{
  "feature": "long_commute",
  "metadata": {
    "id": "long_commute",
    "label": "Commutes of 20 km or more",
    "family": "Commuting baseline",
    "source": "ts058",
    "numerator": [
      8,
      9,
      10,
      11
    ],
    "denominator": [
      4,
      5,
      6,
      7,
      8,
      9,
      10,
      11
    ],
    "unit": "%",
    "definition": "100 \u00d7 sum(numerator categories) / sum(denominator categories)",
    "role": "candidate",
    "note": "Census 2021 lockdown/furlough context. Resident participation, not current travel, hybrid-working frequency or observed road flows. Straight-line distance. Denominator includes only the eight known distance bands; excludes home/offshore/no fixed place/outside UK.",
    "status": "complete",
    "readiness": "provisional pandemic travel context",
    "measurementType": "Census count-derived share",
    "observationPeriod": "2021-03-21",
    "overlapGroup": "commuting distance",
    "phase": "E2",
    "zeroBand": false,
    "sourceVersion": "ew-v2",
    "direction": "Higher band = higher feature value; no tested collision-risk direction",
    "sourceGeography": "LSOA2021",
    "geographicResolution": "LSOA2021, England and Wales",
    "applicability": "All 35,672 master LSOAs; missing denominators remain unavailable",
    "comparability": "Common national source, categories and mode definition",
    "retrospectiveResearchAvailable": true,
    "historicalForecastEligibility": "Source release is a lower bound only. Exact archived edition and national band construction must be evidenced at the forecast origin.",
    "historicalAsOf2022Eligible": false,
    "availableFrom": "2022-12-08",
    "frozenBandsAvailableFrom": "2026-10-12",
    "mileageAllocationUse": "Not used by the current regional pilot; future nationwide allocation not audited",
    "exposureSensitivityRequired": true,
    "licence": "Open Government Licence v3.0",
    "sourceStatus": "Frozen archived input",
    "releasedAt": "2022-12-08T00:00:00.000Z",
    "extractedAt": "2026-10-12",
    "revision": "1",
    "sourceChecksums": [
      {
        "file": "inputs/ts058-lsoa.csv.gz",
        "sha256": "af70baafdb74d23c0eebbf046e5e3ec4856c104d5ec1f5e02c46cb9b03bf4f83",
        "bytes": 745516
      },
      {
        "file": "inputs/ts058-metadata.txt",
        "sha256": "34f52def965c7f76d14e6cb3dfeaf5133ab75bb4d35ee8e6878dda2ceb2db7c1",
        "bytes": 4744
      }
    ],
    "coverageStatus": "complete",
    "sourceUrl": "https://www.nomisweb.co.uk/output/census/2021/census2021-ts058.zip",
    "numeratorColumns": [
      {
        "column": "Distance travelled to work: 20km to less than 30km",
        "weight": 1
      },
      {
        "column": "Distance travelled to work: 30km to less than 40km",
        "weight": 1
      },
      {
        "column": "Distance travelled to work: 40km to less than 60km",
        "weight": 1
      },
      {
        "column": "Distance travelled to work: 60km and over",
        "weight": 1
      }
    ],
    "denominatorColumns": [
      "Distance travelled to work: Less than 2km",
      "Distance travelled to work: 2km to less than 5km",
      "Distance travelled to work: 5km to less than 10km",
      "Distance travelled to work: 10km to less than 20km",
      "Distance travelled to work: 20km to less than 30km",
      "Distance travelled to work: 30km to less than 40km",
      "Distance travelled to work: 40km to less than 60km",
      "Distance travelled to work: 60km and over"
    ],
    "denominatorDefinition": "Distance travelled to work: Less than 2km + Distance travelled to work: 2km to less than 5km + Distance travelled to work: 5km to less than 10km + Distance travelled to work: 10km to less than 20km + Distance travelled to work: 20km to less than 30km + Distance travelled to work: 30km to less than 40km + Distance travelled to work: 40km to less than 60km + Distance travelled to work: 60km and over",
    "validCount": 35672,
    "missingCount": 0,
    "bandScheme": "Combined E&W deciles",
    "bandedCount": 35672,
    "bandsWithheld": false,
    "releaseDecision": "banded",
    "qualityFlags": [
      "banded",
      "retrospective_mixed_vintage",
      "not_claims_validated",
      "pandemic_commuting"
    ],
    "featureFreezeVersion": "ew-v4",
    "claimsValidation": false,
    "predictiveValidation": false,
    "sourceRegisterUrl": "/research/ew-deciles/v2/source-register.json"
  },
  "tested": true,
  "screeningFamily": "novel candidate",
  "nationalLSOAs": 35672,
  "nationalNumericLSOAs": 35672,
  "nationalBandedLSOAs": 35672,
  "metrics": [
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "rows": 33108,
      "lsoas": 33108,
      "zeroRows": 7587,
      "observed": 92703,
      "expected": 97524.48845401627,
      "baseExpected": 97536.70796420943,
      "oe": 0.9505612535841226,
      "baseDeviance": 70909.04750319224,
      "featureDeviance": 70541.00641292246,
      "gain": 0.005190326245084753,
      "lower95": 0.0001574915278220207,
      "upper95": 0.009665681351855427,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_East Midlands",
      "rows": 5694,
      "lsoas": 2847,
      "zeroRows": 1329,
      "observed": 15424,
      "expected": 16836.914195419406,
      "baseExpected": 17021.64703151101,
      "oe": 0.9160823545799266,
      "baseDeviance": 12138.542212109733,
      "featureDeviance": 12100.97315210991,
      "gain": 0.0030950223958807754,
      "lower95": -0.027147295840921976,
      "upper95": 0.033119300507600424,
      "blocks": 10,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_East of England",
      "rows": 7516,
      "lsoas": 3758,
      "zeroRows": 1855,
      "observed": 19512,
      "expected": 18872.207438104466,
      "baseExpected": 20100.94779254876,
      "oe": 1.0339013103789725,
      "baseDeviance": 15230.34429048094,
      "featureDeviance": 15150.149673356289,
      "gain": 0.005265450051235798,
      "lower95": -0.023424439927736174,
      "upper95": 0.02468538890912374,
      "blocks": 11,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_London",
      "rows": 9984,
      "lsoas": 4992,
      "zeroRows": 1285,
      "observed": 44761,
      "expected": 20264.23194009081,
      "baseExpected": 19401.836357881293,
      "oe": 2.208867334934354,
      "baseDeviance": 54847.2022543594,
      "featureDeviance": 52279.66848072012,
      "gain": 0.046812483920913195,
      "lower95": 0.03834039004073019,
      "upper95": 0.05423296908160871,
      "blocks": 32,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_North East",
      "rows": 3364,
      "lsoas": 1682,
      "zeroRows": 1051,
      "observed": 6143,
      "expected": 9358.054294578378,
      "baseExpected": 9069.709855096766,
      "oe": 0.6564398759215331,
      "baseDeviance": 6671.946492096479,
      "featureDeviance": 6894.911403514978,
      "gain": -0.033418270317758125,
      "lower95": -0.06401113978584226,
      "upper95": -0.004675064291226535,
      "blocks": 12,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_North West",
      "rows": 9134,
      "lsoas": 4567,
      "zeroRows": 2548,
      "observed": 19780,
      "expected": 22705.04621500849,
      "baseExpected": 22100.983328022263,
      "oe": 0.8711719770438091,
      "baseDeviance": 17000.80673822677,
      "featureDeviance": 17113.369822947454,
      "gain": -0.006621043721859676,
      "lower95": -0.0256282470608743,
      "upper95": 0.008852972274456477,
      "blocks": 23,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_South East",
      "rows": 10474,
      "lsoas": 5237,
      "zeroRows": 2230,
      "observed": 31545,
      "expected": 24968.029700847088,
      "baseExpected": 25779.526736701682,
      "oe": 1.2634156710783542,
      "baseDeviance": 24290.31978857296,
      "featureDeviance": 24619.815064504295,
      "gain": -0.013564880116825107,
      "lower95": -0.04238963973872906,
      "upper95": 0.017046841708993326,
      "blocks": 18,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_South West",
      "rows": 4736,
      "lsoas": 2368,
      "zeroRows": 1062,
      "observed": 12957,
      "expected": 12555.833128150238,
      "baseExpected": 12632.637786331881,
      "oe": 1.0319506374252732,
      "baseDeviance": 8907.11887715092,
      "featureDeviance": 8943.69998389903,
      "gain": -0.004106951670079351,
      "lower95": -0.016653919972351577,
      "upper95": 0.009769828575724787,
      "blocks": 9,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_Wales",
      "rows": 3832,
      "lsoas": 1916,
      "zeroRows": 1262,
      "observed": 6459,
      "expected": 10762.508558388703,
      "baseExpected": 10869.3468645565,
      "oe": 0.6001388955891341,
      "baseDeviance": 9675.803441414108,
      "featureDeviance": 9717.939911541562,
      "gain": -0.0043548290726020955,
      "lower95": -0.020631906631501672,
      "upper95": 0.01775649624373333,
      "blocks": 22,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_West Midlands",
      "rows": 5754,
      "lsoas": 2877,
      "zeroRows": 1392,
      "observed": 14285,
      "expected": 15199.333237026807,
      "baseExpected": 15173.774457228603,
      "oe": 0.9398438587556316,
      "baseDeviance": 11694.784302533519,
      "featureDeviance": 11483.422006223904,
      "gain": 0.01807321031682696,
      "lower95": 0.005942385764463082,
      "upper95": 0.026460206685078678,
      "blocks": 12,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "region_Yorkshire and The Humber",
      "rows": 5728,
      "lsoas": 2864,
      "zeroRows": 1087,
      "observed": 16748,
      "expected": 13609.684580694604,
      "baseExpected": 13382.505050153019,
      "oe": 1.2305942801758323,
      "baseDeviance": 12546.93837453988,
      "featureDeviance": 12220.483002856923,
      "gain": 0.02601872759217483,
      "lower95": 0.014470947112563113,
      "upper95": 0.037282247744154215,
      "blocks": 13,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "spatial_pooled",
      "rows": 66216,
      "lsoas": 33108,
      "zeroRows": 15101,
      "observed": 187614,
      "expected": 165131.843288309,
      "baseExpected": 165532.91526003176,
      "oe": 1.1361467071644,
      "baseDeviance": 173003.8067714847,
      "featureDeviance": 170524.43250167448,
      "gain": 0.014331327824971707,
      "lower95": 0.0051967631413666815,
      "upper95": 0.022253562606286588,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "rows": 34844,
      "lsoas": 34844,
      "zeroRows": 8432,
      "observed": 92494,
      "expected": 98837.88344912791,
      "baseExpected": 98730.62453805192,
      "oe": 0.9358152640693371,
      "baseDeviance": 72161.99967063732,
      "featureDeviance": 71809.48901349455,
      "gain": 0.0048849901437281185,
      "lower95": -1.563736433514695e-05,
      "upper95": 0.009327279839385,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "linear",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "rows": 34843,
      "lsoas": 34843,
      "zeroRows": 8467,
      "observed": 92791,
      "expected": 100197.45091480805,
      "baseExpected": 100097.08544166648,
      "oe": 0.9260814437175121,
      "baseDeviance": 71788.98081332492,
      "featureDeviance": 71455.8498258508,
      "gain": 0.004640419514247762,
      "lower95": -0.0002658608189422317,
      "upper95": 0.009290650593460997,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "rows": 33108,
      "lsoas": 33108,
      "zeroRows": 7587,
      "observed": 92703,
      "expected": 97542.15278769317,
      "baseExpected": 97536.70796420943,
      "oe": 0.9503891123028021,
      "baseDeviance": 70909.04750319224,
      "featureDeviance": 70426.6628052498,
      "gain": 0.0068028652890976815,
      "lower95": 0.0015271967681949412,
      "upper95": 0.01163178912635175,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_East Midlands",
      "rows": 5694,
      "lsoas": 2847,
      "zeroRows": 1329,
      "observed": 15424,
      "expected": 16651.17313970501,
      "baseExpected": 17021.64703151101,
      "oe": 0.9263011002642935,
      "baseDeviance": 12138.542212109733,
      "featureDeviance": 12050.789338348037,
      "gain": 0.007229276154277486,
      "lower95": -0.02392484591878961,
      "upper95": 0.036605541837543436,
      "blocks": 10,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_East of England",
      "rows": 7516,
      "lsoas": 3758,
      "zeroRows": 1855,
      "observed": 19512,
      "expected": 18631.32741202189,
      "baseExpected": 20100.94779254876,
      "oe": 1.0472683759188224,
      "baseDeviance": 15230.34429048094,
      "featureDeviance": 15240.559719312188,
      "gain": -0.0006707286871796558,
      "lower95": -0.0355110621328404,
      "upper95": 0.019478345781968567,
      "blocks": 11,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_London",
      "rows": 9984,
      "lsoas": 4992,
      "zeroRows": 1285,
      "observed": 44761,
      "expected": 20471.631672890315,
      "baseExpected": 19401.836357881293,
      "oe": 2.1864891238383812,
      "baseDeviance": 54847.2022543594,
      "featureDeviance": 51738.61335607522,
      "gain": 0.0566772555483831,
      "lower95": 0.04662783501885963,
      "upper95": 0.06518843923374552,
      "blocks": 32,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_North East",
      "rows": 3364,
      "lsoas": 1682,
      "zeroRows": 1051,
      "observed": 6143,
      "expected": 9521.545424792654,
      "baseExpected": 9069.709855096766,
      "oe": 0.6451683761340427,
      "baseDeviance": 6671.946492096479,
      "featureDeviance": 6990.6896150834755,
      "gain": -0.04777363298170578,
      "lower95": -0.0957763196499419,
      "upper95": -0.006495736427602727,
      "blocks": 12,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_North West",
      "rows": 9134,
      "lsoas": 4567,
      "zeroRows": 2548,
      "observed": 19780,
      "expected": 22883.45113844749,
      "baseExpected": 22100.983328022263,
      "oe": 0.8643801094655148,
      "baseDeviance": 17000.80673822677,
      "featureDeviance": 17329.74394261551,
      "gain": -0.019348329138352938,
      "lower95": -0.04954268238154318,
      "upper95": 0.0029361454971800925,
      "blocks": 23,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_South East",
      "rows": 10474,
      "lsoas": 5237,
      "zeroRows": 2230,
      "observed": 31545,
      "expected": 24473.083148766407,
      "baseExpected": 25779.526736701682,
      "oe": 1.28896714027591,
      "baseDeviance": 24290.31978857296,
      "featureDeviance": 24892.273703939733,
      "gain": -0.02478163814253076,
      "lower95": -0.061035359950348464,
      "upper95": 0.0166244053170318,
      "blocks": 18,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_South West",
      "rows": 4736,
      "lsoas": 2368,
      "zeroRows": 1062,
      "observed": 12957,
      "expected": 12493.98609804616,
      "baseExpected": 12632.637786331881,
      "oe": 1.0370589416636415,
      "baseDeviance": 8907.11887715092,
      "featureDeviance": 8910.501705562636,
      "gain": -0.00037978929644610915,
      "lower95": -0.015486379233562015,
      "upper95": 0.01563367468612968,
      "blocks": 9,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_Wales",
      "rows": 3832,
      "lsoas": 1916,
      "zeroRows": 1262,
      "observed": 6459,
      "expected": 10682.254619015435,
      "baseExpected": 10869.3468645565,
      "oe": 0.6046476357624319,
      "baseDeviance": 9675.803441414108,
      "featureDeviance": 9599.89784014489,
      "gain": 0.007844888719455434,
      "lower95": -0.010605473000820764,
      "upper95": 0.030718908583502322,
      "blocks": 22,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_West Midlands",
      "rows": 5754,
      "lsoas": 2877,
      "zeroRows": 1392,
      "observed": 14285,
      "expected": 15117.675082512129,
      "baseExpected": 15173.774457228603,
      "oe": 0.9449204273826898,
      "baseDeviance": 11694.784302533519,
      "featureDeviance": 11456.717246638287,
      "gain": 0.02035668634295862,
      "lower95": 0.009172922957412418,
      "upper95": 0.03098810879988054,
      "blocks": 12,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "region_Yorkshire and The Humber",
      "rows": 5728,
      "lsoas": 2864,
      "zeroRows": 1087,
      "observed": 16748,
      "expected": 13676.887114604986,
      "baseExpected": 13382.505050153019,
      "oe": 1.2245476517909912,
      "baseDeviance": 12546.93837453988,
      "featureDeviance": 12128.175163611848,
      "gain": 0.03337572867798433,
      "lower95": 0.016303680704769476,
      "upper95": 0.050762778825935266,
      "blocks": 13,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "spatial_pooled",
      "rows": 66216,
      "lsoas": 33108,
      "zeroRows": 15101,
      "observed": 187614,
      "expected": 164603.0148508025,
      "baseExpected": 165532.91526003176,
      "oe": 1.1397968631987383,
      "baseDeviance": 173003.8067714847,
      "featureDeviance": 170337.96163133183,
      "gain": 0.015409170410186968,
      "lower95": 0.004164517966855425,
      "upper95": 0.02558633450386616,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "rows": 34844,
      "lsoas": 34844,
      "zeroRows": 8432,
      "observed": 92494,
      "expected": 98842.7962204178,
      "baseExpected": 98730.62453805192,
      "oe": 0.935768751358874,
      "baseDeviance": 72161.99967063732,
      "featureDeviance": 71701.5079290834,
      "gain": 0.006381360600533625,
      "lower95": 0.0010954823852403817,
      "upper95": 0.011176951042697444,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "smooth",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "rows": 34843,
      "lsoas": 34843,
      "zeroRows": 8467,
      "observed": 92791,
      "expected": 100202.36859070676,
      "baseExpected": 100097.08544166648,
      "oe": 0.9260359940094857,
      "baseDeviance": 71788.98081332492,
      "featureDeviance": 71351.42847550218,
      "gain": 0.006094979102162168,
      "lower95": 0.0008685195450297612,
      "upper95": 0.011087991879180966,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "rows": 33108,
      "lsoas": 33108,
      "zeroRows": 7587,
      "observed": 92703,
      "expected": 97541.58771063638,
      "baseExpected": 97536.70796420943,
      "oe": 0.9503946180885391,
      "baseDeviance": 70909.04750319224,
      "featureDeviance": 70415.4420321061,
      "gain": 0.0069611070585021695,
      "lower95": 0.0018128985194332593,
      "upper95": 0.011525000537471675,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_East Midlands",
      "rows": 5694,
      "lsoas": 2847,
      "zeroRows": 1329,
      "observed": 15424,
      "expected": 16675.62869268818,
      "baseExpected": 17021.64703151101,
      "oe": 0.9249426384003749,
      "baseDeviance": 12138.542212109733,
      "featureDeviance": 12043.604663456636,
      "gain": 0.00782116558925705,
      "lower95": -0.023111526727221138,
      "upper95": 0.03766636567820328,
      "blocks": 10,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_East of England",
      "rows": 7516,
      "lsoas": 3758,
      "zeroRows": 1855,
      "observed": 19512,
      "expected": 18647.787531214773,
      "baseExpected": 20100.94779254876,
      "oe": 1.046343968008999,
      "baseDeviance": 15230.34429048094,
      "featureDeviance": 15233.401230455893,
      "gain": -0.00020071378011210506,
      "lower95": -0.03323404806685732,
      "upper95": 0.017953879802861245,
      "blocks": 11,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_London",
      "rows": 9984,
      "lsoas": 4992,
      "zeroRows": 1285,
      "observed": 44761,
      "expected": 20388.174450383114,
      "baseExpected": 19401.836357881293,
      "oe": 2.1954393272890056,
      "baseDeviance": 54847.2022543594,
      "featureDeviance": 52010.412061682735,
      "gain": 0.05172169365213497,
      "lower95": 0.04246104699083096,
      "upper95": 0.05953547935567865,
      "blocks": 32,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_North East",
      "rows": 3364,
      "lsoas": 1682,
      "zeroRows": 1051,
      "observed": 6143,
      "expected": 9526.98843572919,
      "baseExpected": 9069.709855096766,
      "oe": 0.6447997750224852,
      "baseDeviance": 6671.946492096479,
      "featureDeviance": 6997.535915023123,
      "gain": -0.04879976530272456,
      "lower95": -0.09420056787671705,
      "upper95": -0.010357544785698405,
      "blocks": 12,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_North West",
      "rows": 9134,
      "lsoas": 4567,
      "zeroRows": 2548,
      "observed": 19780,
      "expected": 22858.75905693449,
      "baseExpected": 22100.983328022263,
      "oe": 0.8653138147496896,
      "baseDeviance": 17000.80673822677,
      "featureDeviance": 17308.048793873342,
      "gain": -0.01807220447696345,
      "lower95": -0.04728953264964371,
      "upper95": 0.003505350986889978,
      "blocks": 23,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_South East",
      "rows": 10474,
      "lsoas": 5237,
      "zeroRows": 2230,
      "observed": 31545,
      "expected": 24484.852787732758,
      "baseExpected": 25779.526736701682,
      "oe": 1.2883475458673974,
      "baseDeviance": 24290.31978857296,
      "featureDeviance": 24879.97570915133,
      "gain": -0.02427534613421467,
      "lower95": -0.05921291864289736,
      "upper95": 0.016445882434014982,
      "blocks": 18,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_South West",
      "rows": 4736,
      "lsoas": 2368,
      "zeroRows": 1062,
      "observed": 12957,
      "expected": 12496.750528913084,
      "baseExpected": 12632.637786331881,
      "oe": 1.0368295318068534,
      "baseDeviance": 8907.11887715092,
      "featureDeviance": 8931.105251216908,
      "gain": -0.0026929441940557464,
      "lower95": -0.018565443528224458,
      "upper95": 0.013889552991341444,
      "blocks": 9,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_Wales",
      "rows": 3832,
      "lsoas": 1916,
      "zeroRows": 1262,
      "observed": 6459,
      "expected": 10693.946066786884,
      "baseExpected": 10869.3468645565,
      "oe": 0.6039865882679432,
      "baseDeviance": 9675.803441414108,
      "featureDeviance": 9592.509461335187,
      "gain": 0.008608482032862352,
      "lower95": -0.010587298159011844,
      "upper95": 0.03242579443485487,
      "blocks": 22,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_West Midlands",
      "rows": 5754,
      "lsoas": 2877,
      "zeroRows": 1392,
      "observed": 14285,
      "expected": 15131.497852908524,
      "baseExpected": 15173.774457228603,
      "oe": 0.9440572333858004,
      "baseDeviance": 11694.784302533519,
      "featureDeviance": 11461.985307338746,
      "gain": 0.01990622393474506,
      "lower95": 0.008603840718080957,
      "upper95": 0.030248395992745047,
      "blocks": 12,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "region_Yorkshire and The Humber",
