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[]
["Table of Contents"]
["Table 1","S14: And what type of area do you live in?"]
[null,"Base: Refused to give postcode "]
[]
["Table 2","S1: Do you have mains gas and/or mains electricity in your home?"]
[null,"Base: All respondents"]
[]
["Table 3","S2: You said you only have mains gas and do not have mains electricity in your home. Can you just confirm that this is correct?"]
[null,"Base: If mains gas only "]
[]
["Table 4","S3: Please can you tell me if you receive your gas and electricity from the same supplier or different suppliers?"]
[null,"Base: If mains gas and electricity  "]
[]
["Table 5","S4: Are you responsible – either solely or jointly – for your household's energy bills or for choosing your household's energy supplier?"]
[null,"Base: All respondents"]
[]
["Table 6","S5: Do you pay your energy bills to your energy supplier, or do you pay as part of another payment, for example, as part of rent to your landlord?"]
[null,"Base: All respondents"]
[]
["Table 7","S9: Can you tell us which band your age falls within?"]
[null,"Base: All respondents"]
[]
["Table 8","S10: Which of the following best describes your gender?"]
[null,"Base: All respondents"]
[]
["Table 9","H9: What is your ethnic group?"]
[null,"Base: All respondents"]
[]
[]
["Table 12","B1_A: What kind tariff are you on for gas?"]
[null,"Base: Have Gas"]
[]
["Table 13","B1_B: What kind of tariff are you on for electricity?"]
[null,"Base: Have Electricity "]
[]
["Table 14","B3: How do you currently pay your electricity bills?"]
[null,"Base: Electricity or dual fuel"]
[]
["Table 15","B4: How do you currently pay your gas bills?"]
[null,"Base: Gas or dual fuel"]
[]
["Table 16","C4: Which, if any, of these have you or your household done in the past six months?"]
[null,"Base: All respondents"]
[]
["Table 17","C4A: How did you search for the information you were looking for?"]
[null,"Base: All who have actively switched or compared in the past 6 months "]
[]
["Table 18","D4: Why did your household compare suppliers?"]
[null,"Base: All who have compared in last 6 months "]
[]
["Table 19","D4B: Why did your household switch suppliers?"]
[null,"Base: All who have switched in last 6 months "]
[]
["Table 20","D3_SUMMARY - How likely do you think it is that you or someone in your household will do these things over the next three months?"]
[null,"Base: All respondents"]
[]
["Table 21","D3_1: Compare energy tariffs - How likely do you think it is that you or someone in your household will do these things over the next three months?"]
[null,"Base: All respondents"]
[]
["Table 22","D3_2: Switch to a new tariff with my current supplier - How likely do you think it is that you or someone in your household will do these things over the next three months?"]
[null,"Base: All respondents"]
[]
["Table 23","D3_3: Switch to a new tariff with a new energy supplier - How likely do you think it is that you or someone in your household will do these things over the next three months?"]
[null,"Base: All respondents"]
[]
["Table 24","C5: Thinking about energy deals out there right now, how likely, if at all, do you think there are energy deals that offer better value for money than your current deal?"]
[null,"Base: All respondents"]
[]
["Table 25","C5A: Do you think the savings offered by these deals would be likely to be marginal or substantial?"]
[null,"Base: All who say it’s likely there are better value energy deals available than their current deal "]
[]
["Table 26","C6_SUMMARY: Considering your current energy deal, how well do you feel you know the following details?"]
[null,"Base: All respondents"]
[]
["Table 27","C6_1: My rough usage (kWh, whether monthly, quarterly or annually) - Considering your current energy deal, how well do you feel you know the following details?"]
[null,"Base: All respondents"]
[]
["Table 28","C6_2: How much I spend on energy (whether monthly, quarterly or annually) - Considering your current energy deal, how well do you feel you know the following details?"]
[null,"Base: All respondents"]
[]
["Table 29","C6_3: Where to find my Meter Point Administration Number (MPAN) - Considering your current energy deal, how well do you feel you know the following details?"]
[null,"Base: All respondents"]
[]
["Table 30","A7: Overall, how would you rate the customer service you have received from your current supplier(s)?"]
[null,"Base: All respondents"]
[]
["Table 31","C7A: Roughly how much does your household spend on [ENERGY TYPE: gas  / electricity / gas and electricity] per year?"]
[null,"Base: Respondents with mains gas, mains electricity or mains gas and electricity"]
[]
["Table 32","C7A: Roughly how much does your household spend on [ENERGY TYPE: gas ] per year?"]
[null,"Base: Respondents with mains gas, mains electricity or mains gas and electricity"]
[]
["Table 33","C7A: Roughly how much does your household spend on [ENERGY TYPE: electricity ] per year?"]
[null,"Base: Respondents with mains gas, mains electricity or mains gas and electricity"]
[]
["Table 34","C7A: Roughly how much does your household spend on [ENERGY TYPE: gas and electricity] per year?"]
[null,"Base: Respondents with mains gas, mains electricity or mains gas and electricity"]
[]
["Table 35","D1_SUMMARY - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have considered switching tariffs or suppliers"]
[]
["Table 36","D1_1: Compare information on alternative deals - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have considered switching tariffs or suppliers"]
[]
["Table 37","D1_1: Compare information on alternative deals - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have compared energy tariffs but have not switched "]
[]
["Table 38","D1_1: Compare information on alternative deals - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have switched tariff with the same supplier "]
[]
["Table 39","D1_1: Compare information on alternative deals - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have actively switched to a new supplier "]
[]
["Table 40","D1_2: Find deal(s) that looked preferable to your current deal - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have considered switching tariffs or suppliers"]
[]
["Table 41","D1_2: Find deal(s) that looked preferable to your current deal - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have compared energy tariffs but have not switched "]
[]
["Table 42","D1_2: Find deal(s) that looked preferable to your current deal - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have switched tariff with the same supplier "]
[]
["Table 43","D1_2: Find deal(s) that looked preferable to your current deal - How easy or difficult did you find it to do the following:"]
[null,"Base: All respondents who have actively switched to a new supplier "]
[]
["Table 44","C7.0: How often did you tend to change your energy tariff (either by switching tariff or supplier) in August 2021?"]
[null,"Base: All respondents"]
[]
["Table 45","E1_A: You mentioned earlier that you are currently on a fixed/variable energy tariff for gas. How confident, if at all, are you that this is the case?"]
[null,"Base: All respondents who say they are on fixed or variable tariff for gas "]
[]
["Table 46","E1_B: You mentioned earlier that you are currently on a fixed/variable energy tariff for electricity. How confident, if at all, are you that this is the case?"]
[null,"Base: All respondents who say they are on fixed or variable tariff for electricity "]
[]
["Table 47","E2_A: For gas, would you like to be on a fixed/variable tariff, or are you content with being on a /variable/fixed tariff?"]
[null,"Base: Respondents who say they are on fixed or variable tariff for gas "]
[]
["Table 48","E2_B: For electricity, would you like to be on a fixed/variable tariff, or are you content with being on a /variable/fixed tariff?"]
[null,"Base: Respondents who say they are on fixed or variable tariff for electricity "]
[]
["Table 49","E3_SUMMARY - How would you rate your understanding of the following energy tariff types?"]
[null,"Base: All respondents "]
[]
["Table 50","E3_1: Variable tariff - How would you rate your understanding of the following energy tariff types?"]
[null,"Base: All respondents "]
[]
["Table 51","E3_2: Fixed tariff - How would you rate your understanding of the following energy tariff types?"]
[null,"Base: All respondents "]
[]
["Table 52","E3_3: Economy 7 tariff (sometimes called “time-of-use” tariff) - How would you rate your understanding of the following energy tariff types?"]
[null,"Base: All respondents "]
[]
["Table 53","E4_SUMMARY: Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,"Base: All respondents "]
[]
["Table 54","E4: Easier to budget as know how much energy will cost per unit for contract period - Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,"Base: All respondents "]
[]
["Table 55","E4: No need to monitor the market for price changes - Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,"Base: All respondents "]
[]
["Table 56","E4: Can usually switch deals without being charged an exit fee - Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,"Base: All respondents "]
[]
["Table 57","E4: If prices drop, you could pay less per unit used - Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,"Base: All respondents "]
[]
["Table 58","E4: Often no long-term commitment is required - Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,"Base: All respondents "]
[]
["Table 59","E4: Standing charges may decrease, reducing your overall energy bill - Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,"Base: All respondents "]
[]
["Table 60","E5: Imagine energy prices are predicted to rise over the next year. Would you say a fixed or variable tariff is the better tariff to be on in this scenario? Generally speaking, would you say a fixed or variable tariff is the better tariff to be on in this scenario?"]
[null,"Base: All respondents "]
[]
["Table 61","E6: Imagine energy prices are predicted to fall over the next year. Would you say a fixed or variable tariff is the better tariff to be on in this scenario? Generally speaking, would you say a fixed or variable tariff is the better tariff to be on in this scenario?"]
[null,"Base: All respondents "]
[]
["Table 62","F1: Before taking this survey, were you aware that sometimes energy customers have to pay an exit fee to leave some energy tariff contracts early?"]
[null,"Base: All respondents "]
[]
["Table 63","D14_SUMMARY - Do you think the following statements about exit fees for energy contracts are true or false?"]
[null,"Base: All respondents "]
[]
["Table 64","D14_1: Customers may have to pay an exit fee if leaving a fixed tariff contract before it ends - Do you think the following statements about exit fees for energy contracts are true or false?"]
[null,"Base: All respondents "]
[]
["Table 65","D14_2: Customers may have to pay an exit fee when leaving  a variable tariff contract - Do you think the following statements about exit fees for energy contracts are true or false?"]
[null,"Base: All respondents "]
[]
["Table 66","D14_3: Customers may have to pay an exit fee if they leave a fixed tariff early and move to another tariff with the same supplier - Do you think the following statements about exit fees for energy contracts are true or false?"]
[null,"Base: All respondents "]
[]
["Table 67","D14_4: Exit fees do not vary and are set at a standard rate - Do you think the following statements about exit fees for energy contracts are true or false?"]
[null,"Base: All respondents "]
[]
["Table 68","D14: Does the customer understand exit fees?"]
[null,"Base: All respondents "]
[]
["Table 69","D15: On your current energy contract, would you have to pay an exit fee if you decided to leave your contract early?"]
[null,"Base: All respondents "]
[]
["Table 70","D15B: And did you know about your current supplier’s exit fee when you chose them?"]
[null,"Base: All who believe they would have to pay an exit fee "]
[]
["Table 71","D15C: Did the exit fee impact your decision to choose your current supplier?"]
[null,"Base: All who knew they might have to pay an exit fee when choosing their current supplier "]
[]
["Table 72","D15D: If you had known about the exit fee, would it have impacted your decision to choose your current supplier?"]
[null,"Base: All who didn’t know they might have to pay an exit fee when choosing their current supplier"]
[]
["Table 73","G1: If you saw an energy supplier with a customer service rating of 4.5 or 5 stars out of 5 on a comparison site, which of the following would you think would be the main factors that would have led to a high rating?"]
[null,"Base: Half of total sample (group 1)"]
[]
["Table 74","G2: And out of the options you selected, which is the most important factor in customer service to you?"]
[null,"Base: Selecting more than one code at G1 "]
[]
["Table 75","G3: [CODED] If you saw an energy supplier with a customer service rating of 4.5 or 5 stars out of 5 on a comparison site, what would you think would be the main factors that would have led to a high rating?"]
[null,"Base: Half of total sample (group 2)"]
[]
["Table 76","C1.0: Do you have a smart meter in your household? A smart meter sends your energy supplier meter readings automatically and it also has an in home display device which shows you how much energy you are using in near real time."]
[null,"Base: All respondents "]
[]
["Table 77","C1EV: Do you have an electric vehicle? An electric vehicle is a car that runs fully or partially on electricity. It has a battery which is charged by plugging it into a power source."]
[null,"Base: All respondents"]
[]
["Table 78","CL1: In view of the general economic situation, do you think you will be able to save any money in the next 12 months?"]
[null,"Base: All respondents"]
[]
["Table 79","CL2: Could your household afford to pay an unexpected, but necessary, expense of £850?"]
[null,"Base: All respondents"]
[]
["Table 80","CL3: Have you had to borrow more money or use more credit than usual in the last month, compared to a year ago?"]
[null,"Base: All respondents"]
[]
["Table 81","F5: Which one of the following statements best describes how well you are keeping up with your general household bills and credit commitments at the moment?"]
[null,"Base: All respondents"]
[]
["Table 82","F5A: And which one of the following statements best describes how well you are keeping up with energy bills specifically at the moment?"]
[null,"Base: All respondents"]
[]
["Table 83","H1: What is your annual household income before tax and other deductions?"]
[null,"Base: All respondents"]
[]
["Table 84","H12: [AVERAGE] INCLUDING YOURSELF, which of the following groups live in your household?"]
[null,"Base: All respondents"]
[]
["Table 85","Feature importance (%)"]
[null,"Base: All respondents"]
[]
["Table 86","Average Utilities"]
[null,"Base: All respondents"]
[]
["Table 87","Preference Shares (%)"]
[null,"Base: All respondents"]
[]
["Table 88","Financial difficulty"]
[null,"Base: F5 AND F5A Answered"]
[]
["Table 89","Payment type"]
[null,"Base: All respondents"]
[]
["Table 90","Cost of living risk"]
[null,"Base: All respondents"]
[]
["Table 91","Energy Type"]
[null,"Base: All respondents"]
[]
["Table 92","IMD"]
[null,"Base: Respondents who provide postcode"]
[]
["Table 93","Region"]
[null,"Base: All respondents"]
[]
["Table 94","Urban / Rural"]
[null,"Base: All respondents"]
[]
["Table 95","Tariff Type Summary"]
[null,"Base: All respondents"]
[]
["Table 96","General engagement / understanding of the market"]
[null,"Base: All respondents"]
[]
["Table 97","Irrational choices"]
[null,"Base: All respondents"]

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6],[3449,117,3449,122],[3449,123,3449,126],[3449,127,3449,128],[3449,129,3449,130],[3449,131,3449,136],[3449,137,3449,138],[3449,139,3449,140],[3449,141,3449,142],[3449,143,3449,145],[3449,146,3449,149],[3409,78,3409,82],[3409,83,3409,89],[3409,90,3409,95],[3409,96,3409,98],[3338,49,3338,52],[3338,53,3338,57],[3338,58,3338,59],[3338,60,3338,62],[3338,63,3338,65],[3338,66,3338,69],[3338,70,3338,74],[3338,75,3338,77],[3385,0,3387,0],[3388,0,3390,0],[3392,0,3394,0],[3395,0,3397,0],[3409,2,3409,4],[3409,5,3409,14],[3409,15,3409,26],[3409,27,3409,28],[3409,29,3409,48],[3409,49,3409,52],[3409,53,3409,57],[3409,58,3409,59],[3409,60,3409,62],[3409,63,3409,65],[3409,66,3409,69],[3409,70,3409,74],[3409,75,3409,77],[3338,143,3338,145],[3338,146,3338,149],[3344,0,3345,0],[3346,0,3348,0],[3349,0,3351,0],[3352,0,3354,0],[3355,0,3357,0],[3358,0,3360,0],[3361,0,3363,0],[3364,0,3366,0],[3367,0,3369,0],[3370,0,3372,0],[3338,78,3338,82],[3338,83,3338,89],[3409,99,3409,106],[3409,107,3409,108],[3409,109,3409,110],[3409,111,3409,116],[3409,117,3409,122],[3409,123,3409,126],[3409,127,3409,128],[3409,129,3409,130],[3409,131,3409,136],[3373,0,3375,0],[3376,0,3378,0],[3379,0,3381,0],[3382,0,3384,0],[3338,2,3338,4],[3338,5,3338,14],[3338,15,3338,26],[3338,27,3338,28],[3338,29,3338,48],[3275,141,3275,142],[3275,143,3275,145],[3275,146,3275,149],[3281,0,3282,0],[3283,0,3285,0],[3286,0,3288,0],[3289,0,3291,0],[3338,90,3338,95],[3338,96,3338,98],[3338,99,3338,106],[3338,107,3338,108],[3338,109,3338,110],[3338,111,3338,116],[3338,117,3338,122],[3338,123,3338,126],[3338,127,3338,128],[3338,129,3338,130],[3338,131,3338,136],[3338,137,3338,138],[3338,139,3338,140],[3292,0,3294,0],[3295,0,3297,0],[3298,0,3300,0],[3301,0,3303,0],[3304,0,3306,0],[3308,0,3310,0],[3311,0,3313,0],[3315,0,3317,0],[3318,0,3320,0],[3321,0,3323,0],[3324,0,3326,0],[3338,141,3338,142],[3248,0,3250,0],[3252,0,3254,0],[3255,0,3257,0],[3258,0,3260,0],[3261,0,3263,0],[3275,2,3275,4],[3275,5,3275,14],[3275,15,3275,26],[3275,27,3275,28],[3275,29,3275,48],[3275,49,3275,52],[3275,53,3275,57],[3275,58,3275,59],[3275,60,3275,62],[3275,63,3275,65],[3275,66,3275,69],[3275,70,3275,74],[3275,75,3275,77],[3275,78,3275,82],[3275,83,3275,89],[3275,90,3275,95],[3275,96,3275,98],[3275,99,3275,106],[3275,107,3275,108],[3275,109,3275,110],[3275,111,3275,116],[3275,117,3275,122],[3275,123,3275,126],[3275,127,3275,128],[3275,129,3275,130],[3212,129,3212,130],[3212,131,3212,136],[3212,137,3212,138],[3212,139,3212,140],[3212,78,3212,82],[3212,83,3212,89],[3212,90,3212,95],[3212,96,3212,98],[3212,99,3212,106],[3212,107,3212,108],[3212,109,3212,110],[3212,111,3212,116],[3212,117,3212,122],[3212,123,3212,126],[3212,127,3212,128],[3275,131,3275,136],[3275,137,3275,138],[3275,139,3275,140],[3212,141,3212,142],[3212,143,3212,145],[3212,146,3212,149],[3218,0,3219,0],[3220,0,3222,0],[3223,0,3225,0],[3226,0,3228,0],[3229,0,3231,0],[3232,0,3234,0],[3235,0,3237,0],[3238,0,3240,0],[3241,0,3243,0],[3245,0,3247,0],[3181,96,3181,98],[3181,99,3181,106],[3181,107,3181,108],[3181,109,3181,110],[3181,111,3181,116],[3181,117,3181,122],[3212,2,3212,4],[3212,5,3212,14],[3212,15,3212,26],[3212,27,3212,28],[3212,29,3212,48],[3212,49,3212,52],[3212,53,3212,57],[3212,58,3212,59],[3212,60,3212,62],[3212,63,3212,65],[3212,66,3212,69],[3212,70,3212,74],[3212,75,3212,77],[3181,123,3181,126],[3181,127,3181,128],[3181,129,3181,130],[3181,131,3181,136],[3181,137,3181,138],[3181,139,3181,140],[3181,141,3181,142],[3181,143,3181,145],[3181,146,3181,149],[3187,0,3188,0],[3189,0,3191,0],[3192,0,3194,0],[3195,0,3197,0],[3198,0,3200,0],[3181,2,3181,4],[3181,5,3181,14],[3181,15,3181,26],[3181,27,3181,28],[3181,29,3181,48],[3181,49,3181,52],[3181,53,3181,57],[3181,58,3181,59],[3181,60,3181,62],[3181,63,3181,65],[3181,66,3181,69],[3181,70,3181,74],[3181,75,3181,77],[3181,78,3181,82],[3181,83,3181,89],[3181,90,3181,95],[3164,0,3166,0],[3167,0,3169,0],[3130,0,3132,0],[3133,0,3135,0],[3136,0,3138,0],[3150,2,3150,4],[3150,5,3150,14],[3150,15,3150,26],[3150,27,3150,28],[3150,29,3150,48],[3150,49,3150,52],[3150,53,3150,57],[3150,58,3150,59],[3150,60,3150,62],[3150,63,3150,65],[3150,66,3150,69],[3150,70,3150,74],[3119,139,3119,140],[3119,141,3119,142],[3119,143,3119,145],[3119,146,3119,149],[3125,0,3126,0],[3127,0,3129,0],[3150,143,3150,145],[3150,146,3150,149],[3156,0,3157,0],[3158,0,3160,0],[3161,0,3163,0],[3150,131,3150,136],[3150,137,3150,138],[3150,139,3150,140],[3150,141,3150,142],[3150,75,3150,77],[3150,78,3150,82],[3150,83,3150,89],[3150,90,3150,95],[3150,96,3150,98],[3150,99,3150,106],[3150,107,3150,108],[3150,109,3150,110],[3150,111,3150,116],[3150,117,3150,122],[3150,123,3150,126],[3150,127,3150,128],[3150,129,3150,130],[3119,117,3119,122],[3119,123,3119,126],[3119,127,3119,128],[3119,129,3119,130],[3079,146,3079,149],[3085,0,3086,0],[3087,0,3089,0],[3090,0,3092,0],[3093,0,3095,0],[3096,0,3098,0],[3099,0,3101,0],[3102,0,3104,0],[3105,0,3107,0],[3119,2,3119,4],[3119,5,3119,14],[3119,15,3119,26],[3119,27,3119,28],[3119,29,3119,48],[3119,49,3119,52],[3119,53,3119,57],[3119,58,3119,59],[3119,60,3119,62],[3119,63,3119,65],[3119,66,3119,69],[3119,70,3119,74],[3119,75,3119,77],[3119,78,3119,82],[3119,83,3119,89],[3119,90,3119,95],[3119,96,3119,98],[3119,99,3119,106],[3119,107,3119,108],[3119,109,3119,110],[3119,111,3119,116],[3119,131,3119,136],[3119,137,3119,138],[3073,0,3073,151],[3074,0,3074,151],[3079,2,3079,4],[3079,5,3079,14],[3079,15,3079,26],[3079,27,3079,28],[3079,29,3079,48],[3079,49,3079,52],[3079,53,3079,57],[3079,58,3079,59],[3079,60,3079,62],[3079,63,3079,65],[3079,66,3079,69],[3079,70,3079,74],[3079,75,3079,77],[3079,78,3079,82],[3079,83,3079,89],[3079,90,3079,95],[3079,96,3079,98],[3079,99,3079,106],[3079,107,3079,108],[3079,109,3079,110],[3079,111,3079,116],[3079,117,3079,122],[3079,123,3079,126],[3079,127,3079,128],[3079,129,3079,130],[3079,131,3079,136],[3079,137,3079,138],[3079,139,3079,140],[3079,141,3079,142],[3079,143,3079,145],[3036,129,3036,130],[3036,131,3036,136],[3036,137,3036,138],[3036,139,3036,140],[3036,141,3036,142],[3036,143,3036,145],[3036,146,3036,149],[3042,0,3043,0],[3044,0,3046,0],[3047,0,3049,0],[3050,0,3052,0],[3053,0,3055,0],[3056,0,3058,0],[3059,0,3061,0],[3062,0,3064,0],[3065,0,3067,0],[3010,0,3012,0],[3013,0,3015,0],[3016,0,3018,0],[3019,0,3021,0],[3022,0,3024,0],[3030,0,3030,151],[3031,0,3031,151],[3036,2,3036,4],[3036,5,3036,14],[3036,15,3036,26],[3036,27,3036,28],[3036,29,3036,48],[3036,49,3036,52],[3036,53,3036,57],[3036,58,3036,59],[3036,60,3036,62],[3036,63,3036,65],[3036,66,3036,69],[3036,70,3036,74],[3036,75,3036,77],[3036,78,3036,82],[3036,83,3036,89],[3036,90,3036,95],[3036,96,3036,98],[3036,99,3036,106],[3036,107,3036,108],[3036,109,3036,110],[3036,111,3036,116],[3036,117,3036,122],[3036,123,3036,126],[3036,127,3036,128],[2959,0,2961,0],[2962,0,2964,0],[2965,0,2967,0],[2968,0,2970,0],[2971,0,2973,0],[2974,0,2976,0],[2977,0,2979,0],[2980,0,2982,0],[2983,0,2985,0],[2986,0,2988,0],[2989,0,2991,0],[2992,0,2994,0],[2995,0,2997,0],[2998,0,3000,0],[3001,0,3003,0],[3004,0,3006,0],[3007,0,3009,0],[2945,111,2945,116],[2945,117,2945,122],[2945,123,2945,126],[2945,127,2945,128],[2945,129,2945,130],[2945,131,2945,136],[2945,137,2945,138],[2945,139,2945,140],[2945,141,2945,142],[2945,143,2945,145],[2945,146,2945,149],[2951,0,2952,0],[2953,0,2955,0],[2956,0,2958,0],[2945,2,2945,4],[2945,5,2945,14],[2945,15,2945,26],[2945,27,2945,28],[2945,29,2945,48],[2945,49,2945,52],[2945,53,2945,57],[2945,58,2945,59],[2945,60,2945,62],[2945,63,2945,65],[2945,66,2945,69],[2945,70,2945,74],[2945,75,2945,77],[2945,78,2945,82],[2945,83,2945,89],[2945,90,2945,95],[2945,96,2945,98],[2945,99,2945,106],[2919,0,2921,0],[2922,0,2924,0],[2925,0,2926,0],[2928,0,2930,0],[2931,0,2933,0],[2939,0,2939,151],[2940,0,2940,151],[2872,137,2872,138],[2872,139,2872,140],[2872,141,2872,142],[2872,143,2872,145],[2872,146,2872,149],[2878,0,2879,0],[2880,0,2882,0],[2883,0,2885,0],[2886,0,2888,0],[2889,0,2891,0],[2892,0,2894,0],[2895,0,2897,0],[2898,0,2900,0],[2901,0,2903,0],[2904,0,2906,0]],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3},"merged_total":3690,"flags":["merged_cut"]}
[]
["Table 1"]
["Ofgem - Tariff Choice Research"]
["S14: And what type of area do you live in?"]
