none": 55, "I don't have income": 12, "tailor": 11, "fisher": 10, "hairdresser": 10, "builder": 5, "no": 5, "gold digger": 5, "I have a shop": 5 }, "description": "Generate income from - Other (specify)" }, "h2a": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.29, "std": 8.6262, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Main source of income in the last Month" }, "h2b": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.1942, "std": 7.7171, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Main source of income in the last 12 months" }, "h3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.2531, "std": 7.6906, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Most important income source" }, "h4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.8673, "std": 10.5848, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Income source like to get the most" }, "h5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.3065, "std": 12.3215, "median": 7.0, "unique_count": 10, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 98 ], "description": "Most reliable income source" }, "h6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 1.7846, "std": 1.7445, "median": 1.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 6 ], "description": "Primary job (i.e., the job where you spend most of your time)" }, "h6_oth": { "dtype": "category", "non_null_count": 721, "null_count": 4985, "null_pct": 87.36, "type": "categorical", "unique_count": 169, "top_10_values": { "trader": 187, "none": 151, "housewife": 75, "pupil": 27, "tailor": 16, "driver": 13, "hairdresser": 12, "builder": 11, "mechanic": 10, "smith": 7 }, "description": "Primary job (i.e., the job where you spend most of your time) - Other (spec" }, "h7_1": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9236, "std": 0.2657, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Farmer" }, "h7_2": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9993, "std": 0.0265, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Professional, i.e., doctor, teacher, nurse" }, "h7_3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9942, "std": 0.0758, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Shop owner" }, "h7_4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9881, "std": 0.1085, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Business owner" }, "h7_5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9753, "std": 0.1553, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Laborer" }, "h7_6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8808, "std": 0.324, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - Other" }, "h7_7": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.2355, "std": 0.4244, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Secondary or side jobs - None" }, "h7_oth": { "dtype": "category", "non_null_count": 680, "null_count": 5026, "null_pct": 88.08, "type": "categorical", "unique_count": 213, "top_10_values": { "trader": 238, "housewife": 36, "builder": 21, "tailor": 18, "fisher": 17, "driver": 14, "carpenter": 12, "mechanic": 10, "gold digger": 8, "buyer": 7 }, "description": "Secondary or side jobs - Other (specify)" }, "h8_1": { "dtype": "float64", "non_null_count": 390, "null_count": 5316, "null_pct": 93.17, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 5.2513, "std": 16.5971, "median": 3.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Earning wages or salary from" }, "h8_2": { "dtype": "float64", "non_null_count": 403, "null_count": 5303, "null_pct": 92.94, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.603, "std": 19.0476, "median": 4.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Earning wages from occasiona" }, "h8_3": { "dtype": "float64", "non_null_count": 357, "null_count": 5349, "null_pct": 93.74, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 30.2185, "std": 43.828, "median": 2.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Running own business in reta" }, "h8_4": { "dtype": "float64", "non_null_count": 82, "null_count": 5624, "null_pct": 98.56, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 16.5366, "std": 33.9692, "median": 3.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Running own business by prov" }, "h8_5": { "dtype": "float64", "non_null_count": 36, "null_count": 5670, "null_pct": 99.37, "type": "numeric", "min": 3.0, "max": 98.0, "mean": 13.8056, "std": 30.1982, "median": 3.0, "unique_count": 4, "unique_values": [ 3.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Getting a grant, pension, st" }, "h8_6": { "dtype": "float64", "non_null_count": 444, "null_count": 5262, "null_pct": 92.22, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.4617, "std": 23.6152, "median": 5.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Getting money from family or" }, "h8_7": { "dtype": "float64", "non_null_count": 4974, "null_count": 732, "null_pct": 12.83, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 7.9125, "std": 15.0936, "median": 6.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Growing something and sellin" }, "h8_8": { "dtype": "float64", "non_null_count": 815, "null_count": 4891, "null_pct": 85.72, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.3374, "std": 18.1575, "median": 5.