      "rows": 5728,
      "lsoas": 2864,
      "zeroRows": 1087,
      "observed": 16748,
      "expected": 13676.326053175428,
      "baseExpected": 13382.505050153019,
      "oe": 1.2245978879767478,
      "baseDeviance": 12546.93837453988,
      "featureDeviance": 12143.025566075019,
      "gain": 0.032192140935710434,
      "lower95": 0.015250794202993152,
      "upper95": 0.049278544423124605,
      "blocks": 13,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "spatial_pooled",
      "rows": 66216,
      "lsoas": 33108,
      "zeroRows": 15101,
      "observed": 187614,
      "expected": 164580.7114564664,
      "baseExpected": 165532.91526003176,
      "oe": 1.139951324427384,
      "baseDeviance": 173003.8067714847,
      "featureDeviance": 170601.60395960894,
      "gain": 0.013885259848927745,
      "lower95": 0.003055061550832151,
      "upper95": 0.023406060248289,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "rows": 34844,
      "lsoas": 34844,
      "zeroRows": 8432,
      "observed": 92494,
      "expected": 98844.26552270466,
      "baseExpected": 98730.62453805192,
      "oe": 0.9357548413241434,
      "baseDeviance": 72161.99967063732,
      "featureDeviance": 71706.16482162321,
      "gain": 0.006316826738375192,
      "lower95": 0.0011911531954052895,
      "upper95": 0.011048278437102555,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "rows": 34843,
      "lsoas": 34843,
      "zeroRows": 8467,
      "observed": 92791,
      "expected": 100205.18153325931,
      "baseExpected": 100097.08544166648,
      "oe": 0.92600999848697,
      "baseDeviance": 71788.98081332492,
      "featureDeviance": 71356.88872637876,
      "gain": 0.0060189193668835905,
      "lower95": 0.0007768030732465988,
      "upper95": 0.011122286042121881,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "rows": 33108,
      "lsoas": 33108,
      "zeroRows": 7587,
      "observed": 92703,
      "expected": 97289.51354225798,
      "baseExpected": 97285.25165385114,
      "oe": 0.9528570616167609,
      "baseDeviance": 72256.19871382597,
      "featureDeviance": 71805.88932157044,
      "gain": 0.00623212126116679,
      "lower95": 0.001280566670624947,
      "upper95": 0.010505936303802015,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "rows": 34844,
      "lsoas": 34844,
      "zeroRows": 8432,
      "observed": 92494,
      "expected": 98954.62249335492,
      "baseExpected": 98847.55877588826,
      "oe": 0.9347112612774732,
      "baseDeviance": 73564.52719010701,
      "featureDeviance": 73140.157272966,
      "gain": 0.00576867592779251,
      "lower95": 0.0008434736314726744,
      "upper95": 0.010258847475011098,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "rows": 34843,
      "lsoas": 34843,
      "zeroRows": 8467,
      "observed": 92791,
      "expected": 100350.76969531816,
      "baseExpected": 100248.78404676483,
      "oe": 0.9246665499599964,
      "baseDeviance": 73149.12509223106,
      "featureDeviance": 72742.45637641169,
      "gain": 0.005559447434355658,
      "lower95": 0.0006654063938361933,
      "upper95": 0.010425880246943181,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "rows": 33108,
      "lsoas": 33108,
      "zeroRows": 7587,
      "observed": 92703,
      "expected": 97145.9374556726,
      "baseExpected": 97140.95635029627,
      "oe": 0.9542653293381425,
      "baseDeviance": 73771.73481377443,
      "featureDeviance": 73531.23858570642,
      "gain": 0.003260005050377379,
      "lower95": -0.00023380048188681443,
      "upper95": 0.006279275444719045,
      "blocks": 162,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "rows": 34844,
      "lsoas": 34844,
      "zeroRows": 8432,
      "observed": 92494,
      "expected": 98990.62804709212,
      "baseExpected": 98907.15039662909,
      "oe": 0.9343712816530316,
      "baseDeviance": 75184.10117699776,
      "featureDeviance": 74983.97957417638,
      "gain": 0.002661754276349737,
      "lower95": -0.0007461052116430666,
      "upper95": 0.005879576963446926,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "rows": 34843,
      "lsoas": 34843,
      "zeroRows": 8467,
      "observed": 92791,
      "expected": 100393.61611025312,
      "baseExpected": 100313.28989732909,
      "oe": 0.9242719168328007,
      "baseDeviance": 74708.73022951678,
      "featureDeviance": 74522.17473215544,
      "gain": 0.002497104378406667,
      "lower95": -0.0010852673043069137,
      "upper95": 0.006023893729955117,
      "blocks": 169,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "rows": 5098,
      "lsoas": 5098,
      "zeroRows": 2530,
      "observed": 6032,
      "expected": 6233.47176215952,
      "baseExpected": 6243.812676283444,
      "oe": 0.9676790447046604,
      "baseDeviance": 9233.014031350176,
      "featureDeviance": 9197.832432814364,
      "gain": 0.003810413199455187,
      "lower95": 0.0006354742372919637,
      "upper95": 0.007244746823145369,
      "blocks": 159,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "rows": 6430,
      "lsoas": 6430,
      "zeroRows": 3286,
      "observed": 6863,
      "expected": 6648.292874543566,
      "baseExpected": 6644.032760936374,
      "oe": 1.032295076271166,
      "baseDeviance": 10665.127727495616,
      "featureDeviance": 10646.242268966997,
      "gain": 0.001770767215467206,
      "lower95": -0.001995095285475185,
      "upper95": 0.005381987563622843,
      "blocks": 168,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "rows": 6060,
      "lsoas": 6060,
      "zeroRows": 3188,
      "observed": 6133,
      "expected": 6522.168023128931,
      "baseExpected": 6520.340102433249,
      "oe": 0.9403314937994756,
      "baseDeviance": 9570.44385319353,
      "featureDeviance": 9562.17266831253,
      "gain": 0.0008642425584305391,
      "lower95": -0.00392331924337549,
      "upper95": 0.005410407731335642,
      "blocks": 166,
      "unsupportedRows": 0,
      "conditionalFixedPredictions": true
    }
  ],
  "effects": [
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 6702,
      "lsoas": 3351,
      "collisions": 26293,
      "miles": 24227629936.82389,
      "clusters": 86,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.1888937570382479,
      "rr": 1.2079126134518723,
      "lower95": 1.1029227910399328,
      "upper95": 1.3228966647433302
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 6558,
      "lsoas": 3279,
      "collisions": 19832,
      "miles": 33122212209.195217,
      "clusters": 109,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.08886383703569625,
      "rr": 1.0929318293565324,
      "lower95": 1.0175855320104872,
      "upper95": 1.1738570823236762
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 6602,
      "lsoas": 3301,
      "collisions": 18138,
      "miles": 36430474522.59849,
      "clusters": 129,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.06800309593267505,
      "rr": 1.0703686222628368,
      "lower95": 1.008485910259205,
      "upper95": 1.1360485812145593
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 6548,
      "lsoas": 3274,
      "collisions": 16582,
      "miles": 39336196133.14352,
      "clusters": 136,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.04724976352704141,
      "rr": 1.048383824424014,
      "lower95": 1.0075146374853114,
      "upper95": 1.0909108437940147
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 6668,
      "lsoas": 3334,
      "collisions": 16015,
      "miles": 42202087483.09353,
      "clusters": 140,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 6652,
      "lsoas": 3326,
      "collisions": 16090,
      "miles": 51374787970.95363,
      "clusters": 142,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.05482557639637787,
      "rr": 0.9466502517023416,
      "lower95": 0.8969443073055509,
      "upper95": 0.9991107494066825
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 6668,
      "lsoas": 3334,
      "collisions": 16729,
      "miles": 57081797914.2058,
      "clusters": 130,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.08000617422349839,
      "rr": 0.9231106468775933,
      "lower95": 0.8633390652592972,
      "upper95": 0.9870203963524309
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 6632,
      "lsoas": 3316,
      "collisions": 17507,
      "miles": 66641849733.387344,
      "clusters": 122,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.10036310617412024,
      "rr": 0.9045089256253162,
      "lower95": 0.8282067261695997,
      "upper95": 0.9878408019211452
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 6566,
      "lsoas": 3283,
      "collisions": 18788,
      "miles": 79129348680.36613,
      "clusters": 110,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.11158590308248838,
      "rr": 0.8944145551357704,
      "lower95": 0.7944378530772559,
      "upper95": 1.0069729096366755
    },
    {
      "sample": "development",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 6620,
      "lsoas": 3310,
      "collisions": 21640,
      "miles": 116915415416.23245,
      "clusters": 80,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.19143961383423627,
      "rr": 0.825769488654158,
      "lower95": 0.7306590174297579,
      "upper95": 0.9332605663184108
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 3351,
      "lsoas": 3351,
      "collisions": 13219,
      "miles": 12040326793.971554,
      "clusters": 86,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.17404772165167418,
      "rr": 1.1901123585926594,
      "lower95": 1.088262017146518,
      "upper95": 1.3014948640666286
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 3279,
      "lsoas": 3279,
      "collisions": 10113,
      "miles": 16402822205.437294,
      "clusters": 109,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.09032362645393915,
      "rr": 1.0945284447534882,
      "lower95": 1.0178560780300383,
      "upper95": 1.1769763350955158
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 3301,
      "lsoas": 3301,
      "collisions": 9111,
      "miles": 18048545075.101982,
      "clusters": 129,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.05614057531378532,
      "rr": 1.0577463663131663,
      "lower95": 0.9921336600846173,
      "upper95": 1.1276982330720278
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 3274,
      "lsoas": 3274,
      "collisions": 8450,
      "miles": 19464770510.316277,
      "clusters": 136,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.048803647793004654,
      "rr": 1.050014157900201,
      "lower95": 1.006069378845648,
      "upper95": 1.0958784304278275
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 3334,
      "lsoas": 3334,
      "collisions": 8134,
      "miles": 20873198873.86104,
      "clusters": 140,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 3326,
      "lsoas": 3326,
      "collisions": 8163,
      "miles": 25423161565.405518,
      "clusters": 142,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.05516449049711011,
      "rr": 0.9463294729448705,
      "lower95": 0.8908482105994687,
      "upper95": 1.005266060714755
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 3334,
      "lsoas": 3334,
      "collisions": 8444,
      "miles": 28203083040.34353,
      "clusters": 130,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.08778270534519177,
      "rr": 0.9159598882882117,
      "lower95": 0.8527038811115611,
      "upper95": 0.9839084065845682
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 3316,
      "lsoas": 3316,
      "collisions": 8862,
      "miles": 32945151512.67773,
      "clusters": 122,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.10533512184644514,
      "rr": 0.9000228547204261,
      "lower95": 0.8210490274755211,
      "upper95": 0.9865928975151923
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 3283,
      "lsoas": 3283,
      "collisions": 9449,
      "miles": 39115058097.98419,
      "clusters": 110,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.12052796423637199,
      "rr": 0.8864522980371781,
      "lower95": 0.7852531472011033,
      "upper95": 1.000693444523249
    },
    {
      "sample": "year_2022",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 3310,
      "lsoas": 3310,
      "collisions": 10966,
      "miles": 57736082324.90088,
      "clusters": 80,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.18804414294549904,
      "rr": 0.8285781305461268,
      "lower95": 0.7338385603257991,
      "upper95": 0.9355487099431155
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 3351,
      "lsoas": 3351,
      "collisions": 13074,
      "miles": 12187303142.852337,
      "clusters": 86,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.20549878295044546,
      "rr": 1.2281374862567789,
      "lower95": 1.1139366610016899,
      "upper95": 1.3540461840916391
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 3279,
      "lsoas": 3279,
      "collisions": 9719,
      "miles": 16719390003.757923,
      "clusters": 109,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.08752886666399064,
      "rr": 1.0914737711948097,
      "lower95": 1.0111653634876783,
      "upper95": 1.1781604040482316
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 3301,
      "lsoas": 3301,
      "collisions": 9027,
      "miles": 18381929447.496506,
      "clusters": 129,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.08063813217882572,
      "rr": 1.0839785686227852,
      "lower95": 1.0163055158992038,
      "upper95": 1.15615778803865
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 3274,
      "lsoas": 3274,
      "collisions": 8132,
      "miles": 19871425622.827232,
      "clusters": 136,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.04548113819184798,
      "rr": 1.0465312649558418,
      "lower95": 0.9984904563159546,
      "upper95": 1.0968834820625557
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 3334,
      "lsoas": 3334,
      "collisions": 7881,
      "miles": 21328888609.232487,
      "clusters": 140,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 3326,
      "lsoas": 3326,
      "collisions": 7927,
      "miles": 25951626405.54811,
      "clusters": 142,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.05352041090757114,
      "rr": 0.947886593580705,
      "lower95": 0.8975122995936742,
      "upper95": 1.0010882243026649
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 3334,
      "lsoas": 3334,
      "collisions": 8285,
      "miles": 28878714873.862274,
      "clusters": 130,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.07232595902037728,
      "rr": 0.9302276303007259,
      "lower95": 0.8666439806731268,
      "upper95": 0.9984762641549795
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 3316,
      "lsoas": 3316,
      "collisions": 8645,
      "miles": 33696698220.709618,
      "clusters": 122,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.0956242332215488,
      "rr": 0.9088054508112622,
      "lower95": 0.8294320598550428,
      "upper95": 0.9957745635834311
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 3283,
      "lsoas": 3283,
      "collisions": 9339,
      "miles": 40014290582.38193,
      "clusters": 110,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.10189259694083566,
      "rr": 0.9031265450138396,
      "lower95": 0.8007763972843094,
      "upper95": 1.0185584378794434
    },
    {
      "sample": "year_2023",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 3310,
      "lsoas": 3310,
      "collisions": 10674,
      "miles": 59179333091.33157,
      "clusters": 80,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.1940597237076411,
      "rr": 0.8236087138336382,
      "lower95": 0.7241326112570147,
      "upper95": 0.9367501241591524
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 22,
      "lsoas": 11,
      "collisions": 51,
      "miles": 89894450.24927756,
      "clusters": 3,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.3438869405243485,
      "rr": 1.4104191652417648,
      "lower95": 0.9749287545457591,
      "upper95": 2.0404385575929878
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 236,
      "lsoas": 118,
      "collisions": 569,
      "miles": 1248834010.3033867,
      "clusters": 6,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.229378130579222,
      "rr": 1.257817568383763,
      "lower95": 0.9772182057893224,
      "upper95": 1.618988498128663
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 540,
      "lsoas": 270,
      "collisions": 1151,
      "miles": 2679469320.3719897,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.12714039006091649,
      "rr": 1.1355764302354787,
      "lower95": 0.9501185894386572,
      "upper95": 1.357234605490907
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 708,
      "lsoas": 354,
      "collisions": 1662,
      "miles": 4722668781.783829,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.1355023302692097,
      "rr": 1.1451118642502456,
      "lower95": 0.9837124490222711,
      "upper95": 1.3329923627071896
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 820,
      "lsoas": 410,
      "collisions": 1916,
      "miles": 5985043102.214365,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 758,
      "lsoas": 379,
      "collisions": 1708,
      "miles": 6204836429.500349,
      "clusters": 10,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.046841693020232916,
      "rr": 0.9542384482405881,
      "lower95": 0.8238711474249253,
      "upper95": 1.1052347432564762
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 628,
      "lsoas": 314,
      "collisions": 1620,
      "miles": 5423197484.401018,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.0396774771666673,
      "rr": 0.961099365660976,
      "lower95": 0.7861194845246113,
      "upper95": 1.1750274721056242
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 686,
      "lsoas": 343,
      "collisions": 2026,
      "miles": 9004063885.401892,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.006106640005001957,
      "rr": 0.9939119676251068,
      "lower95": 0.6965339766969005,
      "upper95": 1.418252421903437
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 602,
      "lsoas": 301,
      "collisions": 1995,
      "miles": 8374300345.727462,
      "clusters": 10,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.06951709306491922,
      "rr": 1.071990384649406,
      "lower95": 0.7071187200614812,
      "upper95": 1.6251350051669773
    },
    {
      "sample": "region_East Midlands",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 694,
      "lsoas": 347,
      "collisions": 2726,
      "miles": 14400892190.04643,
      "clusters": 7,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.11733156150003643,
      "rr": 0.8892902898543492,
      "lower95": 0.5102019331903743,
      "upper95": 1.5500474776408644
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 2,
      "lsoas": 1,
      "collisions": 4,
      "miles": 3565508.7027095975,
      "clusters": 1,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.9298837450261628,
      "rr": 2.53421454544628,
      "lower95": 2.0907585121503858,
      "upper95": 3.0717289084458126
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 24,
      "lsoas": 12,
      "collisions": 36,
      "miles": 79522884.34260452,
      "clusters": 3,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.013445137669826015,
      "rr": 0.9866448444681425,
      "lower95": 0.7868160372244835,
      "upper95": 1.2372244629754905
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 94,
      "lsoas": 47,
      "collisions": 186,
      "miles": 315901214.04471254,
      "clusters": 5,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.09348450844614264,
      "rr": 1.0979935935826561,
      "lower95": 0.950907517503193,
      "upper95": 1.267830897702948
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 240,
      "lsoas": 120,
      "collisions": 533,
      "miles": 926144446.1432791,
      "clusters": 6,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.09253980817564934,
      "rr": 1.0969568085404608,
      "lower95": 0.999358296518559,
      "upper95": 1.2040869065631725
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 408,
      "lsoas": 204,
      "collisions": 927,
      "miles": 2506946576.2771115,
      "clusters": 8,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 732,
      "lsoas": 366,
      "collisions": 1917,
      "miles": 6202034417.436937,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.0977110239008076,
      "rr": 0.9069109414769608,
      "lower95": 0.8112216142989924,
      "upper95": 1.0138875016062907
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 1100,
      "lsoas": 550,
      "collisions": 2642,
      "miles": 7639863020.946137,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.07428670645490908,
      "rr": 0.9284054758372052,
      "lower95": 0.8087878165826432,
      "upper95": 1.065714282401574
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 1510,
      "lsoas": 755,
      "collisions": 3913,
      "miles": 13059129900.743404,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.11863479413218787,
      "rr": 0.8881320925933132,
      "lower95": 0.7776979788073448,
      "upper95": 1.0142479926511132
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 1692,
      "lsoas": 846,
      "collisions": 4491,
      "miles": 19117689050.678585,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.18376510303953836,
      "rr": 0.8321312459717741,
      "lower95": 0.6582037147205473,
      "upper95": 1.05201838737195
    },
    {
      "sample": "region_East of England",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 1714,
      "lsoas": 857,
      "collisions": 4863,
      "miles": 25122002980.684517,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.2761794019087402,
      "rr": 0.75867681048357,
      "lower95": 0.6216094386603657,
      "upper95": 0.9259680869807599
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 4302,
      "lsoas": 2151,
      "collisions": 21385,
      "miles": 12642707181.679768,
      "clusters": 30,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.15103525517148836,
      "rr": 1.1630376604512098,
      "lower95": 1.0177423986416199,
      "upper95": 1.3290756103245904
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 2264,
      "lsoas": 1132,
      "collisions": 9980,
      "miles": 8807383242.466244,
      "clusters": 31,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.055973594422874313,
      "rr": 1.0575697576281096,
      "lower95": 0.9425199065361541,
      "upper95": 1.18666331023182
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 1290,
      "lsoas": 645,
      "collisions": 5635,
      "miles": 5905902644.505884,
      "clusters": 30,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.008589228448607841,
      "rr": 0.9914475535889545,