["Base: Refused to give postcode "]
[" \n \n \n ",null,"Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,null,null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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[" "]
["Unweighted row",3179,1505,1665,7,137,353,818,932,706,233,490,818,932,939,333,251,376,119,347,299,417,285,163,287,257,2672,2654,523,2697,31,"-",95,20,16,27,12,50,43,15,23,13,87,23,3,7,6,2823,345,75,144,113,13,531,640,650,653,660,3047,132,32,422,2725,52,224,2933,1131,1394,1270,1625,1217,1549,134,237,8,440,363,2376,1216,416,170,136,1202,1521,510,74,2105,1051,454,597,56,115,220,850,1166,755,231,1010,1921,43,581,921,661,567,237,624,2386,2018,1119,1404,1115,865,2265,1118,1667,302,43,795,2341,1339,1571,210,16,1133,394,372,353,1483,1696,348,2831,230,809,824,537,364,329,524,2655,1050,2129,1174,2005,928,1216,1020,1332,1368,391,88]
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["Base: Total",3177.0841490000003,1522.0702229999995,1643.0266300000026,8.6885529999999989,142.40570600000001,352.91011499999973,826.20192600000064,923.61936799999933,701.24599099999989,230.70104299999986,495.3158209999994,826.20192600000064,923.61936799999933,931.9470340000006,316.48683799999969,247.12407399999964,408.39844300000027,117.45778700000007,343.26046899999994,282.71342300000009,444.90588799999932,278.76369899999986,156.00359099999997,284.80590399999994,254.02548999999985,2695.2285920000063,2667.1758420000042,508.090147,2492.721441000002,27.849268999999996,"-",85.020065000000045,31.106400000000001,25.848769999999998,43.661027000000011,19.555582000000001,80.883055999999996,68.902947999999995,23.167272000000001,40.140750000000011,22.014496000000005,137.94294599999998,36.900109999999998,4.644279,11.613717000000001,9.7886210000000009,2605.5907750000015,556.16997399999991,120.17177899999999,235.10852200000002,179.48733499999997,21.402338,617.40085799999895,628.42077399999982,633.66742600000089,622.03971499999966,632.41683300000034,3043.6112090000011,133.47293999999997,33.041129999999995,412.23575300000005,2731.8072660000043,55.610179999999993,222.81564099999989,2933.2995620000006,1135.2047099999993,1406.4641110000016,1265.2529120000002,1637.5265070000023,1208.7592780000002,1554.532682000003,144.64521000000005,228.41622399999994,8.8868130000000001,440.9166559999997,378.022919,2358.1445739999995,1241.3884050000004,411.44192600000008,175.34566499999997,138.69854700000008,1172.0826489999997,1528.7212469999997,517.45568700000024,74.926297000000019,2121.1032310000005,1034.9360680000013,456.48151699999977,578.45455100000004,53.443997999999972,112.96630300000001,219.2512000000001,859.64353200000039,1173.2533620000006,741.26782799999978,226.77772900000014,1018.5273040000009,1914.5211899999993,42.611121000000004,560.70161000000019,908.99999600000115,665.95089999999936,582.56882600000017,244.26570499999991,603.31273099999976,2401.7854270000016,2036.8229529999983,1095.8164320000008,1424.3654280000007,1091.7172599999994,849.50083800000039,2277.1109110000043,1126.6459879999995,1662.9055270000024,292.92295800000011,44.137276,781.53882700000008,2353.0546710000012,1339.7821280000003,1572.256242000002,206.837661,15.717466999999996,1142.9588020000008,396.13595700000019,364.26154599999984,335.84479199999976,1487.6768589999986,1689.4072900000035,365.23251399999992,2811.8516350000018,230.51432799999995,800.33793400000002,821.56854999999962,535.61750800000004,373.28711899999985,332.43115299999999,536.67729399999973,2640.4068550000038,1066.0094250000006,2111.0747239999996,1191.3213530000014,1985.7627959999982,949.36004700000058,1220.3404209999999,993.26669400000026,1345.7230849999987,1369.5718950000009,379.22640599999977,82.562763000000032]
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[null,2.5562999338736998E-4,"-",4.9430604785754E-4,"-","-","-",9.8300182369702991E-4,"-","-","-","-",9.8300182369702991E-4,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",3.2581177609408002E-4,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",3.1169821746087001E-4,"-","-","-","-","-","-","-","-","-","-",2.6684025791415999E-4,"-","-","-",2.9729696165176002E-4,"-","-",2.7687523310651998E-4,"-","-","-","-","-","-","-",3.5556055772990999E-3,"-","-","-",3.4440551650418002E-4,6.5423359581000999E-4,"-","-","-","-","-","-","-","-","-","-","-","-","-","-",9.4476136883212003E-4,"-","-","-",7.9738461287239004E-4,"-","-",1.44846739427055E-3,"-","-","-","-",1.3461642002048199E-3,"-",3.9873765110697999E-4,"-","-","-","-",3.5666159082402E-4,"-",4.8839695750195998E-4,"-","-","-",3.4515050160515001E-4,"-",5.1655574855081002E-4,"-","-","-","-","-","-","-",4.8073546551346999E-4,"-",2.8883387369760998E-4,"-",1.01476884388189E-3,"-","-","-","-","-",3.0758820310667999E-4,"-",3.8471305196680002E-4,"-",4.0899044016534002E-4,"-","-",8.1766357908301997E-4,"-","-","-",9.8368558716960507E-3]
["Prefer not to say",1.0060020000000001,"-",1.0060020000000001,"-","-","-",1.0060020000000001,"-","-","-","-",1.0060020000000001,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",1.0060020000000001,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",1.0060020000000001,"-","-","-","-","-","-","-","-","-","-",1.0060020000000001,"-","-","-",1.0060020000000001,"-","-",1.0060020000000001,"-",1.0060020000000001,"-",1.0060020000000001,"-",1.0060020000000001,"-","-","-","-","-",1.0060020000000001,1.0060020000000001,"-","-","-","-","-","-","-","-",1.0060020000000001,"-",1.0060020000000001,"-","-","-","-","-",1.0060020000000001,"-","-",1.0060020000000001,"-","-","-","-","-","-","-","-",1.0060020000000001,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",1.0060020000000001,"-",1.0060020000000001,"-","-","-","-","-",1.0060020000000001,"-",1.0060020000000001,"-",1.0060020000000001,"-",1.0060020000000001,"-",1.0060020000000001,"-",1.0060020000000001,"-","-","-"]
[null,3.1664317116581001E-4,"-",6.1228587634029998E-4,"-","-","-",1.2176224338649099E-3,"-","-","-","-",1.2176224338649099E-3,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",4.0357578005043E-4,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",3.8609362976424998E-4,"-","-","-","-","-","-","-","-","-","-",3.3052907579826001E-4,"-","-","-",3.6825511540314998E-4,"-","-",3.4295917574612999E-4,"-",7.1527029529727996E-4,"-",6.1434242175598E-4,"-",6.4714110655153003E-4,"-","-","-","-","-",4.2660743157642002E-4,8.103845629201E-4,"-","-","-","-","-","-","-","-",9.7204265181721002E-4,"-",1.7391202096359701E-3,"-","-","-","-","-",1.3571370050070499E-3,"-","-",5.2545879630613997E-4,"-","-","-","-","-","-","-","-",4.9390743486972001E-4,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",5.9547629867276995E-4,"-",3.5777207711743003E-4,"-","-","-","-","-",3.0261965249688901E-3,"-",3.8100264665462001E-4,"-",4.7653547672337003E-4,"-",5.0660733599522997E-4,"-",8.2436177863848996E-4,"-",7.4755498453828997E-4,"-","-","-"]
[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 2"]
["Ofgem - Tariff Choice Research"]
["S1: Do you have mains gas and/or mains electricity in your home?"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[" "]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
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["Mains gas only",35.308077000000004,21.284172999999999,13.177194000000002,0.84670999999999996,9.5735560000000017,10.144619,10.069589000000002,3.7412270000000003,1.7790859999999999,"-",19.718174999999999,10.069589000000002,3.7412270000000003,1.7790859999999999,1.784761,5.7494800000000001,5.5676760000000005,"-",3.180129,4.9591280000000006,3.7227730000000001,1.0214369999999999,3.0866359999999999,0.72231999999999996,3.200796,24.949372,30.274273999999998,2.7668560000000002,21.376712000000001,"-","-","-",1.5102850000000001,"-",1.529372,"-",4.6621170000000003,"-","-","-","-",3.0515590000000001,"-",1.5081880000000001,1.6698440000000001,"-",21.376712000000001,13.931365000000001,3.0396570000000001,4.6621170000000003,4.5597469999999998,1.6698440000000001,3.2064550000000001,4.1960980000000001,9.7676320000000008,6.3515559999999995,8.6726789999999987,35.308077000000004,"-",35.308077000000004,"-","-",1.4662310000000001,4.0040709999999997,29.837775000000001,25.947584000000003,7.7914630000000002,"-","-",25.947584000000003,7.7914630000000002,"-",0.84670999999999996,0.72231999999999996,4.0539149999999999,7.5637160000000003,23.690446000000001,17.355214,5.6508750000000001,3.902644,2.535374,4.2949400000000004,"-","-",26.080206,26.080206,8.5055510000000005,7.3265349999999989,1.1790160000000001,"-","-",0.79029000000000005,5.1243960000000008,13.784827,15.608563999999999,"-",5.9146860000000006,29.393390999999998,3.8661679999999996,9.4865929999999992,4.7094550000000002,5.8170570000000001,6.4527830000000002,4.1300109999999997,13.352760999999999,21.109306,17.992690999999997,15.674916000000001,26.162322,5.128933,13.508759,20.182283999999996,8.9560240000000011,20.766216999999997,3.1220920000000003,0.84670999999999996,11.924874000000001,20.919458999999996,8.3615060000000003,19.102812999999998,4.5640999999999998,0.81591400000000003,19.785510999999996,"-",3.1492010000000001,0.80071599999999998,13.728886999999999,21.579190000000001,11.949800999999999,23.358275999999996,8.0139710000000015,9.6684590000000004,6.5694530000000002,1.5102850000000001,3.5640350000000001,3.9568479999999999,8.945447999999999,26.362628999999998,19.595681999999996,15.712395000000003,19.595681999999996,15.712395000000003,19.890916999999995,7.5298280000000002,6.3183020000000001,10.774494000000001,18.082040999999997,4.8566099999999999,1.594932]
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[null,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
["Prefer not to answer","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
[null,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 3"]
["Ofgem - Tariff Choice Research"]
["S2: You said you only have mains gas and do not have mains electricity in your home. Can you just confirm that this is correct?"]
["Base: If mains gas only "]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[" "]
["Unweighted row",34,23,10,1,9,10,10,3,2,"-",19,10,3,2,2,5,6,"-",2,5,4,1,3,1,3,24,29,3,25,"-","-","-",1,"-",1,"-",3,"-","-","-","-",2,"-",1,1,"-",25,9,2,3,3,1,3,5,9,7,7,34,"-",34,"-","-",1,3,30,26,6,"-","-",26,6,"-",1,1,3,8,23,17,5,4,2,4,"-","-",25,25,8,7,1,"-","-",1,6,13,14,"-",7,27,4,8,4,6,7,4,12,21,17,15,25,5,12,20,8,20,3,1,11,20,8,18,4,1,19,"-",3,1,12,22,10,24,8,10,6,1,3,4,9,25,19,15,19,15,19,7,6,10,17,5,2]
["Effective Sample Size",31.066574751195891,21.549988097347573,9.4419444678249214,1,8.2169005993619439,9.2082151252146911,9.0825331966294378,2.7710043505891995,1.9992757241255348,"-",17.411490419036603,9.0825331966294378,2.7710043505891995,1.9992757241255348,1.9680944070143065,4.4204285241530012,5.5621744382016729,"-",1.9949778322901222,4.6510510440930171,3.9029709344267198,1,2.7645352494535178,1,2.7893651367670271,21.819624947206069,26.356097720408915,2.9872157447378394,24.708026965616344,"-","-","-",1,"-",1,"-",2.9837183832485521,"-","-","-","-",1.9954923295383997,"-",1,1,"-",24.708026965616344,8.9711496995620656,1.999921143216411,2.9837183832485521,2.9953650869945658,1,2.9840359929794307,4.990224143381111,8.1156742005816831,6.5952329798679399,6.3881272082281981,31.066574751195891,"-",31.066574751195891,"-","-",1,2.9180487150851828,27.406651175115414,24.035708158247665,5.5804633133301751,"-","-",24.035708158247665,5.5804633133301751,"-",1,1,2.7572480198481073,7.6495341464459203,21.028441436893438,15.729258928481908,4.4431277493486885,3.7007386467021299,1.9182588405841721,3.6260215216353986,"-","-",22.732956777892401,22.732956777892401,7.468493667179362,6.469945406106179,1,"-","-",1,5.9567848138804242,11.911738708385739,12.726480577666107,"-",6.9509899324298461,24.617525280486007,3.661571208007278,7.3631821407943923,3.6866607381801804,5.3607782022086656,6.8442988601815671,3.6318186576157978,10.935363055668187,19.283167900119345,15.654706233902591,13.572447700225586,22.699986780020399,4.6950445695538745,10.93238642352617,18.419209010970555,7.2100012653619183,18.382165646647834,2.7808948128802666,1,9.8175097821476438,18.539530216179951,7.4621761124328598,16.328838858337335,3.6503877165541705,1,17.384453396315859,"-",2.7766843728111321,1,11.079289690065476,20.14408283678144,9.2551611513000864,22.089718090278577,7.2934084410042823,9.2745933823318261,5.4078349729563451,1,2.7190500968509812,3.7234093865463898,8.1339046901804704,22.943940797027381,17.378743843257478,13.690236270812093,17.378743843257478,13.690236270812093,17.40154105119074,6.17765573668889,5.7229157578149108,8.871789583190056,15.757607474164265,4.7071177099012456,1.9823973484300237]
["Base: Total",35.308077000000004,21.284172999999999,13.177194000000002,0.84670999999999996,9.5735560000000017,10.144619,10.069589000000002,3.7412270000000003,1.7790859999999999,"-",19.718174999999999,10.069589000000002,3.7412270000000003,1.7790859999999999,1.784761,5.7494800000000001,5.5676760000000005,"-",3.180129,4.9591280000000006,3.7227730000000001,1.0214369999999999,3.0866359999999999,0.72231999999999996,3.200796,24.949372,30.274273999999998,2.7668560000000002,21.376712000000001,"-","-","-",1.5102850000000001,"-",1.529372,"-",4.6621170000000003,"-","-","-","-",3.0515590000000001,"-",1.5081880000000001,1.6698440000000001,"-",21.376712000000001,13.931365000000001,3.0396570000000001,4.6621170000000003,4.5597469999999998,1.6698440000000001,3.2064550000000001,4.1960980000000001,9.7676320000000008,6.3515559999999995,8.6726789999999987,35.308077000000004,"-",35.308077000000004,"-","-",1.4662310000000001,4.0040709999999997,29.837775000000001,25.947584000000003,7.7914630000000002,"-","-",25.947584000000003,7.7914630000000002,"-",0.84670999999999996,0.72231999999999996,4.0539149999999999,7.5637160000000003,23.690446000000001,17.355214,5.6508750000000001,3.902644,2.535374,4.2949400000000004,"-","-",26.080206,26.080206,8.5055510000000005,7.3265349999999989,1.1790160000000001,"-","-",0.79029000000000005,5.1243960000000008,13.784827,15.608563999999999,"-",5.9146860000000006,29.393390999999998,3.8661679999999996,9.4865929999999992,4.7094550000000002,5.8170570000000001,6.4527830000000002,4.1300109999999997,13.352760999999999,21.109306,17.992690999999997,15.674916000000001,26.162322,5.128933,13.508759,20.182283999999996,8.9560240000000011,20.766216999999997,3.1220920000000003,0.84670999999999996,11.924874000000001,20.919458999999996,8.3615060000000003,19.102812999999998,4.5640999999999998,0.81591400000000003,19.785510999999996,"-",3.1492010000000001,0.80071599999999998,13.728886999999999,21.579190000000001,11.949800999999999,23.358275999999996,8.0139710000000015,9.6684590000000004,6.5694530000000002,1.5102850000000001,3.5640350000000001,3.9568479999999999,8.945447999999999,26.362628999999998,19.595681999999996,15.712395000000003,19.595681999999996,15.712395000000003,19.890916999999995,7.5298280000000002,6.3183020000000001,10.774494000000001,18.082040999999997,4.8566099999999999,1.594932]
[null,1,1.0000000000000002,1,1,1,1,1,1,1,"-",1,1,1,1,1,1,1,"-",1,1,1,1,1,1,0.99999999999999989,0.99999999999999989,1,1,1,"-","-","-",1,"-",1,"-",1,"-","-","-","-",1,"-",1,1,"-",1,1,1,1,1,1,1,1,1,1,1,1,"-",1,"-","-",0.99999999999999989,1,1,1,1,"-","-",1,1,"-",1,1,1,1,1,1,1,1,1,1,"-","-",0.99999999999999989,0.99999999999999989,1,1,1,"-","-",1.0000000000000002,0.99999999999999989,1,1,"-",1,1,1,1,1,1,1,1,0.99999999999999989,1,1,1,1,0.99999999999999989,1,1,1,1,1,1,0.99999999999999989,1,1,1,1,1,1,"-",0.99999999999999989,1,0.99999999999999989,0.99999999999999989,1.0000000000000002,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0.99999999999999989,1,1,1]
["Yes – I have mains gas only",35.308077000000004,21.284172999999999,13.177194000000002,0.84670999999999996,9.5735560000000017,10.144619,10.069589000000002,3.7412270000000003,1.7790859999999999,"-",19.718174999999999,10.069589000000002,3.7412270000000003,1.7790859999999999,1.784761,5.7494800000000001,5.5676760000000005,"-",3.180129,4.9591280000000006,3.7227730000000001,1.0214369999999999,3.0866359999999999,0.72231999999999996,3.200796,24.949372,30.274273999999998,2.7668560000000002,21.376712000000001,"-","-","-",1.5102850000000001,"-",1.529372,"-",4.6621170000000003,"-","-","-","-",3.0515590000000001,"-",1.5081880000000001,1.6698440000000001,"-",21.376712000000001,13.931365000000001,3.0396570000000001,4.6621170000000003,4.5597469999999998,1.6698440000000001,3.2064550000000001,4.1960980000000001,9.7676320000000008,6.3515559999999995,8.6726789999999987,35.308077000000004,"-",35.308077000000004,"-","-",1.4662310000000001,4.0040709999999997,29.837775000000001,25.947584000000003,7.7914630000000002,"-","-",25.947584000000003,7.7914630000000002,"-",0.84670999999999996,0.72231999999999996,4.0539149999999999,7.5637160000000003,23.690446000000001,17.355214,5.6508750000000001,3.902644,2.535374,4.2949400000000004,"-","-",26.080206,26.080206,8.5055510000000005,7.3265349999999989,1.1790160000000001,"-","-",0.79029000000000005,5.1243960000000008,13.784827,15.608563999999999,"-",5.9146860000000006,29.393390999999998,3.8661679999999996,9.4865929999999992,4.7094550000000002,5.8170570000000001,6.4527830000000002,4.1300109999999997,13.352760999999999,21.109306,17.992690999999997,15.674916000000001,26.162322,5.128933,13.508759,20.182283999999996,8.9560240000000011,20.766216999999997,3.1220920000000003,0.84670999999999996,11.924874000000001,20.919458999999996,8.3615060000000003,19.102812999999998,4.5640999999999998,0.81591400000000003,19.785510999999996,"-",3.1492010000000001,0.80071599999999998,13.728886999999999,21.579190000000001,11.949800999999999,23.358275999999996,8.0139710000000015,9.6684590000000004,6.5694530000000002,1.5102850000000001,3.5640350000000001,3.9568479999999999,8.945447999999999,26.362628999999998,19.595681999999996,15.712395000000003,19.595681999999996,15.712395000000003,19.890916999999995,7.5298280000000002,6.3183020000000001,10.774494000000001,18.082040999999997,4.8566099999999999,1.594932]
[null,1,1,1,1,1,1,1,1,1,"-",1,1,1,1,1,1,1,"-",1,1,1,1,1,1,1,1,1,1,1,"-","-","-",1,"-",1,"-",1,"-","-","-","-",1,"-",1,1,"-",1,1,1,1,1,1,1,1,1,1,1,1,"-",1,"-","-",1,1,1,1,1,"-","-",1,1,"-",1,1,1,1,1,1,1,1,1,1,"-","-",1,1,1,1,1,"-","-",1,1,1,1,"-",1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,"-",1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1]
["No – I have mains electricity only","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
[null,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
["No – I have mains gas and electricity","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
[null,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
["Unsure","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
[null,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 4"]
["Ofgem - Tariff Choice Research"]
["S3: Please can you tell me if you receive your gas and electricity from the same supplier or different suppliers?"]