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Rearing livestock, poultry," }, "h8_9": { "dtype": "float64", "non_null_count": 454, "null_count": 5252, "null_pct": 92.04, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 74.8172, "std": 41.0499, "median": 98.0, "unique_count": 7, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 98.0 ], "description": "Frequency main source of income is received_ Other" }, "h8_oth": { "dtype": "category", "non_null_count": 110, "null_count": 5596, "null_pct": 98.07, "type": "categorical", "unique_count": 53, "top_10_values": { "trade": 24, "trader": 18, "tailor": 6, "gold digger": 5, "hairdresser": 4, "fisher": 3, "manpower in the farms": 3, "rents of houses": 2, "trade of tomato": 1, "weaver of palm leaf": 1 } }, "h9_1": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.953, "std": 0.2116, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Buy/get agricultural products from farmers and" }, "h9_2": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9721, "std": 0.1646, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Buy/get agricultural products from farmers/pro" }, "h9_3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.986, "std": 0.1176, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Provide a service to farmers or processors of" }, "h9_4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9732, "std": 0.1616, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Rent land to farmers for farming purposes" }, "h9_5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9464, "std": 0.2253, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - Other (specify)" }, "h9_6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1455, "std": 0.3526, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Other ways to get income - No other way" }, "h9_oth": { "dtype": "category", "non_null_count": 306, "null_count": 5400, "null_pct": 94.64, "type": "categorical", "unique_count": 148, "top_10_values": { "trade": 72, "fisher": 12, "none": 11, "builder": 9, "tailor": 7, "I sell attieke (food)": 7, "hairdresser": 7, "labourer": 6, "carpenter": 5, "driver": 4 }, "description": "Other ways to get income - Other (specify)" }, "h10_1": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.993, "std": 0.0834, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Government benefits (pension, disability, welfare," }, "h10_2": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8596, "std": 0.3474, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Remittances/monetary or other help from family or f" }, "h10_3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9944, "std": 0.0747, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Other donor/NGO benefits" }, "h10_4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9157, "std": 0.2779, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Occasional paid assignments, labor for hire" }, "h10_5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8808, "std": 0.324, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Occasionally sell my belongings" }, "h10_6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9954, "std": 0.0674, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Receive income from Other" }, "h10_oth": { "dtype": "category", "non_null_count": 26, "null_count": 5680, "null_pct": 99.54, "type": "categorical", "unique_count": 17, "value_counts": { "trade": 6, "tailor": 2, "I sell attieke(food)": 2, "hairdresser": 2, "assistance coming from christian community": 2, "I sell agricultural products": 1, "I sell fish": 1, "photogrpher,glazier,florist": 1, "I work in a gold mine": 1, "farming": 1, "I am a famer": 1, "I sell salt and cube of seasoning": 1, "I sell drink": 1, "my children send me money": 1, "cattle": 1, "sometimes I give loan with interest": 1, "occasional trade of fruits": 1 }, "description": "Receive income from Other (specify)" }, "h11_1": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.325, "std": 0.4743, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Direct deposit to a bank account" }, "h11_2": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.675, "std": 0.4743, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Personal pick-up in cash" }, "h11_3": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Personal pick-up in cheque" }, "h11_4": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Courier delivery" }, "h11_5": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9, "std": 0.3038, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Deposit to your m- money account" }, "h11_6": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Deposit to an agent\u2019s m-money account" }, "h11_7": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Deposit to another person\u2019s m-money account" }, "h11_8": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Digital card (pre-paid card, credit card)" }, "h11_9": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment from Western Union/ Money Gram" }, "h11_10": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.975, "std": 0.1581, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "Receive payment from Other" }, "h11_11": { "dtype": "float64", "non_null_count": 40, "null_count": 5666, "null_pct": 99.3, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ], "description": "Receive payment _Don\u2019t know" }, "h11_oth": { "dtype": "category", "non_null_count": 1, "null_count": 5705, "null_pct": 99.98, "type": "categorical", "unique_count": 1, "value_counts": { "coopec": 1 }, "description": "Receive payment from Other (specify)" }, "h12_1": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.99, "std": 0.0995, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_2": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.3496, "std": 0.4771, "median": 1.