      "lower95": 0.8810695409893764,
      "upper95": 1.115653425510229
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 672,
      "lsoas": 336,
      "collisions": 2699,
      "miles": 3005695944.2263947,
      "clusters": 25,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.015081335428126973,
      "rr": 1.0151956326292335,
      "lower95": 0.93042563458003,
      "upper95": 1.1076889266649086
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 500,
      "lsoas": 250,
      "collisions": 2042,
      "miles": 2584798443.200815,
      "clusters": 21,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 330,
      "lsoas": 165,
      "collisions": 1028,
      "miles": 1419481984.562107,
      "clusters": 17,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.14632556949821526,
      "rr": 0.8638764055882814,
      "lower95": 0.722765772971032,
      "upper95": 1.0325370570114691
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 270,
      "lsoas": 135,
      "collisions": 956,
      "miles": 1393212071.1683424,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.11480761373398606,
      "rr": 0.8915376470078005,
      "lower95": 0.7396174078275615,
      "upper95": 1.0746628832964389
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 156,
      "lsoas": 78,
      "collisions": 407,
      "miles": 756255795.6360316,
      "clusters": 8,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.3278348997559534,
      "rr": 0.7204819616340573,
      "lower95": 0.5565320488711542,
      "upper95": 0.932730213997501
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 154,
      "lsoas": 77,
      "collisions": 496,
      "miles": 1508988641.194695,
      "clusters": 8,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.16043198682324827,
      "rr": 0.8517757535768078,
      "lower95": 0.6347702246665974,
      "upper95": 1.1429678113248098
    },
    {
      "sample": "region_London",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 46,
      "lsoas": 23,
      "collisions": 133,
      "miles": 261774051.3597157,
      "clusters": 3,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.0918808585572558,
      "rr": 0.9122138255423206,
      "lower95": 0.7202745052739972,
      "upper95": 1.1553012877972213
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 500,
      "lsoas": 250,
      "collisions": 897,
      "miles": 2539765034.3950295,
      "clusters": 7,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.25062985827723755,
      "rr": 1.2848344254783213,
      "lower95": 1.0176573897836874,
      "upper95": 1.6221564521288454
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 534,
      "lsoas": 267,
      "collisions": 976,
      "miles": 3208140965.620737,
      "clusters": 10,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.16814718843719917,
      "rr": 1.1831107380532937,
      "lower95": 0.9937319535575343,
      "upper95": 1.4085800637545542
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 454,
      "lsoas": 227,
      "collisions": 820,
      "miles": 2930959694.70512,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.18473937772047613,
      "rr": 1.2029048954552026,
      "lower95": 0.9744336451021036,
      "upper95": 1.484944813618862
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 348,
      "lsoas": 174,
      "collisions": 605,
      "miles": 2560425298.818261,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.022982594741257484,
      "rr": 1.023248729483329,
      "lower95": 0.9218414663934935,
      "upper95": 1.135811308733548
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 286,
      "lsoas": 143,
      "collisions": 561,
      "miles": 2257395460.161842,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 278,
      "lsoas": 139,
      "collisions": 513,
      "miles": 1867153703.4054537,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.07764355218013011,
      "rr": 1.0807373635282744,
      "lower95": 0.8861160186405179,
      "upper95": 1.3181042034630912
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 244,
      "lsoas": 122,
      "collisions": 341,
      "miles": 1547589688.8218627,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.020494998420198918,
      "rr": 1.020706463085598,
      "lower95": 0.8103180375416925,
      "upper95": 1.2857194774355574
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 240,
      "lsoas": 120,
      "collisions": 411,
      "miles": 1660362756.7276404,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.0468454951504953,
      "rr": 1.0479600816559884,
      "lower95": 0.8375485532196874,
      "upper95": 1.3112318426468166
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 222,
      "lsoas": 111,
      "collisions": 411,
      "miles": 2317501470.4994826,
      "clusters": 5,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.03815086649430788,
      "rr": 1.0388879544398493,
      "lower95": 0.725012455675003,
      "upper95": 1.4886477789893588
    },
    {
      "sample": "region_North East",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 258,
      "lsoas": 129,
      "collisions": 608,
      "miles": 4056505926.8445716,
      "clusters": 4,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.06256788288758044,
      "rr": 1.064566722328241,
      "lower95": 0.6662006144450024,
      "upper95": 1.7011426914291037
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 922,
      "lsoas": 461,
      "collisions": 1528,
      "miles": 4851247412.111305,
      "clusters": 19,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.00812586487478701,
      "rr": 0.9919070607218535,
      "lower95": 0.7921839933166887,
      "upper95": 1.2419837126354871
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 1386,
      "lsoas": 693,
      "collisions": 2745,
      "miles": 8641040389.968687,
      "clusters": 21,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.005212092304323078,
      "rr": 1.005225698886734,
      "lower95": 0.8431963716212634,
      "upper95": 1.1983907185931266
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 1436,
      "lsoas": 718,
      "collisions": 3105,
      "miles": 8058479094.714853,
      "clusters": 22,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.12992830381318615,
      "rr": 1.1387467365990165,
      "lower95": 0.9860226516932449,
      "upper95": 1.3151261057624581
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 1390,
      "lsoas": 695,
      "collisions": 3003,
      "miles": 8375041966.668755,
      "clusters": 23,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.11653068366101302,
      "rr": 1.1235919858538967,
      "lower95": 1.0160134758446122,
      "upper95": 1.2425612264892656
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 1132,
      "lsoas": 566,
      "collisions": 2190,
      "miles": 7007629355.612423,
      "clusters": 23,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 828,
      "lsoas": 414,
      "collisions": 1725,
      "miles": 6658717904.923012,
      "clusters": 21,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0066508098860054736,
      "rr": 1.006672975634889,
      "lower95": 0.8813931344638407,
      "upper95": 1.1497598974265393
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 750,
      "lsoas": 375,
      "collisions": 1795,
      "miles": 7499132900.800064,
      "clusters": 19,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.013312414351629501,
      "rr": 0.9867758039362772,
      "lower95": 0.8919198223597985,
      "upper95": 1.0917197519591473
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 542,
      "lsoas": 271,
      "collisions": 1242,
      "miles": 5044230625.759633,
      "clusters": 18,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.0799067385100502,
      "rr": 0.9232024416071187,
      "lower95": 0.8136840460280309,
      "upper95": 1.0474615452396177
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 384,
      "lsoas": 192,
      "collisions": 1129,
      "miles": 5541144050.656342,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.12563751655405864,
      "rr": 0.8819344754976303,
      "lower95": 0.7196158796591736,
      "upper95": 1.0808661135155437
    },
    {
      "sample": "region_North West",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 364,
      "lsoas": 182,
      "collisions": 1318,
      "miles": 9362636298.784927,
      "clusters": 6,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.2546480545238554,
      "rr": 0.7751892743153145,
      "lower95": 0.6159607607314714,
      "upper95": 0.9755790454896763
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 110,
      "lsoas": 55,
      "collisions": 260,
      "miles": 401425298.8474226,
      "clusters": 6,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.322131609077536,
      "rr": 1.3800663932706976,
      "lower95": 1.1732821958696238,
      "upper95": 1.623295108832309
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 168,
      "lsoas": 84,
      "collisions": 397,
      "miles": 606018281.3641114,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.18680031456286442,
      "rr": 1.2053865628736433,
      "lower95": 0.8964037952392488,
      "upper95": 1.6208730637608955
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 446,
      "lsoas": 223,
      "collisions": 1202,
      "miles": 2220760253.2114916,
      "clusters": 12,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.07172786254814445,
      "rr": 1.0743629298870863,
      "lower95": 0.8861399062907924,
      "upper95": 1.3025659909021048
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 828,
      "lsoas": 414,
      "collisions": 2395,
      "miles": 5257496520.982683,
      "clusters": 15,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.04510660120405578,
      "rr": 1.0461393736817046,
      "lower95": 0.9543538357133571,
      "upper95": 1.1467524394126896
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 1200,
      "lsoas": 600,
      "collisions": 2985,
      "miles": 6505592065.727126,
      "clusters": 18,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 1492,
      "lsoas": 746,
      "collisions": 4284,
      "miles": 11099274945.771023,
      "clusters": 18,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.02403067819371453,
      "rr": 1.0243217417494248,
      "lower95": 0.9094316990082331,
      "upper95": 1.1537260376615448
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 1720,
      "lsoas": 860,
      "collisions": 4870,
      "miles": 14002027247.085375,
      "clusters": 18,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.01912709799931442,
      "rr": 0.981054664233498,
      "lower95": 0.8499906488576474,
      "upper95": 1.132328050323635
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 1786,
      "lsoas": 893,
      "collisions": 5425,
      "miles": 16867889272.23184,
      "clusters": 17,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.01878057957129946,
      "rr": 0.9813946766604285,
      "lower95": 0.8198112054209349,
      "upper95": 1.1748259904338607
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 1712,
      "lsoas": 856,
      "collisions": 5736,
      "miles": 19849862236.117767,
      "clusters": 16,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.023372778159438983,
      "rr": 1.0236480620716595,
      "lower95": 0.8157144357646425,
      "upper95": 1.2845860132422628
    },
    {
      "sample": "region_South East",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 1012,
      "lsoas": 506,
      "collisions": 3991,
      "miles": 19671353878.661163,
      "clusters": 10,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.12341458697122211,
      "rr": 0.8838971343513581,
      "lower95": 0.6804495579375569,
      "upper95": 1.1481734906002221
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 100,
      "lsoas": 50,
      "collisions": 228,
      "miles": 478694178.46925384,
      "clusters": 4,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.09307060119266525,
      "rr": 1.0975392201107255,
      "lower95": 0.8114133689705915,
      "upper95": 1.4845606268596223
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 336,
      "lsoas": 168,
      "collisions": 877,
      "miles": 1626410952.0577612,
      "clusters": 6,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.1416629688826568,
      "rr": 1.1521882597945472,
      "lower95": 0.9408958493082028,
      "upper95": 1.4109295805528999
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 446,
      "lsoas": 223,
      "collisions": 1042,
      "miles": 2061665192.4748993,
      "clusters": 7,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.09070754138319982,
      "rr": 1.094948731235895,
      "lower95": 0.9079585868197165,
      "upper95": 1.3204486872407886
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 462,
      "lsoas": 231,
      "collisions": 1020,
      "miles": 2729433375.141495,
      "clusters": 8,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.06400411850191987,
      "rr": 0.9380011363632933,
      "lower95": 0.8350395864474243,
      "upper95": 1.0536579895116462
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 472,
      "lsoas": 236,
      "collisions": 1085,
      "miles": 3085832071.8125343,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 460,
      "lsoas": 230,
      "collisions": 1163,
      "miles": 4022954000.279519,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.06063166114018984,
      "rr": 0.9411698453656668,
      "lower95": 0.7470922972228957,
      "upper95": 1.1856643163346037
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 470,
      "lsoas": 235,
      "collisions": 1228,
      "miles": 4691148082.219744,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.09520183439083546,
      "rr": 0.9091894102573325,
      "lower95": 0.7713709726099178,
      "upper95": 1.07163143685224
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 476,
      "lsoas": 238,
      "collisions": 1305,
      "miles": 5391601955.899345,
      "clusters": 7,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.05251380792903098,
      "rr": 0.9488412194331287,
      "lower95": 0.8230349557987596,
      "upper95": 1.0938777914014615
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 644,
      "lsoas": 322,
      "collisions": 1695,
      "miles": 6807261149.042133,
      "clusters": 7,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.11541117976942379,
      "rr": 0.8909997075220845,
      "lower95": 0.7972340575963908,
      "upper95": 0.9957934827796222
    },
    {
      "sample": "region_South West",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 870,
      "lsoas": 435,
      "collisions": 3314,
      "miles": 16097199042.603315,
      "clusters": 6,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.09047898152842017,
      "rr": 0.9134935339370559,
      "lower95": 0.7943352064944309,
      "upper95": 1.0505268175478528
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 44,
      "lsoas": 22,
      "collisions": 31,
      "miles": 182534835.43020943,
      "clusters": 3,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.3647746235542687,
      "rr": 0.6943531240838174,
      "lower95": 0.48319976031893425,
      "upper95": 0.9977783528011923
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 136,
      "lsoas": 68,
      "collisions": 169,
      "miles": 750076843.5973076,
      "clusters": 5,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.06257811068628719,
      "rr": 0.9393396874801684,
      "lower95": 0.7526390904635831,
      "upper95": 1.1723534688211015
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 270,
      "lsoas": 135,
      "collisions": 313,
      "miles": 1846193410.0462723,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.15240823746727633,
      "rr": 0.8586376811097957,
      "lower95": 0.6508412899935615,
      "upper95": 1.1327779579394854
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 406,
      "lsoas": 203,
      "collisions": 496,
      "miles": 2724075947.458273,
      "clusters": 15,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.11813562843154017,
      "rr": 0.8885755283363295,
      "lower95": 0.7586223565113507,
      "upper95": 1.0407898775737876
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 448,
      "lsoas": 224,
      "collisions": 598,
      "miles": 3006208242.497491,
      "clusters": 17,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 494,
      "lsoas": 247,
      "collisions": 660,
      "miles": 4535460579.830476,
      "clusters": 20,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.1821127551693903,
      "rr": 0.833507352854284,
      "lower95": 0.6839620471511275,
      "upper95": 1.015750084607616
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 494,
      "lsoas": 247,
      "collisions": 801,
      "miles": 4908925205.216026,
      "clusters": 21,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.047329470111745056,
      "rr": 0.953773106086544,
      "lower95": 0.7702695618421476,
      "upper95": 1.1809932301081845
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 472,
      "lsoas": 236,
      "collisions": 844,
      "miles": 4735026029.5301075,
      "clusters": 22,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0570159377062464,
      "rr": 1.0586726830752777,
      "lower95": 0.7984089644425825,
      "upper95": 1.4037766355395287
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 410,
      "lsoas": 205,
      "collisions": 787,
      "miles": 4435123427.760187,
      "clusters": 22,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.034051953547023665,
      "rr": 1.034638358464418,
      "lower95": 0.7626198355390585,
      "upper95": 1.4036830448414424
    },
    {
      "sample": "region_Wales",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 658,
      "lsoas": 329,
      "collisions": 1760,
      "miles": 9528875478.63365,
      "clusters": 18,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.005733375108537181,
      "rr": 1.0057498423595383,
      "lower95": 0.707045025640536,
      "upper95": 1.4306482737642554
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 170,
      "lsoas": 85,
      "collisions": 321,
      "miles": 712541859.1054876,
      "clusters": 5,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.03226008635014681,
      "rr": 0.9682547194916018,
      "lower95": 0.718720432186859,
      "upper95": 1.3044254202780432
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 638,
      "lsoas": 319,
      "collisions": 1597,
      "miles": 3842550589.4857273,
      "clusters": 7,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.10698989242880086,
      "rr": 1.1129230054739587,
      "lower95": 0.9030483736399639,
      "upper95": 1.3715739402981362
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 862,
      "lsoas": 431,
      "collisions": 2355,
      "miles": 5216093034.961006,
      "clusters": 10,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.11796749381176556,
      "rr": 1.125207534564938,
      "lower95": 0.9628028588613817,
      "upper95": 1.3150064773789687
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 786,
      "lsoas": 393,
      "collisions": 2084,
      "miles": 4526555313.118212,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.10348265412036345,
      "rr": 1.1090265561570682,
      "lower95": 1.0312693160335744,
      "upper95": 1.1926466570266545
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 778,
      "lsoas": 389,
      "collisions": 1917,
      "miles": 4960993411.052957,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 656,
      "lsoas": 328,
      "collisions": 1489,
      "miles": 4738946106.286654,
      "clusters": 12,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.07754561562049352,
      "rr": 0.9253848114314902,
      "lower95": 0.7981955124222415,
      "upper95": 1.0728412223584345
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 532,
      "lsoas": 266,
      "collisions": 1293,
      "miles": 5628653488.530824,
      "clusters": 10,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.28549056309105425,
      "rr": 0.7516454343543943,
      "lower95": 0.5935595921177004,
      "upper95": 0.9518351088727326
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 414,
      "lsoas": 207,
      "collisions": 980,
      "miles": 5242634473.570625,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.33527240576068845,
      "rr": 0.7151432506753829,
      "lower95": 0.5442233461942474,
      "upper95": 0.939742612225259
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 440,
      "lsoas": 220,
      "collisions": 1003,
      "miles": 6260651488.903716,
      "clusters": 9,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.4830313602730162,
      "rr": 0.6169104765892164,
      "lower95": 0.4588255638299425,
      "upper95": 0.8294623624471597
    },
    {
      "sample": "region_West Midlands",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 478,
      "lsoas": 239,
      "collisions": 1246,
      "miles": 8611780234.98479,
      "clusters": 8,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.4055362862209418,
      "rr": 0.6666192162802163,
      "lower95": 0.47577936779622676,
      "upper95": 0.9340068308812738
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 530,
      "lsoas": 265,
      "collisions": 1588,
      "miles": 2325254177.8334236,
      "clusters": 8,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.1434354106078986,
      "rr": 1.1542322572396098,
      "lower95": 0.9684708747285065,
      "upper95": 1.3756243356579185
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 836,
      "lsoas": 418,
      "collisions": 2486,
      "miles": 4312234049.988649,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.06244043097264774,
      "rr": 1.0644310499069451,
      "lower95": 0.9204532367025784,
      "upper95": 1.2309299536659748
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 764,
      "lsoas": 382,
      "collisions": 2329,
      "miles": 5195050663.562262,
      "clusters": 12,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.02568350992551475,
      "rr": 1.026016173147007,
      "lower95": 0.8721998669327784,
      "upper95": 1.2069586656338747
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 708,
      "lsoas": 354,
      "collisions": 2085,
      "miles": 4508658538.802332,
      "clusters": 13,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.022876579396945994,
      "rr": 1.023140255167029,
      "lower95": 0.9414411987972224,
      "upper95": 1.1119292241306806
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 624,
      "lsoas": 312,
      "collisions": 1794,
      "miles": 4301648754.536859,
      "clusters": 13,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 624,
      "lsoas": 312,
      "collisions": 1603,
      "miles": 4625927898.958095,
      "clusters": 13,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.10846366516943627,