["Base: If mains gas and electricity  "]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[" "]
["Unweighted row",2772,1288,1475,7,117,312,746,819,586,192,429,746,819,778,278,221,330,108,325,244,360,222,136,249,239,2332,2384,339,2345,27,"-",79,17,16,25,9,47,42,15,18,10,78,21,3,5,6,2451,312,67,132,102,11,480,561,520,562,578,2653,119,"-","-",2772,50,202,2559,1131,1409,1134,1422,1051,1335,144,207,6,392,300,2080,1083,361,145,119,1030,1542,291,52,1885,869,386,483,46,96,190,753,1013,660,190,895,1673,31,473,813,582,512,211,504,2118,1777,958,1221,978,752,1978,971,1455,267,37,701,2035,1171,1368,184,13,989,342,321,318,1270,1502,319,2453,185,663,739,492,328,288,455,2317,913,1859,1022,1750,825,1059,875,1299,1108,297,68]
["Effective Sample Size",2608.69465708803,1208.1292298170251,1394.3680326200988,6.6064206772945875,104.71752681295891,281.80970395115111,687.08044587147776,780.63581949026388,570.63491940852089,187.38089090211963,386.31737528129844,687.08044587147776,780.63581949026388,758.01177877715429,265.277639189909,207.07529829790101,301.21703784637162,102.75939591031192,309.68142693476159,234.02370501829506,340.80057980274444,213.68258913052017,129.54735530694745,230.21186878196184,226.94594197309075,2189.7574768996465,2239.3839997211849,324.86522531937987,2310.8140480296279,26.731196320607648,"-",77.825382024982943,16.94186342202671,15.907226621677856,24.759502482940729,8.9092703638402675,46.539227538229916,41.322003504069798,14.943444134781016,17.605272659799798,9.8095632414352512,77.336643699259568,20.866888799227297,2.987996384634791,4.9924461890316385,5.9024132099902822,2415.2341498468209,308.52041674096591,66.489651708343416,130.06200330458054,101.1866596115357,10.89222106856897,464.11973937782381,535.04851593478668,493.0046303398002,521.38019691231568,539.6980346630595,2494.8370576442712,113.85929161271217,"-","-",2608.69465708803,45.559737455395926,189.89993252696812,2407.6514198823634,1058.5578484962336,1327.477370565734,1064.6050215088121,1336.7360282960806,988.30828225738514,1259.3114983718576,131.22578609178248,198.58309984753234,5.6817858781892854,365.03196537324635,277.0312556328837,1968.6549623002122,1007.8117300914332,343.5384713280518,135.19479931980391,111.28097622417772,982.4208032179813,1451.2848082357984,270.99506835217898,47.456978975944395,1769.3139961587106,822.6981860106165,359.12656180183302,464.43915663256502,44.504449005769366,90.831464877716414,178.50289999436617,705.44178448110631,949.50451401770829,627.68501212150591,180.62007080047809,838.53898245407697,1576.4363395846406,29.192720192243286,450.66457614766745,770.62801412434635,543.31905963827478,476.35105692806263,198.34549741211916,479.83558628073143,1987.3509235914985,1674.1132802088227,901.36966215010159,1147.2843715133827,923.57092449304162,705.14712157346185,1864.8884295620173,919.21807913094597,1366.841408332338,249.6232993190755,34.498074842266604,657.7046100927372,1917.2969077912105,1109.2712591059251,1282.6039004603635,171.00701659396165,11.980296379686147,932.87850952399799,324.78928439811881,300.53049588912199,300.70831497593429,1208.007785305479,1400.7858625419938,289.60025070665228,2321.2255221810619,171.09359004222293,627.67515154391128,697.09706427902847,465.78144136604675,306.3090694827664,269.77795234206189,422.88856865554123,2186.3954547503922,849.12841892435927,1760.5574935760944,951.54679485072199,1658.3131875267661,766.89970439029753,997.30805495438597,834.35081635434688,1222.2542208568163,1038.6743239176581,282.50809666509247,67.100442351802045]
["Base: Total",2780.429093000002,1313.6186699999996,1454.220676000001,9.2910039999999992,122.59876600000004,313.26556299999976,753.07019100000048,815.00966199999959,585.31096500000001,191.17394599999997,435.86432899999937,753.07019100000048,815.00966199999959,776.48491099999978,263.62950499999971,218.94263199999978,361.60240999999996,107.61391600000005,319.85232599999995,231.61926300000002,384.62904899999933,217.03526399999993,130.57685300000009,250.17584700000009,237.30869499999991,2360.7896440000036,2394.9193830000049,335.06972300000001,2170.0337129999998,24.377043,"-",70.216942000000017,26.237590000000004,25.848769999999998,40.278494000000009,14.386998999999999,76.500940999999997,67.484685999999996,23.167272000000001,31.176893,16.498317,124.28361299999997,33.877620999999998,4.6538769999999996,8.5697700000000001,10.453695999999999,2264.6276980000007,503.41853899999984,106.75185300000001,214.82810900000001,162.81511099999997,19.023466000000003,557.5932339999996,550.7407010000004,509.10302400000023,536.34495899999979,555.44343299999991,2658.6168320000033,121.81226100000001,"-","-",2780.429093000002,55.305446000000003,200.60623799999993,2569.0501250000029,1136.2994759999997,1420.2150810000016,1130.6192099999998,1441.8927860000022,1044.6811809999997,1343.6819540000015,157.04830700000008,200.65166799999994,7.2348279999999994,394.33791099999985,317.4552960000002,2068.6358859999991,1115.043649,356.45090300000027,147.84252499999999,122.22456500000004,1005.183658,1549.2393949999998,301.58768499999985,51.945570000000004,1902.7726499999985,860.71973500000047,389.18840699999976,471.53132800000049,44.302914999999977,95.80740000000003,190.82714300000009,762.22574100000088,1025.6071030000012,648.24617499999977,188.28403000000012,904.87916900000073,1673.853278000001,30.451326000000002,457.20629300000024,804.78012700000068,587.73367999999959,528.49038600000006,219.29143699999992,487.65761900000035,2140.2956299999992,1798.4188679999991,942.26636500000097,1243.0550460000002,963.05972099999906,741.22278500000016,1995.3540410000003,984.28356500000109,1454.5060680000013,258.97346800000003,38.813725000000005,691.41958900000009,2053.1420139999996,1181.2726309999994,1366.0129130000014,184.45203400000003,12.824024999999997,1004.1431110000008,344.48885800000011,315.54912699999971,305.37242899999984,1278.9435589999991,1501.4855340000022,333.36965199999992,2447.0594410000044,185.73178400000003,658.55768099999977,737.87473900000009,491.07013000000001,338.28495699999996,294.47905399999968,466.02717200000012,2314.401921000001,930.07725100000198,1850.3518419999994,1042.020678000001,1738.4084149999996,846.47025300000064,1070.6261370000002,851.42831399999966,1314.352366999999,1117.1044310000002,285.92419099999989,63.048104000000009]
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["Same supplier for my gas and electricity",2456.5129530000022,1154.2284349999993,1289.6947710000015,9.2910039999999992,90.833861000000027,255.05626000000001,648.48807799999986,749.31103599999938,539.76131799999996,173.06239999999994,345.89012099999968,648.48807799999986,749.31103599999938,712.82371799999999,237.51926999999978,202.51208899999983,292.8927030000001,90.370808000000025,286.84136999999987,203.59495899999996,344.07568899999961,203.45827999999995,113.64878300000004,221.52943900000008,219.51474599999992,2098.7143940000005,2119.3344380000012,301.84518899999995,1945.9391429999987,18.929905000000002,"-",62.351066999999993,20.142496000000001,22.343629,30.989983000000002,11.306991999999999,70.312999000000019,52.999412,21.755248999999999,29.747805,15.086293999999999,97.366936999999993,27.802920000000004,4.6538769999999996,6.8564420000000004,7.0483510000000003,2027.2201149999978,418.41338599999995,84.783100000000005,189.901759,129.82373399999997,13.904793000000002,509.9735569999998,499.26925800000015,457.5854270000001,450.27566999999959,481.39935400000019,2339.9462380000009,116.566715,"-","-",2456.5129530000022,34.304140000000004,163.60336999999998,2250.8024790000004,1003.7589679999996,1253.2685570000006,1003.8826529999997,1266.5505850000011,950.67666299999962,1208.4482860000001,91.066525999999982,175.44359499999996,7.2348279999999994,294.03356799999995,244.81160900000006,1917.667776,997.47955800000034,307.6186570000001,126.08503799999998,100.48942800000002,895.10877999999957,1437.3014209999997,226.68328699999989,34.578167000000008,1698.5628750000005,741.81321000000014,322.56928899999974,419.24392100000057,37.411650999999992,81.48335400000002,165.43701400000006,652.37245400000052,912.42533600000047,595.67177300000014,163.30353200000016,773.40094100000056,1508.097109000001,27.811017,392.02322900000036,722.92776800000013,526.50649999999996,459.4152010000002,191.18300799999997,419.83424600000035,1900.0324769999979,1575.8405729999999,847.39913999999999,1079.4342000000013,853.86270999999897,629.96222700000021,1786.1021030000004,892.2008570000005,1277.7087070000002,215.59446000000005,30.560305999999997,588.32354799999996,1839.3011080000001,1071.0037210000005,1195.1255110000006,150.24033600000004,11.255087999999999,873.33450500000004,311.45582500000006,277.50107799999978,265.33889899999997,1133.3484709999996,1323.1644820000017,276.34734999999995,2180.1656030000004,150.82504300000002,560.85428900000034,675.64706100000024,438.57124199999998,300.76569899999987,263.29133999999976,386.84114799999998,2069.6718049999981,793.18848800000058,1663.3244650000015,891.53913200000079,1564.973821000001,729.98043400000006,947.39964600000042,768.90091200000018,1168.492287999999,981.125901,249.93682999999999,56.957934000000023]
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["Different suppliers for my gas and electricity",323.91614000000004,159.39023499999999,164.52590499999991,"-",31.764904999999999,58.209303000000013,104.58211299999996,65.698626000000004,45.549647,18.111546000000004,89.974208000000033,104.58211299999996,65.698626000000004,63.661192999999976,26.110234999999999,16.430542999999997,68.709706999999995,17.243107999999999,33.010956,28.024303999999997,40.553360000000012,13.576983999999999,16.928069999999998,28.646407999999997,17.793948999999998,262.07524999999987,275.58494499999995,33.224533999999998,224.09456999999986,5.4471380000000007,"-",7.865875,6.0950939999999996,3.5051410000000001,9.2885109999999997,3.0800070000000002,6.1879419999999996,14.485274,1.412023,1.4290879999999999,1.412023,26.916676000000006,6.074701000000001,"-",1.713328,3.4053449999999996,237.40758299999996,85.005153000000007,21.968753000000003,24.926349999999999,32.991377,5.1186729999999994,47.619677000000003,51.471443000000001,51.517596999999995,86.06928900000004,74.044079000000011,318.67059400000011,5.245546,"-","-",323.91614000000004,21.001306,37.002867999999999,318.24764600000009,132.54050799999999,166.94652399999998,126.736557,175.34220100000005,94.00451799999999,135.23366799999999,65.981781000000026,25.208072999999999,"-",100.30434300000002,72.643687,150.96810999999994,117.56409100000003,48.832245999999998,21.757486999999998,21.735136999999998,110.07487800000004,111.937974,74.904397999999986,17.367402999999999,204.20977500000001,118.90652500000003,66.619118000000029,52.287407000000002,6.8912640000000005,14.324046000000001,25.390129000000002,109.85328699999997,113.18176700000001,52.574401999999992,24.980498000000008,131.478228,165.75616899999997,2.6403089999999998,65.183064000000016,81.852359000000021,61.227180000000018,69.075184999999976,28.108429000000001,67.823373000000018,240.26315299999999,222.578295,94.867225000000005,163.62084599999991,109.19701100000006,111.26055800000005,209.25193800000002,92.082707999999982,176.79736099999994,43.379008000000006,8.2534190000000009,103.09604100000006,213.84090599999999,110.26890999999996,170.88740200000007,34.211698000000005,1.568937,130.80860599999997,33.033033000000003,38.048048999999999,40.033529999999992,145.59508799999998,178.32105199999992,57.022302000000003,266.89383799999996,34.906740999999997,97.703392000000008,62.227678000000019,52.498888000000015,37.519257999999994,31.187714000000003,79.186024000000003,244.73011599999998,136.88876300000001,187.02737699999989,150.48154599999995,173.43459399999989,116.489819,123.22649100000005,82.527402000000023,145.86007899999996,135.97853000000001,35.987361,6.0901700000000005]
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[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 5"]
["Ofgem - Tariff Choice Research"]
["S4: Are you responsible – either solely or jointly – for your household's energy bills or for choosing your household's energy supplier?"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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[" "]
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[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 6"]
["Ofgem - Tariff Choice Research"]
["S5: Do you pay your energy bills to your energy supplier, or do you pay as part of another payment, for example, as part of rent to your landlord?"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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[" "]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
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["Pay bills to the supplier (i.e. direct debit, pay on receipt of bill, pre-payment meter)",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
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["Pay as part of another payment (i.e. as part of rent to your landlord or payments for student accommodation)","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
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[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 7"]
["Ofgem - Tariff Choice Research"]
["S9: Can you tell us which band your age falls within?"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[" "]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
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[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 8"]
["Ofgem - Tariff Choice Research"]
["S10: Which of the following best describes your gender?"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[" "]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
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["Other","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"]
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["Prefer not to say",3.298743,"-","-","-","-","-",3.298743,"-","-","-","-",3.298743,"-","-","-","-",3.298743,"-","-","-","-","-","-","-","-",3.298743,3.298743,"-","-","-","-","-","-","-",1.639465,"-","-","-","-","-","-","-","-","-","-","-","-",1.639465,1.639465,"-","-","-","-","-",3.298743,"-","-","-",3.298743,"-","-",3.298743,"-","-",3.298743,1.659278,1.639465,1.659278,1.639465,1.659278,1.639465,"-","-","-","-",1.659278,1.639465,1.639465,"-","-","-",1.659278,1.659278,"-","-",1.659278,1.639465,"-",1.639465,"-","-",1.659278,1.639465,"-","-",1.659278,1.639465,"-","-",1.639465,"-",1.659278,"-","-",1.639465,1.659278,1.639465,1.659278,"-",3.298743,1.639465,1.659278,1.659278,1.639465,"-","-",1.639465,1.659278,1.659278,1.639465,"-","-","-","-","-",1.639465,1.639465,1.659278,1.639465,1.659278,"-","-",1.639465,1.659278,"-","-","-",3.298743,"-",3.298743,"-",3.298743,"-",1.639465,1.659278,1.639465,1.659278,"-","-"]
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[null,"R5,S5,M5,K5,I5,G5,A5,B5,E5,F5,S4,T4,U4,Q4,R4,K4,L4,E4,U3,W3,Y3,Z3,T3,L3,M3,P3,Q3,F3,G3,J3,A3,B3,C3,W2,T2,U2,V2,K2,L2,H2,I2,F2,A2,B2,D2,E2,X1,Y1,Z1,U1,C1,D1,E1,F1,G1,H1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1,B1,O,P,R,S,T,U,V,W,X,Y,E,F,H,I,J,K,M,N,B,C,D",null,null,null,null,null,"E,F,H,I,J,K,M,N",null,null,null,null,"E,F,H,I,J,K,M,N",null,null,null,null,"O,P,R,S,T,U,V,W,X,Y",null,null,null,null,null,null,null,null,"O,P,R,S,T,U,V,W,X,Y","B1",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A2,B2,D2,E2",null,null,null,"F2",null,null,"H2,I2",null,null,"K2,L2",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"E4",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"G5",null,"I5",null,"K5"]
[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 9"]
["Ofgem - Tariff Choice Research"]
["H9: What is your ethnic group?"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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[" "]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
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["Base: Have Gas"]
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[]
["Other",28.067079999999997,15.051416000000001,13.015664000000001,"-",0.85488900000000001,"-",6.296392,9.0511250000000008,8.7801350000000014,3.0845389999999999,0.85488900000000001,6.296392,9.0511250000000008,11.864674000000001,3.690766,1.83049,"-","-",2.7720150000000001,2.5937450000000002,5.7482740000000003,4.8201270000000003,0.93467800000000001,1.7209919999999999,2.9781050000000002,23.560769000000001,20.990729999999999,7.0763499999999997,28.067079999999997,"-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-",28.067079999999997,"-","-","-","-","-",3.3385160000000003,6.6163140000000009,9.1111939999999993,3.4415150000000003,4.5816529999999993,23.199870999999998,4.8672089999999999,"-",4.7127870000000005,23.354292999999998,0.85488900000000001,1.82622,26.240859999999998,1.745285,0.97525499999999998,"-","-","-","-","-","-","-",8.085521,"-",19.981559000000001,7.3487090000000004,7.0493989999999993,1.873685,"-",10.882201,15.980476000000001,4.0908650000000009,0.85488900000000001,20.92623,7.1408499999999995,2.5689190000000002,4.5719309999999993,0.83219900000000002,0.85941400000000001,0.93467800000000001,5.5430080000000004,12.893962000000002,7.003819,1.691613,6.4776860000000003,19.897781000000002,"-",7.6562409999999996,8.5095960000000002,4.5485740000000003,5.6191599999999999,0.82561799999999996,7.6562409999999996,19.502948000000004,18.926708999999999,9.140371,9.2395119999999995,10.037967,4.5018149999999997,23.565264999999997,5.5189389999999996,20.771059000000001,0.85488900000000001,0.92219300000000004,5.4240079999999997,22.643071999999997,11.363764000000002,15.843902,"-",0.85941400000000001,8.3190299999999997,4.6652339999999999,3.5425790000000004,1.8383720000000001,15.334903000000001,12.732177,1.721274,26.345805999999996,1.9898800000000001,7.4532200000000008,4.731433,8.3287840000000006,3.5798730000000001,1.9838900000000002,4.8120810000000001,23.254998999999998,8.1939380000000011,19.873142000000001,10.264175999999999,17.802904000000002,2.7774049999999999,17.108605999999998,8.181068999999999,1.8791830000000003,15.223065,9.2032860000000003,1.7615460000000001]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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["B4: How do you currently pay your gas bills?"]
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["Uppercase letters indicate significance at the 95% level."]
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[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
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["Switch to a new tariff with my current supplier",3235.0000459999992,212.83162499999995,627.5057879999996,1424.091639,678.27520300000003,283.17630099999985,9.119489999999999,840.33741300000077,961.45150400000034]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
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["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Table 22"]
["Definitely will not",283.17630099999985,130.08934800000003,153.08695299999988,"-",4.6130589999999998,21.388106000000004,45.548241000000019,85.164270000000059,90.991457999999994,35.471167000000008,26.001165,45.548241000000019,85.164270000000059,126.46262499999996,31.363525999999993,21.359310000000001,30.133691000000002,8.0795349999999999,36.346942000000013,27.208098999999994,42.70474200000001,32.128018000000004,17.272410999999998,15.225795999999999,13.840427999999999,231.1819879999999,236.95752799999985,41.251324000000011,232.14462499999988,2.8986770000000002,"-",11.127986,4.7442719999999996,"-","-",3.6294779999999998,3.7507479999999997,1.4796849999999999,1.64676,3.9008479999999999,"-",13.122039000000001,4.7311829999999997,"-","-","-",246.17128799999986,37.005013000000005,8.3737499999999994,10.778041,17.853222000000002,"-",52.881605000000008,52.288550000000015,56.179808000000016,55.336285000000004,61.081038000000014,271.71025899999989,11.466042000000003,2.0854900000000001,56.482381000000004,224.60842999999988,3.4958359999999997,24.373633000000002,249.0062599999998,134.87167799999995,71.394034999999988,161.19705599999986,97.344143999999972,157.94136199999986,88.589833999999996,9.0170510000000004,22.989659000000007,"-",38.571862000000003,43.688908000000012,200.91553099999973,64.288214999999994,60.94967900000001,19.551877000000005,6.0850480000000005,130.65041000000002,128.988204,51.294055999999998,6.0456759999999994,186.32793599999982,92.272533999999993,31.588138000000001,60.684396000000014,4.5944080000000005,7.0037929999999999,12.985234999999999,43.560923000000003,112.11576599999999,99.525056000000006,17.196728,50.947631000000008,211.64082199999982,6.2521460000000006,73.083730999999986,81.792757000000009,50.691026000000015,37.832251000000007,17.388705000000002,79.335877000000011,187.70473899999993,190.46126099999992,87.846147000000016,131.66670099999999,91.05429300000003,63.268777000000014,217.86689399999989,135.47300199999995,125.70700399999998,18.135296999999998,1.820368,47.895785000000018,234.42979399999987,157.04866399999989,110.68732,12.735119000000001,1.854476,111.91581599999999,35.781854000000003,30.062405999999999,24.211293000000001,163.51761599999989,119.65868499999998,17.184265,265.99203599999993,32.760140000000007,79.881563000000028,73.652270999999971,31.546195000000004,30.898385000000001,24.420869,45.870964000000015,237.30533699999987,112.70958999999998,170.46671099999989,123.08658799999996,160.08971299999996,107.63686299999999,77.071876999999986,95.656275000000022,104.33299399999999,132.46436600000001,33.127500999999995,13.251440000000001]
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["Uppercase letters indicate significance at the 95% level."]
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[]
["Not likely at all",175.00041599999994,80.034202000000022,94.966213999999979,"-",5.6086470000000004,11.674864000000001,34.413685999999998,50.471408000000004,52.576737000000001,20.255073999999997,17.283511000000001,34.413685999999998,50.471408000000004,72.831811000000002,12.791753999999999,12.016660000000002,19.755583999999999,5.1384299999999996,18.196890999999997,14.704061000000001,23.410153000000005,22.343623000000001,11.115328999999999,11.291556999999999,16.048007000000002,140.99265899999992,135.60975999999994,34.17606,150.94853299999986,1.0348269999999999,"-",2.769123,"-","-","-","-",3.5696620000000001,1.5289699999999999,1.5869930000000001,2.28993,"-",8.0100560000000005,"-",1.6849190000000001,"-","-",154.7524829999999,18.670529999999999,"-",8.9755549999999999,9.6949750000000012,"-",23.657567,37.842940999999996,44.557851000000014,33.593381000000001,27.235493999999992,154.11830899999995,20.882107000000001,0.85291600000000001,30.019010000000002,144.12848999999994,4.3591539999999993,10.103191000000001,157.40833099999992,62.891871000000009,70.980476000000024,71.357896999999994,90.749508000000048,72.210812999999987,86.403463000000045,3.4770279999999998,6.5124219999999999,0.84528499999999995,24.157321000000003,10.846234000000001,139.99686099999991,56.914977999999998,22.137184000000005,13.897988999999999,4.8049970000000002,76.111241000000035,92.916345999999962,29.277818,5.0413779999999999,127.23554199999995,46.883155000000009,13.700063,33.183091999999995,2.6984590000000002,4.327547,13.155549000000001,30.455630999999993,38.552329999999998,84.846530000000016,9.4516659999999995,41.18551999999999,123.39885999999996,3.5600200000000002,40.990110999999999,45.06887600000001,34.160641999999996,22.110870000000002,21.194807000000001,44.550131,122.53519499999997,119.05900899999997,55.941407000000012,66.539686000000017,67.324891000000008,42.359503000000004,130.61858499999994,71.521860000000004,83.332154000000045,17.195356999999998,0.92871700000000001,34.918417000000012,139.19918499999994,84.249275999999966,81.219641000000038,8.6486850000000004,"-",58.302174000000015,20.344959999999997,24.842830000000003,20.174311000000003,98.769492999999969,76.230923000000033,15.535615,159.46480099999985,21.867254000000006,33.043405999999997,56.200452000000006,27.730653,20.977717000000002,13.387893999999999,32.114847000000012,142.88556899999992,66.669955999999999,108.33046000000002,75.612583000000001,99.387833000000001,50.574934999999996,82.120418000000029,40.478761000000013,73.743480000000048,84.972796000000017,14.554674999999998,1.729465]