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_3": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.98, "std": 0.14, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_4": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9913, "std": 0.0931, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_5": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7765, "std": 0.4168, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_6": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9613, "std": 0.193, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_7": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.8439, "std": 0.3631, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_8": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 2.0, "max": 2.0, "mean": 2.0, "std": 0.0, "median": 2.0, "unique_count": 1, "unique_values": [ 2.0 ] }, "h12_9": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9875, "std": 0.1111, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_10": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.99, "std": 0.0995, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_11": { "dtype": "float64", "non_null_count": 801, "null_count": 4905, "null_pct": 85.96, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9925, "std": 0.0863, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ] }, "h12_oth": { "dtype": "category", "non_null_count": 8, "null_count": 5698, "null_pct": 99.86, "type": "categorical", "unique_count": 7, "value_counts": { "personal pick-up in cash": 2, "they give it to someone who goes to the village": 1, "my brother gives me money to pay the medical bill of my son": 1, "they send me money by the service of money transfer of the company OT in Danane": 1, "they send the parcels by the cars": 1, "it is when my sister comes to the village she gives me money hand in hand": 1, "direct deposit to my husband's account": 1 } }, "h14_1": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 4.9458, "std": 16.9219, "median": 1.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Grocery purchases" }, "h14_2": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.7783, "std": 12.6314, "median": 2.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Transportation" }, "h14_3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 12.7152, "std": 28.4898, "median": 3.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Medicine, medical payments, hospital charge" }, "h14_4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 10.7867, "std": 23.2755, "median": 6.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Educational expenses, school fees" }, "h14_5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 8.5231, "std": 20.6156, "median": 3.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Bills: utility bills, mobile phone and airt" }, "h14_6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 37.3673, "std": 44.9246, "median": 6.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Emergency expenses (specify)" }, "h14_7": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 20.6621, "std": 35.1572, "median": 6.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Investment in business, farm or future, e.g" }, "h14_8": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 21.3172, "std": 34.955, "median": 6.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Make a large purchase, such as TV, car or b" }, "h14_9": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 19.9958, "std": 34.4008, "median": 6.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Home repairs" }, "h14_10": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 82.6285, "std": 34.3318, "median": 98.0, "unique_count": 7, "unique_values": [ 1, 2, 3, 4, 5, 6, 98 ], "description": "How often make expenses for Other (specify)" }, "h14_oth1": { "dtype": "object", "non_null_count": 2271, "null_count": 3435, "null_pct": 60.2, "type": "categorical", "unique_count": 430, "top_10_values": { "sickness": 829, "for sickness": 162, "death": 132, "sickness,death": 50, "sickness and death": 49, "no": 47, "none": 44, "for health": 42, "for sickness or death": 33, "health": 26 }, "description": "How often make expenses for Emergency - (others specified)" }, "h14_oth2": { "dtype": "category", "non_null_count": 12, "null_count": 5694, "null_pct": 99.79, "type": "categorical", "unique_count": 4, "value_counts": { "none": 9, "nothing": 1, "I buy cassava": 1, "rents of houses every month": 1 }, "description": "Frequency of expenses - Other expenses (specified)" }, "f62": { "dtype": "float64", "non_null_count": 5231, "null_count": 475, "null_pct": 8.32, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 1.4791, "std": 0.8031, "median": 1.0, "unique_count": 6, "unique_values": [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "description": "Literacy" }, "f63_1": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1593, "std": 0.366, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Government-issued ID/National ID" }, "f63_2": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9883, "std": 0.1077, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - East African Passport" }, "f63_3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9408, "std": 0.2361, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - International Passport" }, "f63_4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9849, "std": 0.1218, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Driver\u2019s license" }, "f63_5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4278, "std": 