      "rr": 0.8972114942523434,
      "lower95": 0.7979164038248354,
      "upper95": 1.008863161052696
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 460,
      "lsoas": 230,
      "collisions": 1183,
      "miles": 4348048725.016412,
      "clusters": 13,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.144991874117482,
      "rr": 0.8650293222088293,
      "lower95": 0.7668829086039727,
      "upper95": 0.9757366083998685
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 350,
      "lsoas": 175,
      "collisions": 954,
      "miles": 4880655037.886828,
      "clusters": 12,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.30360837388283557,
      "rr": 0.7381498886273492,
      "lower95": 0.6304875876641634,
      "upper95": 0.8641966451697968
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 306,
      "lsoas": 153,
      "collisions": 1045,
      "miles": 4916826819.785765,
      "clusters": 11,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.26504601783254406,
      "rr": 0.7671706456332438,
      "lower95": 0.6712590818903456,
      "upper95": 0.8767863488176562
    },
    {
      "sample": "region_Yorkshire and The Humber",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 526,
      "lsoas": 263,
      "collisions": 1681,
      "miles": 9802395333.629375,
      "clusters": 7,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": -0.3525033690279411,
      "rr": 0.7029262016287151,
      "lower95": 0.6050614734769257,
      "upper95": 0.8166199082166747
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 20,
      "lsoas": 10,
      "collisions": 66,
      "miles": 138350195.83999008,
      "clusters": 2,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.3501369934280839,
      "rr": 1.4192619648379916,
      "lower95": 1.1557968007983732,
      "upper95": 1.7427843055495602
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 48,
      "lsoas": 24,
      "collisions": 157,
      "miles": 504510540.8359251,
      "clusters": 14,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": true,
      "logEffect": 0.27187254158931934,
      "rr": 1.3124197117195002,
      "lower95": 0.846322776775975,
      "upper95": 2.0352110884590244
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 146,
      "lsoas": 73,
      "collisions": 315,
      "miles": 1072609966.563451,
      "clusters": 21,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.34793684607868414,
      "rr": 1.416142811944162,
      "lower95": 1.056377936352036,
      "upper95": 1.8984308501808789
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 240,
      "lsoas": 120,
      "collisions": 561,
      "miles": 2511987870.285489,
      "clusters": 39,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.16480258439582837,
      "rr": 1.1791603110869893,
      "lower95": 0.9780082138571908,
      "upper95": 1.4216844189468076
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 432,
      "lsoas": 216,
      "collisions": 1093,
      "miles": 5037279521.267281,
      "clusters": 56,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 784,
      "lsoas": 392,
      "collisions": 2156,
      "miles": 12238084608.05318,
      "clusters": 80,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.049266058686847074,
      "rr": 0.951927827335638,
      "lower95": 0.8347411430451467,
      "upper95": 1.0855659817488335
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 1254,
      "lsoas": 627,
      "collisions": 4182,
      "miles": 21026398539.94245,
      "clusters": 79,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.03881349770661124,
      "rr": 1.039576582152458,
      "lower95": 0.9074482594312154,
      "upper95": 1.1909433501334576
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 1706,
      "lsoas": 853,
      "collisions": 5875,
      "miles": 31115365554.64364,
      "clusters": 78,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.011339646533793312,
      "rr": 0.9887244049223939,
      "lower95": 0.8570123419455963,
      "upper95": 1.140678962300404
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 2312,
      "lsoas": 1156,
      "collisions": 8357,
      "miles": 44701645034.77609,
      "clusters": 75,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.015542108452191368,
      "rr": 0.9845780468212191,
      "lower95": 0.862473476740453,
      "upper95": 1.123969555499745
    },
    {
      "sample": "urbanRural_Rural",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 4360,
      "lsoas": 2180,
      "collisions": 16684,
      "miles": 97749156615.13272,
      "clusters": 63,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.1093237892865896,
      "rr": 0.8964401127974028,
      "lower95": 0.7748566086095213,
      "upper95": 1.037101402896063
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 6682,
      "lsoas": 3341,
      "collisions": 26227,
      "miles": 24089279740.9839,
      "clusters": 86,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.17521550863265226,
      "rr": 1.1915029681207419,
      "lower95": 1.091040753045618,
      "upper95": 1.3012156686883893
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 6510,
      "lsoas": 3255,
      "collisions": 19675,
      "miles": 32617701668.359295,
      "clusters": 109,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.07622814178787989,
      "rr": 1.0792087586894294,
      "lower95": 1.0067272054280543,
      "upper95": 1.156908781795322
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 6456,
      "lsoas": 3228,
      "collisions": 17823,
      "miles": 35357864556.035034,
      "clusters": 128,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0549371984330981,
      "rr": 1.056474264352871,
      "lower95": 0.9945364756727907,
      "upper95": 1.122269417504157
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 6308,
      "lsoas": 3154,
      "collisions": 16021,
      "miles": 36824208262.85802,
      "clusters": 136,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0407635300025595,
      "rr": 1.041605767907626,
      "lower95": 0.9979879372234882,
      "upper95": 1.0871299494429405
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 6236,
      "lsoas": 3118,
      "collisions": 14922,
      "miles": 37164807961.82625,
      "clusters": 139,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 5868,
      "lsoas": 2934,
      "collisions": 13934,
      "miles": 39136703362.90045,
      "clusters": 138,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.0481998104615187,
      "rr": 0.9529433600009143,
      "lower95": 0.9000461271303024,
      "upper95": 1.0089494526966212
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 5414,
      "lsoas": 2707,
      "collisions": 12547,
      "miles": 36055399374.26335,
      "clusters": 127,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.0938198572880336,
      "rr": 0.9104467578170737,
      "lower95": 0.852235074089334,
      "upper95": 0.9726345746862936
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 4926,
      "lsoas": 2463,
      "collisions": 11632,
      "miles": 35526484178.74371,
      "clusters": 118,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.11823593147494599,
      "rr": 0.8884864059762381,
      "lower95": 0.8090130169512221,
      "upper95": 0.9757668629108949
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 4254,
      "lsoas": 2127,
      "collisions": 10431,
      "miles": 34427703645.59005,
      "clusters": 100,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.11859973341672254,
      "rr": 0.8881632316857835,
      "lower95": 0.7675485702829049,
      "upper95": 1.0277316076919853
    },
    {
      "sample": "urbanRural_Urban",
      "scenario": "fitted",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 2260,
      "lsoas": 1130,
      "collisions": 4956,
      "miles": 19166258801.09974,
      "clusters": 73,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.22086603063091031,
      "rr": 0.8018240929628858,
      "lower95": 0.6939386108620226,
      "upper95": 0.9264823515975078
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 6702,
      "lsoas": 3351,
      "collisions": 26293,
      "miles": 24168663021.883026,
      "clusters": 86,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.16652672648363592,
      "rr": 1.1811951046401457,
      "lower95": 1.0789933678132402,
      "upper95": 1.293077341201359
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 6558,
      "lsoas": 3279,
      "collisions": 19832,
      "miles": 33089336533.794853,
      "clusters": 109,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.08009343691718725,
      "rr": 1.083388291407934,
      "lower95": 1.0087542005935002,
      "upper95": 1.1635442898470596
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 6602,
      "lsoas": 3301,
      "collisions": 18138,
      "miles": 36497204547.273384,
      "clusters": 129,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.06734704133183053,
      "rr": 1.0696666323006523,
      "lower95": 1.0073369955973257,
      "upper95": 1.135852956119163
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 6548,
      "lsoas": 3274,
      "collisions": 16582,
      "miles": 39355750895.27546,
      "clusters": 136,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.04903109183905052,
      "rr": 1.0502530045297715,
      "lower95": 1.0097960100599261,
      "upper95": 1.0923308891449799
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 6668,
      "lsoas": 3334,
      "collisions": 16015,
      "miles": 42303376101.020546,
      "clusters": 140,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 6652,
      "lsoas": 3326,
      "collisions": 16090,
      "miles": 51374705711.05879,
      "clusters": 142,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.05401435991108926,
      "rr": 0.9474185015586689,
      "lower95": 0.8982209288560602,
      "upper95": 0.9993107355434535
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 6668,
      "lsoas": 3334,
      "collisions": 16729,
      "miles": 57262571691.51026,
      "clusters": 130,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.084810786375202,
      "rr": 0.9186860958834422,
      "lower95": 0.8583500936620269,
      "upper95": 0.9832632966448742
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 6632,
      "lsoas": 3316,
      "collisions": 17507,
      "miles": 66639622276.1241,
      "clusters": 122,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.10448324419164819,
      "rr": 0.9007898907432068,
      "lower95": 0.8240012494429769,
      "upper95": 0.9847344622519424
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 6566,
      "lsoas": 3283,
      "collisions": 18788,
      "miles": 78976249179.86249,
      "clusters": 110,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.11269088176020955,
      "rr": 0.893426791952433,
      "lower95": 0.7925149524750174,
      "upper95": 1.0071878518955495
    },
    {
      "sample": "development",
      "scenario": "benchmark",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 6620,
      "lsoas": 3310,
      "collisions": 21640,
      "miles": 116794320042.19708,
      "clusters": 80,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.19181442138215948,
      "rr": 0.8254600420120568,
      "lower95": 0.731374566120706,
      "upper95": 0.9316488602723588
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 6702,
      "lsoas": 3351,
      "collisions": 26293,
      "miles": 24032256498.802483,
      "clusters": 86,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.12705083863626151,
      "rr": 1.135474742301564,
      "lower95": 1.0322844119198744,
      "upper95": 1.2489802960474023
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 6558,
      "lsoas": 3279,
      "collisions": 19832,
      "miles": 32716497611.796925,
      "clusters": 109,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.038431244627750674,
      "rr": 1.0391792767436647,
      "lower95": 0.9633177833533703,
      "upper95": 1.1210148799021524
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 6602,
      "lsoas": 3301,
      "collisions": 18138,
      "miles": 35763972191.37781,
      "clusters": 129,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.03220241645812353,
      "rr": 1.032726524995292,
      "lower95": 0.9698314822549741,
      "upper95": 1.0997004066614287
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 6548,
      "lsoas": 3274,
      "collisions": 16582,
      "miles": 37961842596.212585,
      "clusters": 136,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.030110942025422548,
      "rr": 1.0305688610083397,
      "lower95": 0.9889760259843512,
      "upper95": 1.073910943617588
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 6668,
      "lsoas": 3334,
      "collisions": 16015,
      "miles": 40576728862.59325,
      "clusters": 140,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 6652,
      "lsoas": 3326,
      "collisions": 16090,
      "miles": 49658606033.18512,
      "clusters": 142,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.04009786587232375,
      "rr": 0.9606954152566815,
      "lower95": 0.9091121287227313,
      "upper95": 1.0152055524678762
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 6668,
      "lsoas": 3334,
      "collisions": 16729,
      "miles": 56260742036.63462,
      "clusters": 130,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.05932119331765481,
      "rr": 0.9424040266643741,
      "lower95": 0.8776958557761687,
      "upper95": 1.0118828106893982
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 6632,
      "lsoas": 3316,
      "collisions": 17507,
      "miles": 66331878856.597626,
      "clusters": 122,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.07336719586303304,
      "rr": 0.9292595471094074,
      "lower95": 0.8458608154118836,
      "upper95": 1.0208810836963722
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 6566,
      "lsoas": 3283,
      "collisions": 18788,
      "miles": 79827121515.34863,
      "clusters": 110,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.07371837193389849,
      "rr": 0.9289332706864285,
      "lower95": 0.8209472462064936,
      "upper95": 1.0511235957920921
    },
    {
      "sample": "development",
      "scenario": "length",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 6620,
      "lsoas": 3310,
      "collisions": 21640,
      "miles": 123332153797.45097,
      "clusters": 80,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.14589811166282934,
      "rr": 0.8642457552617372,
      "lower95": 0.7601360018645081,
      "upper95": 0.9826145895679688
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D1",
      "bandValue": 1,
      "referenceBand": "D5",
      "rows": 1264,
      "lsoas": 876,
      "collisions": 2715,
      "miles": 2755918530.671822,
      "clusters": 64,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.2520742782169394,
      "rr": 1.2866916068937375,
      "lower95": 1.0411288728215373,
      "upper95": 1.590173257575746
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D2",
      "bandValue": 2,
      "referenceBand": "D5",
      "rows": 989,
      "lsoas": 753,
      "collisions": 1449,
      "miles": 3617671226.9048634,
      "clusters": 88,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.1397473939976755,
      "rr": 1.1499832694875955,
      "lower95": 0.9668869004947631,
      "upper95": 1.367752029140809
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D3",
      "bandValue": 3,
      "referenceBand": "D5",
      "rows": 950,
      "lsoas": 732,
      "collisions": 1111,
      "miles": 3273999408.3656197,
      "clusters": 109,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.06675196510583774,
      "rr": 1.0690302884733522,
      "lower95": 0.9063892152097,
      "upper95": 1.260855423361384
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D4",
      "bandValue": 4,
      "referenceBand": "D5",
      "rows": 798,
      "lsoas": 648,
      "collisions": 755,
      "miles": 3485660413.7037416,
      "clusters": 115,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.04375367146876744,
      "rr": 1.0447249776207836,
      "lower95": 0.8591038045042005,
      "upper95": 1.270452153910128
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D5",
      "bandValue": 5,
      "referenceBand": "D5",
      "rows": 823,
      "lsoas": 664,
      "collisions": 716,
      "miles": 3762170698.930772,
      "clusters": 119,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D6",
      "bandValue": 6,
      "referenceBand": "D5",
      "rows": 941,
      "lsoas": 769,
      "collisions": 851,
      "miles": 5679726034.868513,
      "clusters": 117,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.001049705808778482,
      "rr": 0.9989508449396393,
      "lower95": 0.8464250689585999,
      "upper95": 1.1789617618880193
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D7",
      "bandValue": 7,
      "referenceBand": "D5",
      "rows": 1032,
      "lsoas": 840,
      "collisions": 933,
      "miles": 6498132814.284082,
      "clusters": 105,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.07823193656311773,
      "rr": 0.9247499183505488,
      "lower95": 0.7832773301236255,
      "upper95": 1.0917747502718804
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D8",
      "bandValue": 8,
      "referenceBand": "D5",
      "rows": 1082,
      "lsoas": 853,
      "collisions": 1102,
      "miles": 7955960273.978952,
      "clusters": 100,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.01580335964752447,
      "rr": 1.01592889314749,
      "lower95": 0.8483498005527281,
      "upper95": 1.21661078397075
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D9",
      "bandValue": 9,
      "referenceBand": "D5",
      "rows": 1182,
      "lsoas": 925,
      "collisions": 1286,
      "miles": 9344644560.996445,
      "clusters": 87,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": 0.0319304013330801,
      "rr": 1.0324456459638638,
      "lower95": 0.8733935422762037,
      "upper95": 1.2204624379197024
    },
    {
      "sample": "development",
      "scenario": "counted_routes",
      "band": "D10",
      "bandValue": 10,
      "referenceBand": "D5",
      "rows": 1337,
      "lsoas": 1041,
      "collisions": 1558,
      "miles": 14176571794.484152,
      "clusters": 65,
      "sourceReportingAreas": null,
      "estimable": true,
      "weakSupport": false,
      "logEffect": -0.08267090744048722,
      "rr": 0.9206540777781762,
      "lower95": 0.7658836118363384,
      "upper95": 1.106700702078358
    }
  ],
  "raw": [
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3351,
      "collisions": 13219,
      "miles": 12040326793.971554,
      "frequencyPer100k": 0.10978937886153219,
      "clusters": 86,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3279,
      "collisions": 10113,
      "miles": 16402822205.437294,
      "frequencyPer100k": 0.06165402437056039,
      "clusters": 109,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3301,
      "collisions": 9111,
      "miles": 18048545075.101982,
      "frequencyPer100k": 0.05048052328920767,
      "clusters": 129,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3274,
      "collisions": 8450,
      "miles": 19464770510.316277,
      "frequencyPer100k": 0.04341176278200415,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3334,
      "collisions": 8134,
      "miles": 20873198873.86104,
      "frequencyPer100k": 0.03896863173275274,
      "clusters": 140,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3326,
      "collisions": 8163,
      "miles": 25423161565.405518,
      "frequencyPer100k": 0.032108516397534814,
      "clusters": 142,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3334,
      "collisions": 8444,
      "miles": 28203083040.34353,
      "frequencyPer100k": 0.029939989142042208,
      "clusters": 130,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3316,
      "collisions": 8862,
      "miles": 32945151512.67773,
      "frequencyPer100k": 0.02689925404225197,
      "clusters": 122,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3283,
      "collisions": 9449,
      "miles": 39115058097.98419,
      "frequencyPer100k": 0.024156937147658125,
      "clusters": 110,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2022,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3310,
      "collisions": 10966,
      "miles": 57736082324.90088,
      "frequencyPer100k": 0.01899332195470162,
      "clusters": 80,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3351,
      "collisions": 13074,
      "miles": 12187303142.852337,
      "frequencyPer100k": 0.1072755789099059,
      "clusters": 86,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3279,
      "collisions": 9719,
      "miles": 16719390003.757923,
      "frequencyPer100k": 0.05813011119314469,
      "clusters": 109,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3301,
      "collisions": 9027,
      "miles": 18381929447.496506,
      "frequencyPer100k": 0.04910801135312493,
      "clusters": 129,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3274,
      "collisions": 8132,
      "miles": 19871425622.827232,
      "frequencyPer100k": 0.040923082995406194,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3334,
      "collisions": 7881,
      "miles": 21328888609.232487,
      "frequencyPer100k": 0.03694988587726323,
      "clusters": 140,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3326,
      "collisions": 7927,
      "miles": 25951626405.54811,
      "frequencyPer100k": 0.030545291752139717,
      "clusters": 142,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3334,
      "collisions": 8285,
      "miles": 28878714873.862274,
      "frequencyPer100k": 0.028688949754819733,
      "clusters": 130,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3316,
      "collisions": 8645,
      "miles": 33696698220.709618,
      "frequencyPer100k": 0.025655332588897028,
      "clusters": 122,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3283,
      "collisions": 9339,
      "miles": 40014290582.38193,
      "frequencyPer100k": 0.02333916174465907,
      "clusters": 110,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2023,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3310,
      "collisions": 10674,
      "miles": 59179333091.33157,
      "frequencyPer100k": 0.01803670207558236,
      "clusters": 80,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3518,
      "collisions": 12088,
      "miles": 13264108424.593462,
      "frequencyPer100k": 0.09113315130617601,
      "clusters": 91,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3449,
      "collisions": 9545,
      "miles": 17892843615.185154,
      "frequencyPer100k": 0.05334534971232536,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3480,
      "collisions": 8893,