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["Very substantial savings",183.81599600000004,96.111977999999951,86.254857000000001,1.4491609999999999,22.631551000000002,51.660519000000008,77.183875999999984,24.398818000000002,7.9412319999999994,"-",74.292070000000038,77.183875999999984,24.398818000000002,7.9412319999999994,18.731230000000004,9.5861110000000007,39.957376000000004,9.3155710000000003,22.924010999999997,12.910251000000001,17.679470999999999,11.393790000000001,7.2511780000000003,13.548128,11.254484,154.39017200000004,164.756283,12.258852999999998,91.843496999999985,2.6087929999999999,"-",3.3490980000000001,3.2994700000000003,6.4020420000000007,7.8525530000000003,"-",10.457481,15.242843999999998,5.8337489999999992,"-",3.3842689999999997,28.769675000000007,1.608025,1.4511719999999999,1.713328,"-",97.801387999999989,86.014607999999981,17.554064999999998,34.918343,31.828872000000008,1.713328,12.013999999999998,20.721827999999999,34.200603999999998,36.978135999999992,68.529127999999986,181.52512300000004,2.2908729999999999,9.5749830000000014,18.189939000000003,156.051074,9.9090499999999988,17.120837000000002,161.19353900000002,99.172405999999953,62.072273999999986,99.958287999999968,66.069068999999985,92.18063199999996,56.102696999999985,25.696469999999994,8.9239329999999999,"-",40.801488999999989,37.936655000000009,105.07785200000001,102.08483699999998,34.410418999999997,15.372419000000001,6.5850080000000002,21.991368000000001,94.907288999999949,42.031582999999998,9.5529690000000009,146.49184100000005,33.995009000000003,21.929085000000001,12.065923999999999,3.4474480000000001,10.423452999999999,13.272256,35.478203000000001,62.687834000000002,58.506802,18.453642000000002,44.167717999999994,121.19463599999996,1.4662310000000001,38.208434000000011,46.610156999999994,38.354607000000009,35.642291999999991,21.298762,39.674665000000005,141.90581799999998,115.69914999999996,61.099454000000023,121.50596299999998,40.653500999999999,62.625331000000003,116.15901099999999,54.755691999999996,90.312275000000014,32.104633,1.611742,66.103605999999999,113.61018599999998,54.178678999999995,97.329952000000034,26.620395000000006,1.5847660000000001,88.720631999999966,18.392303000000002,15.082147000000001,13.719282999999997,66.786958999999982,117.02903699999999,53.129441999999983,130.68655399999997,26.336946000000005,49.769797999999994,33.807979000000003,33.042217000000001,17.905470999999999,18.699780000000001,59.823123000000017,123.99287300000002,94.447788999999958,89.368206999999998,104.18662899999997,79.629366999999988,109.51031799999998,40.617457999999992,33.688220000000001,102.97416799999998,65.298518000000016,12.810321999999999,2.7329879999999998]
["Fairly marginal savings",707.04213400000037,350.76988399999993,353.81798899999995,2.4542609999999998,35.380806000000007,74.820976999999999,180.07882199999997,226.04932900000003,140.73487899999995,49.977321000000003,110.20178299999998,180.07882199999997,226.04932900000003,190.71219999999994,68.829470999999998,51.055218000000018,82.311224000000024,28.900583999999995,71.819563000000002,65.902226999999982,96.229668999999959,57.294113999999986,35.629109999999997,68.527765000000016,64.506370999999987,589.47397899999999,581.42593899999997,114.844348,570.69500900000003,8.3475719999999995,"-",14.562369,6.1462599999999998,4.6701429999999995,4.6305949999999996,2.1854849999999999,13.413472000000001,11.225467999999999,6.2854010000000002,13.322255999999999,5.209136,23.201039999999999,11.769101000000001,"-",4.8897700000000004,1.826919,593.60495000000014,108.77504599999999,17.632483000000001,49.455733000000002,34.970140999999991,6.7166890000000006,146.48628200000002,146.36518599999999,136.49359999999987,137.85041500000005,125.22806800000008,681.47967100000039,25.562462999999997,3.9735659999999999,85.190274999999957,617.8782930000001,7.950698,48.505725999999989,655.86583499999972,254.85098899999997,325.89342199999987,292.19602199999997,365.47629199999994,279.23141400000003,353.18685599999992,21.568782999999996,44.253360999999991,1.394388,94.788545000000028,85.982085000000012,526.27150400000005,288.42040299999979,78.453445000000002,22.469259000000005,40.235197000000007,273.61546400000003,350.93136900000007,102.771941,15.131446,468.8347560000002,231.82429699999994,112.166775,119.65752199999997,14.336914000000002,25.620234999999997,55.14893799999998,225.67150599999985,256.21320399999979,125.44052599999998,56.685151000000005,264.09244199999989,381.65373000000039,9.8378219999999992,89.70241500000003,211.07235900000001,157.90389999999996,137.47701099999998,59.771119999999996,99.540237000000005,566.22439000000008,438.71570900000006,265.34859499999993,304.46981100000016,270.87142699999998,188.59846899999997,512.8806460000003,238.82203999999993,390.56409999999971,60.379006000000004,11.713969000000001,169.12389400000004,533.19244900000047,288.69945699999994,368.91745399999974,42.127794000000009,2.5716380000000001,251.53958399999999,93.565007999999963,84.399935000000028,91.22959800000001,318.39026799999994,388.6518660000001,75.066517999999988,631.9756159999996,48.301096000000001,180.64704299999997,173.85957500000006,111.70400200000002,89.607133999999959,85.99302400000002,99.893832000000003,607.14830200000006,170.41475000000005,536.62738400000035,203.6862210000001,503.35591300000044,208.08735399999995,277.16857099999982,220.82312500000006,305.01673199999982,300.29409900000007,85.471908999999982,16.259394]
[]
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[" "]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Base: All respondents"]
["I don’t know this but am confident I could find this information",1301.8847760000024,606.10700999999938,689.3009549999997,4.8373459999999993,64.740999000000016,171.84424799999999,408.61164600000001,348.01572199999981,229.13425800000013,79.537903,236.58524699999998,408.61164600000001,348.01572199999981,308.67216100000036,126.43725700000003,103.19201400000003,164.259063,53.871569000000001,136.18322799999996,112.18259800000003,180.16538099999994,96.292127000000036,68.837232999999983,114.18488799999999,117.60530200000001,1092.1908290000006,1080.4781770000006,187.64311699999996,996.01490299999989,17.79853,"-",33.593378999999999,20.189175000000006,11.691749000000002,12.870519000000002,13.495137999999999,33.986635999999997,30.218600000000002,10.952273000000002,16.605646,7.3251290000000004,51.294347999999999,24.209435000000003,3.0259740000000002,4.6817200000000003,8.8037979999999987,1047.4068120000006,249.35013999999998,58.246581000000006,99.088284000000002,78.529756999999989,13.485518000000003,242.67566599999986,259.15915199999995,250.94137399999985,254.45008700000011,257.49555299999975,1257.9095750000015,43.975201000000013,10.982180999999999,155.235692,1135.6669030000005,30.479518000000006,97.984410000000068,1186.5428910000005,471.57008200000024,569.80938499999957,530.01881699999967,655.60070100000007,496.91240700000026,611.34731099999954,71.378556000000017,107.25412700000005,4.9973020000000004,197.94947099999996,181.85148600000008,922.08381900000018,502.79107699999992,155.93967499999991,72.489651000000023,60.47982300000001,493.5408959999998,585.95491400000003,209.37546899999995,33.591720000000002,828.92210300000011,465.66988600000008,228.33977999999982,237.33010599999989,18.115559000000001,41.667636999999999,98.239189000000025,388.24488599999955,489.54594900000018,256.62951199999998,88.270617999999999,457.99665299999964,746.17546099999959,20.022138999999999,222.60262799999981,383.51132799999942,263.21520200000003,256.51891199999989,81.98071800000001,242.62476699999979,985.22616000000039,827.08697599999914,455.73097699999977,537.67128100000036,465.04807799999958,384.66115599999955,897.0875269999998,393.01547000000011,734.38939300000004,137.50985300000005,16.833967000000001,375.31787899999949,911.86088099999961,476.25552100000027,702.59340699999962,98.622407999999965,9.7074239999999996,409.88126200000016,135.72741300000001,157.50977100000006,156.61500600000002,566.94286999999929,734.94190600000036,174.66372000000004,1127.2210560000003,97.058993999999998,334.1252990000001,328.26587099999989,223.85779999999991,140.91311500000006,127.62069499999998,235.15809599999989,1066.7266800000004,447.7241819999997,854.16059399999949,508.08123399999948,793.80354199999954,354.46228799999994,451.57346099999978,488.24625399999979,466.04193899999945,626.67344899999966,180.63422899999995,28.535159]
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[]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
[null,0.60201883317067506,0.59153385958532145,0.61420537116722063,0.38545267700390839,0.6573536773565507,0.62049705225729213,0.5866447464983976,0.5665150559489297,0.61946622569993426,0.68273822774520421,0.63139038334569764,0.5866447464983976,0.5665150559489297,0.63510128147648492,0.64318280749482515,0.66167336925231945,0.55171636171150285,0.58445398070524657,0.58280985129548435,0.5785955859551275,0.61290588730426299,0.58930669807190372,0.59036917297628122,0.6610336828887392,0.56734483488941057,0.60482059883755857,0.60682596007106404,0.58061280806533733,0.60245022315207741,0.41999715970796248,"-",0.65200145207511495,0.74086605971761443,0.56695332118317432,0.71789049072462285,0.60350287708133654,0.65255205201496724,0.60098302567045114,0.58355325564442795,0.53083715860760239,0.60704328638729665,0.58167530881520413,0.38791840999931976,0.76449907620253932,0.6977834917107073,0.74904532150226433,0.60202807151396398,0.6066989926910652,0.67329480433221445,0.60578138060789899,0.54896558132401685,0.72373613573271778,0.59155761526880168,0.59072925135339494,0.60194263322143515,0.60030151898786277,0.62319966110073455,0.60319866764369312,0.5746028745601921,0.83248348529431349,0.58265183488365857,0.60201257504249539,0.60300766447197118,0.64630882373287368,0.59899464449883966,0.6531157162058121,0.58039748731011354,0.64002039396467936,0.57889390197699853,0.64245061031257256,0.57332193312796098,0.7323513458823846,0.46982282887694327,0.85550582007052833,0.54654727489907506,0.52258560535806331,0.62539451631762899,0.57869345474741918,0.68087817892632463,0.69738371804665245,0.5639186125331962,0.58945621310665997,0.63419911872303003,0.60269510269229987,0.68647196793018783,0.62843989734586447,0.55098923310502945,0.57705577634733596,0.53013281774141419,"-","-","-","-",1,1,"-","-",1,0.64225952869246516,0.57109291385019478,0.6002683547740596,0.61754079157744191,0.61893363318473649,0.60421019331899273,0.57634662322429464,0.60998768373174217,0.62201879815234273,0.56362653513162952,0.6634498690098678,0.54218287732878856,0.51619058965060516,0.63439040704728022,0.67910491706677434,0.57225346272257438,0.4744312700754747,0.63015877702021306,0.4972315377619097,0.63826780532161154,0.68000380182141651,0.55445502862406904,0.47678674113870462,0.58699177689009241,0.68340307342186646,0.60640985378665591,0.54337262702637756,0.48504190821825816,0.63130161635558535,0.57642282196362893,0.6160562039831009,0.60017287112261508,0.66755105121555303,0.62251851722156981,0.62076496879359577,0.58576245301329166,0.5923294157243677,0.51632527008256057,0.59674973031047851,0.60308345315547196,0.64942681013454584,0.57794795275608168,0.63676225468802761,0.58112902604559047,0.62439186373226907,0.62489037305061557,0.55085322057506358,0.65448503417106052,0.59943423864765455,0.48379093897557707,0.33487491631322525]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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[null,"G5,A5,B5,C5,E5,F5,R4,V3,A4,Q3,G3,B3,W2,T2,V2,I2,Y1,Z1,V1,D1,E1,H1,I1,N1,P1,R1,S1,T1,D","D","D",null,null,null,"E",null,"E,J,K",null,null,"E",null,null,null,"R",null,null,null,null,null,null,null,null,null,null,null,null,"A,D1,H1,I1,N1,P1,R1,S1,T1",null,null,"D1,H1,I1,N1,P1,R1,S1,T1",null,null,null,null,"D1,H1,I1,N1,R1,S1,T1",null,null,null,null,null,null,null,null,null,"A,V1",null,null,"Z1",null,null,null,null,null,null,null,null,null,null,null,"A,I2",null,null,"A",null,null,null,null,"T2,V2","T2,V2",null,"V2",null,null,"W2","W2","B3",null,null,null,"B3","G3","G3",null,"G3","G3","G3","G3",null,null,null,null,"Q3",null,null,null,null,null,null,"V3,A4","V3,A4","V3,A4",null,null,"A,V3,A4",null,null,null,null,null,null,null,null,null,null,"R4","R4","R4","R4","R4",null,null,null,null,null,null,null,null,null,null,null,null,"A5,B5,C5,E5,F5",null,null,null,"A,G5"]
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["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Base: Respondents with mains gas, mains electricity or mains gas and electricity"]
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["£3,250 (£270 per month)",32.347839999999998,12.300700000000001,20.047139999999999,"-","-",4.5290990000000004,13.352236000000001,6.4149289999999999,5.2205060000000003,2.83107,4.5290990000000004,13.352236000000001,6.4149289999999999,8.0515760000000007,0.83443400000000001,1.6729560000000001,7.2662400000000007,1.1958,5.257733,2.9517920000000002,6.300834,0.81474199999999997,1.826919,3.2775890000000003,0.94880100000000001,27.569128999999997,27.863233999999999,4.4846060000000003,24.27955,"-","-",1.642617,"-",1.5514079999999999,"-","-",3.0473460000000001,"-","-","-","-","-","-","-","-",1.826919,25.922166999999998,6.4256730000000006,1.5514079999999999,3.0473460000000001,"-",1.826919,2.338422,14.342755,4.3716850000000003,8.8170289999999998,2.4779490000000002,30.537623999999997,1.810216,"-","-",32.347839999999998,1.7190270000000001,3.9567749999999999,27.494333000000001,12.571688,18.048278,13.421170999999999,17.198795,12.571688,17.198795,0.84948299999999999,1.7278739999999999,"-",0.944774,5.2393859999999997,26.163679999999996,13.427946,5.9797049999999992,1.6839170000000001,"-",11.256271999999999,19.985930999999997,1.669978,"-",21.655909000000001,9.842448000000001,2.019342,7.8231060000000001,"-",2.856786,2.5400700000000001,9.5356619999999985,14.196873,3.2184489999999997,3.9994079999999999,10.933110000000001,17.415322,"-",2.654706,9.8257010000000005,6.9422130000000006,5.8211109999999993,5.908309,2.654706,28.497333999999999,24.733201999999999,7.6146379999999994,11.718680000000001,13.120741000000001,9.2084859999999988,22.224641999999996,10.357524999999999,17.698283,3.3773200000000001,"-",7.9608270000000001,24.387012999999996,11.137644,17.748934999999999,3.4612609999999999,"-",9.2827389999999994,4.6793979999999999,0.75709899999999997,7.6842440000000005,14.594204000000003,17.753635999999997,4.9645720000000004,27.383268000000001,"-","-","-","-","-",32.347839999999998,3.162277,29.185562999999998,9.6625690000000031,22.685270999999997,9.6625690000000031,22.685270999999997,14.941877000000002,13.489127999999999,3.9168349999999998,20.149047000000003,8.6333080000000013,2.7853660000000002,0.78011900000000001]
["Summary: More than £500 up to £1k",658.55768099999977,309.04657499999996,346.38435600000031,3.1267499999999999,39.58867,87.494187000000025,156.15945099999993,187.19295899999997,147.97838299999998,40.144030999999998,127.08285700000003,156.15945099999993,187.19295899999997,188.12241399999996,69.992542000000029,37.281933999999985,84.297964000000007,31.870088999999986,74.487661000000017,58.266411000000005,90.32219400000001,52.577175999999994,38.116801999999993,54.538932999999993,54.984089999999988,550.35258300000055,570.41768999999988,65.838340999999986,521.19849000000033,7.6986160000000012,"-",17.582255,6.1634519999999995,12.654037000000001,11.378954,6.0913789999999999,9.459306999999999,14.359945999999999,6.2700510000000005,3.568098,1.970364,27.618586000000001,3.0915720000000002,1.5177860000000001,1.746486,3.7702600000000004,546.47936100000038,109.66027799999998,36.287821999999998,35.627766000000008,32.227944000000001,5.5167460000000004,120.97644400000003,117.06765299999998,128.76447899999999,126.79604300000004,145.31735800000004,640.92885999999976,17.628820999999999,"-","-",658.55768099999977,13.752582,54.332399000000009,603.91493700000001,269.87492900000001,325.15271999999999,269.765488,331.4532549999999,242.44278099999997,300.53447099999983,49.552084000000001,55.08410499999998,2.3630710000000001,133.54012400000005,87.112968000000038,437.90458900000033,258.74073299999998,85.843264999999988,34.530548000000003,42.364795999999991,230.434684,350.67180500000006,75.266471999999979,18.544002999999996,444.48228000000029,208.48597799999988,107.699589,100.78638900000006,3.8396790000000003,16.608848999999999,41.913567999999991,179.77974199999994,259.64580899999999,154.15675400000003,33.483488000000001,208.65834999999993,413.80256300000013,11.645836999999998,160.524135,234.86681899999999,113.13575699999997,86.571883999999997,25.520880999999999,172.16997199999994,460.09534100000013,401.5365740000002,247.74728299999995,301.81290600000011,219.76043699999991,188.45984499999994,461.42587100000026,213.48093299999999,347.35965599999997,78.251964000000015,10.793163,172.33811800000007,480.33047100000039,272.2199,331.26681799999994,46.453345000000006,2.728526,244.93716700000007,77.135299000000018,81.936322000000047,59.992056999999974,296.70351000000005,361.85417100000018,67.190624,591.36705700000005,"-",658.55768099999977,"-","-","-","-",119.993735,538.56394600000056,228.39379199999996,430.16388900000038,262.22681399999993,396.33086700000041,193.17639899999995,248.455738,214.20107499999997,295.63391299999989,272.50587799999994,73.228247000000025,17.189642999999997]
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[]
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["Table 37"]
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["Net: Easy",907.72809200000131,470.86789600000003,435.3451839999999,1.515012,44.918388999999991,142.83279200000001,293.13071599999989,251.65124499999988,137.50397199999992,37.690978000000008,187.75118099999997,293.13071599999989,251.65124499999988,175.19494999999992,92.746017000000009,68.989624000000006,129.66234700000007,37.308804000000002,107.72161799999998,63.163305000000008,121.53116399999995,66.673246999999989,36.923231999999999,86.591890999999961,77.759104999999977,788.98381700000039,762.2074530000001,124.84810999999991,652.34121400000004,7.1063950000000009,"-",29.188748000000004,8.1724190000000014,10.787884,18.893896999999999,8.1350449999999999,32.115380999999999,23.710905,12.314653999999999,19.499461999999998,1.412023,66.112688000000006,9.4911080000000005,3.0259740000000002,1.796529,2.1203620000000001,688.63635700000009,217.58833099999995,45.989244999999997,89.052425000000028,78.629770000000008,3.9168910000000001,164.04453599999991,169.22854000000001,171.95961099999982,168.28863200000006,207.92658999999981,876.1022660000009,31.625826,14.114120000000002,88.111952999999986,805.50201900000059,17.504093000000005,59.395710000000001,847.10897300000056,352.19764199999997,439.67483200000004,363.24780400000003,496.59113500000035,349.81923100000012,475.27735000000024,46.378194000000001,24.493787000000001,6.2049099999999999,113.41898399999999,112.46546600000005,681.84364200000039,907.72809200000131,"-","-","-","-",467.27142199999975,145.88348599999995,24.038062,637.19297000000006,268.91032499999989,132.41005600000003,136.500269,13.506347000000002,23.475263000000002,56.530375999999983,250.55702899999974,350.53618200000005,210.14079899999993,52.803770999999983,291.265244,560.67698100000018,5.2517440000000004,116.66054099999999,241.67022199999974,226.79662900000005,177.93722599999998,96.181916999999999,121.91228499999998,742.5859940000006,585.74661600000024,311.05801600000007,467.0262050000004,286.15273899999988,227.50684799999988,667.54947199999992,322.75264700000031,488.47133399999967,76.011466000000041,7.8208730000000006,204.18750499999996,694.59844399999986,382.70670700000039,444.20513199999976,66.904207999999997,4.9699020000000003,371.09458300000034,120.68349499999997,85.785569000000081,94.923905999999974,379.11230799999993,528.61578400000019,141.176447,766.55164500000046,67.736631000000017,225.24666399999992,249.76202399999994,162.42238399999994,99.127400999999992,91.985859000000005,170.92644200000001,736.80165000000068,327.74858299999988,579.97950900000001,358.56457699999987,549.16351500000042,330.33710400000012,380.09279999999984,194.88839199999993,625.66646500000002,262.08480599999996,19.976821000000001,"-"]
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[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
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[]
[" "]
["Neither easy nor difficult",408.2246449999999,200.96304000000006,207.26160499999995,"-",26.144417000000004,41.711660000000016,107.51742700000004,121.09133499999999,85.751093999999966,26.008712000000006,67.856076999999985,107.51742700000004,121.09133499999999,111.75980599999998,31.698689999999999,27.521047999999997,50.080865999999986,13.823134000000001,45.60071600000002,25.859409000000003,59.084674000000007,41.350337999999994,18.786752,41.577678000000006,46.846234999999986,357.58337899999992,342.77678199999991,61.097217999999991,301.18943199999984,5.5030080000000012,"-",18.174348000000002,4.868239,"-",6.2384940000000002,2.0072000000000001,11.7357,8.9809129999999993,2.931108,8.5435549999999996,1.970364,24.476331000000005,6.6924200000000003,1.5081880000000001,"-",3.4053449999999996,324.86678799999981,83.357856999999996,13.113932999999999,34.161640000000006,32.676939000000004,3.4053449999999996,81.67612299999999,92.403677999999985,83.716810999999993,68.607818000000009,74.406887999999995,386.97771299999999,21.246931999999997,6.711533000000002,55.679702999999989,345.83340899999979,12.977066000000001,22.790295000000011,380.99315599999994,165.74492700000005,168.1521789999999,179.74279400000006,199.72623699999994,172.41656600000007,186.54615299999995,24.118967999999999,19.809974999999998,2.4845470000000001,43.018386,53.369759999999999,311.83649899999983,295.26858300000004,82.240816000000024,30.715246000000008,"-","-",187.06088000000003,85.172478000000012,11.388383000000001,283.62174099999987,124.60290400000001,63.849198999999992,60.753704999999997,3.7000139999999999,13.104122,32.546048000000006,117.25332999999998,173.21475999999996,64.91244300000001,26.195053000000001,140.40846099999999,238.12720299999992,3.5906419999999999,58.062659000000004,120.91113999999995,97.746613999999951,75.737348000000011,28.883408999999997,61.653300999999999,323.27851099999992,258.42296099999999,146.09452999999993,181.62660899999995,128.09040500000003,104.08909199999999,295.26651399999997,148.79589100000001,206.39113299999997,33.721611999999993,10.446969999999999,105.86893200000003,295.62740799999995,180.71489999999997,184.54747999999998,35.303564000000001,0.930396,137.42338999999996,50.836027000000001,43.719836000000015,36.591996999999992,203.44178100000002,204.78286399999999,64.010702000000009,344.21394300000003,42.701627000000002,85.554530999999983,120.24502099999997,76.181851000000037,42.439144000000006,30.109723999999996,77.160543999999987,331.06410099999994,144.59312399999999,263.63152099999985,166.21487400000007,242.00977099999986,144.248752,145.93196600000002,117.13921299999996,159.39516699999999,204.71132599999996,42.529354000000005,1.5887980000000002]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Effective Sample Size",1155.0469669069364,589.49783920615607,563.75765191440894,1.8495090023145586,47.794706468519664,157.80167913187645,337.03402016478429,338.26781073216631,212.65257552917964,63.710851925417344,205.40636273811347,337.03402016478429,338.26781073216631,276.35057097595802,114.79602308052402,91.713110189241078,150.24150586587663,49.338491047971615,128.22785322025845,91.70927118971413,159.39432194441534,99.281704383470597,50.946345904710306,104.89665379952008,98.060438244917904,991.8850185026464,949.94264758886811,183.38101896825992,978.52692176999051,13.820577150067216,"-",48.433426572299055,7.9807141465140505,6.981523138028189,14.956161019629603,4.9322879944698732,29.738532798973829,18.769074939059966,8.9720201078147852,13.790624999188216,2.9301952348209186,52.430781062251292,10.90476127924839,1.9999798786677054,1,3.9319218354701513,1040.7282789707067,178.99795785975053,34.836629644222846,74.02992211783247,65.328045699307637,4.9312954243176295,189.51323027820172,232.62158522778026,239.48283191212462,218.7410467201569,249.32044769340573,1106.3982846890383,48.736772704294935,15.729258928481908,132.74573835026536,1007.8117300914332,22.818304438307415,77.490404055792951,1068.4749109237064,398.74373268973829,579.08356133164489,428.26661110413642,658.81440027806445,413.46499237014007,635.76372628481579,50.468641429443778,44.149018157743278,4.7677964032075506,134.39037407567764,130.19077505450059,891.13142682359353,1155.0469669069364,"-","-","-","-",561.97593132337374,187.8988823279972,28.696825374552258,778.44306905711937,370.14262164215808,169.16762739519254,201.50169845002711,22.756006842147734,45.402324111646571,83.88383757974313,326.6946284540125,422.30388416920243,250.62539862518551,91.040089569562028,387.40284200971996,672.12255987175149,12.598731623455022,174.71254119643592,319.11625819450859,260.40963350496475,221.40346923456917,111.04806966614998,187.1922131507848,911.75362669561264,739.932774822738,401.53894890140856,538.46311466027919,407.83047340647744,314.57378773790907,821.70563197140496,387.02310845746649,625.44639848737779,110.73222506646079,13.203299970278723,286.71510713699564,852.81174683182996,470.922445928694,574.69161369485334,88.527958283260986,5.4409565610318475,434.57208509406286,154.74630124263805,121.893185512363,141.64995652494343,502.96766568445713,652.16895292072047,146.19900626771667,1010.2406410860048,81.255217640494479,292.95030997918172,315.08320359535992,207.66771442815897,128.88344259060645,109.39450229716972,193.7470862853184,961.99825875063334,376.84810363116947,778.87042440279117,419.63061826499887,736.1244909177791,360.47399878566949,496.75680450605535,296.52437182908477,656.22254641080679,411.57065771058615,81.300959640031323,6.9796278591061585]
[null,"P5,S5,L4,U3,X3,P3,A3,B3,C3,D3,R2,V2,P2,X1,D1,E1,H1,I1,J1,K1,L1,M1,N1,O1,Q1,R1,S1,X,D","D","D",null,null,null,null,null,null,null,null,null,null,null,"X","X","X",null,"X",null,"X",null,null,null,"X","X",null,null,"D1,H1,I1,J1,K1,L1,M1,N1,O1,Q1,R1,S1",null,null,null,null,null,null,null,null,null,null,null,null,"D1,H1,I1,J1,K1,L1,M1,N1,O1,Q1,R1,S1",null,null,null,null,null,null,null,null,"X1",null,null,null,"E2",null,null,null,null,null,null,null,null,null,null,null,"P2",null,"A,N2,P2","V2","R2,V2","A,R2,S2,U2,V2",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A,T3",null,null,null,"U3,X3","U3,X3,Z3","U3","U3",null,"U3,X3","U3",null,null,null,null,"L4","L4","L4","L4","L4",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A,C5,F5",null,null,null,null,null,null,null,null,null,null,"S5","P5,S5","P5,S5"]
["Uppercase letters indicate significance at the 95% level."]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
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["Uppercase letters indicate significance at the 95% level."]