0.4948, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - School-issued ID" }, "f63_6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9933, "std": 0.0813, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Voters card" }, "f63_7": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.983, "std": 0.1293, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Ration card" }, "f63_8": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9935, "std": 0.0803, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Employee ID (For Government / Civil S" }, "f63_9": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.0724, "std": 0.2591, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Military ID" }, "f63_10": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9429, "std": 0.2321, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Birth Certificate" }, "f63_11": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.9853, "std": 0.1204, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Have an official identification - Village/LC ID" }, "f63_oth": { "dtype": "category", "non_null_count": 84, "null_count": 5622, "null_pct": 98.53, "type": "categorical", "unique_count": 26, "value_counts": { "consular card": 37, "notional ID of Burkina": 8, "certificate of residence": 4, "identity certificate": 3, "consular card of Burkina Fasso": 3, "consular card of Burkina": 3, "consular card of Guinea": 3, "notionality certificate": 2, "none": 2, "mutual(association,help) card": 2, "notional ID of niger": 2, "an account book": 1, "I don't know": 1, "I lost my birth certificate": 1, "nothing else": 1, "certificate card": 1, "mobile money(orang)": 1, "blood card": 1, "Yameogo Monique(name)": 1, "certificate of identity": 1, "consular card,": 1, "receipt of census of traditional healer": 1, "national ID of TOGO": 1, "employee ID": 1, "consular card of Senegal": 1, "needs of inputs": 1 }, "description": "Have an official identification - Other identification (specified)" }, "d2": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 12.0, "mean": 2.0918, "std": 1.9118, "median": 2.0, "unique_count": 11, "unique_values": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12 ], "description": "D2 .Relationship with household head" }, "d3": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.4469, "std": 0.4972, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "Gender" }, "d4": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 2.6193, "std": 5.6302, "median": 2.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 98 ], "description": "D4 .Marital status" }, "d5": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 15.0, "max": 100.0, "mean": 39.8959, "std": 14.5548, "median": 38.0, "unique_count": 83, "description": "D5 .Age (in years)" }, "d6": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.6227, "std": 0.4848, "median": 2.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "D6 .Ever attended school" }, "d7": { "dtype": "float64", "non_null_count": 2153, "null_count": 3553, "null_pct": 62.27, "type": "numeric", "min": 1.0, "max": 98.0, "mean": 3.9489, "std": 9.7818, "median": 3.0, "unique_count": 4, "unique_values": [ 1.0, 2.0, 3.0, 98.0 ], "description": "D7 .Currently attending school" }, "d8": { "dtype": "float64", "non_null_count": 2153, "null_count": 3553, "null_pct": 62.27, "type": "numeric", "min": 0.0, "max": 98.0, "mean": 1.6698, "std": 4.2382, "median": 1.0, "unique_count": 7, "unique_values": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 98.0 ], "description": "D8 .Highest grade attended" }, "d9": { "dtype": "float64", "non_null_count": 2153, "null_count": 3553, "null_pct": 62.27, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.7715, "std": 0.42, "median": 2.0, "unique_count": 2, "unique_values": [ 1.0, 2.0 ], "description": "D9 .Completed highest grade attended" }, "d10": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.1791, "std": 0.3835, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "D10 .Ccontribute to the household income" }, "d11": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 2.0, "mean": 1.062, "std": 0.2412, "median": 1.0, "unique_count": 2, "unique_values": [ 1, 2 ], "description": "D11 .Participate in the household\u2019s agricultural activities" }, "d12": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 1.0, "mean": 1.0, "std": 0.0, "median": 1.0, "unique_count": 1, "unique_values": [ 1 ], "description": "D12.Eligible for individual household member questionnaire" }, "indmul_wgt": { "dtype": "float64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 0.080773989, "max": 4.508650513, "mean": 1.0, "std": 0.7034, "median": 0.807604715, "unique_count": 210, "description": "Individual weight" }, "stratum": { "dtype": "int64", "non_null_count": 5706, "null_count": 0, "null_pct": 0.0, "type": "numeric", "min": 1.0, "max": 6.0, "mean": 3.2387, "std": 1.583, "median": 3.0, "unique_count": 6, "unique_values": [ 1, 2, 3, 4, 5, 6 ], "description": "Design Stratum" }, "a2": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 0.0025, "max": 100.0, "mean": 23.7004, "std": 38.2777, "median": 4.0, "unique_count": 90, "description": "How much agricultural land do you own?_Hectare" }, "a3": { "dtype": "float64", "non_null_count": 5354, "null_count": 352, "null_pct": 6.17, "type": "numeric", "min": 0.0025, "max": 261.0, "mean": 64.599, "std": 45.2868, "median": 98.0, "unique_count": 61, "description": "How much agricultural land do you rent, borrow or have the right to use?_Hec" } } } } }