      "miles": 19846575046.034004,
      "frequencyPer100k": 0.044808738935422074,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3467,
      "collisions": 8407,
      "miles": 21818937000.782253,
      "frequencyPer100k": 0.03853074968637836,
      "clusters": 143,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3510,
      "collisions": 7924,
      "miles": 23429869309.44841,
      "frequencyPer100k": 0.033820077676679744,
      "clusters": 147,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3512,
      "collisions": 8082,
      "miles": 28133432309.873703,
      "frequencyPer100k": 0.02872738708516395,
      "clusters": 149,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3536,
      "collisions": 8288,
      "miles": 31530863157.129623,
      "frequencyPer100k": 0.02628535717115614,
      "clusters": 137,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3500,
      "collisions": 9087,
      "miles": 36735269311.57042,
      "frequencyPer100k": 0.024736445846983052,
      "clusters": 127,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3456,
      "collisions": 9190,
      "miles": 43289456978.540474,
      "frequencyPer100k": 0.021229187523779017,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2024,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3416,
      "collisions": 10990,
      "miles": 62698844846.842514,
      "frequencyPer100k": 0.017528233617135694,
      "clusters": 85,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3518,
      "collisions": 11853,
      "miles": 13387382501.132513,
      "frequencyPer100k": 0.08853859220797858,
      "clusters": 91,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3449,
      "collisions": 9421,
      "miles": 18113578207.24596,
      "frequencyPer100k": 0.052010706510938434,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3480,
      "collisions": 8838,
      "miles": 20204484533.50599,
      "frequencyPer100k": 0.043742764064797365,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3467,
      "collisions": 8403,
      "miles": 22275780519.368065,
      "frequencyPer100k": 0.037722583918861415,
      "clusters": 143,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3510,
      "collisions": 8219,
      "miles": 23815311835.615894,
      "frequencyPer100k": 0.03451141037636321,
      "clusters": 147,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3512,
      "collisions": 8045,
      "miles": 28645242919.11359,
      "frequencyPer100k": 0.02808494249016111,
      "clusters": 149,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3536,
      "collisions": 8305,
      "miles": 32144899726.60897,
      "frequencyPer100k": 0.025836135967552173,
      "clusters": 137,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3500,
      "collisions": 8935,
      "miles": 37473005723.67917,
      "frequencyPer100k": 0.02384383058536983,
      "clusters": 127,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3456,
      "collisions": 9542,
      "miles": 44274262221.86247,
      "frequencyPer100k": 0.02155202485856036,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "fitted",
      "year": 2025,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3415,
      "collisions": 11230,
      "miles": 64133951811.867386,
      "frequencyPer100k": 0.017510226148144504,
      "clusters": 85,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3351,
      "collisions": 13219,
      "miles": 12011094156.293682,
      "frequencyPer100k": 0.11005658458745317,
      "clusters": 86,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3279,
      "collisions": 10113,
      "miles": 16386850134.968899,
      "frequencyPer100k": 0.0617141178243844,
      "clusters": 109,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3301,
      "collisions": 9111,
      "miles": 18082109300.073524,
      "frequencyPer100k": 0.050386820745315114,
      "clusters": 129,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3274,
      "collisions": 8450,
      "miles": 19474264391.690727,
      "frequencyPer100k": 0.04339059915200413,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3334,
      "collisions": 8134,
      "miles": 20923113891.840195,
      "frequencyPer100k": 0.03887566660511359,
      "clusters": 140,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3326,
      "collisions": 8163,
      "miles": 25422633937.416092,
      "frequencyPer100k": 0.0321091827860763,
      "clusters": 142,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3334,
      "collisions": 8444,
      "miles": 28292490254.032448,
      "frequencyPer100k": 0.02984537566040692,
      "clusters": 130,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3316,
      "collisions": 8862,
      "miles": 32944269174.14882,
      "frequencyPer100k": 0.02689997447857778,
      "clusters": 122,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3283,
      "collisions": 9449,
      "miles": 39039449565.47663,
      "frequencyPer100k": 0.024203722401752153,
      "clusters": 110,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2022,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3310,
      "collisions": 10966,
      "miles": 57675925194.058975,
      "frequencyPer100k": 0.01901313236519971,
      "clusters": 80,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3351,
      "collisions": 13074,
      "miles": 12157568865.589344,
      "frequencyPer100k": 0.10753794730297202,
      "clusters": 86,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3279,
      "collisions": 9719,
      "miles": 16702486398.825954,
      "frequencyPer100k": 0.05818894126256055,
      "clusters": 109,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3301,
      "collisions": 9027,
      "miles": 18415095247.199852,
      "frequencyPer100k": 0.0490195672562303,
      "clusters": 129,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3274,
      "collisions": 8132,
      "miles": 19881486503.58473,
      "frequencyPer100k": 0.040902374168721035,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3334,
      "collisions": 7881,
      "miles": 21380262209.18035,
      "frequencyPer100k": 0.03686110078021411,
      "clusters": 140,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3326,
      "collisions": 7927,
      "miles": 25952071773.642693,
      "frequencyPer100k": 0.030544767558984554,
      "clusters": 142,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3334,
      "collisions": 8285,
      "miles": 28970081437.47782,
      "frequencyPer100k": 0.02859846983129953,
      "clusters": 130,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3316,
      "collisions": 8645,
      "miles": 33695353101.975285,
      "frequencyPer100k": 0.02565635674995557,
      "clusters": 122,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3283,
      "collisions": 9339,
      "miles": 39936799614.385864,
      "frequencyPer100k": 0.023384447652725647,
      "clusters": 110,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2023,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3310,
      "collisions": 10674,
      "miles": 59118394848.1381,
      "frequencyPer100k": 0.018055294003531577,
      "clusters": 80,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3518,
      "collisions": 12088,
      "miles": 13245652824.68441,
      "frequencyPer100k": 0.09126013009697019,
      "clusters": 91,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3449,
      "collisions": 9545,
      "miles": 17877201645.525784,
      "frequencyPer100k": 0.0533920251572979,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3480,
      "collisions": 8893,
      "miles": 19874044443.534744,
      "frequencyPer100k": 0.0447468054389553,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3467,
      "collisions": 8407,
      "miles": 21828333484.134407,
      "frequencyPer100k": 0.038514163282829174,
      "clusters": 143,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3510,
      "collisions": 7924,
      "miles": 23482516407.338696,
      "frequencyPer100k": 0.033744254076294875,
      "clusters": 147,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3512,
      "collisions": 8082,
      "miles": 28154349236.721176,
      "frequencyPer100k": 0.02870604442690795,
      "clusters": 149,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3536,
      "collisions": 8288,
      "miles": 31629351458.652718,
      "frequencyPer100k": 0.026203509138764475,
      "clusters": 137,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3500,
      "collisions": 9087,
      "miles": 36737590548.31984,
      "frequencyPer100k": 0.02473488289344437,
      "clusters": 127,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3456,
      "collisions": 9190,
      "miles": 43183360235.45259,
      "frequencyPer100k": 0.02128134529108555,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2024,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3416,
      "collisions": 10990,
      "miles": 62627799715.63564,
      "frequencyPer100k": 0.017548117688790908,
      "clusters": 85,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3518,
      "collisions": 11853,
      "miles": 13367936674.81429,
      "frequencyPer100k": 0.08866738591252839,
      "clusters": 91,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3449,
      "collisions": 9421,
      "miles": 18097059779.71167,
      "frequencyPer100k": 0.05205818024959908,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3480,
      "collisions": 8838,
      "miles": 20232228155.511944,
      "frequencyPer100k": 0.043682781412250085,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3467,
      "collisions": 8403,
      "miles": 22285634259.83018,
      "frequencyPer100k": 0.037705904629092804,
      "clusters": 143,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3510,
      "collisions": 8219,
      "miles": 23868845605.550507,
      "frequencyPer100k": 0.03443400713978701,
      "clusters": 147,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3512,
      "collisions": 8045,
      "miles": 28666521615.06452,
      "frequencyPer100k": 0.028064095491000477,
      "clusters": 149,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3536,
      "collisions": 8305,
      "miles": 32244635194.727753,
      "frequencyPer100k": 0.025756222546310374,
      "clusters": 137,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3500,
      "collisions": 8935,
      "miles": 37475159813.91504,
      "frequencyPer100k": 0.02384246003050349,
      "clusters": 127,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3456,
      "collisions": 9542,
      "miles": 44165699478.87483,
      "frequencyPer100k": 0.021605001420987553,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "benchmark",
      "year": 2025,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3415,
      "collisions": 11230,
      "miles": 64064179421.99927,
      "frequencyPer100k": 0.01752929656060448,
      "clusters": 85,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3351,
      "collisions": 13219,
      "miles": 11943520438.942955,
      "frequencyPer100k": 0.11067925966700928,
      "clusters": 86,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3279,
      "collisions": 10113,
      "miles": 16201893094.416723,
      "frequencyPer100k": 0.06241863182941878,
      "clusters": 109,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3301,
      "collisions": 9111,
      "miles": 17718601269.359543,
      "frequencyPer100k": 0.05142053744250958,
      "clusters": 129,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3274,
      "collisions": 8450,
      "miles": 18783119859.576088,
      "frequencyPer100k": 0.04498720161066313,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3334,
      "collisions": 8134,
      "miles": 20067546951.925774,
      "frequencyPer100k": 0.04053310561318719,
      "clusters": 140,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3326,
      "collisions": 8163,
      "miles": 24572688960.489006,
      "frequencyPer100k": 0.0332198076210767,
      "clusters": 142,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3334,
      "collisions": 8444,
      "miles": 27797069728.116074,
      "frequencyPer100k": 0.030377302653088984,
      "clusters": 130,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3316,
      "collisions": 8862,
      "miles": 32791605524.91537,
      "frequencyPer100k": 0.027025209220898225,
      "clusters": 122,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3283,
      "collisions": 9449,
      "miles": 39460361166.19958,
      "frequencyPer100k": 0.023945548699370992,
      "clusters": 110,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2022,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3310,
      "collisions": 10966,
      "miles": 60915793006.05889,
      "frequencyPer100k": 0.018001899768274026,
      "clusters": 80,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3351,
      "collisions": 13074,
      "miles": 12088736059.859524,
      "frequencyPer100k": 0.10815026430605952,
      "clusters": 86,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3279,
      "collisions": 9719,
      "miles": 16514604517.380203,
      "frequencyPer100k": 0.05885094002566992,
      "clusters": 109,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3301,
      "collisions": 9027,
      "miles": 18045370922.01826,
      "frequencyPer100k": 0.05002390939487758,
      "clusters": 129,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3274,
      "collisions": 8132,
      "miles": 19178722736.6365,
      "frequencyPer100k": 0.04240115523681721,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3334,
      "collisions": 7881,
      "miles": 20509181910.66748,
      "frequencyPer100k": 0.03842669119776465,
      "clusters": 140,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3326,
      "collisions": 7927,
      "miles": 25085917072.696106,
      "frequencyPer100k": 0.031599402872250854,
      "clusters": 142,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3334,
      "collisions": 8285,
      "miles": 28463672308.518543,
      "frequencyPer100k": 0.02910727719950768,
      "clusters": 130,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3316,
      "collisions": 8645,
      "miles": 33540273331.68226,
      "frequencyPer100k": 0.025774983747177467,
      "clusters": 122,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3283,
      "collisions": 9339,
      "miles": 40366760349.14904,
      "frequencyPer100k": 0.023135371576076633,
      "clusters": 110,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2023,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3310,
      "collisions": 10674,
      "miles": 62416360791.39208,
      "frequencyPer100k": 0.01710128540764277,
      "clusters": 80,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3518,
      "collisions": 12088,
      "miles": 13165446722.759655,
      "frequencyPer100k": 0.0918161020628565,
      "clusters": 91,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3449,
      "collisions": 9545,
      "miles": 17665352873.301563,
      "frequencyPer100k": 0.054032320036050824,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3480,
      "collisions": 8893,
      "miles": 19431548143.065384,
      "frequencyPer100k": 0.04576578219360088,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3467,
      "collisions": 8407,
      "miles": 21107506380.044106,
      "frequencyPer100k": 0.03982943247122891,
      "clusters": 143,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3510,
      "collisions": 7924,
      "miles": 22540377914.097336,
      "frequencyPer100k": 0.03515469008638105,
      "clusters": 147,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3512,
      "collisions": 8082,
      "miles": 27196785114.947,
      "frequencyPer100k": 0.02971674764440536,
      "clusters": 149,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3536,
      "collisions": 8288,
      "miles": 31035445726.288788,
      "frequencyPer100k": 0.02670494915102699,
      "clusters": 137,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3500,
      "collisions": 9087,
      "miles": 36571836013.53095,
      "frequencyPer100k": 0.024846988804822282,
      "clusters": 127,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3456,
      "collisions": 9190,
      "miles": 43726243711.754875,
      "frequencyPer100k": 0.0210171266038328,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2024,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3416,
      "collisions": 10990,
      "miles": 66199657400.21034,
      "frequencyPer100k": 0.016601294374621767,
      "clusters": 85,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D1",
      "bandValue": 1,
      "nationalLSOAs": 3581,
      "eligibleLSOAs": 3518,
      "collisions": 11853,
      "miles": 13286679992.53548,
      "frequencyPer100k": 0.08920964459638579,
      "clusters": 91,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D2",
      "bandValue": 2,
      "nationalLSOAs": 3554,
      "eligibleLSOAs": 3449,
      "collisions": 9421,
      "miles": 17882044459.270172,
      "frequencyPer100k": 0.052684132518841215,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D3",
      "bandValue": 3,
      "nationalLSOAs": 3569,
      "eligibleLSOAs": 3480,
      "collisions": 8838,
      "miles": 19783168080.904675,
      "frequencyPer100k": 0.04467434115636267,
      "clusters": 136,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D4",
      "bandValue": 4,
      "nationalLSOAs": 3565,
      "eligibleLSOAs": 3467,
      "collisions": 8403,
      "miles": 21550896896.90255,
      "frequencyPer100k": 0.03899141664590182,
      "clusters": 143,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D5",
      "bandValue": 5,
      "nationalLSOAs": 3573,
      "eligibleLSOAs": 3510,
      "collisions": 8219,
      "miles": 22908861946.509792,
      "frequencyPer100k": 0.03587694587007706,
      "clusters": 147,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D6",
      "bandValue": 6,
      "nationalLSOAs": 3562,
      "eligibleLSOAs": 3512,
      "collisions": 8045,
      "miles": 27691357618.315517,
      "frequencyPer100k": 0.029052385624744183,
      "clusters": 149,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D7",
      "bandValue": 7,
      "nationalLSOAs": 3571,
      "eligibleLSOAs": 3536,
      "collisions": 8305,
      "miles": 31639160688.16131,
      "frequencyPer100k": 0.026249116030146628,
      "clusters": 137,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D8",
      "bandValue": 8,
      "nationalLSOAs": 3563,
      "eligibleLSOAs": 3500,
      "collisions": 8935,
      "miles": 37305573936.13754,
      "frequencyPer100k": 0.02395084449121624,
      "clusters": 127,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D9",
      "bandValue": 9,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3456,
      "collisions": 9542,
      "miles": 44718242967.180595,
      "frequencyPer100k": 0.021338047666593297,
      "clusters": 115,
      "sourceReportingAreas": null
    },
    {
      "feature": "long_commute",
      "scenario": "length",
      "year": 2025,
      "band": "D10",
      "bandValue": 10,
      "nationalLSOAs": 3567,
      "eligibleLSOAs": 3415,
      "collisions": 11230,
      "miles": 67701913414.08237,
      "frequencyPer100k": 0.01658741892760759,
      "clusters": 85,
      "sourceReportingAreas": null
    }
  ],
  "subgroups": [
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "year",
      "group": "2023",
      "rows": 33108,
      "observed": 92703.0,
      "baseExpected": 97536.70796420943,
      "expected": 97541.58771063638,
      "baseDeviance": 70909.04750319224,
      "featureDeviance": 70415.4420321061,
      "gain": 0.0069611070585021695,
      "oe": 0.9503946180885391
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7798.0,
      "baseExpected": 7917.794928232712,
      "expected": 7917.345800655621,
      "baseDeviance": 5990.656178229321,
      "featureDeviance": 5955.780676426388,
      "gain": 0.005821649710039178,
      "oe": 0.9849260340951966
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9557.0,
      "baseExpected": 10437.304581155866,
      "expected": 10441.94882173965,
      "baseDeviance": 7634.583762542322,
      "featureDeviance": 7630.635014229428,
      "gain": 0.0005172185459890732,
      "oe": 0.915250607252812
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 22068.0,
      "baseExpected": 22672.037596228052,
      "expected": 22678.704768261043,
      "baseDeviance": 15148.403628817705,
      "featureDeviance": 14954.334746048924,
      "gain": 0.01281117717246405,
      "oe": 0.9730714441366278
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 3016.0,
      "baseExpected": 3211.4320861758915,
      "expected": 3209.098183858498,
      "baseDeviance": 2789.4148301176156,
      "featureDeviance": 2789.465714333869,
      "gain": -1.8241896366344434e-05,
      "oe": 0.9398278978094948
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9632.0,
      "baseExpected": 10505.766762617237,
      "expected": 10507.058782859698,
      "baseDeviance": 8313.283840244454,
      "featureDeviance": 8326.09927902152,
      "gain": -0.0015415615565810281,
      "oe": 0.9167170565099347
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 15452.0,
      "baseExpected": 16653.492545638754,
      "expected": 16656.97036961624,
      "baseDeviance": 11545.902670512176,
      "featureDeviance": 11517.805435212907,
      "gain": 0.002433524350679672,
      "oe": 0.927659691836025
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South West",
      "rows": 2368,
      "observed": 6535.0,
      "baseExpected": 6686.570928603191,
      "expected": 6683.759985526696,
      "baseDeviance": 4324.641282343235,
      "featureDeviance": 4317.825679916497,
      "gain": 0.0015759925463793012,
      "oe": 0.9777430688940316
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 3197.0,
      "baseExpected": 3327.2011911406116,
      "expected": 3325.6558053233384,
      "baseDeviance": 3736.2691798156793,
      "featureDeviance": 3756.664473673263,
      "gain": -0.005458732461719906,
      "oe": 0.9613141549052068
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 2877,
      "observed": 6971.0,
      "baseExpected": 7574.507719988112,
      "expected": 7573.3297752154385,
      "baseDeviance": 5694.638619874549,
      "featureDeviance": 5552.424567194244,
      "gain": 0.02497332353697923,
      "oe": 0.9204669817513256
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 8477.0,
      "baseExpected": 8550.599624429009,
      "expected": 8547.715417580152,
      "baseDeviance": 5731.2535106951855,
      "featureDeviance": 5614.4064460490645,
      "gain": 0.020387697809575278,
      "oe": 0.9917269803537551
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 5651,
      "observed": 19641.0,
      "baseExpected": 20807.408781201953,
      "expected": 20804.69495369529,