["Very easy",33.201142000000004,21.411966,11.789175999999999,"-",0.76177600000000001,9.5191629999999989,13.664474999999999,4.5615179999999995,3.7952169999999996,0.89899300000000004,10.280939,13.664474999999999,4.5615179999999995,4.69421,5.7791339999999991,1.6197300000000001,6.1952970000000009,1.6746730000000001,3.5591429999999997,4.5164470000000003,4.8203490000000002,1.8246530000000001,"-",1.6760809999999999,1.5356350000000001,28.684695000000001,29.756799999999998,2.682566,27.685414999999995,"-","-",0.875552,1.6746730000000001,"-","-","-",2.9655019999999999,"-","-","-","-","-","-","-","-","-",28.560966999999994,4.6401750000000002,1.6746730000000001,2.9655019999999999,"-","-",3.1375299999999999,5.275563,8.0181210000000007,8.5796580000000002,7.4284939999999988,33.201142000000004,"-",0.79746799999999995,3.6907740000000002,28.712899999999998,0.79280399999999995,7.9475850000000001,24.414676,18.046907999999998,10.476265999999999,17.374602000000003,14.041878000000001,17.322587000000002,12.488399000000001,2.402962,0.98719400000000002,"-",5.2969739999999996,5.8096110000000003,22.094557000000002,"-","-",33.201142000000004,"-","-",16.621120000000001,7.0135560000000003,1.5902719999999999,25.224948000000001,7.1267110000000002,5.5260810000000005,1.60063,"-",1.6510910000000001,0.77875899999999998,3.6745929999999998,12.356353999999998,14.740345,1.6510910000000001,4.4533519999999998,27.096698999999997,0.79746799999999995,1.7289460000000001,10.741814999999999,5.8513879999999991,9.8223089999999971,4.2592160000000003,2.5264139999999999,30.674727999999998,23.716285999999997,8.6523669999999999,17.695251000000003,8.8819580000000009,11.246641000000002,21.954501,7.8426330000000002,19.529465000000002,4.9761280000000001,0.85291600000000001,10.521659,22.679483000000001,8.101560000000001,21.218519000000001,3.8810629999999997,"-",14.252356000000002,1.6827080000000001,3.8661199999999996,3.3331299999999997,12.023125999999998,21.178016,6.3704899999999993,26.830651999999997,1.5592440000000001,7.9264549999999998,7.9042110000000001,6.7135669999999994,4.9970820000000007,4.1005830000000003,4.1171800000000003,29.083961999999996,11.843909,21.357232999999997,11.843909,21.357232999999997,16.718114000000003,10.976230999999999,5.5067969999999988,23.224706999999995,9.9764349999999986,"-","-"]
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[null,0.17584412385845163,0.13381552570788532,0.19358558785627633,1,9.3981763641058175E-2,0.11514954647097495,0.14888305663003099,0.21409512332123995,0.23752725993460241,0.33110818441535173,0.10799237454507178,0.14888305663003099,0.21409512332123995,0.26540350637792864,0.12025851289735064,9.3354304656878287E-2,0.10623535907470578,"-",9.1104490939859936E-2,0.15084388498914975,0.26358323446728793,0.33990448715064675,0.50808790947438864,0.20154133524166273,0.11654788945881688,0.16450344760590829,0.15684340781927397,0.34202264074632033,0.16638824268710373,0.53990022756703515,"-",0.39478957485841126,"-","-",1,"-","-",0.23419708568719819,"-","-",0.47266638024449503,0.13468292245766014,"-","-","-","-",0.17976985563037767,0.14102484740035601,0.15009789612729177,0.16097969002963605,0.10561110261659019,"-",0.30807559489405284,0.23922760386605599,0.15287065376231176,0.10323640552367958,2.9661655848150181E-2,0.17206079793263698,0.38557101178108166,0.37237882830204344,0.22365677865741887,0.16182858754610691,0.19144176999756868,0.2855419349360282,0.15479017249374746,0.15039818274630379,0.2121832439865316,0.15609699642433794,0.20252179778678528,0.16720827701038099,0.23294017479752083,5.4492299366299908E-2,"-","-",0.13520850669342749,0.23627804203296995,0.17513432190899755,"-","-",0.17584412385845163,"-","-",0.19808893670163627,0.16140770746066171,0.18941697980655056,0.18623558709197699,0.14717737530650912,0.15225505902814357,0.13691835970450633,"-",0.72723729906129198,9.5314545069961565E-2,0.2237619534986364,0.10127866734956528,0.19400911961758316,0.63689458184524983,0.20092309354582563,0.14224698091575075,0.38992975768651805,0.19677485986032195,0.12721587254999323,0.22225067730510573,0.11970587485094616,0.16398379984448808,0.22852672937227925,0.1504810552816655,0.192049375824633,0.15879808346920427,0.16539267127367865,0.17470293160149925,0.1772570324006604,0.17783639308843011,0.1277267587049529,0.18334506314351956,0.25686888366371013,"-",0.10437264210944255,0.20922589129212324,0.13868316635521452,0.20925566563993217,9.8568937998582865E-2,"-",0.2286437212802202,0.15675702158749349,0.1906710233660486,0.13106630353278631,0.21613357627625773,0.14826334631983301,0.18023072736443127,0.17490083173931603,0.13235335739206089,0.14115476607614777,0.13613487870989832,0.23923994491603892,0.23329198746124755,0.242441623590092,0.11781465339199164,0.18674900412273587,0.12997613493395208,0.20358985881021119,0.12156945129294444,0.21247778229239819,0.15285270845342236,0.17902767006598266,0.20424319384118331,7.0782708346756804E-2,0.25941736384887881,0.38705829479026238,"-"]
["Occasionally (i.e. less than once every 2 years)",1377.5534449999991,714.84419100000059,657.82813099999953,1.5823799999999999,81.729003000000048,160.94975399999996,358.60435399999994,368.85452400000003,306.49994100000026,100.91586899999999,242.67875699999991,358.60435399999994,368.85452400000003,407.41581000000042,135.50912600000007,109.87710200000002,177.89008999999987,54.570545999999993,135.44489699999997,118.45182600000003,207.00382199999999,120.46206199999999,66.774172000000021,118.72027,106.84318300000002,1166.3210980000003,1129.9096329999998,221.09323399999988,1090.1040060000014,10.817653999999999,"-",31.137501999999991,9.1754320000000007,13.195155999999999,22.544732000000003,12.559955999999998,32.342535999999996,26.846847999999998,5.9689580000000007,18.213054,8.5967130000000012,57.918298,11.241888000000001,1.5081880000000001,8.3002900000000004,9.0025239999999993,1132.0591620000002,237.41457299999999,57.475275999999994,91.968108999999998,70.668374000000014,17.302814000000001,289.62010800000002,289.69828399999994,257.37826199999972,270.25988299999972,239.06513299999978,1319.8845829999991,57.668862000000011,14.652786000000003,154.93502099999986,1207.9656379999992,32.350344999999997,96.051722000000012,1268.6796899999988,521.99863199999993,637.76369699999998,577.34644599999979,717.48653699999988,547.87882500000001,679.61988499999961,72.256815000000003,57.251261000000014,5.9269669999999994,152.63395100000005,142.55231000000001,1082.3671840000015,571.45035800000016,203.49859499999991,89.361082999999994,75.027814000000049,426.0145390000003,680.50075500000003,231.55977399999983,39.523659000000002,951.58418800000027,421.37048399999981,185.67070399999986,235.69977999999978,19.256260000000005,38.629595999999999,88.769435000000044,378.87154599999985,537.07370100000014,310.40952899999996,84.664417000000029,440.86241999999993,847.48323000000107,13.642119000000001,212.62645999999989,393.82021399999985,309.3389870000002,267.76115099999976,123.21388700000007,226.26857899999985,1094.1342390000007,911.54914800000051,443.54164399999985,663.60684600000013,439.36452599999996,367.83806599999991,993.0193230000001,499.08521900000005,715.28670700000009,125.14928100000004,21.336181999999997,350.07919499999974,1016.7939260000004,595.38089100000025,679.85466599999961,85.738375000000019,5.8991889999999998,540.79114000000004,165.54570299999989,135.40771899999996,135.19402400000013,667.23945700000002,710.31398799999999,186.08955900000004,1191.4638860000009,85.652047000000024,339.23444400000011,365.44474299999985,241.78929099999971,162.15848899999992,171.44995699999984,231.05299899999983,1146.5004459999993,479.06543399999953,898.48801100000003,535.23699299999964,842.31645200000014,447.6422270000001,557.43349200000023,368.15449099999995,675.24792000000014,575.93773399999964,113.96966200000001,12.398129000000001]
[null,"P5,E5,Y4,S4,T4,O4,Q4,R4,I4,L4,E4,X3,Z3,L3,G3,C3,R2,P2,K2,C2,Z1,U1,C1,D1,E1,F1,H1,I1,J1,N1,O1,P1,R1,S1,T1,B1,O,W,D","D","D",null,null,null,null,null,null,null,null,null,null,null,null,"O,W",null,null,null,null,null,null,null,null,null,"O,W","A,B1",null,"D1,F1,H1,I1,J1,N1,O1,P1,R1,S1,T1",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"C2","C2",null,null,null,null,null,null,null,"K2",null,null,null,null,null,null,null,"A,R2",null,null,null,null,"C3",null,null,null,"C3","G3","G3",null,"G3","G3",null,"G3",null,null,null,"L3","L3",null,null,null,null,null,null,"X3,Z3",null,"X3,Z3",null,null,"X3,Z3",null,null,null,null,null,"L4",null,"L4",null,null,null,"Q4,R4",null,"Q4,R4",null,null,null,null,null,null,null,null,null,"Y4","B5,E5",null,"E5",null,null,null,null,null,null,null,null,null,null,null,null,null,"P5","A,P5,Q5"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
["Not at all confident",27.177576999999999,12.782407000000001,14.39517,"-",1.4663079999999999,8.5519230000000004,5.025487,7.6009320000000002,3.5474999999999999,0.98542700000000005,10.018231,5.025487,7.6009320000000002,4.5329269999999999,1.693211,1.623229,5.9045689999999995,"-",3.3320310000000002,3.7206129999999997,1.97357,2.638404,1.7694510000000001,1.7060279999999999,2.8164709999999999,21.687512999999999,25.255769999999998,0.92950500000000003,15.905712999999999,"-","-",1.73359,"-","-",1.4946950000000001,"-",3.6053179999999996,"-","-","-","-",2.9870890000000001,"-","-","-",1.4511719999999999,17.639303000000002,9.5382739999999995,1.4946950000000001,3.6053179999999996,2.9870890000000001,1.4511719999999999,2.1390099999999999,3.7728520000000003,5.1790789999999998,6.0650640000000005,9.0292700000000004,26.291917999999999,0.88565899999999997,"-","-",27.177576999999999,3.2732130000000002,2.4517350000000002,24.413631999999996,12.976227000000002,14.201350000000001,11.131207999999999,15.116864000000001,9.5881119999999989,12.658254000000001,4.0017060000000004,0.92950500000000003,"-",7.1951989999999988,3.125947,16.856431000000004,16.615427999999998,0.92950500000000003,2.96225,"-",5.2040860000000002,13.885863000000001,3.1374789999999999,0.76491799999999999,17.788259999999998,9.3893170000000001,6.5074969999999999,2.8818200000000003,1.730939,3.1185490000000002,5.3024750000000003,4.8761790000000005,7.7302200000000001,4.4192149999999994,6.7671359999999989,8.2610060000000018,12.149434999999999,"-",6.592706999999999,6.2573620000000005,6.5012220000000003,2.5312390000000002,5.2950469999999994,6.592706999999999,20.584869999999999,20.024746,6.3048999999999999,3.23543,19.031793,15.315149999999999,11.862427,5.4978110000000004,12.025675,9.6540910000000011,"-",11.242039,15.935538000000003,6.3720189999999999,15.726714000000001,5.0788440000000001,"-",1.692334,4.1194550000000003,4.6286100000000001,8.6735299999999995,7.8803409999999996,19.297236000000002,3.3474140000000001,23.830162999999999,2.2160899999999999,5.7914939999999993,9.4696650000000009,6.9325770000000002,0.92950500000000003,1.838246,3.7520069999999999,23.42557,9.3809850000000008,17.796592000000004,10.924081000000001,16.253495999999998,8.0908350000000002,10.124119,8.9626229999999989,8.7333620000000014,10.940611000000001,7.5036040000000002,"-"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Base: Total",2955.1943990000004,1436.0152110000001,1506.5894410000026,9.2910039999999992,137.110241,338.60031199999997,771.47821900000054,856.69829899999957,644.47128499999985,206.83604299999993,475.71055299999938,771.47821900000054,856.69829899999957,851.3073280000001,284.86363499999976,224.38686999999973,385.50021000000021,107.76798600000004,317.48865499999988,257.56967700000001,412.87236199999938,255.18885199999991,138.30765600000007,269.71796200000006,238.19479599999994,2495.981328000003,2440.2014260000033,461.57199100000003,2297.6221009999999,28.501213999999997,"-",79.553465000000017,28.222011999999999,24.287568,43.580816000000006,19.555582000000001,78.030405000000002,68.927510999999996,21.493181,40.143810000000009,22.014496000000005,133.18806299999997,33.736697999999997,3.136091,8.3495840000000001,10.37154,2405.6767799999998,535.03735699999993,115.645978,230.60940300000001,170.06085200000001,18.721124,583.01292099999955,586.93695800000035,583.94464600000038,574.56872599999963,554.59292800000026,2834.1516810000007,121.04271800000001,"-",382.68240300000008,2572.5119960000029,51.728878000000002,199.89787199999992,2736.7024820000006,1127.8159429999994,1417.5954990000016,1292.5647569999996,1662.6296420000019,1206.6267280000006,1564.4188100000031,157.04830700000008,21.820287999999998,1.503404,381.89283999999992,354.82673100000005,2218.4748280000008,1193.8191849999992,395.33469800000012,168.90176,137.46523000000008,1037.3383690000007,1439.4738999999995,487.68434200000024,48.539452000000011,1975.697693999999,963.72033700000111,435.60329999999988,528.1170370000001,45.330802999999975,103.81504400000003,197.78973000000005,803.00272900000095,1103.5451950000004,686.20877100000007,202.60128100000017,947.33702500000118,1789.7539660000002,32.012758000000012,468.81238400000046,858.66255500000102,634.01843599999938,569.59732600000029,245.2253769999999,500.82514200000048,2307.5036939999991,1893.6470599999984,1021.3581590000013,1367.3828280000007,990.89828199999965,763.51222400000063,2155.1420549999998,1085.5011620000012,1526.2066830000012,263.166337,43.780096999999998,701.24760600000036,2222.5187529999998,1281.8655490000003,1442.3414260000027,185.02291899999997,14.536464999999996,1105.1222500000001,373.00818200000015,323.76696899999979,302.83411599999977,1368.426009999999,1586.7683890000033,340.23613299999988,2614.9582660000019,204.10314499999998,746.15891000000022,788.47636199999965,504.19236500000028,345.49345499999993,314.48083399999973,493.42117999999982,2461.7732190000002,986.94902600000148,1968.2453729999991,1102.1438240000011,1853.0505749999986,930.24336000000062,1174.4630169999998,840.65221199999985,1349.4335569999987,1332.3704390000016,258.94510699999995,14.445295999999999]
["Not very confident",164.26768899999999,72.691566000000009,91.576123000000038,"-",15.346952,29.142075999999996,46.277510999999997,51.026559999999989,16.935456000000002,5.5391339999999998,44.489028000000012,46.277510999999997,51.026559999999989,22.474590000000003,11.447201,11.476990000000001,32.644767999999999,2.4623889999999999,25.505589999999998,10.850886999999998,27.846916000000004,8.6127660000000006,5.2299619999999996,12.201879999999999,13.380206999999999,145.57870700000004,145.71876500000002,16.004268,113.72603900000001,3.6386080000000001,"-",5.350428,4.7796699999999994,"-",2.920137,1.7262679999999999,1.533617,8.2344969999999993,"-",1.823258,8.0162289999999992,6.3386469999999999,1.7052339999999999,"-","-",1.455287,122.71507500000004,38.532844000000011,9.4260750000000009,19.607601000000003,8.0438809999999989,1.455287,21.763832000000004,33.563715999999999,33.982805000000006,33.764733999999997,36.039812999999995,162.12980999999999,2.1378789999999999,"-",19.475875000000002,144.79181400000004,4.2148080000000006,16.089369000000001,144.06841700000004,54.377593000000019,85.000126000000023,66.583185999999998,97.684503000000035,58.155680999999994,88.200018000000014,12.497894999999998,4.4980880000000001,"-",43.696596000000014,28.700244000000001,91.870849000000035,63.576878000000001,21.684521,9.9012189999999993,6.9631020000000001,59.720440000000011,58.083446999999992,33.627383000000002,5.6923960000000005,97.403226000000032,65.196245000000005,35.104107000000006,30.092138000000006,4.74939,7.325342,19.227411,63.901742999999996,45.694247999999995,18.004169000000001,17.419849999999997,77.784036000000015,63.698416999999999,5.442639999999999,24.209040000000002,56.295613000000003,33.466811,25.458932999999998,12.089738999999998,29.651679999999995,127.31109600000005,99.439621000000017,62.368448999999998,43.52263700000001,82.99440300000002,70.928716000000009,88.090462000000031,24.453514999999999,93.160745000000006,34.742456999999987,6.6624610000000004,67.318938000000003,92.532048000000017,28.042287000000002,103.31563800000005,24.720205999999997,3.7728549999999998,31.496945999999998,7.1976539999999991,34.192938000000005,30.358906999999999,57.835132000000009,106.43255700000007,22.298816999999996,141.968872,15.712516000000001,43.496015000000007,39.374631999999998,23.865438000000001,17.675967,18.321814000000003,49.258595000000007,115.009094,70.565541999999994,93.702147000000039,82.801072000000033,81.466617000000014,49.468207000000021,38.394060999999994,76.405421000000004,26.973735000000001,85.380518000000052,50.904319000000008,1.009117]
["Table 47"]
["Effective Sample Size",2415.1331371300171,1146.2501907642049,1262.4188226770009,6.6064206772945875,108.3804619572856,276.96862343128191,639.25446127190878,705.69787091455566,523.79400701692794,164.68576226570656,385.10276842458728,639.25446127190878,705.69787091455566,688.4797576076503,242.21833055024248,194.01836363639035,287.41826326196639,90.669343757563823,284.64424463437854,220.9257628040815,314.17877092801035,193.94613236174982,117.72042036414354,215.94776017533295,211.13474614313813,2027.8299666957816,2075.2465075636383,296.34070311952797,2128.0908071422591,24.808850993587384,"-",70.852169446780948,16.954292629561504,14.908861479046239,25.756040082567921,8.9092703638402675,45.532692871313699,41.322003504069798,13.950356093991777,17.605272659799798,9.8095632414352512,76.33280158784396,19.871207175812906,2.9876553033649698,4.9970889261589697,4.9223636869954071,2223.6048139050572,303.5302435741234,66.505459152817835,128.05516877526281,99.184501654121647,9.9142256820236998,434.30460778861453,498.78336994818341,465.85245742319421,492.24031252177093,473.456765304236,2313.9810658851197,101.15914732473965,29.270330171938454,"-",2386.0286406341888,40.010920928471542,171.08169937847757,2241.3281382575583,1082.5927973882469,1332.5422872867225,1054.7170287226154,1322.3076924654865,1012.3333663780249,1264.3647353366225,131.22578609178248,5.5283443654685476,1,310.46119251268101,258.80774589282646,1848.0578291999132,977.73965190322804,335.33945614816668,132.28230885370732,107.20062549896819,845.70450141188621,1336.5597719078758,253.35726519685971,66.423776124278518,1656.0271404403979,747.23596922560921,338.82027937835011,409.33387762282814,39.555680850685455,80.118709555497247,154.16229030921889,645.7832747810628,893.36590506249831,591.74006835521618,156.09396804415567,763.39047072574044,1484.3581797510451,26.110726821768075,377.05170514488793,718.19172195413273,513.56028142327898,462.48908561261163,200.0944421093175,403.13045001490156,1893.357849302459,1544.8616806934579,837.8500725136048,1114.02432051598,822.62242954131136,631.61684689556103,1754.3624872748276,880.30786779162247,1260.3398193172811,213.71445328853864,31.728776489262305,585.10292107722364,1805.6479967336552,1052.3082373899454,1176.9755682317457,148.62488253090532,12.926377942125859,909.62173227820006,303.68034174430483,264.64110219407411,259.53182611559288,1108.0718405776918,1307.1521775775821,276.81920770290537,2140.4244468522274,159.49583540520004,569.90116451050869,659.68702078509284,433.59951735806794,287.97205880723527,258.28831844716439,390.35992832189913,2025.1751734995928,795.84618900509588,1620.1712284384962,886.1178966982427,1529.9025254133749,767.392909009189,952.7741799805209,687.73653492843641,1229.0341314748036,1005.4760983966981,178.03651478775586,2.9992161492973675]
["Would like to change to a fixed/variable tariff",591.58864799999958,271.02473899999984,318.20637399999981,2.3575349999999999,39.079248,86.970812000000024,193.75437299999976,159.69762900000001,87.965897999999981,24.120688000000001,126.05006000000007,193.75437299999976,159.69762900000001,112.08658599999998,41.402436000000002,47.33651200000002,85.138284999999996,24.083800999999998,65.645800000000037,45.482441000000009,87.607357999999991,42.042544999999983,24.435679,58.260639000000012,60.005231999999985,511.52260799999988,512.13893399999984,67.04465900000001,409.57705200000009,8.8733509999999995,"-",16.024123999999997,6.1966979999999996,3.082668,14.163211,6.003965,23.210498000000001,25.394133999999998,4.3994409999999995,11.742189,3.7685110000000002,45.798233999999994,9.3575479999999995,"-",1.6698440000000001,"-",434.47452700000008,154.78694100000007,29.446541999999997,68.514772999999991,55.155782000000002,1.6698440000000001,108.79169200000003,110.39615299999998,103.776099,126.08646299999999,127.32209300000005,574.38648899999953,17.202159000000002,3.9390200000000002,"-",587.64962799999955,18.291420000000002,49.172801999999997,543.04082699999969,153.19772000000003,438.3909279999998,144.54965500000006,440.52614099999994,122.52074099999999,412.448511,54.045563999999999,2.5738320000000003,"-",97.23560700000003,63.619019000000002,430.73402199999998,325.84224999999986,52.028836000000013,37.691770999999996,34.84240599999999,138.05203000000006,329.36971199999994,68.663094999999998,22.732645000000002,420.76545199999993,169.22174799999999,78.522500000000022,90.699247999999997,8.5720340000000004,21.227762000000006,54.286069999999995,182.97174899999993,217.10828499999985,104.93830200000002,44.576356000000004,222.4812589999998,322.04658699999976,8.1244560000000003,76.542972000000006,169.93192499999998,134.67879100000002,125.43626400000001,53.049153000000025,84.667428000000001,483.09613299999984,393.78051100000005,186.80035699999993,274.8315859999999,225.74666599999992,177.04447699999992,411.9175859999998,173.40414599999991,340.02090299999975,61.830846999999999,13.706167000000001,170.48420899999999,420.15207399999986,208.40687799999984,320.01135899999991,56.483156999999991,5.734888999999999,210.7164489999999,86.083114999999992,65.209118000000004,79.18712699999999,255.22703499999986,336.36161300000003,101.33588099999999,490.25276700000001,36.668356000000003,134.12619900000001,152.67647999999991,123.98163700000008,65.874974000000009,72.011494000000027,95.272517000000008,496.31613099999981,186.61458400000006,404.97406400000011,217.19613499999997,374.39251300000029,158.84518899999998,283.40319099999982,148.43555400000005,324.50162000000012,226.86955599999985,40.217472000000001,"-"]
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[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
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[]
["Fixed tariff",3235.0000459999992,1201.8840479999988,1525.7209329999998,407.45984899999979,79.102435000000028,20.832781000000001,2727.6049810000013,486.56228399999992]
["Limited understanding",511.54762499999998,197.40355699999998,311.76098299999978,2.3830849999999999,33.914210000000004,66.227487000000011,161.16865000000001,134.93365600000007,84.412480000000002,30.891141999999999,100.14169700000004,161.16865000000001,134.93365600000007,115.30362200000002,46.443408000000005,45.22404700000002,63.653997999999987,19.722288000000002,56.619006000000013,37.683225000000007,64.739091999999999,41.297335000000011,30.930260000000001,49.191517999999995,39.866902000000003,426.75759400000004,418.18896000000012,80.996920999999986,370.97099299999996,6.5748599999999993,"-",14.073569999999998,9.4715869999999995,6.5185040000000001,5.4936759999999998,4.851915,16.405122000000002,17.048731,3.19801,3.11998,11.396819000000001,22.951099999999997,15.065965,"-",1.3741030000000001,1.455287,391.61942300000004,118.35079900000001,26.335681999999998,51.168661999999998,38.017064999999995,2.8293900000000001,80.540537,92.751806999999999,90.183890000000005,111.33817000000003,116.46172500000003,503.3093189999999,8.2383059999999997,5.6712059999999997,73.023544999999999,432.85287399999999,9.5339130000000001,43.193147999999987,462.52282200000008,190.31110599999994,170.18566400000003,211.25745599999993,201.85406899999998,203.9213949999999,186.55378899999999,17.756107,94.936300000000017,2.9697119999999999,123.62540400000002,69.180340000000015,318.74188099999998,158.88378700000001,55.694197999999993,27.274667000000001,20.215727999999995,237.15323900000004,195.15906500000003,82.186044999999993,22.962597000000002,300.30770699999999,205.86017899999985,110.83688400000003,95.023295000000019,8.7622129999999991,23.492155000000004,52.979511000000002,173.80937299999994,155.88245799999999,91.117766999999986,42.664332000000002,216.37891999999994,247.00022499999994,15.488013999999996,118.41236400000004,150.73585700000001,86.99598300000001,87.358295999999996,21.335926999999998,133.90037800000002,346.42606300000006,326.24588599999987,175.01058600000005,141.59141499999998,242.64824599999994,215.61518699999993,285.75773700000008,87.190370000000001,318.1025209999998,87.768885999999981,8.3111470000000001,192.19409199999998,308.32537200000007,109.12765000000003,333.60085399999974,52.43487600000001,5.3560839999999992,89.69950799999998,48.256305000000012,90.444055000000006,92.544144000000003,220.90461499999992,290.64301000000006,72.928697,438.61892799999993,55.652408000000015,132.19769900000006,117.69926800000002,69.804845000000029,55.408550999999996,52.775607000000015,106.268698,405.2789269999999,180.00709200000006,331.54053299999998,211.47231799999997,300.07530700000001,126.52889500000006,119.28672800000001,261.78781100000003,34.100805000000001,239.04455199999998,200.75713199999998,37.645136000000008]
["No understanding",104.86284800000006,32.656077000000003,72.206771000000018,"-",3.5738180000000002,10.918276999999998,29.175322999999999,37.66487200000001,14.139706999999998,9.3908509999999996,14.492094999999999,29.175322999999999,37.66487200000001,23.530557999999996,7.2170569999999996,7.1390010000000004,12.392746000000002,0.95337700000000003,15.560592999999999,8.0408109999999997,14.87459,9.4168060000000011,7.1459029999999997,5.8331900000000001,12.431392999999998,85.818753000000044,90.89445500000005,12.068377000000002,80.871941000000035,0.91806900000000002,"-",2.697816,4.5382670000000003,"-",1.5530010000000001,2.1854849999999999,3.2504679999999997,4.1458690000000002,1.519085,"-","-",1.4532620000000001,1.7295849999999999,"-","-","-",84.487826000000027,20.375022000000001,8.2767529999999994,8.9154219999999995,3.1828469999999998,"-",17.330499,14.865785999999996,17.350473000000004,18.346868000000001,32.119539000000003,99.913888000000057,4.9489599999999996,3.7187209999999999,12.253580000000001,88.890547000000041,1.6915339999999999,13.338635999999999,88.463714000000039,29.208528000000001,23.377129999999994,35.958880000000015,23.229282999999995,34.93481700000001,20.914380999999995,4.3151570000000001,43.866294000000003,"-",36.547929000000011,19.824116,48.490802999999993,28.230668000000001,2.5440969999999998,6.146585,2.0897009999999998,62.395152000000017,43.005704000000001,12.791681000000001,4.625623,60.423008000000003,43.575417000000002,18.053712000000001,25.521705000000004,5.2764819999999997,8.2765940000000011,13.171367,33.491909000000007,25.583020000000001,17.461055999999999,18.431050000000003,41.785302000000009,43.044075999999997,3.9860069999999999,44.165506999999998,30.179773999999998,10.715693,6.4800720000000007,2.774934,48.151513999999992,50.150473000000012,63.921633000000014,38.488073000000007,20.287203000000002,56.639217000000009,52.106531000000011,50.715687000000003,16.861975000000001,55.58955000000001,28.641235999999999,1.729457,49.273789000000015,53.047615,14.628652000000002,66.39429800000002,21.298454,"-",13.699487999999999,7.8502059999999991,30.179353999999996,17.882009,39.834181000000001,65.028666999999999,11.758436999999999,93.104411000000042,11.712254,25.616795999999997,20.788516000000001,18.918728000000002,9.8015049999999988,10.808078999999999,21.886238000000002,82.976610000000036,34.762086000000004,70.100762000000032,40.289157000000003,64.573691000000011,18.117693000000003,19.090198999999998,65.730520000000013,2.5402659999999999,23.045953999999998,41.968671000000001,37.307957000000002]
[]
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["Net: Very or fairly good understanding",2727.6049810000013,1357.2055459999983,1359.3460630000002,7.7546289999999996,119.21215600000002,293.80860699999982,696.93708000000004,795.47510499999987,624.96544400000005,197.20658899999995,413.02076299999953,696.93708000000004,795.47510499999987,822.17203300000017,272.19118099999974,205.19147399999977,338.69568000000004,105.09894300000005,295.26438899999988,252.72674000000004,374.63506999999959,237.43710699999994,123.12028100000005,242.08371300000013,217.99808599999997,2288.5956430000033,2243.4983270000012,432.72234699999984,2156.980845999999,21.454989999999999,"-",74.753973000000016,21.665207000000002,20.895793000000001,38.006475000000002,14.360016999999997,73.019870000000012,59.150779,20.167120000000001,40.079592000000005,12.524158,120.32552199999996,20.746561,4.7108930000000004,8.1812509999999996,9.0025239999999993,2253.1898089999986,462.83576199999976,94.927492000000001,204.94151900000003,145.78297600000005,17.183775000000001,553.0838269999997,555.99746800000048,548.4574140000002,510.04947999999956,491.80658700000038,2609.211526000001,118.39345500000002,28.606660000000002,357.8593620000002,2341.1389590000022,47.568992999999999,181.76198999999997,2527.0174240000024,1020.5699790000006,1235.5604579999995,1141.0240670000001,1435.2631140000008,1086.1077290000003,1365.1512780000012,134.951323,106.97167400000005,8.0580569999999998,305.82789299999996,310.90370000000019,2110.8733879999982,1104.4728299999997,387.19585400000022,149.59468900000002,128.75295100000002,930.90075499999989,1346.6923989999975,445.63885200000027,54.771733000000019,1847.1029839999974,865.70130900000061,376.91457000000003,488.78673900000035,38.536010999999988,90.988902000000024,164.16897600000001,711.48531100000048,1044.1735260000007,668.97466999999972,172.78607900000009,832.39312100000041,1713.1481959999996,29.005697000000005,423.38547900000054,773.96532600000057,599.16484100000002,526.04551700000013,235.98476099999991,452.39117600000066,2135.1604449999982,1763.8943849999985,930.8842960000004,1323.7066930000001,857.44473899999946,630.98776500000054,2058.5717679999971,1069.5258440000016,1384.9593279999997,199.93656200000004,35.137799000000001,578.06573000000014,2120.1784489999986,1267.9693189999998,1276.8371670000001,142.33138700000006,11.106305999999998,1090.8944600000013,352.14736200000016,266.86047399999978,243.99481599999982,1300.1760179999987,1427.428963000001,307.43254499999978,2420.1724360000012,185.97650299999995,700.5912790000001,720.64451499999996,454.84777999999994,321.3214489999998,288.37269699999962,437.79293199999995,2289.8120490000001,900.62579400000152,1826.979186999997,993.57329600000162,1734.0316849999981,878.05870500000083,1099.7100199999998,736.6541289999999,1345.5884969999988,1205.0906450000011,169.77349199999998,7.1523469999999998]
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["Benefit of both",222.22073499999991,99.898281000000054,120.02658300000007,2.295871,18.615064999999998,27.428170999999999,72.911031999999992,54.969774000000001,36.030176000000004,12.266516999999999,46.043236,72.911031999999992,54.969774000000001,48.296692999999998,16.174804999999999,6.2177099999999994,28.709538000000006,8.5577879999999986,28.405475999999997,20.134585999999999,29.652235999999998,23.638691000000001,8.2916100000000004,30.531300999999999,18.598053999999998,190.48559899999995,194.90884599999995,20.454096999999997,144.3056040000001,0.89471400000000001,"-",6.712771,1.5661689999999999,6.6351150000000008,3.3671220000000002,2.1854849999999999,12.186331999999998,6.3109490000000008,3.116412,4.8013120000000002,1.6117379999999999,18.715490000000003,3.349561,1.5081880000000001,3.4163300000000003,1.5374429999999999,151.91308900000004,70.307645999999991,13.753890999999999,28.026743000000003,23.573239000000004,4.953773,23.456909999999997,38.914297000000005,40.456668999999998,46.546548000000001,64.192293000000006,215.34700099999992,6.8737340000000007,8.0790900000000008,26.338400000000007,187.80324499999998,6.8584699999999996,24.434800999999997,203.44818099999989,93.243363000000059,83.03941100000003,91.714847000000063,100.27634500000006,89.861159000000043,90.874889000000053,17.554462000000001,22.999379000000001,"-",41.840535999999993,37.220156000000003,143.160043,90.475505000000027,32.842584000000002,12.909459999999999,10.69725,66.161592999999996,105.51712600000008,45.092697999999992,13.526130999999999,164.13595500000005,56.265942000000003,25.663867,30.602074999999996,0.88487800000000005,4.7567599999999999,10.364026999999998,61.871406,75.214623999999972,69.129040000000018,9.5251319999999993,68.351939000000002,144.34366400000008,9.0897589999999973,49.892899999999997,69.606874999999988,35.357399999999998,34.023605999999994,13.064981999999999,58.982659000000005,152.05286300000006,152.97668400000003,68.414334999999994,118.46872400000008,56.163724999999992,63.50640099999999,154.33536599999999,71.582838999999993,115.79852200000008,25.371053999999997,5.0893519999999999,66.229354999999984,149.99424200000001,80.851785000000021,110.85346700000008,23.620238000000001,0.89810699999999999,76.333493000000004,26.266626000000002,21.396640999999999,16.194911000000001,105.68234500000008,116.53839000000005,45.371339999999982,176.84939499999999,24.315356999999999,68.005588999999986,51.584936000000006,37.115936000000005,22.109298999999993,15.548837000000002,67.884549000000007,154.33618599999997,106.22546500000007,115.99527000000008,124.83580100000009,97.384934000000072,76.966068999999976,77.167263000000034,65.460578000000012,76.936222000000015,96.634069000000054,35.194385999999994,13.456057999999999]
[]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[null,"P4,R4,G4,K4,T3,P3,J3,D3,T2,V2,U1,C1,E1,J1,K1,R1,S1",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"P",null,null,null,null,null,null,null,"J1,K1,R1,S1",null,null,"J1,R1,S1",null,null,null,null,null,"J1,K1,R1,S1",null,null,null,"J1,K1,R1,S1","J1,R1,S1",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"T2,V2","T2,V2","V2","T2,V2",null,null,null,null,null,null,null,null,null,"J3",null,null,"J3",null,null,"J3","A,P3,Q3","P3","P3",null,null,null,"A,T3","T3",null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A,G4,K4","G4,K4",null,null,null,"R4","R4","A,M4,P4,R4","R4","R4",null,null,null,null,null,null,null,null,null,"A,B5,C5,F5"]
["E4: Can usually switch deals without being charged an exit fee - Please indicate whether each of the following is a feature of fixed tariffs, variable tariffs, or both."]
[null,0.19552117032643776,0.19353290789970287,0.19892758591958465,"-",0.18594980571234573,0.2306762302526314,0.21126078100267132,0.20553190855611059,0.16328049618523457,0.14715838661344377,0.21745690402279477,0.21126078100267132,0.20553190855611059,0.15929658427724303,0.19477781252944268,0.14067300108394842,0.24487785778738649,0.23494688516859291,0.17665846344667474,0.22110035793168947,0.16237090308297022,0.20003847057575469,0.19780140830219739,0.22512350690426061,0.17570939220570941,0.19345358319426381,0.19170026960674569,0.20810716685675065,0.18059498124916609,0.24274951732905195,"-",0.19816808711287248,0.20827762132551503,0.18246040333834068,0.29381642124834412,0.57723237283349582,0.23764530534427289,0.22929874800165917,0.33364411657963011,0.29194030034716473,7.3212577748770602E-2,0.21733818800650559,0.20667407224531309,0.48181218471405279,0.4036201329858477,0.56788980217706253,0.18186568947941589,0.25597554689746754,0.29384226926711798,0.23876526209989557,0.22405165299534199,0.48678595569386163,0.19305755372264535,0.18751194867605325,0.18343074109555299,0.17909552517497832,0.22832876113530007,0.19915193125511896,0.11115273253140304,0.10553859956745872,0.23411233051790639,0.19084465140143717,0.23060819272334224,0.26589364296838164,0.19337338593518183,0.19712793680889151,0.17634995655874225,0.20613490392419853,0.18517552870622972,0.20560369345097923,0.18293119179994019,0.18311840190674569,0.24152711327778512,0.39905593670645062,0.19803310450320932,0.24857366048428667,0.18644283312597529,0.217235563407253,0.19084061065895397,0.22628892582741272,0.17547816343702693,0.17383923299283027,0.20429351914330821,0.19686443624699015,0.12958492075746864,0.19977639724482332,0.18480803576872987,0.19000758125848313,0.18064776490242312,0.22356177395261495,0.19516626514853899,0.18563579306703576,0.20366878048047876,0.18774711339432121,0.19729678001399953,0.19892888524450292,0.20090776418368239,0.19144984855087943,0.2782379576596512,0.22744903757579704,0.19237287021983379,0.16468820622950453,0.19818459350497075,0.22565352942900888,0.23119841115688317,0.18953115672840745,0.19982851018617753,0.18845892697597233,0.19162080440683144,0.20715874034590295,0.21885073354064999,0.18628463418631719,0.18556340070134991,0.19601217546473695,0.2277947373065764,0.18759677953913864,0.22871846448234404,0.18326646022103399,0.17054663298637057,0.21043437108946075,0.23286418266315895,0.15790901334945084,0.18068365241595441,0.18675395305681955,0.23080897878240539,0.20110540705353416,0.19275144560415064,0.19794218012541823,0.22989103734419769,0.19100141581119023,0.21325456151193731,0.21993373153459056,0.18432574182901651,0.19095383101996127,0.17207013580374761,0.18487987683212673,0.20619886985484337,0.19336374569245007,0.19759924141074195,0.19446605252207663,0.19916027574049211,0.19333312416151191,0.20347055645907067,0.16268155203458609,0.22963760586915088,0.15820842415782674,0.21812608886567744,0.23835524497432292,0.22701697271958801]
["Table 57"]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Uppercase letters indicate significance at the 95% level."]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[null,"P5,M5,N5,S4,R4,H4,L4,E4,Y3,Z3,B4,Z2,A3,X2,Y2,R2,S2,N2,O2,P2,Q2,B2,Z1,C1,E1,H1,J1,L1,R1,S1,T1,S,H,M",null,null,null,null,null,null,null,"F,H,M","H,M",null,null,null,"A,F,H,K,M","S",null,null,null,null,"S",null,null,null,null,null,null,null,null,"H1,J1,L1,R1,S1,T1",null,null,"H1,J1,L1,R1,S1,T1",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Z1","Z1","Z1",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A,R2,S2,T2",null,"A,X2,Y2",null,"X2",null,null,null,null,"A,Z2,A3,C3",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A,W3,X3,Y3,Z3,B4",null,null,null,null,"A,W3,X3,Y3,Z3,B4",null,null,null,null,"E4","L4","L4","L4","L4","L4",null,"R4","R4","R4","R4","R4",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A,M5,N5",null,"P5","A,P5,Q5","A,P5,Q5,R5"]
[" "]
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["Base: All respondents "]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
["Customers may have to pay an exit fee when leaving  a variable tariff contract",3235.0000459999992,399.60181399999999,1065.4025090000009,779.18101799999977,535.06903800000077,455.74566700000003,1465.0043230000017,1314.2500560000005]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
["Probably true",1391.9420450000014,620.5467969999994,769.10505799999964,2.2901899999999999,67.795667000000037,166.27084599999986,387.53995500000008,409.98266299999995,288.67214900000027,71.680764999999994,234.06651299999999,387.53995500000008,409.98266299999995,360.35291400000006,128.83626500000003,114.73290200000002,178.55607499999996,61.376345999999998,155.98257499999988,118.33719599999998,179.44551899999999,111.04538300000003,69.477250000000012,126.81850199999998,116.26905499999998,1173.0626219999999,1136.9430629999999,224.68243199999998,1079.2123520000005,12.472053999999998,"-",37.622310000000006,16.816532000000002,9.5022910000000014,16.466391999999999,10.327057,38.756868000000004,26.771800999999996,16.974992,23.82488,10.076435,56.191792000000014,22.782412000000001,1.5081880000000001,6.6362560000000004,1.5374429999999999,1129.3067160000001,258.17333899999994,53.112272000000011,116.40497599999999,80.482392000000004,8.1736989999999992,269.51119800000009,272.28977999999978,278.51292499999988,260.9270689999999,278.92107400000009,1339.7993320000005,52.142713000000001,14.095687999999999,171.6572809999999,1206.1890760000001,27.021951000000001,89.395139999999984,1285.576685,467.30722600000018,635.1299779999996,513.98100799999997,742.16658000000029,484.38329200000027,695.875587,71.081649000000013,118.52056100000003,5.2072379999999994,210.4963479999999,176.54992400000006,1004.8957730000013,529.25243399999988,152.77405199999993,70.611933000000022,61.716001000000006,557.40444600000001,638.10044199999959,217.69044599999987,35.542449999999995,891.33333799999946,490.883938,235.86016799999976,255.02376999999993,15.200351999999999,42.766732000000005,93.942232000000004,424.88497100000012,523.85853199999985,282.94359399999996,81.98017200000001,494.81411500000002,806.80212600000027,25.227395000000008,230.06722199999987,397.94716299999982,289.68551899999989,266.29083099999986,113.45958800000002,255.29461699999987,1067.3831010000008,850.34669399999984,523.67402799999979,601.4090239999997,478.50535599999961,410.17755599999998,963.25157800000045,433.79488800000007,779.46701899999914,136.15274299999999,24.014483999999992,376.32569899999976,1001.8035440000007,542.57769800000028,730.30157500000007,98.250243999999995,6.9997259999999999,467.7245999999999,151.91001099999997,164.72766999999999,159.79367200000004,599.05909799999961,792.8829469999996,161.46682099999992,1230.4752239999996,100.52021499999999,357.84622500000029,342.76857599999994,226.7549579999999,172.52012999999999,150.94464799999992,235.43028099999981,1156.5117639999999,477.95635099999959,913.98569399999985,532.15002199999992,859.79202299999997,323.29423800000006,508.4384559999998,554.1574609999999,496.41057699999971,664.40875899999992,196.530473,34.592236]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Don’t know",455.74566700000003,185.345159,269.5537979999998,0.84670999999999996,13.88491,37.564132000000015,106.65894700000004,138.52300600000009,115.09667600000002,44.017995999999997,51.449042000000034,106.65894700000004,138.52300600000009,159.11467200000007,53.715986000000015,32.19744,52.986957999999987,16.715340000000001,51.884476000000028,42.523519,62.637602999999999,37.117029000000002,23.576583999999997,37.288502999999992,31.779674999999997,376.32300999999995,380.92916199999991,64.590410000000006,384.55311799999981,1.7897159999999999,"-",18.207248,3.1279129999999999,"-",5.6704150000000002,1.7262679999999999,4.9835240000000001,8.2902260000000005,1.519085,6.7167249999999994,1.622541,7.8646079999999996,3.570163,1.4511719999999999,1.746486,2.9064589999999999,404.55008199999986,51.195584999999994,10.524595999999999,23.132100999999999,12.885942999999997,4.6529449999999999,85.752931000000032,83.909202000000022,95.482986999999994,81.068267999999989,93.20899600000007,438.15448099999998,17.591186,4.0421529999999999,73.441061000000005,378.26245299999988,2.653902,32.932762999999994,420.01676699999996,157.37341500000008,149.36489600000004,183.39537099999995,181.93223699999999,175.34095200000002,177.77166099999999,10.449056999999998,82.539653000000044,3.3194549999999996,70.498999000000026,47.312320999999997,337.93434699999983,135.00600400000002,48.193531000000007,19.068639999999998,18.460238999999998,224.79334499999993,217.31805700000004,61.742682000000002,6.6187430000000003,285.67948199999984,165.63671399999993,80.570183000000014,85.066531000000012,6.3449270000000002,19.674657000000003,36.481749000000015,132.43835200000004,150.98209000000006,108.93033200000002,33.653255999999999,161.28642899999991,259.91242199999994,8.9958109999999998,103.60412000000005,129.50792200000001,81.086674000000016,61.856734999999986,27.738290999999997,112.59993100000007,300.18962199999987,284.62811599999986,166.10999700000005,159.27245500000001,161.82535900000011,130.01750699999999,308.55840099999983,144.23042800000005,248.50271599999977,36.561364000000005,9.2813999999999997,117.48497900000004,316.64885799999985,184.85289099999994,214.96152399999994,30.517196000000006,3.8022260000000001,131.862674,40.925267000000012,58.165748999999998,55.031920000000014,227.91692099999992,227.82874599999982,41.277524000000014,414.46814299999988,34.733063000000008,113.23264300000004,116.37055300000003,68.552534000000009,53.371654000000014,39.728479000000007,66.889061000000012,388.85660599999989,146.56164700000011,309.18401999999998,160.01495300000008,295.73071399999992,79.526765000000012,110.89761100000004,255.93661299999994,71.387631000000013,223.77944599999981,121.40365700000002,39.174933000000003]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[null,0.20457946355157483,0.20434456536782167,0.20643828661955116,"-",0.22151954399818255,0.17404509091016027,0.20143117086301329,0.21936577577313188,0.19877443855034843,0.21069767649113896,0.18807662348635351,0.20143117086301329,0.21936577577313188,0.20172077317253972,0.21227629693718916,0.18515777921685089,0.21095191566915225,0.20279272276206109,0.20425247132410443,0.20537728286682877,0.19052272572719375,0.17277509651642281,0.22158961712618533,0.21285809291217672,0.23026944328082613,0.20227327251740604,0.20941667257347604,0.18758030354011188,0.19440510867831687,0.25331949016892796,"-",0.18421128930230557,0.35621026541161949,0.18168818090764088,0.20460358090283279,0.2363818167109524,0.25105511129983266,0.29870980980741241,0.18901120511728783,0.14173811776813233,0.32401859211312389,0.24754765840441045,0.21381947099886697,0.48181218471405279,0.29847231510807432,0.15340680224331499,0.19473133639391765,0.24584693541763583,0.24361861534699539,0.24687615160209428,0.24862826226786067,0.22502909955064679,0.19844651825856932,0.19034659899566084,0.20326168642109843,0.18131235541040541,0.24625492534921181,0.20422951802504741,0.21271119074772765,0.33325986572420802,0.17508320006849354,0.20739314102695564,0.14507514687652595,0.18863833190194076,0.20721863382791725,0.23578648501808208,0.20332835883698824,0.23698112712816305,0.19219536626064765,0.23793465038560688,0.19448104700178315,0.22334215293387388,9.1729686597416094E-2,0.14587645328762788,0.16000152483987015,0.1858207341576508,0.21605508388081912,0.21183523547787189,0.27826733945251308,0.20913085260280917,0.20396257331339748,0.17341044305502196,0.22004535393317953,0.21043605429870671,0.22208654483615767,0.21778406595075592,0.1777181355643872,0.16998765968482846,0.18390345957930468,0.22020772098674221,0.21477869545805856,0.17929512569713013,0.16075861508083658,0.21339684795151592,0.24870157743130211,0.20263398624071524,0.16453081872610212,0.22708570937922365,0.10516406993962429,0.23755589041064365,0.20231512624108575,0.19647677919293061,0.20298386333894203,0.18964301790360552,0.22778237301341711,0.19957136736385159,0.20461810991859097,0.20829643758353203,0.21891852073490045,0.20071512992020593,0.20159196244307323,0.20765966500852517,0.22023135904283175,0.19991288916402061,0.18283044350076291,0.22697912638369563,0.20101736344289101,0.20766401851393779,0.20583157730642557,0.21011740424736697,0.18182581752211985,0.13777116397372177,0.22301390162053644,0.23442952980183093,0.17972987942512725,0.17239081550965063,0.20934021665822736,0.20041810057243517,0.18827341977365181,0.20672376381764837,0.19352791769917657,0.20123692851118671,0.18831708568489272,0.23757260992902732,0.22382486021708481,0.21007342226687439,0.21213994442695389,0.203051871616445,0.20568314425602505,0.20401908177715428,0.20738681988342375,0.20289151430125693,0.31079145497317068,0.20412684198533149,0.10606989355697274,0.27542217582241496,0.17123571005941557,0.10805011021573692,5.4096360321506227E-2]
[]
["D14_4: Exit fees do not vary and are set at a standard rate - Do you think the following statements about exit fees for energy contracts are true or false?"]
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[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
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["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
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["Ofgem - Tariff Choice Research"]
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["Table 76"]
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["Net: Yes",2149.7168030000003,1077.5684419999995,1063.5096090000004,6.9794739999999997,111.24095199999999,268.35232400000007,571.82133900000042,604.69100399999968,448.45199900000046,145.15918499999998,379.59327599999978,571.82133900000042,604.69100399999968,593.61118400000066,218.85187399999981,164.47347299999993,261.90258199999994,90.438339000000013,236.00122099999987,172.13402600000006,305.16198899999972,189.43540999999988,104.246413,200.41639900000015,172.80875900000001,1839.4900460000003,1802.9304760000005,318.17275500000005,1646.5238489999997,17.837679999999999,"-",57.125947999999994,18.770567999999997,21.09639,35.675626999999999,13.510323999999999,58.310468,47.685771000000003,21.673563000000001,31.373193000000001,15.41029,117.36201099999994,25.289230000000003,4.6538769999999996,6.5095710000000002,3.187341,1721.4874769999979,420.50822399999993,89.052908999999985,174.45328500000002,147.30511799999999,9.6969120000000011,424.64993399999997,419.64557700000006,413.99280400000009,411.9663799999995,432.64124600000025,2057.5130359999976,92.203766999999999,26.080206,220.86394699999974,1902.7726499999985,46.420853000000008,172.10141499999995,1971.2776729999994,855.50938999999926,935.40286600000115,926.82972799999948,1048.8679660000007,875.77440399999921,981.43352000000107,130.32644000000002,131.86148500000004,8.2878910000000001,310.60003599999999,232.12488600000012,1606.9918810000017,855.45047699999998,317.87318400000021,137.90728399999995,103.36967800000002,705.66467700000032,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,"-","-","-",31.269579,56.361699000000009,133.48550600000002,565.71715500000039,807.42767100000037,543.5401360000003,125.39259400000007,661.44134500000041,1350.9678070000002,29.204431000000003,351.69362100000001,610.38115600000037,446.97180400000002,420.01270499999993,186.20230299999983,380.89805200000012,1663.5679679999985,1377.0026039999987,738.35615100000018,1051.422119000001,698.81362099999956,531.98738500000024,1590.8344890000008,806.66009600000064,1090.1848739999987,190.82047799999998,35.156425999999996,493.80394299999983,1633.8897900000009,944.74330300000054,1040.343184999999,133.06608000000003,9.5411649999999995,842.3502010000002,268.42563399999995,241.19487699999988,204.67453800000001,992.54833699999983,1157.168466000001,285.47846299999975,1864.2383399999983,159.31959999999995,535.51197700000023,568.63255800000002,363.22610700000018,257.23728999999992,225.83720399999979,377.33212499999996,1772.3846779999981,740.9250550000005,1408.7917479999994,830.07353499999988,1319.6432679999987,757.9232480000004,786.81007199999976,597.12120900000025,982.28632000000061,904.41968800000006,220.21041999999997,42.800375000000003]
[]
["C1EV: Do you have an electric vehicle? An electric vehicle is a car that runs fully or partially on electricity. It has a battery which is charged by plugging it into a power source."]
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[" "]
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[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[]
["Base: All respondents"]
["Keeping up with all bills and commitments, but it is a constant struggle",564.32795900000042,252.50973299999981,308.59638099999984,1.5823799999999999,29.481961999999999,72.430838000000008,169.33523099999988,186.91673299999997,82.06844199999999,24.094753000000001,101.91280000000003,169.33523099999988,186.91673299999997,106.16319500000004,55.374485000000028,45.977244000000013,71.450086000000013,19.436973000000005,51.436511000000031,49.999754000000003,81.702752000000018,43.53273999999999,26.710949999999997,57.083033,45.833704999999995,471.82752900000008,470.56348500000013,86.014395000000007,434.29534000000012,3.7351770000000002,"-",16.533996999999999,10.696741000000001,4.8873479999999994,7.8342149999999995,2.965732,12.725427,17.111062999999998,2.9605269999999999,3.2485670000000004,4.7075680000000002,24.140673000000003,9.3450889999999998,1.5081880000000001,1.713328,3.5178000000000003,454.56451400000014,107.36226599999999,26.384035999999995,40.753152,34.993950000000005,5.231128,85.976578000000003,103.46952600000003,116.62556800000002,106.15521400000002,137.48245400000008,551.05666400000052,13.271294999999999,10.386667000000001,71.691974999999971,482.24931700000008,11.919087000000001,50.331498000000003,515.92745000000025,227.75037999999984,220.25824199999983,236.39698499999983,263.94890199999969,228.2928009999998,244.62540799999977,30.517386999999999,55.779128999999998,1.4663079999999999,107.18772700000004,67.237814999999998,389.90241700000013,226.83643899999981,62.030739000000004,27.327041000000005,28.072309000000004,215.59044399999988,235.60005199999983,86.636597000000037,18.930258000000002,341.16690699999998,218.28068699999989,109.00554600000002,109.275141,13.090149000000002,23.764198999999998,47.957428,169.73695099999989,190.41495299999988,113.40517700000002,50.647842000000004,203.90088499999993,303.82012999999972,13.252694999999997,165.78883899999997,175.0398209999999,101.37736100000005,76.912205000000043,15.145543000000002,179.04153399999987,368.47493000000014,334.45238499999982,218.60079799999988,97.140159000000011,350.40946099999991,564.32795900000042,"-","-",564.32795900000042,"-","-",395.60702400000002,164.50817399999983,44.158352999999991,474.83239200000003,39.470631000000019,1.6538219999999999,59.898202000000005,55.552068999999989,140.23105400000006,140.18948,222.02440399999986,342.30355499999996,73.81758600000002,490.51037300000024,37.487421000000012,143.85381900000004,140.43213399999999,85.710774000000043,76.315539000000015,64.475661000000017,108.08071900000009,456.24724000000043,177.724851,386.60310800000019,203.91436799999991,360.41359100000028,165.1317619999999,188.88270199999997,206.19817699999993,197.09316499999994,260.66274699999963,87.089079000000012,19.482968]
["Don't know",29.140394000000004,15.796723000000002,13.343671000000001,"-",2.8954520000000001,5.5635630000000003,9.380332000000001,8.9469789999999989,2.3540679999999998,"-",8.4590149999999991,9.380332000000001,8.9469789999999989,2.3540679999999998,4.7866119999999999,3.2379319999999998,2.353332,"-",8.6606210000000008,1.130827,4.7197189999999996,0.88565899999999997,"-",1.60642,1.7592720000000002,28.009567000000001,24.755774000000002,4.38462,18.663911000000002,"-","-",0.92417800000000006,1.624797,"-",1.645654,3.2501869999999999,"-",1.6372789999999999,"-",1.394388,"-","-","-","-","-","-",19.588089000000004,9.5523050000000005,6.5206379999999999,3.0316669999999997,"-","-",2.3540679999999998,6.9444780000000002,9.1735260000000007,4.9909150000000002,5.6774069999999996,29.140394000000004,"-",0.89471400000000001,1.665734,26.579946000000003,"-",4.1210550000000001,25.850759000000004,18.422819000000004,4.3799520000000003,15.237994,5.3041299999999998,16.132708000000001,5.3041299999999998,"-",5.1783409999999996,2.5252150000000002,3.4422429999999999,1.6562679999999999,24.041883000000002,12.174636000000001,4.6408800000000001,"-",0.74155599999999999,7.3718560000000002,12.322339999999999,1.8182860000000001,2.678499,16.819125,8.3165969999999998,4.7405419999999996,3.5760550000000002,"-",0.91471199999999997,3.490138,6.7725569999999999,7.6610050000000012,9.5364810000000002,0.91471199999999997,10.262695000000001,17.197486000000001,0.85072199999999998,6.9113020000000009,6.0315859999999999,3.5905420000000001,5.7829730000000001,1.724127,7.7620240000000011,17.129228000000001,10.543778999999999,16.851785000000003,6.521726000000001,9.064629,"-","-","-","-","-","-",4.8638729999999999,8.4370930000000008,5.8167170000000006,3.3619319999999999,4.1223169999999998,"-",1.7249380000000001,1.645654,7.4277650000000008,0.80544400000000005,9.6581199999999985,19.482274000000004,6.4746390000000007,22.665755000000004,2.4717090000000002,7.4820570000000011,8.0663080000000011,2.5528660000000003,"-",1.7441249999999999,9.5366890000000009,19.603705000000001,14.708022999999999,14.432371000000003,15.595154999999997,13.545239,5.6159109999999997,7.1448960000000001,15.248759999999999,1.523919,15.282216,10.525110999999999,1.809148]
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["F5A: And which one of the following statements best describes how well you are keeping up with energy bills specifically at the moment?"]