      "baseDeviance": 13190.615621173,
      "featureDeviance": 13117.171401264823,
      "gain": 0.005567914494474913,
      "oe": 0.9440657526445205
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 27457,
      "observed": 73062.0,
      "baseExpected": 76729.29918300748,
      "expected": 76736.89275694109,
      "baseDeviance": 57718.43188201924,
      "featureDeviance": 57298.27063084128,
      "gain": 0.007279498722986832,
      "oe": 0.952110482651662
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 32750,
      "observed": 91351.0,
      "baseExpected": 96210.73489123484,
      "expected": 96221.08866391705,
      "baseDeviance": 69995.58657392944,
      "featureDeviance": 69507.27709528472,
      "gain": 0.006976289542612313,
      "oe": 0.9493864730534551
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 358,
      "observed": 1352.0,
      "baseExpected": 1325.9730729745972,
      "expected": 1320.499046719331,
      "baseDeviance": 913.4609292628057,
      "featureDeviance": 908.1649368213833,
      "gain": 0.005797721907708109,
      "oe": 1.0238553396603582
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D1",
      "rows": 3351,
      "observed": 13074.0,
      "baseExpected": 12320.276578550816,
      "expected": 13290.72881243642,
      "baseDeviance": 8689.67483717363,
      "featureDeviance": 8664.983918649836,
      "gain": 0.002841408796813605,
      "oe": 0.9836932334189512
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D2",
      "rows": 3279,
      "observed": 9719.0,
      "baseExpected": 9938.281413523691,
      "expected": 10249.362226425319,
      "baseDeviance": 7623.238692240286,
      "featureDeviance": 7621.955312806728,
      "gain": 0.0001683509444435627,
      "oe": 0.9482541240412093
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D3",
      "rows": 3301,
      "observed": 9027.0,
      "baseExpected": 9085.740892633468,
      "expected": 9284.180021608761,
      "baseDeviance": 6819.997706980141,
      "featureDeviance": 6774.983687154962,
      "gain": 0.006600298381201464,
      "oe": 0.9722991130061912
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D4",
      "rows": 3274,
      "observed": 8132.0,
      "baseExpected": 8286.403737385255,
      "expected": 8639.817878352133,
      "baseDeviance": 6223.18431891594,
      "featureDeviance": 6247.6723677481095,
      "gain": -0.003934970840850038,
      "oe": 0.9412235436554146
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D5",
      "rows": 3334,
      "observed": 7881.0,
      "baseExpected": 8274.956328470224,
      "expected": 8337.58372432422,
      "baseDeviance": 6590.768749738789,
      "featureDeviance": 6581.140021545962,
      "gain": 0.0014609415924673463,
      "oe": 0.9452378843294641
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D6",
      "rows": 3326,
      "observed": 7927.0,
      "baseExpected": 8637.526066325256,
      "expected": 8445.911598466715,
      "baseDeviance": 6578.728850737989,
      "featureDeviance": 6555.170848014354,
      "gain": 0.003580935353642345,
      "oe": 0.9385606168834494
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D7",
      "rows": 3334,
      "observed": 8285.0,
      "baseExpected": 9048.422895158123,
      "expected": 8724.811552135767,
      "baseDeviance": 6629.427063710866,
      "featureDeviance": 6555.60523157928,
      "gain": 0.011135476930681065,
      "oe": 0.9495907104116071
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D8",
      "rows": 3316,
      "observed": 8645.0,
      "baseExpected": 9520.14941322467,
      "expected": 9197.221480762537,
      "baseDeviance": 6638.028563673348,
      "featureDeviance": 6537.123738897158,
      "gain": 0.0152010229857088,
      "oe": 0.9399577924792182
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D9",
      "rows": 3283,
      "observed": 9339.0,
      "baseExpected": 10176.00204189075,
      "expected": 9857.838891424737,
      "baseDeviance": 7303.3571813340295,
      "featureDeviance": 7260.527842933015,
      "gain": 0.005864335720903613,
      "oe": 0.9473678869030745
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D10",
      "rows": 3310,
      "observed": 10674.0,
      "baseExpected": 12248.94859704718,
      "expected": 11514.131524699764,
      "baseDeviance": 7812.641538687216,
      "featureDeviance": 7616.279062776703,
      "gain": 0.02513394156613369,
      "oe": 0.9270347465722848
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "year",
      "group": "2024",
      "rows": 34844,
      "observed": 92494.0,
      "baseExpected": 98730.62453805192,
      "expected": 98844.26552270466,
      "baseDeviance": 72161.99967063732,
      "featureDeviance": 71706.16482162321,
      "gain": 0.006316826738375192,
      "oe": 0.9357548413241434
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7723.0,
      "baseExpected": 7711.809521254479,
      "expected": 7712.878800031183,
      "baseDeviance": 6069.325326490749,
      "featureDeviance": 6029.285804817325,
      "gain": 0.006597030068344445,
      "oe": 1.001312246728002
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9589.0,
      "baseExpected": 9698.041054502319,
      "expected": 9696.743736325148,
      "baseDeviance": 7301.434262095925,
      "featureDeviance": 7244.932885695912,
      "gain": 0.00773839418007638,
      "oe": 0.9888886682730897
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 20028.0,
      "baseExpected": 22229.396685832005,
      "expected": 22222.360764767087,
      "baseDeviance": 13861.377571300709,
      "featureDeviance": 13767.585897516155,
      "gain": 0.006766403505142571,
      "oe": 0.9012543812066006
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 2848.0,
      "baseExpected": 3155.0202045759493,
      "expected": 3153.396688962649,
      "baseDeviance": 2752.220268831001,
      "featureDeviance": 2733.482371854429,
      "gain": 0.006808283911276747,
      "oe": 0.9031531015328385
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9491.0,
      "baseExpected": 9961.957481674053,
      "expected": 9962.237864778268,
      "baseDeviance": 8244.477534615935,
      "featureDeviance": 8254.777925863515,
      "gain": -0.0012493685869519044,
      "oe": 0.9526975895200875
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 14444.0,
      "baseExpected": 15851.502375795833,
      "expected": 15848.226486832273,
      "baseDeviance": 11264.756858899878,
      "featureDeviance": 11189.689713648992,
      "gain": 0.0066638939651484375,
      "oe": 0.9113953546790239
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South West",
      "rows": 3407,
      "observed": 8856.0,
      "baseExpected": 9543.836531495308,
      "expected": 9687.412070525592,
      "baseDeviance": 6127.362664961394,
      "featureDeviance": 6178.042914888609,
      "gain": -0.008271136000652213,
      "oe": 0.9141760395374114
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 2878.0,
      "baseExpected": 3233.47580950481,
      "expected": 3233.9974381508146,
      "baseDeviance": 3695.5868749494707,
      "featureDeviance": 3702.1402149167,
      "gain": -0.0017732880294740738,
      "oe": 0.8899203091656213
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 3574,
      "observed": 8596.0,
      "baseExpected": 8947.542947866648,
      "expected": 8929.03147864431,
      "baseDeviance": 7108.028387328184,
      "featureDeviance": 6968.519884741136,
      "gain": 0.019626891591451257,
      "oe": 0.9627023961735574
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 8041.0,
      "baseExpected": 8398.041925550511,
      "expected": 8397.98019368734,
      "baseDeviance": 5737.4299211640755,
      "featureDeviance": 5637.707207680446,
      "gain": 0.017381077390727695,
      "oe": 0.9574921367454907
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 6000,
      "observed": 20598.0,
      "baseExpected": 21344.85087891389,
      "expected": 21371.140127169718,
      "baseDeviance": 13812.709003006228,
      "featureDeviance": 13742.958592395693,
      "gain": 0.0050497270734766175,
      "oe": 0.9638231688824686
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 28844,
      "observed": 71896.0,
      "baseExpected": 77385.77365913804,
      "expected": 77473.12539553494,
      "baseDeviance": 58349.290667631096,
      "featureDeviance": 57963.20622922752,
      "gain": 0.006616780323908111,
      "oe": 0.9280121285018357
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 34412,
      "observed": 91098.0,
      "baseExpected": 97333.36133309617,
      "expected": 97457.66296994034,
      "baseDeviance": 71263.1964928057,
      "featureDeviance": 70828.32873938838,
      "gain": 0.00610227683880582,
      "oe": 0.9347443517919991
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 432,
      "observed": 1396.0,
      "baseExpected": 1397.2632049557574,
      "expected": 1386.6025527643164,
      "baseDeviance": 898.8031778316208,
      "featureDeviance": 877.8360822348299,
      "gain": 0.023327794242310573,
      "oe": 1.0067773185740563
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D1",
      "rows": 3518,
      "observed": 12088.0,
      "baseExpected": 12394.495587800422,
      "expected": 13504.632230865927,
      "baseDeviance": 8168.621310467046,
      "featureDeviance": 8289.511329484976,
      "gain": -0.01479931734171891,
      "oe": 0.8951002732508258
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D2",
      "rows": 3449,
      "observed": 9545.0,
      "baseExpected": 10121.44667464336,
      "expected": 10382.333127495236,
      "baseDeviance": 7576.270512171345,
      "featureDeviance": 7555.8538986741505,
      "gain": 0.0026948105224589014,
      "oe": 0.9193501964141614
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D3",
      "rows": 3480,
      "observed": 8893.0,
      "baseExpected": 9308.623764243506,
      "expected": 9590.897965610737,
      "baseDeviance": 7022.862903038587,
      "featureDeviance": 7011.810279954284,
      "gain": 0.0015738059017955663,
      "oe": 0.9272333030636829
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D4",
      "rows": 3467,
      "observed": 8407.0,
      "baseExpected": 8523.19536256485,
      "expected": 8845.872971110904,
      "baseDeviance": 6779.537216911696,
      "featureDeviance": 6767.407748696771,
      "gain": 0.001789129232105724,
      "oe": 0.9503866975544203
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D5",
      "rows": 3510,
      "observed": 7924.0,
      "baseExpected": 8475.548582537604,
      "expected": 8514.767364586183,
      "baseDeviance": 6883.03231191685,
      "featureDeviance": 6857.871356197749,
      "gain": 0.003655504518777053,
      "oe": 0.9306184961619448
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D6",
      "rows": 3512,
      "observed": 8082.0,
      "baseExpected": 8715.41975759316,
      "expected": 8492.41163909281,
      "baseDeviance": 6837.171533081733,
      "featureDeviance": 6772.356187256648,
      "gain": 0.009479847845190847,
      "oe": 0.9516731340243121
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D7",
      "rows": 3536,
      "observed": 8288.0,
      "baseExpected": 9201.055252499587,
      "expected": 8905.607040229961,
      "baseDeviance": 6764.551274141533,
      "featureDeviance": 6667.6322106928055,
      "gain": 0.014327493357795151,
      "oe": 0.9306496415752459
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D8",
      "rows": 3500,
      "observed": 9087.0,
      "baseExpected": 9644.441260321255,
      "expected": 9328.420892055732,
      "baseDeviance": 7261.1351120427535,
      "featureDeviance": 7173.9525259760285,
      "gain": 0.01200674339775476,
      "oe": 0.9741198542765871
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D9",
      "rows": 3456,
      "observed": 9190.0,
      "baseExpected": 10273.79347034612,
      "expected": 10000.400589647283,
      "baseDeviance": 7312.865021502655,
      "featureDeviance": 7209.774997000765,
      "gain": 0.014097077438017025,
      "oe": 0.9189631872860939
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D10",
      "rows": 3416,
      "observed": 10990.0,
      "baseExpected": 12072.604825502054,
      "expected": 11278.921702009886,
      "baseDeviance": 7555.952475363119,
      "featureDeviance": 7399.994287689038,
      "gain": 0.02064044052455294,
      "oe": 0.9743839251975301
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "year",
      "group": "2025",
      "rows": 34843,
      "observed": 92791.0,
      "baseExpected": 100097.08544166648,
      "expected": 100205.18153325931,
      "baseDeviance": 71788.98081332492,
      "featureDeviance": 71356.88872637876,
      "gain": 0.0060189193668835905,
      "oe": 0.92600999848697
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7956.0,
      "baseExpected": 7817.36871820691,
      "expected": 7818.128279066777,
      "baseDeviance": 5989.95063529067,
      "featureDeviance": 5974.3146348388,
      "gain": 0.0026103721723094164,
      "oe": 1.0176348757671805
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9709.0,
      "baseExpected": 9980.518413801983,
      "expected": 9978.061162868575,
      "baseDeviance": 7396.334499807114,
      "featureDeviance": 7314.459489510482,
      "gain": 0.01106967380920476,
      "oe": 0.9730347250355776
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 19860.0,
      "baseExpected": 22313.85085599808,
      "expected": 22306.17809693184,
      "baseDeviance": 13261.144268227821,
      "featureDeviance": 13137.558125276657,
      "gain": 0.00931941772530609,
      "oe": 0.8903362966841771
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 2764.0,
      "baseExpected": 3253.348171876134,
      "expected": 3253.955126425122,
      "baseDeviance": 2782.4775559347863,
      "featureDeviance": 2782.708169815232,
      "gain": -8.288076931783905e-05,
      "oe": 0.8494278171059478
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9449.0,
      "baseExpected": 10122.99904148074,
      "expected": 10121.519321185555,
      "baseDeviance": 8030.254393819568,
      "featureDeviance": 8039.183636991011,
      "gain": -0.0011119502239325119,
      "oe": 0.9335554969718932
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 14543.0,
      "baseExpected": 16068.149257494406,
      "expected": 16063.545923205806,
      "baseDeviance": 11243.698052533633,
      "featureDeviance": 11169.095664275095,
      "gain": 0.006635040171834472,
      "oe": 0.9053418261151676
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South West",
      "rows": 3406,
      "observed": 8809.0,
      "baseExpected": 9700.842957200603,
      "expected": 9842.998975150967,
      "baseDeviance": 6367.594776745309,
      "featureDeviance": 6417.901609913466,
      "gain": -0.007900445133832923,
      "oe": 0.8949508195864555
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 2951.0,
      "baseExpected": 3310.9021569525685,
      "expected": 3311.875518264171,
      "baseDeviance": 3908.0403766774116,
      "featureDeviance": 3928.1436024013506,
      "gain": -0.005144068071535779,
      "oe": 0.8910359051014954
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 3574,
      "observed": 8774.0,
      "baseExpected": 8981.804589938849,
      "expected": 8964.154618159684,
      "baseDeviance": 7006.778332700427,
      "featureDeviance": 6877.418952275498,
      "gain": 0.018462034087936452,
      "oe": 0.9787872224142066
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 7976.0,
      "baseExpected": 8547.301278716197,
      "expected": 8544.764512000811,
      "baseDeviance": 5802.70792158818,
      "featureDeviance": 5716.104841081174,
      "gain": 0.014924597563288011,
      "oe": 0.9334370758606627
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 5999,
      "observed": 20915.0,
      "baseExpected": 21822.596892626803,
      "expected": 21846.965474948436,
      "baseDeviance": 13690.091039343122,
      "featureDeviance": 13591.469390652765,
      "gain": 0.0072038709170695325,
      "oe": 0.9573411934020262
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 28844,
      "observed": 71876.0,
      "baseExpected": 78274.48854903967,
      "expected": 78358.21605831088,
      "baseDeviance": 58098.8897739818,
      "featureDeviance": 57765.419335726,
      "gain": 0.005739704141560664,
      "oe": 0.9172745835167165
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 34462,
      "observed": 91626.0,
      "baseExpected": 98841.9725673295,
      "expected": 98956.48582552755,
      "baseDeviance": 71108.49069274582,
      "featureDeviance": 70701.96346907917,
      "gain": 0.005716999752156449,
      "oe": 0.9259221286571141
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 381,
      "observed": 1165.0,
      "baseExpected": 1255.112874336972,
      "expected": 1248.6957077317572,
      "baseDeviance": 680.4901205790895,
      "featureDeviance": 654.9252572995915,
      "gain": 0.037568309232384745,
      "oe": 0.9329734960939446
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D1",
      "rows": 3518,
      "observed": 11853.0,
      "baseExpected": 12453.647073388986,
      "expected": 13573.596467074676,
      "baseDeviance": 7793.2897585538785,
      "featureDeviance": 7979.795829668074,
      "gain": -0.023931622830972943,
      "oe": 0.8732394563778061
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D2",
      "rows": 3449,
      "observed": 9421.0,
      "baseExpected": 10171.19673791069,
      "expected": 10437.244174380614,
      "baseDeviance": 7358.103096158251,
      "featureDeviance": 7320.992059899761,
      "gain": 0.005043560245556411,
      "oe": 0.9026329021912605
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D3",
      "rows": 3480,
      "observed": 8838.0,
      "baseExpected": 9427.338640420563,
      "expected": 9714.109412652611,
      "baseDeviance": 7015.307111656382,
      "featureDeviance": 6997.082635399093,
      "gain": 0.0025978158856378997,
      "oe": 0.9098106295249794
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D4",
      "rows": 3467,
      "observed": 8403.0,
      "baseExpected": 8659.476477463302,
      "expected": 8987.674582120548,
      "baseDeviance": 6632.642363687908,
      "featureDeviance": 6643.561451043386,
      "gain": -0.0016462650564814663,
      "oe": 0.9349470681455625
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D5",
      "rows": 3510,
      "observed": 8219.0,
      "baseExpected": 8563.216250398837,
      "expected": 8603.494161642195,
      "baseDeviance": 6975.561235985692,
      "featureDeviance": 6942.657871478554,
      "gain": 0.004716948700471013,
      "oe": 0.9553095341940926
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D6",
      "rows": 3512,
      "observed": 8045.0,
      "baseExpected": 8815.494749873353,
      "expected": 8589.416101649398,
      "baseDeviance": 6715.397655974026,
      "featureDeviance": 6658.031686534036,
      "gain": 0.008542453087488688,
      "oe": 0.9366177985550315
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D7",
      "rows": 3536,
      "observed": 8305.0,
      "baseExpected": 9343.255787347285,
      "expected": 9046.759591668128,
      "baseDeviance": 6883.432551661319,
      "featureDeviance": 6789.405217965362,
      "gain": 0.013659948432742874,
      "oe": 0.9180082565307393
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D8",
      "rows": 3500,
      "observed": 8935.0,
      "baseExpected": 9796.68892422576,
      "expected": 9474.355487796136,
      "baseDeviance": 7310.298598587864,
      "featureDeviance": 7181.228088714273,
      "gain": 0.017655983286171573,
      "oe": 0.94307206558896
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D9",
      "rows": 3456,
      "observed": 9542.0,
      "baseExpected": 10471.712876968522,
      "expected": 10196.83335471796,
      "baseDeviance": 7446.911261778594,
      "featureDeviance": 7359.790145840378,
      "gain": 0.011698959860763636,
      "oe": 0.935780714272929
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "fitted",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D10",
      "rows": 3415,
      "observed": 11230.0,
      "baseExpected": 12395.057923669174,
      "expected": 11581.698199557044,
      "baseDeviance": 7658.0371792810065,
      "featureDeviance": 7484.343739835849,
      "gain": 0.02268119563523263,
      "oe": 0.9696332788597016
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "year",
      "group": "2023",
      "rows": 33108,
      "observed": 92703.0,
      "baseExpected": 97285.25165385114,
      "expected": 97289.51354225798,
      "baseDeviance": 72256.19871382597,
      "featureDeviance": 71805.88932157044,
      "gain": 0.00623212126116679,
      "oe": 0.9528570616167609
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7798.0,
      "baseExpected": 7884.19601278298,
      "expected": 7884.100148663793,
      "baseDeviance": 6185.048702903048,
      "featureDeviance": 6156.867420619755,
      "gain": 0.00455635575999036,
      "oe": 0.9890792675079875
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9557.0,
      "baseExpected": 10364.793817696067,
      "expected": 10368.996882181535,
      "baseDeviance": 7838.621399369718,
      "featureDeviance": 7827.540838532879,
      "gain": 0.0014135854090019384,
      "oe": 0.9216899289865831
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 22068.0,
      "baseExpected": 22694.582436395896,
      "expected": 22699.148586122872,
      "baseDeviance": 15242.735044335379,
      "featureDeviance": 15093.260028558165,
      "gain": 0.009806312013063812,
      "oe": 0.9721950546414448
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 3016.0,
      "baseExpected": 3212.6889407940635,
      "expected": 3210.8361405701808,
      "baseDeviance": 2871.657747148302,
      "featureDeviance": 2874.536312895869,
      "gain": -0.0010024055792949849,
      "oe": 0.9393191891332139
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9632.0,
      "baseExpected": 10474.953796991911,
      "expected": 10476.13805915868,
      "baseDeviance": 8421.778376439455,
      "featureDeviance": 8431.242877157318,
      "gain": -0.0011238126076007493,
      "oe": 0.919422782098533
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 15452.0,
      "baseExpected": 16599.018246227733,
      "expected": 16601.88523512243,
      "baseDeviance": 11766.636939366736,
      "featureDeviance": 11738.684734248873,
      "gain": 0.0023755475130149417,
      "oe": 0.9307376711236524
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South West",
      "rows": 2368,
      "observed": 6535.0,
      "baseExpected": 6659.0437308300625,
      "expected": 6656.8179229111065,
      "baseDeviance": 4414.01910928086,
      "featureDeviance": 4406.5244656357245,
      "gain": 0.0016979182598864107,
      "oe": 0.9817002771711932
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 3197.0,
      "baseExpected": 3326.4278504425965,
      "expected": 3325.164911139447,
      "baseDeviance": 3754.880139997911,
      "featureDeviance": 3780.2620541127844,
      "gain": -0.006759713537723533,
      "oe": 0.9614560737393537
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 2877,
      "observed": 6971.0,
      "baseExpected": 7549.759917480023,
      "expected": 7548.476671274975,
      "baseDeviance": 5900.106108501499,
      "featureDeviance": 5751.637270595654,
      "gain": 0.025163757257164465,
      "oe": 0.9234975881329132
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 8477.0,
      "baseExpected": 8519.786904209808,
      "expected": 8517.94898511295,
      "baseDeviance": 5860.715146483051,
      "featureDeviance": 5745.333319213418,
      "gain": 0.019687329000945053,
      "oe": 0.9951926238130192
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 5651,
      "observed": 19641.0,
      "baseExpected": 20680.659242275542,
      "expected": 20679.75877390477,
      "baseDeviance": 13282.183567808634,
      "featureDeviance": 13211.254974330282,
      "gain": 0.005340130492568762,
      "oe": 0.949769299281404
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 27457,
      "observed": 73062.0,
      "baseExpected": 76604.59241157559,
      "expected": 76609.75476835319,
      "baseDeviance": 58974.01514601732,
      "featureDeviance": 58594.634347240164,
      "gain": 0.006433016267212377,
      "oe": 0.9536905609594937
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 32750,
      "observed": 91351.0,
      "baseExpected": 95904.25882172605,
      "expected": 95913.95086763703,
      "baseDeviance": 71347.77952043331,
      "featureDeviance": 70902.70625971771,
      "gain": 0.006238081461079403,
      "oe": 0.9524266196276913
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 358,
      "observed": 1352.0,
      "baseExpected": 1380.9928321250966,
      "expected": 1375.5626746209302,
      "baseDeviance": 908.4191933926643,
      "featureDeviance": 903.1830618527183,
      "gain": 0.00576400364284535,
      "oe": 0.9828705190569208
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D1",
      "rows": 3351,
      "observed": 13074.0,
      "baseExpected": 12463.59522867343,
      "expected": 13290.062357855992,
      "baseDeviance": 8737.864565476277,
      "featureDeviance": 8720.693930001373,
      "gain": 0.001965083727979211,
      "oe": 0.9837425625224193
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D2",
      "rows": 3279,
      "observed": 9719.0,
      "baseExpected": 9947.233555638326,
      "expected": 10245.654156871991,
      "baseDeviance": 7782.8455116767545,
      "featureDeviance": 7776.5642473788575,
      "gain": 0.0008070652678988655,
      "oe": 0.948597312693914
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D3",
      "rows": 3301,
      "observed": 9027.0,
      "baseExpected": 9029.015167017535,
      "expected": 9274.884302796732,
      "baseDeviance": 6984.20560591068,
      "featureDeviance": 6943.98312552383,
      "gain": 0.005759063042589996,
      "oe": 0.9732735962299837
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D4",
      "rows": 3274,
      "observed": 8132.0,
      "baseExpected": 8221.517805383688,
      "expected": 8629.30820955877,
      "baseDeviance": 6355.642620193568,
      "featureDeviance": 6387.039101468981,
      "gain": -0.004939938122961562,
      "oe": 0.9423698635531528
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D5",
      "rows": 3334,
      "observed": 7881.0,
      "baseExpected": 8226.941146006011,
      "expected": 8323.890188809632,
      "baseDeviance": 6783.606073169221,
      "featureDeviance": 6783.64488477361,
      "gain": -5.721382398959918e-06,
      "oe": 0.9467928842447924
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D6",
      "rows": 3326,
      "observed": 7927.0,
      "baseExpected": 8573.263872388976,
      "expected": 8414.083734760541,
      "baseDeviance": 6718.5905931079,
      "featureDeviance": 6706.430986208339,
      "gain": 0.00180984489693925,
      "oe": 0.9421108999963616
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D7",
      "rows": 3334,
      "observed": 8285.0,
      "baseExpected": 9039.283925002004,
      "expected": 8700.51596989779,
      "baseDeviance": 6741.296472081629,
      "featureDeviance": 6669.0195564067735,
      "gain": 0.010721515657141412,
      "oe": 0.9522423760458116
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D8",
      "rows": 3316,
      "observed": 8645.0,
      "baseExpected": 9500.740630989112,
      "expected": 9160.082401120668,
      "baseDeviance": 6806.282433950493,
      "featureDeviance": 6701.968004418014,
      "gain": 0.015326197604164538,
      "oe": 0.9437688026629922
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D9",
      "rows": 3283,
      "observed": 9339.0,
      "baseExpected": 10121.170913011327,
      "expected": 9808.782428842038,
      "baseDeviance": 7507.01848086683,
      "featureDeviance": 7464.182965427438,
      "gain": 0.005706062340004481,
      "oe": 0.952105938504592
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D10",
      "rows": 3310,
      "observed": 10674.0,
      "baseExpected": 12162.489409740727,
      "expected": 11442.249791743816,
      "baseDeviance": 7838.846357392605,
      "featureDeviance": 7652.36251996322,
      "gain": 0.023789704368107345,
      "oe": 0.9328585019793793
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "year",
      "group": "2024",
      "rows": 34844,
      "observed": 92494.0,
      "baseExpected": 98847.55877588826,
      "expected": 98954.62249335492,
      "baseDeviance": 73564.52719010701,
      "featureDeviance": 73140.157272966,
      "gain": 0.00576867592779251,
      "oe": 0.9347112612774732
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7723.0,
      "baseExpected": 7725.395537454914,
      "expected": 7726.067786407819,
      "baseDeviance": 6229.002253749507,
      "featureDeviance": 6195.179298160445,
      "gain": 0.005429915452141998,
      "oe": 0.9996029304307663
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9589.0,
      "baseExpected": 9721.79506873768,
      "expected": 9720.717090931897,
      "baseDeviance": 7502.302034733395,
      "featureDeviance": 7440.307478015908,
      "gain": 0.008263404543095043,
      "oe": 0.9864498586164212
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 20028.0,
      "baseExpected": 22232.659513427083,
      "expected": 22226.502589538213,
      "baseDeviance": 13970.618858034079,
      "featureDeviance": 13909.772944855526,
      "gain": 0.004355276870470326,
      "oe": 0.9010864358581981
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 2848.0,
      "baseExpected": 3155.663594108255,
      "expected": 3154.726599075687,
      "baseDeviance": 2813.432067361829,
      "featureDeviance": 2800.0258159407913,
      "gain": 0.004765088013519714,
      "oe": 0.9027723672899085
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9491.0,
      "baseExpected": 9977.708033976964,
      "expected": 9977.569411052218,
      "baseDeviance": 8313.724095499445,
      "featureDeviance": 8323.652484145972,
      "gain": -0.0011942167592380315,
      "oe": 0.9512336731515751
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 14444.0,
      "baseExpected": 15860.287220475113,
      "expected": 15857.092929286115,
      "baseDeviance": 11496.35565612281,
      "featureDeviance": 11423.404950474302,
      "gain": 0.006345550523191745,
      "oe": 0.9108857509010176
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South West",
      "rows": 3407,
      "observed": 8856.0,
      "baseExpected": 9584.227365418928,
      "expected": 9720.173023918642,
      "baseDeviance": 6259.96674049389,
      "featureDeviance": 6306.227830175028,
      "gain": -0.007389989691460874,
      "oe": 0.9110948928797715
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 2878.0,
      "baseExpected": 3235.0726079024716,
      "expected": 3235.423127928273,
      "baseDeviance": 3725.3811659202515,
      "featureDeviance": 3735.7897498726466,
      "gain": -0.0027939648290522534,
      "oe": 0.8895281656229179
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 3574,
      "observed": 8596.0,
      "baseExpected": 8951.314403528482,
      "expected": 8932.898269677404,
      "baseDeviance": 7359.243276290821,
      "featureDeviance": 7211.356012168739,
      "gain": 0.020095444405069274,
      "oe": 0.9622856703942325
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 8041.0,
      "baseExpected": 8403.435430858364,
      "expected": 8403.45166553866,
      "baseDeviance": 5894.50104190098,
      "featureDeviance": 5794.440709156641,
      "gain": 0.01697519977230677,
      "oe": 0.956868715384534
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 6000,
      "observed": 20598.0,
      "baseExpected": 21353.767002565757,
      "expected": 21380.41402317428,
      "baseDeviance": 14016.217973126666,
      "featureDeviance": 13949.096356406986,
      "gain": 0.00478885365855275,
      "oe": 0.9634051042077006
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 28844,
      "observed": 71896.0,
      "baseExpected": 77493.7917733225,
      "expected": 77574.20847018065,
      "baseDeviance": 59548.30921698034,
      "featureDeviance": 59191.060916559014,
      "gain": 0.005999302165231923,
      "oe": 0.9268028822702931
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 34412,
      "observed": 91098.0,
      "baseExpected": 97380.68202944066,
      "expected": 97499.14051664562,
      "baseDeviance": 72668.4189822871,
      "featureDeviance": 72265.76576162525,
      "gain": 0.005540965749646909,
      "oe": 0.9343466980044528
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 432,
      "observed": 1396.0,
      "baseExpected": 1466.8767464475823,
      "expected": 1455.4819767093063,
      "baseDeviance": 896.1082078199147,
      "featureDeviance": 874.3915113407388,
      "gain": 0.024234457724708336,
      "oe": 0.9591324539491799
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D1",
      "rows": 3518,
      "observed": 12088.0,
      "baseExpected": 12544.970277535842,
      "expected": 13512.748779647787,
      "baseDeviance": 8231.103946883448,
      "featureDeviance": 8342.406547965122,
      "gain": -0.013522196026186206,
      "oe": 0.8945626235726611
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D2",
      "rows": 3449,
      "observed": 9545.0,
      "baseExpected": 10151.604268274623,
      "expected": 10398.82817626602,
      "baseDeviance": 7748.372750132655,
      "featureDeviance": 7728.497236244939,
      "gain": 0.0025651210297511495,
      "oe": 0.9178918853361985
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D3",
      "rows": 3480,
      "observed": 8893.0,
      "baseExpected": 9263.754152934702,
      "expected": 9594.565659078733,
      "baseDeviance": 7171.6945446546515,
      "featureDeviance": 7170.422505477664,
      "gain": 0.0001773694025961614,
      "oe": 0.9268788516325503
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D4",
      "rows": 3467,
      "observed": 8407.0,
      "baseExpected": 8483.753950501643,
      "expected": 8861.307090653077,
      "baseDeviance": 6856.078497114619,
      "featureDeviance": 6855.882129547551,
      "gain": 2.864138255564974e-05,
      "oe": 0.9487313681824342
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D5",
      "rows": 3510,
      "observed": 7924.0,
      "baseExpected": 8452.893285894053,
      "expected": 8526.327141470349,
      "baseDeviance": 7052.74867932202,
      "featureDeviance": 7039.814704594042,
      "gain": 0.001833891340251248,
      "oe": 0.9293567873392108
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D6",
      "rows": 3512,
      "observed": 8082.0,
      "baseExpected": 8694.281801766065,
      "expected": 8505.995867716923,
      "baseDeviance": 6983.559588909664,
      "featureDeviance": 6930.089926637307,
      "gain": 0.007656505481426712,
      "oe": 0.9501532948862428
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D7",
      "rows": 3536,
      "observed": 8288.0,
      "baseExpected": 9222.062570422655,
      "expected": 8907.076510954139,
      "baseDeviance": 6905.8481109728755,
      "featureDeviance": 6808.0692904110165,
      "gain": 0.014158843199359672,
      "oe": 0.9304961049573579
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D8",
      "rows": 3500,
      "observed": 9087.0,
      "baseExpected": 9673.44783225068,
      "expected": 9336.140704400506,
      "baseDeviance": 7446.721175031149,
      "featureDeviance": 7354.4559824348125,
      "gain": 0.012390042600990858,
      "oe": 0.973314379861148
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D9",
      "rows": 3456,
      "observed": 9190.0,
      "baseExpected": 10277.518333802032,
      "expected": 10011.435586811956,
      "baseDeviance": 7517.376264492066,
      "featureDeviance": 7415.596008502205,
      "gain": 0.013539332395880566,
      "oe": 0.9179502699998358
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D10",
      "rows": 3416,
      "observed": 10990.0,
      "baseExpected": 12083.272302505957,
      "expected": 11300.196976355433,
      "baseDeviance": 7651.02363259386,
      "featureDeviance": 7494.922941151338,
      "gain": 0.020402589109452363,
      "oe": 0.9725494186513306
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "year",
      "group": "2025",
      "rows": 34843,
      "observed": 92791.0,
      "baseExpected": 100248.78404676483,
      "expected": 100350.76969531816,
      "baseDeviance": 73149.12509223106,
      "featureDeviance": 72742.45637641169,
      "gain": 0.005559447434355658,
      "oe": 0.9246665499599964
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7956.0,
      "baseExpected": 7837.432697049184,
      "expected": 7837.941193647087,
      "baseDeviance": 6165.000965113714,
      "featureDeviance": 6154.160901221134,
      "gain": 0.0017583231460824855,
      "oe": 1.015062476667802
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9709.0,
      "baseExpected": 9984.269692976137,
      "expected": 9982.375216327873,
      "baseDeviance": 7599.368151506781,
      "featureDeviance": 7512.682150067185,
      "gain": 0.011407001175802733,
      "oe": 0.9726142115074254
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 19860.0,
      "baseExpected": 22340.67139931229,
      "expected": 22334.10066562181,
      "baseDeviance": 13354.257096891415,
      "featureDeviance": 13263.209235575112,
      "gain": 0.006817890404213989,
      "oe": 0.8892231792690845
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 2764.0,
      "baseExpected": 3249.027340110273,
      "expected": 3249.6539091108134,
      "baseDeviance": 2827.406150587646,
      "featureDeviance": 2830.7305091338844,
      "gain": -0.001175762649291645,
      "oe": 0.8505521133345242
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9449.0,
      "baseExpected": 10145.201295843832,
      "expected": 10142.816069475237,
      "baseDeviance": 8106.903625411727,
      "featureDeviance": 8111.938084476554,
      "gain": -0.0006210088706426475,
      "oe": 0.9315953217801836
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 14543.0,
      "baseExpected": 16095.05127226237,
      "expected": 16090.411733303874,
      "baseDeviance": 11456.300519098528,
      "featureDeviance": 11383.009590683643,
      "gain": 0.006397434171066196,
      "oe": 0.9038301965821641
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South West",
      "rows": 3406,
      "observed": 8809.0,
      "baseExpected": 9732.661295447084,
      "expected": 9867.39237121007,
      "baseDeviance": 6524.346832896719,
      "featureDeviance": 6569.943219444182,
      "gain": -0.00698865154095718,
      "oe": 0.892738392131023
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 2951.0,
      "baseExpected": 3307.253404271201,
      "expected": 3308.073350666206,
      "baseDeviance": 3920.0542778338954,
      "featureDeviance": 3944.5874093392517,
      "gain": -0.006258365258889453,
      "oe": 0.8920600262402598
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 3574,
      "observed": 8774.0,
      "baseExpected": 9008.166662714577,
      "expected": 8990.708833449957,
      "baseDeviance": 7235.898966811143,
      "featureDeviance": 7097.823274972536,
      "gain": 0.019082037003545493,
      "oe": 0.9758963572879047
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 7976.0,
      "baseExpected": 8549.0489867779,
      "expected": 8547.296352505236,
      "baseDeviance": 5959.588506079483,
      "featureDeviance": 5874.372001498212,
      "gain": 0.014299058482702298,
      "oe": 0.9331605774570121
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 5999,
      "observed": 20915.0,
      "baseExpected": 21825.973290456146,
      "expected": 21851.47701725511,
      "baseDeviance": 13875.92813529358,
      "featureDeviance": 13780.350654383567,
      "gain": 0.006888006335728281,
      "oe": 0.95714353695562
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 28844,
      "observed": 71876.0,
      "baseExpected": 78422.8107563087,
      "expected": 78499.29267806304,
      "baseDeviance": 59273.19695693748,
      "featureDeviance": 58962.10572202812,
      "gain": 0.005248430165414653,
      "oe": 0.9156260846167605
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 34462,
      "observed": 91626.0,
      "baseExpected": 98939.29506374158,
      "expected": 99047.86368795435,
      "baseDeviance": 72469.14530638263,
      "featureDeviance": 72087.72012916584,
      "gain": 0.005263276882930157,
      "oe": 0.9250679074579884
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 381,
      "observed": 1165.0,
      "baseExpected": 1309.4889830232694,
      "expected": 1302.9060073638093,
      "baseDeviance": 679.979785848423,
      "featureDeviance": 654.7362472458519,
      "gain": 0.037123954458549546,
      "oe": 0.8941550606226486
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D1",
      "rows": 3518,
      "observed": 11853.0,
      "baseExpected": 12611.206109353869,
      "expected": 13587.624365314809,
      "baseDeviance": 7862.034694290045,
      "featureDeviance": 8030.085391447983,
      "gain": -0.021374962550087417,
      "oe": 0.8723379217236243
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D2",
      "rows": 3449,
      "observed": 9421.0,
      "baseExpected": 10208.435978609472,
      "expected": 10460.485722639103,
      "baseDeviance": 7534.700284378244,
      "featureDeviance": 7499.028433953812,
      "gain": 0.00473434231994474,
      "oe": 0.9006273943484865
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D3",
      "rows": 3480,
      "observed": 8838.0,
      "baseExpected": 9384.216546936974,
      "expected": 9720.398965252343,
      "baseDeviance": 7115.034054911752,
      "featureDeviance": 7109.580914336751,
      "gain": 0.000766425084253286,
      "oe": 0.9092219395102332
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D4",
      "rows": 3467,
      "observed": 8403.0,
      "baseExpected": 8621.421543078868,
      "expected": 9005.556069183654,
      "baseDeviance": 6717.546592157451,
      "featureDeviance": 6741.271900208311,
      "gain": -0.0035318412347982164,
      "oe": 0.9330906315440579
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D5",
      "rows": 3510,
      "observed": 8219.0,
      "baseExpected": 8550.835349127183,
      "expected": 8625.797121313719,
      "baseDeviance": 7170.41885547755,
      "featureDeviance": 7149.145550945935,
      "gain": 0.002966814764993053,
      "oe": 0.9528394749386636
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D6",
      "rows": 3512,
      "observed": 8045.0,
      "baseExpected": 8806.636629754139,
      "expected": 8615.71082689229,
      "baseDeviance": 6828.944421320452,
      "featureDeviance": 6783.598397363447,
      "gain": 0.006640268416218564,
      "oe": 0.9337592871488996
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D7",
      "rows": 3536,
      "observed": 8305.0,
      "baseExpected": 9365.490259875227,
      "expected": 9048.609601301505,
      "baseDeviance": 7029.671649097877,
      "featureDeviance": 6933.0879027273995,
      "gain": 0.013739439221584715,
      "oe": 0.9178205675715584
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D8",
      "rows": 3500,
      "observed": 8935.0,
      "baseExpected": 9833.698816207474,
      "expected": 9489.781595041635,
      "baseDeviance": 7503.488990232823,
      "featureDeviance": 7368.77927920209,
      "gain": 0.01795294311833906,
      "oe": 0.9415390555108765
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D9",
      "rows": 3456,
      "observed": 9542.0,
      "baseExpected": 10476.898819074671,
      "expected": 10208.65644911808,
      "baseDeviance": 7655.997558050136,
      "featureDeviance": 7568.719919162079,
      "gain": 0.01139990422231596,
      "oe": 0.934696945436373
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "benchmark",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D10",
      "rows": 3415,
      "observed": 11230.0,
      "baseExpected": 12389.94399474697,
      "expected": 11588.148979261015,
      "baseDeviance": 7731.2879923147175,
      "featureDeviance": 7559.158687063886,
      "gain": 0.022263988280081803,
      "oe": 0.9690935126997431
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "year",
      "group": "2023",
      "rows": 33108,
      "observed": 92703.0,
      "baseExpected": 97140.95635029627,
      "expected": 97145.9374556726,
      "baseDeviance": 73771.73481377443,
      "featureDeviance": 73531.23858570642,
      "gain": 0.003260005050377379,
      "oe": 0.9542653293381425
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7798.0,
      "baseExpected": 7860.6023932113385,
      "expected": 7861.28911106236,
      "baseDeviance": 6435.90175028586,
      "featureDeviance": 6422.976648315962,
      "gain": 0.002008281429921377,
      "oe": 0.9919492706389211
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9557.0,
      "baseExpected": 10326.534862802288,
      "expected": 10329.391517273601,
      "baseDeviance": 7960.318523713979,
      "featureDeviance": 7955.786935953125,
      "gain": 0.0005692721650966126,
      "oe": 0.9252239092707495
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 22068.0,
      "baseExpected": 22711.671875341963,
      "expected": 22713.589813921437,
      "baseDeviance": 15368.053686248877,
      "featureDeviance": 15238.579501251726,
      "gain": 0.008424891508090115,
      "oe": 0.9715769361333739
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 3016.0,
      "baseExpected": 3211.2853905765587,
      "expected": 3210.191224538001,
      "baseDeviance": 2915.14973903604,
      "featureDeviance": 2926.239528817934,
      "gain": -0.0038041921598035433,
      "oe": 0.9395078950270483
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9632.0,
      "baseExpected": 10455.130755052982,