["Keeping up with energy bills, but it is a struggle from time to time",1014.386411,432.18504099999979,576.78442999999959,5.4169400000000003,42.562427,143.49240500000008,287.93768699999981,304.38764900000001,184.30702099999991,51.699221999999992,186.05483200000006,287.93768699999981,304.38764900000001,236.0062429999999,92.779624000000027,83.343237000000016,124.19965500000002,40.918370999999993,109.90733099999996,87.630289000000047,136.59708999999998,99.222428000000036,49.701732,89.155459999999962,76.398735999999985,852.52193199999977,834.66197299999953,162.08094499999987,771.94454299999916,9.5000280000000004,"-",20.927292000000005,15.794645999999998,8.1392170000000004,14.967663,5.4508580000000002,27.355916999999994,26.170372000000004,11.051091000000001,12.095669000000001,13.703520999999999,48.995029000000002,12.678869000000002,1.4511719999999999,6.5596139999999998,3.476817,802.37186299999939,207.89045500000012,44.352384000000001,90.376570000000015,63.125069999999994,10.036431,209.37937999999991,188.75909099999996,175.8215779999999,200.35555099999996,210.75746099999984,978.2545889999999,36.131821999999985,11.742039,143.59901399999995,859.04535799999985,14.724454000000001,69.482633000000007,932.86483099999987,338.45481699999988,464.85254199999963,405.25237100000027,520.86436800000001,380.62729800000011,494.47090899999989,56.282377000000011,71.740647999999993,0.84528499999999995,145.88889199999997,141.49379800000003,727.00372099999947,418.09802799999994,113.90186299999999,70.971202000000005,40.643290000000007,355.78361799999988,472.1439959999999,182.78201699999985,24.679308999999996,679.60532199999977,329.44557799999984,148.65146100000007,180.79411699999986,9.959556000000001,39.241661999999991,73.956096000000016,295.78093400000012,382.60231100000004,208.90257099999991,65.324419999999989,353.61382799999996,591.50488199999995,17.227596999999999,190.15631899999985,288.56969099999981,202.30734999999999,198.68486499999997,58.692839000000021,207.38391599999983,748.25474499999928,623.57073399999945,377.8120330000001,348.15363900000011,402.08827199999996,170.45192199999983,839.67838299999892,75.442869000000002,875.89516399999923,51.755923000000003,7.0363489999999995,"-",1014.386411,"-",1014.386411,"-","-",223.57183399999997,169.66837999999987,133.07771600000007,91.350537000000017,409.46321699999993,604.92319399999985,117.17375299999999,897.21265799999924,75.925413999999989,262.2746249999999,258.63140599999997,174.89801699999998,115.52549000000002,102.12523499999999,176.648212,837.73819899999967,351.88805899999949,662.4983519999995,400.39274799999964,613.99366299999963,302.7955419999999,388.5634869999999,321.10294599999992,406.97953899999953,445.40337500000027,131.90226399999992,30.101233000000001]
["Prefer not to say",22.106728999999998,13.025698999999999,8.2343200000000003,0.84670999999999996,1.5690299999999999,2.3744459999999998,9.892906,6.0326869999999992,2.23766,"-",3.943476,9.892906,6.0326869999999992,2.23766,4.4278750000000002,0.85072199999999998,3.2159450000000001,"-",1.569002,3.767449,2.961957,"-","-",1.713687,1.7473800000000002,16.486567999999998,19.346918999999996,0.91718100000000002,17.131284000000001,0.91636200000000001,"-","-",1.672849,"-","-","-","-","-","-","-","-","-","-","-","-","-",18.047646,1.672849,1.672849,"-","-","-",4.3524289999999999,2.5707750000000003,2.6842649999999999,2.4383499999999998,7.3715709999999994,22.106728999999998,"-",1.5690299999999999,3.2637780000000003,17.273921000000001,"-",0.80544400000000005,21.301285,6.2641869999999997,3.8534139999999999,4.5913380000000004,9.7064029999999999,4.5913380000000004,7.1171920000000002,1.672849,6.029065000000001,2.696285,4.1749169999999998,1.686315,16.245497,7.9764470000000012,1.130827,1.106833,0.91718100000000002,6.0396939999999999,7.5603750000000005,3.4033699999999998,0.84670999999999996,11.810454999999999,8.0049520000000012,"-",8.0049520000000012,"-","-",6.0182540000000007,5.3245139999999997,4.5058340000000001,5.4926259999999996,1.543096,9.7996719999999993,9.9984599999999997,1.5730420000000001,3.4488189999999999,3.6016950000000003,"-","-",0.84670999999999996,5.0218609999999995,4.4484050000000002,10.927826000000001,9.4059880000000007,1.6445129999999999,10.276292,3.7126129999999997,0.84670999999999996,"-",1.123402,2.5892110000000002,0.84670999999999996,"-","-","-","-","-","-",0.92219300000000004,1.6724600000000001,2.4383499999999998,2.5818029999999998,6.6989630000000009,15.407765999999999,1.6654409999999999,20.441288,5.0916899999999998,4.1285040000000004,1.8037450000000002,3.6907380000000001,"-",2.1294040000000001,3.1161380000000003,18.990590999999998,8.9478419999999996,13.158887,8.9478419999999996,13.158887,1.9135599999999999,5.2268759999999999,9.7434940000000001,3.1042019999999999,6.0270410000000005,10.486082,2.489404]
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[" "]
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[]
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["Standard Variable",27.958983001700666,27.846010581848667,28.070989528342562,25.325195448285683,28.891840214132237,28.411623934254351,27.439116482895468,27.803477769690531,28.021406861852462,28.956736707353372,28.553556488216202,27.439116482895468,27.803477769690531,28.252534909506387,27.441567666838488,26.891199299742222,29.033845724624449,27.979141273965368,27.647619903703287,27.710305821644418,27.750605466881858,28.4829352887472,27.697111164070201,27.990726639444965,28.41007196449139,27.990878775256867,27.926363681836058,28.07483808752718,27.907477098451629,27.666211089010179,"-",27.709352856067479,26.291263127752458,32.350491339971498,29.1659018560606,25.573692873638588,27.307749472670448,28.340985293028197,28.785593021232021,24.819234553846499,28.401969958501837,28.359784390494564,29.858596998783561,34.768340009730501,30.287697794161502,26.429905850835802,27.898295458278586,28.164781022944773,28.529912047553093,27.42314450243255,28.874597615658036,28.334589576541809,27.41919839539413,27.594910083605857,28.108032255765814,28.206338700018982,28.294122677673727,27.863162692531699,30.185571298869863,28.967230779274836,28.545204035897445,27.857782792120329,29.557788605944083,27.664783220851852,27.954601117875441,27.037152772859123,28.202119867547051,27.114912700348881,28.280910529999318,27.21055298138706,28.329357009208476,26.549047000762528,30.169272308710646,27.386754020550914,29.46410223488736,28.46072471088484,27.592867189242874,27.532080563217459,27.673612090661013,27.762065557817898,28.396349246898929,28.465894565521307,28.128367148273096,27.370981173256148,29.392280626176696,27.990172336576649,27.835082289673615,27.085820982924975,28.434582763678772,27.147906177069832,28.067660573332965,28.117156390583315,27.434863168391864,27.779108286262559,28.884460407795757,28.186846951076046,27.471274821371463,28.207691432018024,29.048174031337702,28.900850035232192,27.674905400078991,27.937240763741375,27.79267078833232,26.529637009538835,28.911725885672567,27.659231209933775,27.977240228789174,27.931482125932281,27.664618789399729,28.190353645768838,28.162158832125744,27.846866309254668,27.61309791320469,28.05620115013868,28.540760730325474,27.380832273173151,28.311360772860457,27.789046356449091,27.793296813115106,27.979920220818457,28.167054332022762,29.244891168572082,27.44794264037753,27.401260370674805,29.302338196295267,27.2904876381881,28.055407476146495,27.874698597688838,27.46657427524389,28.023736425494821,29.400008694279741,27.912024440340403,27.573929728525961,27.395417969223924,27.985533808463174,28.388472429031239,34.016804749429383,26.735002702190709,30.811834424440022,26.51047897695198,31.152807955660709,26.03866587789113,26.715998861904971,28.514350215699242,28.451554504963628,27.191739668859224,28.14030621216547,29.209515020712701,31.663197083779327]
["Base: F5 AND F5A Answered"]
["Uppercase letters indicate significance at the 95% level."]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
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["Cost of living risk"]
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["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
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["Uppercase letters indicate significance at the 95% level."]
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[" "]
["Ofgem - Tariff Choice Research"]
["Exclusively fixed",1232.5743120000006,594.01036299999987,633.71055299999978,3.1941179999999996,79.632398000000023,170.92985499999998,330.85662899999994,298.99686000000003,267.91740900000013,84.241161000000019,250.562253,330.85662899999994,298.99686000000003,352.15857000000045,122.40720600000003,109.10985000000002,168.75130199999998,47.116906999999991,134.110432,92.671396000000044,164.852631,106.17877600000003,65.669150000000002,108.56597099999998,84.377460000000042,1045.4705349999997,1019.5538149999993,189.20546299999992,958.69671600000015,12.226914000000001,"-",32.598783999999995,10.852506999999999,11.360739000000001,14.157606999999999,14.978243999999998,27.551663000000005,27.799868,9.1094000000000008,19.678861999999999,13.222753999999998,48.899569,14.965949,"-",3.1205889999999998,3.282206,1003.5224139999999,218.97995700000001,51.349097000000008,97.362546999999992,63.865518000000002,6.4027950000000002,239.46683599999986,261.82929299999989,243.39505799999984,229.89101599999995,225.81422800000001,1187.1271180000001,45.44719400000001,25.947584000000003,161.94554699999986,1044.6811809999997,18.016455000000001,94.12221700000002,1128.0516129999999,1070.6287649999995,"-",1206.6267280000006,"-",1232.5743120000006,"-","-","-","-",91.934707000000031,117.53332100000003,1023.1062840000002,448.8479970000003,297.34773700000005,87.838672000000017,43.79165600000001,348.65116100000046,620.55484099999967,216.62628599999977,38.593277000000008,875.77440399999921,350.21735200000018,187.4864519999999,162.73089999999993,9.793232999999999,35.867269,77.390845999999968,311.19695800000005,461.75444700000014,330.11367200000018,63.735570000000003,370.51273600000013,791.86811899999952,20.297900000000002,190.31259099999986,351.56671099999988,260.38718800000009,246.72925799999982,107.77616400000002,210.61049099999988,966.45932099999982,829.58520499999941,381.54557800000015,573.51306800000009,393.79170300000021,332.51546299999995,879.30760099999964,456.54203300000046,637.99945099999968,104.222662,13.058918,293.40565499999991,924.03841899999975,539.91899300000011,596.51733299999967,77.515619999999998,3.4921280000000001,453.94803300000029,152.499662,133.33626100000004,119.41387699999996,583.24737400000004,649.3269379999997,160.43381600000001,1072.140496,104.60669399999998,306.42502300000018,339.78343100000012,194.74145200000007,131.40876200000005,136.25120599999997,222.70752799999994,1009.8667839999998,456.86137300000019,775.71293899999955,500.41686800000025,732.1574439999996,640.19065300000011,265.99915800000002,321.77434900000009,572.54944099999989,559.68317500000023,91.852193000000014,8.4895030000000009]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[" "]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
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["Poor Score (4-7)",385.59602499999966,128.87491800000006,255.07369199999988,1.6474150000000001,18.359051999999998,40.975924000000006,95.965179000000006,114.63087300000002,85.591413999999972,30.073582999999999,59.334976000000005,95.965179000000006,114.63087300000002,115.66499700000001,38.506791999999997,27.779901000000002,52.01315499999999,13.459528999999998,40.87851000000002,37.248352000000004,45.544354999999996,36.340783000000002,24.377018,30.364188999999996,28.993706,313.88091999999983,308.73098099999987,70.495425000000012,313.98357599999974,5.0008239999999997,"-",9.7155459999999998,4.4714479999999996,1.76674,2.1450629999999999,"-",3.0266419999999998,6.6828000000000003,3.1931760000000002,1.6727609999999999,9.6900529999999989,9.8563379999999992,7.8161860000000001,1.4511719999999999,1.3741030000000001,2.9064589999999999,328.69994599999973,56.052940999999997,8.3832509999999996,24.265432000000001,19.123696000000002,4.2805619999999998,52.921330999999981,66.764065000000016,76.303125000000009,94.874160000000032,84.791892000000004,378.95961499999976,6.6364100000000006,4.8566099999999999,94.815224000000015,285.92419099999989,5.6434299999999995,33.284379999999999,342.52010699999954,74.485054000000005,108.68936099999999,95.572760000000017,163.37234699999996,91.852193000000014,152.46181899999996,11.243043999999998,115.55730200000006,3.4773690000000004,98.745608000000061,49.750620000000005,237.09979699999985,80.753365000000002,20.286123000000003,17.931670999999998,12.266678000000001,236.97144699999993,136.76166600000005,71.450490000000016,11.998263999999999,220.21041999999997,160.95246200000003,72.283378999999982,88.669083000000015,7.3163539999999996,25.290890000000005,44.179649000000005,118.53428700000002,114.20199800000003,72.345865000000003,45.647488999999986,149.67369100000005,186.54786299999989,7.4559049999999996,120.73429899999998,112.36371599999995,50.895944,52.726891000000009,11.017088000000001,128.19020399999997,227.00363900000011,250.72519099999997,129.98875499999997,97.056923999999981,178.42194599999996,152.26600500000001,215.10180799999998,79.936978000000011,212.27228199999993,65.176925999999995,9.9816269999999996,140.98612000000003,228.83764399999998,92.463678000000016,231.22631299999992,41.662071000000005,4.4717020000000005,67.972352000000029,37.165932000000012,78.806477000000001,59.985672999999984,182.27856899999992,203.31745599999996,39.15911899999999,346.43690599999979,36.958013000000001,111.98722600000001,88.104134999999985,57.243690000000022,35.853449000000005,34.058388000000008,68.54262300000002,317.05340199999989,133.27121100000002,252.324814,153.45416700000001,232.14185800000004,38.063898999999999,69.554139000000006,271.72301899999985,"-","-",385.59602499999966,"-"]
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["Very poor Score (0-3)",83.470477000000031,31.621810000000004,51.848667000000006,"-",1.473312,3.1936499999999999,23.403543000000006,33.539845999999997,15.202035000000002,6.6580909999999998,4.6669619999999998,23.403543000000006,33.539845999999997,21.860126000000001,8.4819589999999998,4.5114919999999996,3.5681720000000001,3.9440750000000002,10.696374999999998,6.322195999999999,15.325347000000001,8.390625,7.149762,3.2676989999999995,6.5457889999999992,64.731532999999999,62.683997000000019,19.066608000000002,78.657665000000009,0.91636200000000001,"-",1.7109649999999998,"-","-","-",2.1854849999999999,"-","-","-","-","-","-","-","-","-","-",81.284992000000031,2.1854849999999999,2.1854849999999999,"-","-","-",16.915390000000002,11.416242,9.0733119999999996,11.176784000000001,29.621763000000001,78.788058000000035,4.6824189999999994,1.594932,18.827441,63.048104000000009,1.6824089999999998,8.4223999999999997,71.174185000000008,0.87261200000000005,1.7789220000000001,8.684431,5.760864999999999,8.4895030000000009,1.7789220000000001,"-",70.718185999999989,0.72231999999999996,28.349677,16.010043,39.110756999999992,6.3377860000000004,1.8530389999999999,1.5887980000000002,1.943157,65.454668999999996,33.13335099999999,8.7944120000000012,0.87261200000000005,42.800375000000003,37.389482000000008,13.146246999999999,24.243235000000006,4.3855959999999996,6.2694720000000004,13.772022,30.197658000000001,12.962025999999998,14.990143,15.486574000000001,39.138173999999999,27.952169000000001,8.3313159999999993,34.341070999999992,17.506444999999999,9.9676250000000017,1.9612080000000001,0.92219300000000004,42.672386999999993,30.357471000000004,45.970542000000002,36.649212999999989,12.085476999999999,49.716724000000013,38.414543999999999,41.33455699999999,9.8619510000000012,49.275046000000003,18.931576,1.680528,36.461804999999998,41.880313999999998,11.779081000000001,53.72862700000001,12.834410999999999,"-",5.6689889999999998,10.305498999999999,20.349646,19.273856000000002,34.693291000000002,48.777186,4.833431,78.637046000000026,13.220464999999999,22.981914,13.661491999999999,7.5230709999999998,4.9575840000000007,6.3948320000000001,16.780242999999999,66.690234000000004,30.715488000000001,52.754989000000009,34.382503999999997,49.087972999999998,"-",5.7173600000000002,76.097728000000018,"-","-","-",83.470477000000031]
[null,2.58023109159486E-2,2.0437532784624891E-2,3.0966971162041598E-2,"-",9.6306439220421401E-3,8.7588851335891008E-3,2.7824923612441221E-2,3.5751047044144779E-2,2.1522716999225831E-2,2.8720339704262809E-2,9.0165418530058009E-3,2.7824923612441221E-2,3.5751047044144779E-2,2.330131146145422E-2,2.680035306871122E-2,1.8008225280962659E-2,8.6232333663913297E-3,3.292656964438552E-2,3.0896317304268131E-2,2.2055931361306479E-2,3.42258472882856E-2,3.0099417643328099E-2,4.5830752703634889E-2,1.1442908919235641E-2,2.5292848149812201E-2,2.381864610182036E-2,2.3502011383319931E-2,3.7526033741410079E-2,3.1058115604471821E-2,3.0896672508865981E-2,"-",1.974794686980327E-2,"-","-","-",0.11175760455505745,"-","-","-","-","-","-","-","-","-","-",3.068637463108442E-2,3.8289352374056701E-3,1.7969644043205061E-2,"-","-","-",2.7005193821186851E-2,1.810893886194772E-2,1.4258121007700341E-2,1.789561425929672E-2,4.6838985704227752E-2,2.5402988691468179E-2,3.5081410509126422E-2,4.5171873846315672E-2,4.4906053165556202E-2,2.2675674110420471E-2,2.7926911493826301E-2,3.7028000539364482E-2,2.38893561375252E-2,7.5079733907865999E-4,1.2457379887189099E-3,6.7187589271397704E-3,3.4649117605470899E-3,6.8876196082853303E-3,1.13147842279746E-3,"-",0.30624723178984287,6.9423146437455202E-2,6.2595884435994162E-2,4.1241738794435871E-2,1.6337673459013369E-2,5.0126990673740402E-3,4.4351823340597202E-3,8.8739327138790298E-3,1.340939880536671E-2,5.5043839749316828E-2,2.1386850287266279E-2,1.6832968759871721E-2,1.118363757125594E-2,1.990977366891801E-2,3.5132619012740271E-2,2.7791282301103701E-2,4.1006584208614777E-2,8.2059654294575832E-2,5.4673148384337372E-2,6.1332031533502758E-2,3.4411454153279161E-2,1.087048013772865E-2,1.985120928248417E-2,6.749539566711045E-2,3.760520568725232E-2,1.435261861021626E-2,0.18500322294434371,6.0782017508887558E-2,1.8877820127820719E-2,1.470688237108039E-2,3.2858315698252902E-3,3.6861031728363902E-3,6.9952358305686788E-2,1.2379906523772339E-2,2.2169415685685461E-2,3.2811765350956361E-2,8.3314470146757108E-3,4.4785881401182198E-2,4.4454812175222701E-2,1.7819957896534459E-2,8.6206720368399801E-3,2.912278935916526E-2,6.3147835392187768E-2,3.5062743112674717E-2,4.5674012534894018E-2,1.7498488665026971E-2,8.65030991481122E-3,3.3604507708898092E-2,6.0018784520393192E-2,"-",4.8679795000561603E-3,2.572147778795868E-2,5.490339944398593E-2,5.6073778328957838E-2,2.299341501237916E-2,2.8257560151418792E-2,1.2855829423223169E-2,2.7504817304846701E-2,5.5282860992330089E-2,2.779677072305331E-2,1.6403426350038618E-2,1.3903015464259649E-2,1.318702115548848E-2,1.9106590482262181E-2,3.0859465203980599E-2,2.4780515049727499E-2,2.8194782889420539E-2,2.458755950791873E-2,2.8304992590798061E-2,2.4297550152620279E-2,"-",4.5997826641791303E-3,7.5690336721668819E-2,"-","-","-",1]
[null,"P5,Q5,R5,M5,N5,C5,D5,E5,S4,N4,O4,R4,H4,I4,E4,X3,Y3,Z3,B4,T3,P3,H3,Z2,A3,B3,Y2,R2,S2,T2,N2,O2,P2,Q2,J2,C2,X1,Y1,Z1,V1,E1,G1,H1,I1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1,Q,X,F,K,D","D","D",null,null,null,"F,K","A,E,F,K",null,null,null,"F,K","A,E,F,K","K",null,null,null,null,null,null,"Q,X",null,"Q",null,null,"Q",null,null,"A,G1,H1,I1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"A,V1",null,null,null,null,null,null,null,null,null,"A,B2,C2,D2",null,null,null,"A,J2",null,null,null,null,null,null,"N2,O2",null,"S2,T2",null,null,"A,R2,S2,T2,V2",null,"A,Y2","Y2",null,null,null,null,null,"A,Z2,A3,B3,C3",null,null,null,null,"A,F3,H3",null,"A,E3,F3,H3",null,null,"A,P3,Q3","P3",null,null,"A,T3","A,T3",null,"A,V3,W3,X3,Y3,Z3,B4","A,W3,X3,Y3,Z3,B4","Y3,Z3","Y3",null,null,"A,W3,X3,Y3,Z3,B4","Y3",null,null,null,"A,E4","A,H4,I4","I4",null,"H4,I4","A,H4,I4,J4",null,"A,N4,O4,R4","O4,R4","R4","A,N4,O4,R4","A,N4,O4,R4",null,null,"S4","A,S4,T4","A,S4,T4",null,null,null,"A","A,C5,D5,E5,F5",null,null,null,null,null,null,null,null,null,null,null,null,"M5","A,M5,N5"]
[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]
[]
[]
[]
["Table 97"]
["Ofgem - Tariff Choice Research"]
["Irrational choices"]
["Base: All respondents"]
[" \n \n \n "," \n","Gender",null,null,"Age",null,null,null,null,null,null,null,null,null,"Region",null,null,null,null,null,null,null,null,null,null,null,"Urban/rural",null,"Ethnicity",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Ethnicity (summary)",null,null,null,"IMD",null,null,null,null,"Data collection\nmethod",null,"Fuel Type",null,null,"Supplier Size",null,null,"Tariff type",null,null,null,"Tariff type summary",null,null,null,null,"Payment type",null,null,"Switching",null,null,null,null,"Smart meter",null,null,null,null,null,null,"Rating for customer service",null,null,null,null,null,"Rating for customer service\n(summary)",null,null,"Household income",null,null,null,null,null,null,null,"Pregnant/young people/over 65\nin household",null,"Ability to save money in the\nnext 12 months",null,"Financial difficulty (general bills / commitments)",null,null,null,null,null,"Financial difficulty (energy bills)",null,null,null,null,null,"Cost of living risk",null,null,null,"PSR Eligibility",null,"Expecting OR under 5 in\nhousehold",null,"Annual energy spend",null,null,null,null,null,"Exit fee\nirrational",null,"Customer\nservice rating\nirrational",null,"Any\nirrational",null,"Exit fees on current\ncontract",null,null,"General engagement / understanding of the\nmarket"]
[" \n \n \n \n \n \n ","Total","Male","Female","Non-binary","18 - 24","25 - 34","35 - 49","50 - 64","65 - 74","75+","Summary:\n18 - 34","Summary:\n35 - 49","Summary:\n50 - 64","Summary:\n65+","East of\nEngland","East\nMidlands","London","North East","North West","Scotland","South East","South West","Wales","West\nMidlands","Yorkshire\nand the\nHumber","Summary:\nEngland","Urban","Rural","English /\nWelsh /\nScottish /\nNorthern\nIrish /\nBritish","Irish","Gypsy or\nIrish\nTraveller","Any other\nWhite\nbackground","White and\nBlack\nCaribbean","White and\nBlack\nAfrican","White\nand Asian","Any other\nMixed /\nMultiple\nethnic\nbackground","Indian","Pakistani","Bangladesh\ni","Chinese","Any other\nAsian\nbackground","African","Caribbean","Any other\nBlack /\nAfrican /\nCaribbean\nbackground","Arab","Any\nother\nethnic\ngroup","Net:\nWhite\nethnicity","Net:\nEthnic\nminority","Mixed/\nmultiple\nethnic\ngroups","Asian/\nAsian\nBritish","Black /\nAfrican /\nCaribbean\n/ Black\nBritish","Other\nethnic\ngroup","1 -\nleast\ndepriv\ned","2","3","4","5 -\nmost\ndepriv\ned","Online","Online -\nriver","Gas","Electricity","Gas and\nElectricity","Small","Medium","Large","Gas - fixed\nrate","Gas -\nstandard\nvariable","Electricity -\nfixed rate","Electricity -\nstandard\nvariable","Exclusively\nfixed","Exclusively\nvariable","Mix of fixed\nand variable","Unsure","Prefer not to\nanswer","Pre-payment\nmeter","Standard\ncredit","Direct debit","Compared\nenergy\ntariffs but\nnot switched","Switched\ntariff with\nthe same\nsupplier","Actively\nswitched to a\nnew supplier","Passively\nswitched to a\nnew supplier","None","Smart meter\nfor mains gas\nand\nelectricity","Smart meter\nfor mains\nelectricity","Smart meter\nfor mains gas","Summary: has\na smart meter","No smart\nmeter","Would\nconsider\nhaving a SM","Would not\nconsider\nhaving a SM","0 stars","1 star","2 stars","3 stars","4 stars","5 stars","0 to 2","2.5 to 3.\n5","4 to 5","Less than\n£5k","£5k to\nless than\n£20k","£20k to\nless than\n£35k","£35k to\nless than\n£50k","£50k to\nless than\n£80k","£80k or\nmore","Summary:\nLess than\n£20K","Summary:\n£20k or\nmore","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes","No","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Summary: In\nfinancial\ndifficulty","Summary: Not\nin financial\ndifficulty","No difficulties","Struggling","Behind on bills","No bills/\ncommitments","Doing well","Getting by","At risk","At high risk","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","Yes - Pregnant\nand/or young\npeople and/or\nover 65","No","£500 or\nless","£501 -\n£1,000","£1,001 -\n£1,500","£1,501 -\n£2,000","£2,001 -\n£2,500","£2,500 or\nmore","Yes","No","Yes","No","Yes","No","Yes","No","DK","Very good\nScore (12-\n15)","Good Score\n(8-11)","Poor Score\n(4-7)","Very poor\nScore (0-\n3)"]
[" ","(A)","(B)","(C)","(D)","(E)","(F)","(G)","(H)","(I)","(J)","(K)","(L)","(M)","(N)","(O)","(P)","(Q)","(R)","(S)","(T)","(U)","(V)","(W)","(X)","(Y)","(Z)","(A1)","(B1)","(C1)","(D1)","(E1)","(F1)","(G1)","(H1)","(I1)","(J1)","(K1)","(L1)","(M1)","(N1)","(O1)","(P1)","(Q1)","(R1)","(S1)","(T1)","(U1)","(V1)","(W1)","(X1)","(Y1)","(Z1)","(A2)","(B2)","(C2)","(D2)","(E2)","(F2)","(G2)","(H2)","(I2)","(J2)","(K2)","(L2)","(M2)","(N2)","(O2)","(P2)","(Q2)","(R2)","(S2)","(T2)","(U2)","(V2)","(W2)","(X2)","(Y2)","(Z2)","(A3)","(B3)","(C3)","(D3)","(E3)","(F3)","(G3)","(H3)","(I3)","(J3)","(K3)","(L3)","(M3)","(N3)","(O3)","(P3)","(Q3)","(R3)","(S3)","(T3)","(U3)","(V3)","(W3)","(X3)","(Y3)","(Z3)","(A4)","(B4)","(C4)","(D4)","(E4)","(F4)","(G4)","(H4)","(I4)","(J4)","(K4)","(L4)","(M4)","(N4)","(O4)","(P4)","(Q4)","(R4)","(S4)","(T4)","(U4)","(V4)","(W4)","(X4)","(Y4)","(Z4)","(A5)","(B5)","(C5)","(D5)","(E5)","(F5)","(G5)","(H5)","(I5)","(J5)","(K5)","(L5)","(M5)","(N5)","(O5)","(P5)","(Q5)","(R5)","(S5)"]
[" "]
["Unweighted row",3235,1530,1695,8,147,364,833,946,711,234,511,833,946,945,333,254,381,121,350,303,420,285,163,288,260,2692,2654,523,2740,33,"-",97,20,16,28,12,52,44,15,24,13,89,23,4,7,7,2870,354,76,148,116,14,539,642,653,656,660,3103,132,34,429,2772,55,229,2978,1157,1415,1299,1647,1242,1566,144,240,9,452,371,2412,1239,421,174,141,1219,1542,514,77,2133,1079,471,608,56,117,225,869,1182,769,234,1033,1951,45,585,939,672,581,243,630,2435,2054,1139,1430,1132,879,2306,1133,1697,309,46,811,2380,1358,1600,215,18,1153,399,378,360,1503,1732,358,2877,238,833,836,543,367,331,532,2703,1073,2162,1197,2038,949,1237,1031,1348,1400,398,89]
["Effective Sample Size",3047.6113889140161,1439.4796796427549,1600.4392703291335,7.4562994543962704,131.79757807589641,328.83450814698296,767.06772249441428,902.8404184421006,692.75780309509969,228.91898215749333,460.43136415261455,767.06772249441428,902.8404184421006,921.66890106274207,317.671685642417,238.50057446293224,347.52671392518823,115.29116500694116,331.96821633742917,291.77143481581481,397.43597721237933,274.91856729450063,155.98846694669001,267.10193861996351,246.58403576976255,2528.7723158676258,2490.3946124754775,505.37822797015349,2700.8598280534425,32.666740166746386,"-",95.598079133866406,19.928209678450312,15.907226621677856,27.751221346275631,11.780230172952594,51.506864456259002,43.315681005922592,14.943444134781016,23.544555707540443,12.763626950792169,88.2929428019619,22.858011408647254,3.9872326677681786,6.9571746904058998,6.8738826251334082,2828.9904400759651,350.0526324188545,75.333609943270133,145.87103475764252,115.13157375339979,13.826286912311954,521.10637355422898,612.38514166236632,620.79463253905215,610.00210365411874,616.56137596867939,2921.1232076202077,126.49283530403707,31.066574751195891,408.49657140667415,2608.69465708803,50.191952723845503,214.69728869929963,2805.9797141969811,1082.5927973882469,1332.5422872867225,1219.3611400246325,1551.8714762360676,1167.1038779803016,1479.6556912862854,131.22578609178248,231.04506630932804,8.4266513470113491,422.4189163371766,343.38804316782102,2283.6522821011654,1155.0469669069364,398.94564253691561,162.40651106184797,132.20720851934652,1163.5505160363193,1451.2848082357984,481.33827136575826,70.155461084500018,2002.5827366752094,1023.8824930620248,439.11799410137746,585.8426440463013,54.428218616572352,111.29884668605639,212.21091286195477,814.91305895881476,1109.8070539606383,730.64837795480651,223.24944294520719,969.37918615235151,1839.7966077800718,41.199391482058893,558.13865965247157,890.60469267817007,628.14892598690892,542.02526738500421,228.7699632551749,599.0964293469699,2288.2960652972124,1937.0265817160443,1072.8565052833239,1344.5712253876075,1071.9472330447086,826.65438953337366,2174.934171349706,1073.494292893236,1596.2480698342829,289.41194589514117,42.542627908296438,761.66803740489638,2244.7692444918466,1289.4668202639248,1499.9611385519906,200.1216760006869,16.807993918928481,1090.1820381942782,378.29009825017192,355.4327298095368,341.77867291009017,1431.8073936946018,1615.9439020114503,325.02413236847053,2725.5847168589562,219.95158168039535,789.0757549468035,789.03722538782074,514.68471421719801,343.1018196786153,311.10183172582589,495.13437924827036,2553.1945062970753,999.44807410427688,2049.2660054168314,1116.3421820421529,1932.4118129397484,882.86856041250212,1165.8255672186565,984.08109069815555,1268.0359264213689,1316.9950137012172,377.83532683837012,86.188473556130589]
["Base: Total",3235.0000459999992,1547.2420439999992,1674.3215450000025,10.137713999999999,152.98167100000003,364.61832199999975,841.09999100000061,938.15003399999932,706.32508900000005,231.82493899999986,517.59999299999913,841.09999100000061,938.15003399999932,938.15002800000048,316.48683799999969,250.52396499999963,413.78585600000019,119.78396300000007,346.2022639999999,286.64380100000017,447.77114999999935,278.76369899999986,156.00359099999997,285.56541199999992,258.79999599999985,2717.6831430000052,2667.1758420000042,508.090147,2532.5961820000016,29.658921999999997,"-",86.640146000000058,31.106400000000001,25.848769999999998,45.110188000000008,19.555582000000001,84.215760000000003,70.564790000000002,23.167272000000001,41.538198000000008,22.014496000000005,141.07506500000002,36.900109999999998,6.1620650000000001,11.613717000000001,11.908982999999999,2648.8952500000009,570.78139599999997,121.62093999999999,241.500516,184.13723999999996,23.5227,626.3754339999989,630.42026299999986,636.36099000000081,624.55436499999962,632.41683300000034,3101.5271059999995,133.47293999999997,35.308077000000004,419.26287600000012,2780.429093000002,60.243288999999997,227.46029699999988,2979.3262150000019,1162.2470600000001,1428.0065440000019,1292.5647569999996,1662.6296420000019,1232.5743120000006,1572.2102730000026,157.04830700000008,230.91861299999991,10.404599000000001,452.90001499999966,388.19999999999987,2393.9000310000001,1264.3459970000001,417.80446900000004,179.04102399999996,144.910076,1189.1370460000001,1549.2393949999998,522.45163200000047,78.025776000000008,2149.7168030000003,1064.2383930000017,473.03491999999983,591.2034729999998,53.443997999999972,114.67186700000002,224.54860300000013,877.54669900000101,1192.406024000001,755.12492899999995,229.44637700000015,1040.7647900000011,1947.5309529999995,45.033356000000005,564.98735000000011,927.3552180000014,677.75241199999914,596.86808600000052,250.18100599999985,610.02070599999968,2452.1567220000002,2073.601877999999,1116.953404000001,1450.5855920000006,1110.098148,864.12566200000072,2319.5653570000036,1143.9886539999998,1691.975497000002,299.79770300000001,47.929164999999998,798.3052720000004,2393.3674960000008,1361.6946809999997,1598.8517810000021,213.83990200000002,17.286403999999997,1164.5466050000007,400.65734500000013,370.64455399999974,343.72315499999974,1508.8359419999983,1726.1641040000029,375.97192999999982,2859.0281159999995,239.14219999999997,826.78359400000022,832.84380399999975,541.11074100000008,375.94419099999988,334.69247199999995,543.76324699999975,2691.2367990000021,1089.4032460000003,2145.5968000000007,1214.7151740000008,2020.2848719999984,969.94831800000065,1242.9630739999996,1005.3823420000003,1363.0257689999989,1402.9077750000008,385.59602499999966,83.470477000000031]
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["Exit fee irrational / Yes",543.76324699999975,249.86782599999984,293.89542099999989,"-",49.535870000000003,79.242433000000034,159.63565900000003,131.27058700000006,89.862143999999972,34.216553999999995,128.77830300000005,159.63565900000003,131.27058700000006,124.07869799999993,43.802883000000016,38.023074000000001,92.567429999999987,19.007846000000004,50.341978000000026,42.647214000000005,80.607495,45.919044000000007,26.301734999999997,54.918070999999998,36.198830999999991,461.38665200000003,452.969403,83.707891000000018,383.53904700000015,4.3322890000000003,"-",9.4901120000000017,7.7619009999999999,7.9581819999999999,9.2959549999999993,3.170261,18.642997999999999,24.420838,7.5234880000000004,3.3508399999999998,1.6117379999999999,46.347687000000008,7.4313739999999999,1.5081880000000001,3.3831720000000001,1.5374429999999999,397.36144800000005,143.94406500000005,28.186299000000002,55.549902000000003,55.287249000000017,4.9206149999999997,74.061572999999996,94.33655899999998,103.66903199999999,106.62406300000002,151.05866900000001,527.75019299999951,16.013054000000004,8.945447999999999,68.790627000000001,466.02717200000012,14.110229,33.198008999999992,506.41979699999985,221.81084899999991,209.08458899999991,241.26864399999991,252.15253599999988,222.70752799999994,224.29294399999992,43.847453000000009,43.542192,3.6920319999999998,109.44465900000003,73.062461000000013,361.25612699999999,223.56596199999987,76.286724999999961,28.322903,33.410849999999996,171.23209699999992,249.25327199999992,106.11041799999998,21.968435000000003,377.33212499999996,160.20194100000001,79.988156000000004,80.213784999999987,4.4768439999999998,17.588547999999999,44.105510000000002,149.762125,194.78267799999986,129.70789299999998,34.957973999999993,180.97505299999992,324.49057099999999,13.688799999999997,101.86995600000003,162.25960700000005,102.582132,98.509844000000001,38.686435000000003,115.55875600000006,402.03801799999957,357.01225699999981,172.98296199999999,254.93393299999991,178.52890099999993,175.28390999999996,354.97702400000003,158.89821800000007,294.57073699999984,67.203191000000018,9.588788000000001,163.70497499999993,369.23194600000005,190.846318,278.07391099999967,62.279276000000003,1.7374160000000001,175.037192,57.387340999999999,65.753883000000016,53.691227000000026,232.40828899999997,311.3549579999999,78.494304000000014,465.26894300000009,57.522006000000012,151.70590300000006,135.43782800000002,73.134976000000009,58.305434000000005,57.868181,543.76324699999975,"-",418.45131899999978,125.31192800000005,543.76324699999975,"-",183.33418399999996,194.19861600000002,162.40056300000001,195.44330200000005,262.99707899999993,68.54262300000002,16.780242999999999]
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["Exit fee irrational / No",2691.2367990000021,1297.3742179999988,1380.4261239999996,10.137713999999999,103.445801,285.37588900000014,681.46433200000024,806.8794469999998,616.46294499999999,197.60838499999994,388.82168999999976,681.46433200000024,806.8794469999998,814.0713300000001,272.68395499999963,212.5008909999998,321.21842600000019,100.77611700000007,295.86028599999986,243.99658700000003,367.16365499999955,232.84465499999993,129.70185600000002,230.64734100000013,222.60116499999995,2256.2964910000023,2214.206439000001,424.38225599999987,2149.0571349999987,25.326633000000001,"-",77.150034000000019,23.344498999999999,17.890587999999997,35.814233000000009,16.385321000000001,65.572761999999997,46.143952000000013,15.643784,38.18735800000001,20.402758000000006,94.727377999999973,29.468736,4.6538769999999996,8.2305449999999993,10.37154,2251.5338019999995,426.83733099999989,93.434640999999985,185.95061400000003,128.84999099999999,18.602085000000002,552.31386099999975,536.08370400000047,532.69195800000045,517.93030199999941,481.35816400000033,2573.7769130000011,117.45988600000001,26.362628999999998,350.47224900000015,2314.401921000001,46.133060000000008,194.26228800000004,2472.9064180000018,940.43621099999973,1218.9219549999998,1051.2961129999997,1410.4771060000012,1009.8667839999998,1347.9173290000015,113.20085400000002,187.37642099999999,6.712567,343.45535599999988,315.13753900000017,2032.643903999998,1040.780035,341.51774400000016,150.718121,111.49922600000001,1017.9049490000002,1299.9861229999972,416.34121400000032,56.057341000000008,1772.3846779999981,904.0364520000013,393.04676400000011,510.98968800000017,48.967153999999979,97.083319000000031,180.44309300000006,727.78457400000093,997.62334600000088,625.41703600000028,194.48840300000012,859.78973700000063,1623.0403820000001,31.344556000000008,463.11739400000039,765.09561100000076,575.17027999999982,498.35824200000019,211.49457099999998,494.46195000000046,2050.1187039999963,1716.589620999998,943.97044200000062,1195.6516589999999,931.56924699999911,688.84175200000038,1964.5883329999988,985.0904360000012,1397.4047599999994,232.59451200000007,38.340377000000004,634.60029700000052,2024.1355499999979,1170.8483629999996,1320.7778700000003,151.56062600000001,15.548987999999998,989.50941300000113,343.27000400000014,304.89067099999983,290.03192799999994,1276.4276529999986,1414.8091460000016,297.47762599999999,2393.7591730000022,181.620194,675.07769100000041,697.40597600000012,467.97576500000031,317.638757,276.82429099999985,"-",2691.2367990000021,670.95192700000018,2020.2848719999984,670.95192700000018,2020.2848719999984,786.6141340000006,1048.7644580000003,842.9817790000003,1167.5824669999986,1139.9106960000006,317.05340199999989,66.690234000000004]
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["Customer service rating irrational / No",2145.5968000000007,1047.4770460000007,1086.1727819999999,8.6482289999999988,69.850425000000016,182.74846299999999,520.76223200000015,704.81017399999996,511.53479100000033,155.89071499999994,252.59888799999999,520.76223200000015,704.81017399999996,667.4255059999997,225.14653399999963,170.15145499999988,245.33093399999979,74.305248000000006,229.15270900000004,208.13815300000005,290.36675199999979,181.47057099999992,113.68127999999999,178.95226500000007,180.23590599999991,1775.112374,1738.6459090000008,370.61065499999989,1748.423333999998,18.400092000000004,"-",57.195174999999999,15.327539999999999,16.276485000000001,18.059436000000002,9.8098360000000007,53.419791000000004,39.013071000000004,8.0823330000000002,33.369861,14.013563000000001,65.533047999999994,22.922131000000004,2.9689579999999998,4.9171180000000003,6.7958910000000001,1824.0186009999973,310.50906199999991,59.473297000000009,147.898619,91.424136999999973,11.713009,440.98097200000001,440.01430400000038,423.03600400000005,397.957628,389.72532400000006,2048.5737119999981,97.023087999999987,15.712395000000003,279.5325630000001,1850.3518419999994,32.441724000000001,156.57165799999999,1968.4577929999987,714.32031399999983,999.39803099999972,808.10871299999997,1160.1366599999999,775.71293899999955,1111.0595059999998,79.997664999999984,148.96055900000007,7.0851439999999997,274.22929999999997,223.31420400000007,1648.053296000001,837.78612799999996,267.83521400000006,111.558705,91.241759000000016,818.084519,1049.5344749999988,320.8032340000002,38.454039000000016,1408.7917479999994,725.97454299999993,324.84869999999984,401.12584300000009,42.603465999999983,88.354829000000009,163.06185900000003,598.49978700000008,769.553358,470.48992000000015,177.45125000000007,715.06869100000029,1240.0432780000006,29.990355000000005,382.47066300000023,617.40890499999989,457.27428000000037,394.26563300000004,151.12768299999999,412.46101800000031,1620.0765009999989,1363.5108169999992,758.60681800000009,925.58001000000127,772.99889499999949,573.35720499999968,1544.5786380000022,766.64983600000039,1135.8361620000001,186.75409699999997,28.695747999999998,527.55478999999991,1593.1770130000023,919.37319700000023,1063.6292999999996,126.42384199999999,11.305463999999999,767.28616900000031,274.29888599999998,250.15981699999986,238.23818399999985,1007.354891,1138.2419090000001,200.93299099999984,1944.6638089999985,133.49898199999996,534.24399200000005,564.15065899999991,376.18075600000043,252.63915999999992,229.08528599999977,125.31192800000005,2020.2848719999984,"-",2145.5968000000007,125.31192800000005,2020.2848719999984,593.63004100000012,872.81506999999976,673.69498999999951,924.42066000000045,916.09633699999961,252.324814,52.754989000000009]
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["Any irrational / Yes",1214.7151740000008,553.96426900000006,659.26141999999982,1.4894849999999999,91.633925000000033,190.53239900000003,351.49642699999981,278.01511699999992,217.31131199999993,85.725994000000014,282.1663239999998,351.49642699999981,278.01511699999992,303.03730600000017,104.17045700000003,88.274040000000028,189.33440700000003,49.850313,129.19249899999994,91.404694000000035,170.02280999999996,106.96455500000003,50.508915000000002,119.16546599999998,87.065487999999988,1044.0400350000007,1027.5491880000006,163.77216499999992,878.64465700000039,12.930964999999999,"-",30.367163999999999,15.77886,14.582472000000001,27.050751999999999,9.7457459999999987,36.955565999999997,37.500049000000004,15.084939,8.1683369999999993,8.0009329999999999,86.669693999999993,13.977979000000001,3.1931070000000004,6.696599,5.113092,921.94278600000098,288.51812499999977,67.157830000000004,105.70982400000001,103.84078,11.809691000000001,199.56486699999994,213.02910600000013,241.34551299999984,248.86685899999992,278.16222399999998,1175.2520960000013,39.463078000000003,19.595681999999996,153.09881399999992,1042.020678000001,32.237796000000003,80.542846999999995,1124.8005240000014,489.04922400000009,484.8983149999994,533.87975700000038,568.26406699999984,500.41686800000025,518.48261099999968,86.031820000000025,93.827823000000066,4.8228589999999993,205.28528100000003,176.38431700000012,833.04557600000055,474.11232799999988,167.18851599999999,72.148808000000002,64.772187000000017,414.34408599999989,559.42678300000023,223.76619499999984,46.88055700000001,830.07353499999988,372.10458199999988,165.79887600000006,206.30570600000001,11.771378,35.048009,73.576674999999994,316.60999399999992,462.52954199999999,310.95523099999991,64.163001999999992,372.84305399999977,773.48477300000036,18.344170999999996,210.28650199999993,344.17885299999972,243.85739999999998,228.33362999999991,101.69029,228.63067299999997,918.0601730000011,798.52583600000037,395.22373899999985,567.20286100000033,391.93184099999968,336.29395999999957,853.88601200000062,407.23466500000012,629.48015799999973,132.37959199999997,21.085556999999998,313.65828099999965,881.7074800000006,474.50785200000007,609.61249299999952,104.43853599999996,6.8068799999999996,420.78924200000012,137.61531500000001,139.82341800000009,120.110839,557.34016900000029,657.37500499999953,189.43312500000013,1025.2820490000011,116.50346899999998,329.81665500000008,306.65118200000001,178.80042600000004,138.14511900000005,113.45963599999995,543.76324699999975,670.95192700000018,1089.4032460000003,125.31192800000005,1214.7151740000008,"-",412.70222500000006,423.08481699999993,367.67851899999988,478.20309399999962,548.67540900000063,153.45416700000001,34.382503999999997]
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["Any irrational / No",2020.2848719999984,993.2777750000015,1015.0601249999996,8.6482289999999988,61.347746000000001,174.08592299999998,489.60356400000023,660.13491699999997,489.01377700000035,146.09894499999996,235.43366899999998,489.60356400000023,660.13491699999997,635.11272199999962,212.31638099999964,162.24992499999993,224.45144899999983,69.93365,217.00976499999996,195.23910699999999,277.74833999999993,171.79914399999993,105.49467600000001,166.39994600000003,171.73450799999998,1673.6431080000009,1639.6266540000006,344.31798199999997,1653.9515249999986,16.727957,"-",56.272981999999999,15.327539999999999,11.266298000000001,18.059436000000002,9.8098360000000007,47.260193999999998,33.064741000000005,8.0823330000000002,33.369861,14.013563000000001,54.405371000000002,22.922131000000004,2.9689579999999998,4.9171180000000003,6.7958910000000001,1726.9524639999977,282.26327100000009,54.463110000000007,135.79069199999995,80.296459999999982,11.713009,426.81056699999999,417.39115700000048,395.01547699999986,375.68750600000016,354.2546089999999,1926.2750099999971,94.009861999999998,15.712395000000003,266.16406200000006,1738.4084149999996,28.005492999999998,146.91744999999997,1854.5256909999989,673.19783599999994,943.10822900000005,758.68499999999972,1094.365575,732.1574439999996,1053.7276619999998,71.016486999999998,137.09079000000006,5.5817399999999999,247.61473399999991,211.81568300000006,1560.8544550000006,790.23366900000065,250.61595299999988,106.892216,80.137889000000001,774.79295999999977,989.81261199999972,298.68543700000015,31.145219000000001,1319.6432679999987,692.13381100000038,307.23604399999988,384.89776699999993,41.672619999999988,79.623857999999998,150.97192800000005,560.93670500000019,729.87648199999967,444.1696980000001,165.28337500000004,667.92173600000069,1174.0461799999994,26.689185000000002,354.70084800000012,583.17636499999992,433.89501200000041,368.53445600000015,148.49071599999999,381.39003300000024,1534.0965489999992,1275.0760419999992,721.72966500000041,883.3827310000014,718.16630699999951,527.83170200000029,1465.6793450000007,736.75398900000027,1062.4953389999991,167.41811099999998,26.843607999999996,484.64699099999996,1511.6600160000021,887.18682899999999,989.23928800000033,109.40136600000002,10.479523999999998,743.75736300000005,263.04202999999984,230.82113599999983,223.61231599999988,951.49577300000021,1068.7890990000005,186.53880499999988,1833.7460669999984,122.63873099999995,496.96693900000025,526.19262199999957,362.31031500000029,237.79907199999997,221.23283599999974,"-",2020.2848719999984,"-",2020.2848719999984,"-",2020.2848719999984,557.24609300000031,819.8782570000003,637.70382299999949,884.82267500000023,854.23236600000041,232.14185800000004,49.087972999999998]
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[]
["Comparison Groups:A,B,C,D/A,E,F,G,H,I,J,K,L,M,N/A,O,P,Q,R,S,T,U,V,W,X,Y,Z/A,A1,B1/A,C1,D1,E1,F1,G1,H1,I1,J1,K1,L1,M1,N1,O1,P1,Q1,R1,S1,T1/A,U1,V1/A,W1,X1,Y1,Z1/A,A2,B2,C2,D2,E2/A,F2,G2/A,H2,I2,J2/A,K2,L2,M2/A,N2,O2,P2,Q2/A,R2,S2,T2,U2,V2/A,W2,X2,Y2/A,Z2,A3,B3,C3,D3/A,E3,F3,G3,H3,I3,J3,K3/A,L3,M3,N3,O3,P3,Q3/A,R3,S3,T3/A,U3,V3,W3,X3,Y3,Z3,A4,B4/A,C4,D4/A,E4,F4/A,G4,H4,I4,J4,K4,L4/A,M4,N4,O4,P4,Q4,R4/A,S4,T4,U4,V4/A,W4,X4/A,Y4,Z4/A,A5,B5,C5,D5,E5,F5/A,G5,H5/A,I5,J5/A,K5,L5/A,M5,N5,O5/A,P5,Q5,R5,S5"]
["Independent T-Test for Means (unequal variances), Independent Z-Test for Percentages (unpooled proportions)"]
["Uppercase letters indicate significance at the 95% level."]