      "expected": 10456.131205084052,
      "baseDeviance": 8693.2650482505,
      "featureDeviance": 8710.059038764924,
      "gain": -0.0019318392366058923,
      "oe": 0.9211820137946111
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 15452.0,
      "baseExpected": 16569.709308029174,
      "expected": 16572.027379084946,
      "baseDeviance": 11989.078005486617,
      "featureDeviance": 11966.67743273866,
      "gain": 0.001868414963828502,
      "oe": 0.932414583112595
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South West",
      "rows": 2368,
      "observed": 6535.0,
      "baseExpected": 6644.083526062791,
      "expected": 6643.11028908757,
      "baseDeviance": 4619.78566022176,
      "featureDeviance": 4635.300104827527,
      "gain": -0.0033582606958053596,
      "oe": 0.9837259529974748
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 3197.0,
      "baseExpected": 3326.6456448705776,
      "expected": 3325.8706461946613,
      "baseDeviance": 4001.14300526883,
      "featureDeviance": 4019.0475850995367,
      "gain": -0.004474866258748822,
      "oe": 0.9612520570088586
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 2877,
      "observed": 6971.0,
      "baseExpected": 7534.077757679059,
      "expected": 7533.482609260731,
      "baseDeviance": 5925.618963531844,
      "featureDeviance": 5848.127448874431,
      "gain": 0.01307737050497515,
      "oe": 0.9253356464154726
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 8477.0,
      "baseExpected": 8501.21483666953,
      "expected": 8500.85366016523,
      "baseDeviance": 5863.4204317301255,
      "featureDeviance": 5808.444361062607,
      "gain": 0.009376109270625377,
      "oe": 0.9971939688507981
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 5651,
      "observed": 19641.0,
      "baseExpected": 20572.115116907436,
      "expected": 20573.12006172992,
      "baseDeviance": 12762.321616044128,
      "featureDeviance": 12726.463616900757,
      "gain": 0.002809676814467088,
      "oe": 0.9546923335433284
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 27457,
      "observed": 73062.0,
      "baseExpected": 76568.84123338881,
      "expected": 76572.81739394268,
      "baseDeviance": 61009.413197730304,
      "featureDeviance": 60804.77496880568,
      "gain": 0.0033542074607634254,
      "oe": 0.9541506044386399
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 32750,
      "observed": 91351.0,
      "baseExpected": 95739.36927412407,
      "expected": 95749.34912659375,
      "baseDeviance": 72847.61817416525,
      "featureDeviance": 72612.13614182608,
      "gain": 0.0032325289177771444,
      "oe": 0.9540639266301588
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 358,
      "observed": 1352.0,
      "baseExpected": 1401.5870761721915,
      "expected": 1396.5883290788345,
      "baseDeviance": 924.1166396091651,
      "featureDeviance": 919.1024438803507,
      "gain": 0.005425933820361717,
      "oe": 0.9680733913133556
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D1",
      "rows": 3351,
      "observed": 13074.0,
      "baseExpected": 12586.49859419302,
      "expected": 13293.580590773483,
      "baseDeviance": 8854.123839735632,
      "featureDeviance": 8851.514572114584,
      "gain": 0.0002946951802660358,
      "oe": 0.9834822086288862
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D2",
      "rows": 3279,
      "observed": 9719.0,
      "baseExpected": 10155.087689125146,
      "expected": 10246.79449227068,
      "baseDeviance": 7936.676014800334,
      "featureDeviance": 7933.634276928865,
      "gain": 0.00038325085537027626,
      "oe": 0.9484917461095952
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D3",
      "rows": 3301,
      "observed": 9027.0,
      "baseExpected": 9218.79839562573,
      "expected": 9269.349655554282,
      "baseDeviance": 7142.337769036425,
      "featureDeviance": 7114.988925357675,
      "gain": 0.003829116539029176,
      "oe": 0.9738547293434913
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D4",
      "rows": 3274,
      "observed": 8132.0,
      "baseExpected": 8328.393765978239,
      "expected": 8623.73911771085,
      "baseDeviance": 6572.251451153186,
      "featureDeviance": 6593.982501188813,
      "gain": -0.0033064848776920286,
      "oe": 0.9429784330208982
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D5",
      "rows": 3334,
      "observed": 7881.0,
      "baseExpected": 8214.825870428886,
      "expected": 8315.67509544851,
      "baseDeviance": 7033.303649241595,
      "featureDeviance": 7030.763809027669,
      "gain": 0.00036111624644563634,
      "oe": 0.947728225254204
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D6",
      "rows": 3326,
      "observed": 7927.0,
      "baseExpected": 8498.722933127638,
      "expected": 8397.401742745249,
      "baseDeviance": 6947.043222570599,
      "featureDeviance": 6937.433724457018,
      "gain": 0.0013832500829072947,
      "oe": 0.943982465391555
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D7",
      "rows": 3334,
      "observed": 8285.0,
      "baseExpected": 8907.155054885345,
      "expected": 8686.283057453522,
      "baseDeviance": 6972.963880119213,
      "featureDeviance": 6927.781566873586,
      "gain": 0.0064796425196533836,
      "oe": 0.9538026731572845
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D8",
      "rows": 3316,
      "observed": 8645.0,
      "baseExpected": 9356.268175477002,
      "expected": 9143.792189051088,
      "baseDeviance": 6934.138985284892,
      "featureDeviance": 6872.101155446455,
      "gain": 0.008946724311423515,
      "oe": 0.94545018316926
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D9",
      "rows": 3283,
      "observed": 9339.0,
      "baseExpected": 9928.75129398462,
      "expected": 9776.446220786795,
      "baseDeviance": 7650.937336218138,
      "featureDeviance": 7642.838501051767,
      "gain": 0.0010585415630098849,
      "oe": 0.9552550885150177
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D10",
      "rows": 3310,
      "observed": 10674.0,
      "baseExpected": 11946.454577470635,
      "expected": 11392.875293878129,
      "baseDeviance": 7727.958665614418,
      "featureDeviance": 7626.199553260005,
      "gain": 0.013167657431604973,
      "oe": 0.9369013286519153
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "year",
      "group": "2024",
      "rows": 34844,
      "observed": 92494.0,
      "baseExpected": 98907.15039662909,
      "expected": 98990.62804709212,
      "baseDeviance": 75184.10117699776,
      "featureDeviance": 74983.97957417638,
      "gain": 0.002661754276349737,
      "oe": 0.9343712816530316
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7723.0,
      "baseExpected": 7729.907620971848,
      "expected": 7730.263380951982,
      "baseDeviance": 6498.049677573425,
      "featureDeviance": 6477.912431201044,
      "gain": 0.0030989677474889676,
      "oe": 0.9990603967039623
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9589.0,
      "baseExpected": 9738.612841029453,
      "expected": 9737.496991886366,
      "baseDeviance": 7699.508083486971,
      "featureDeviance": 7660.274380905437,
      "gain": 0.005095611584028048,
      "oe": 0.9847499832852221
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 20028.0,
      "baseExpected": 22237.955330768982,
      "expected": 22232.583621881495,
      "baseDeviance": 14117.0440109964,
      "featureDeviance": 14053.475676573316,
      "gain": 0.004502949369114884,
      "oe": 0.9008399716661034
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 2848.0,
      "baseExpected": 3157.378712379224,
      "expected": 3156.588269908903,
      "baseDeviance": 2858.596952525725,
      "featureDeviance": 2855.33442737081,
      "gain": 0.0011413029570441768,
      "oe": 0.9022399364368769
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9491.0,
      "baseExpected": 9985.577947752932,
      "expected": 9985.337921100992,
      "baseDeviance": 8535.810585164823,
      "featureDeviance": 8556.435595035684,
      "gain": -0.002416291887580968,
      "oe": 0.9504936212467724
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 14444.0,
      "baseExpected": 15859.936474849657,
      "expected": 15857.433360230276,
      "baseDeviance": 11695.912225116677,
      "featureDeviance": 11640.954606653537,
      "gain": 0.004698874051493052,
      "oe": 0.9108661958009483
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South West",
      "rows": 3407,
      "observed": 8856.0,
      "baseExpected": 9674.229560734402,
      "expected": 9778.63404140599,
      "baseDeviance": 6535.24332945312,
      "featureDeviance": 6603.012315489283,
      "gain": -0.010369772420062873,
      "oe": 0.9056479629466395
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 2878.0,
      "baseExpected": 3236.683632110658,
      "expected": 3236.818518132729,
      "baseDeviance": 3933.377058965719,
      "featureDeviance": 3942.011918154834,
      "gain": -0.002195278779447918,
      "oe": 0.8891446906514469
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 3574,
      "observed": 8596.0,
      "baseExpected": 8878.763885589866,
      "expected": 8867.041867200789,
      "baseDeviance": 7412.089164472862,
      "featureDeviance": 7340.597213855293,
      "gain": 0.009645317134100218,
      "oe": 0.9694326618437008
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 8041.0,
      "baseExpected": 8408.104390442077,
      "expected": 8408.43007439259,
      "baseDeviance": 5898.470089242044,
      "featureDeviance": 5853.97100893714,
      "gain": 0.007544173257072906,
      "oe": 0.9563021787489702
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 6000,
      "observed": 20598.0,
      "baseExpected": 21377.658614027794,
      "expected": 21399.183793158496,
      "baseDeviance": 13543.818305892672,
      "featureDeviance": 13512.47068294883,
      "gain": 0.0023145336297226704,
      "oe": 0.9625600770149635
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 28844,
      "observed": 71896.0,
      "baseExpected": 77529.4917826013,
      "expected": 77591.44425393362,
      "baseDeviance": 61640.2828711051,
      "featureDeviance": 61471.508891227546,
      "gain": 0.0027380468099160726,
      "oe": 0.9265970068130949
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 34412,
      "observed": 91098.0,
      "baseExpected": 97418.7052221887,
      "expected": 97511.48135613756,
      "baseDeviance": 74293.0702794226,
      "featureDeviance": 74109.08025331749,
      "gain": 0.0024765435781979317,
      "oe": 0.9342284491329401
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 432,
      "observed": 1396.0,
      "baseExpected": 1488.4451744403973,
      "expected": 1479.1466909545475,
      "baseDeviance": 891.0308975751738,
      "featureDeviance": 874.8993208588906,
      "gain": 0.018104396559292302,
      "oe": 0.9437873934593398
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D1",
      "rows": 3518,
      "observed": 12088.0,
      "baseExpected": 12710.537673568739,
      "expected": 13553.982140114738,
      "baseDeviance": 8356.32729890442,
      "featureDeviance": 8479.289554935562,
      "gain": -0.014714868342610599,
      "oe": 0.8918412223832007
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D2",
      "rows": 3449,
      "observed": 9545.0,
      "baseExpected": 10398.139757604858,
      "expected": 10425.651140000467,
      "baseDeviance": 7908.950476494074,
      "featureDeviance": 7883.968073243034,
      "gain": 0.0031587507502151,
      "oe": 0.9155303464335535
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D3",
      "rows": 3480,
      "observed": 8893.0,
      "baseExpected": 9470.015891816918,
      "expected": 9594.235659368063,
      "baseDeviance": 7361.038487859877,
      "featureDeviance": 7352.127876695658,
      "gain": 0.0012105100630724897,
      "oe": 0.9269107322079004
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D4",
      "rows": 3467,
      "observed": 8407.0,
      "baseExpected": 8611.758724932157,
      "expected": 8867.46573147404,
      "baseDeviance": 7048.065588621292,
      "featureDeviance": 7047.061583601136,
      "gain": 0.00014245114599631403,
      "oe": 0.9480724543609264
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D5",
      "rows": 3510,
      "observed": 7924.0,
      "baseExpected": 8436.904264674926,
      "expected": 8510.657224291768,
      "baseDeviance": 7324.344357124669,
      "featureDeviance": 7312.06995278951,
      "gain": 0.0016758365987009638,
      "oe": 0.9310679294405976
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D6",
      "rows": 3512,
      "observed": 8082.0,
      "baseExpected": 8617.480163224836,
      "expected": 8489.9510741427,
      "baseDeviance": 7284.710922054998,
      "featureDeviance": 7246.5985788311355,
      "gain": 0.005231826441935428,
      "oe": 0.9519489487536423
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D7",
      "rows": 3536,
      "observed": 8288.0,
      "baseExpected": 9077.286581125525,
      "expected": 8884.998382049329,
      "baseDeviance": 7072.536154887624,
      "featureDeviance": 7012.89811387012,
      "gain": 0.008432341625611905,
      "oe": 0.9328082734088657
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D8",
      "rows": 3500,
      "observed": 9087.0,
      "baseExpected": 9531.168848696047,
      "expected": 9323.778316685559,
      "baseDeviance": 7599.979497788293,
      "featureDeviance": 7546.441537423985,
      "gain": 0.00704448747261599,
      "oe": 0.9746048963581827
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D9",
      "rows": 3456,
      "observed": 9190.0,
      "baseExpected": 10116.99834179229,
      "expected": 10019.481668532802,
      "baseDeviance": 7573.782452247816,
      "featureDeviance": 7533.4464772882975,
      "gain": 0.0053257372011717985,
      "oe": 0.9172131158103843
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D10",
      "rows": 3416,
      "observed": 10990.0,
      "baseExpected": 11936.860149192802,
      "expected": 11320.42671043264,
      "baseDeviance": 7654.365941014703,
      "featureDeviance": 7570.077825497938,
      "gain": 0.011011769775092772,
      "oe": 0.9708114615389782
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "year",
      "group": "2025",
      "rows": 34843,
      "observed": 92791.0,
      "baseExpected": 100313.28989732909,
      "expected": 100393.61611025312,
      "baseDeviance": 74708.73022951678,
      "featureDeviance": 74522.17473215544,
      "gain": 0.002497104378406667,
      "oe": 0.9242719168328007
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 2847,
      "observed": 7956.0,
      "baseExpected": 7844.350102253024,
      "expected": 7844.6655328951765,
      "baseDeviance": 6389.655746461271,
      "featureDeviance": 6385.5076845410385,
      "gain": 0.0006491839443039105,
      "oe": 1.0141923790935334
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East of England",
      "rows": 3758,
      "observed": 9709.0,
      "baseExpected": 9989.634992516721,
      "expected": 9987.795235041627,
      "baseDeviance": 7807.923652781615,
      "featureDeviance": 7751.276328439402,
      "gain": 0.00725510735777124,
      "oe": 0.9720864086136358
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "London",
      "rows": 4992,
      "observed": 19860.0,
      "baseExpected": 22361.279468176202,
      "expected": 22356.195093782568,
      "baseDeviance": 13495.485907701335,
      "featureDeviance": 13411.404663020101,
      "gain": 0.006230323624972445,
      "oe": 0.8883443679342028
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North East",
      "rows": 1682,
      "observed": 2764.0,
      "baseExpected": 3249.477481565189,
      "expected": 3249.270923920178,
      "baseDeviance": 2878.205596495428,
      "featureDeviance": 2885.967546964848,
      "gain": -0.0026968019514908015,
      "oe": 0.8506523662438377
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North West",
      "rows": 4567,
      "observed": 9449.0,
      "baseExpected": 10153.779912164715,
      "expected": 10151.771238572746,
      "baseDeviance": 8366.25934619256,
      "featureDeviance": 8381.870966050878,
      "gain": -0.0018660215052288542,
      "oe": 0.930773534779577
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South East",
      "rows": 5237,
      "observed": 14543.0,
      "baseExpected": 16098.347607103455,
      "expected": 16094.671441288774,
      "baseDeviance": 11659.874819162145,
      "featureDeviance": 11607.06309914761,
      "gain": 0.0045293556606408325,
      "oe": 0.9035909837023349
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South West",
      "rows": 3406,
      "observed": 8809.0,
      "baseExpected": 9812.729022658377,
      "expected": 9916.48494867887,
      "baseDeviance": 6813.232871914974,
      "featureDeviance": 6881.986884244732,
      "gain": -0.010091246493741934,
      "oe": 0.8883187990088751
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Wales",
      "rows": 1916,
      "observed": 2951.0,
      "baseExpected": 3306.3510407904046,
      "expected": 3306.8962058054494,
      "baseDeviance": 4118.279183350354,
      "featureDeviance": 4136.932102196635,
      "gain": -0.0045292992572461,
      "oe": 0.8923775698854253
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 3574,
      "observed": 8774.0,
      "baseExpected": 8949.409824024304,
      "expected": 8938.406720476876,
      "baseDeviance": 7229.93777650283,
      "featureDeviance": 7166.63432227094,
      "gain": 0.008755739840199617,
      "oe": 0.9816067084863973
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 2864,
      "observed": 7976.0,
      "baseExpected": 8547.930446076694,
      "expected": 8547.458769790854,
      "baseDeviance": 5949.875328954268,
      "featureDeviance": 5913.531135279254,
      "gain": 0.006108395834472313,
      "oe": 0.9331428457063108
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 5999,
      "observed": 20915.0,
      "baseExpected": 21843.66100895357,
      "expected": 21864.649560496357,
      "baseDeviance": 13326.33322586201,
      "featureDeviance": 13276.725789993874,
      "gain": 0.003722512038935366,
      "oe": 0.95656689772828
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 28844,
      "observed": 71876.0,
      "baseExpected": 78469.62888837552,
      "expected": 78528.96654975676,
      "baseDeviance": 61382.39700365477,
      "featureDeviance": 61245.448942161565,
      "gain": 0.0022310640864195985,
      "oe": 0.915280095459535
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 34462,
      "observed": 91626.0,
      "baseExpected": 98971.45288545931,
      "expected": 99057.00378023073,
      "baseDeviance": 74017.48973007196,
      "featureDeviance": 73849.2478220539,
      "gain": 0.0022730020787194993,
      "oe": 0.9249825504845951
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 381,
      "observed": 1165.0,
      "baseExpected": 1341.8370118697667,
      "expected": 1336.6123300223785,
      "baseDeviance": 691.2404994448245,
      "featureDeviance": 672.9269101015328,
      "gain": 0.026493802602712724,
      "oe": 0.8716065038697457
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D1",
      "rows": 3518,
      "observed": 11853.0,
      "baseExpected": 12782.90304055592,
      "expected": 13633.666411670409,
      "baseDeviance": 8002.013793597042,
      "featureDeviance": 8173.672483005543,
      "gain": -0.02145193620459085,
      "oe": 0.8693919626677854
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D2",
      "rows": 3449,
      "observed": 9421.0,
      "baseExpected": 10460.704085101996,
      "expected": 10490.666293903996,
      "baseDeviance": 7714.411098491402,
      "featureDeviance": 7672.489674789438,
      "gain": 0.00543417030370108,
      "oe": 0.8980363816809647
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D3",
      "rows": 3480,
      "observed": 8838.0,
      "baseExpected": 9593.388381740067,
      "expected": 9720.156585746128,
      "baseDeviance": 7274.889446283743,
      "featureDeviance": 7260.171071686204,
      "gain": 0.0020231750195266462,
      "oe": 0.9092446116516535
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D4",
      "rows": 3467,
      "observed": 8403.0,
      "baseExpected": 8751.676763314055,
      "expected": 9011.855526297619,
      "baseDeviance": 6902.03126015387,
      "featureDeviance": 6917.2488305758325,
      "gain": -0.0022047959286732866,
      "oe": 0.9324383835802839
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D5",
      "rows": 3510,
      "observed": 8219.0,
      "baseExpected": 8539.128280584493,
      "expected": 8614.246187800625,
      "baseDeviance": 7430.152132855805,
      "featureDeviance": 7410.905794574986,
      "gain": 0.0025903020472100025,
      "oe": 0.9541171474341693
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D6",
      "rows": 3512,
      "observed": 8045.0,
      "baseExpected": 8732.873039765698,
      "expected": 8603.548990179363,
      "baseDeviance": 7081.572573249814,
      "featureDeviance": 7049.7667193769885,
      "gain": 0.004491354645290269,
      "oe": 0.935079234067601
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D7",
      "rows": 3536,
      "observed": 8305.0,
      "baseExpected": 9215.062971926774,
      "expected": 9021.885292161034,
      "baseDeviance": 7232.208804293221,
      "featureDeviance": 7175.041138107725,
      "gain": 0.007904592875078498,
      "oe": 0.9205393031560793
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D8",
      "rows": 3500,
      "observed": 8935.0,
      "baseExpected": 9695.293619172939,
      "expected": 9483.760995648307,
      "baseDeviance": 7626.890781152257,
      "featureDeviance": 7545.648745017751,
      "gain": 0.010652051860408518,
      "oe": 0.9421367750726627
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D9",
      "rows": 3456,
      "observed": 9542.0,
      "baseExpected": 10313.94593152039,
      "expected": 10216.35712153356,
      "baseDeviance": 7711.410060953014,
      "featureDeviance": 7678.929181707756,
      "gain": 0.004212054473633375,
      "oe": 0.9339924090836468
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "length",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D10",
      "rows": 3415,
      "observed": 11230.0,
      "baseExpected": 12228.313783646754,
      "expected": 11597.472705312077,
      "baseDeviance": 7733.150278486613,
      "featureDeviance": 7638.301093313214,
      "gain": 0.012265271171215564,
      "oe": 0.9683144151618688
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "year",
      "group": "2023",
      "rows": 5098,
      "observed": 6032.0,
      "baseExpected": 6243.812676283444,
      "expected": 6233.47176215952,
      "baseDeviance": 9233.014031350176,
      "featureDeviance": 9197.832432814364,
      "gain": 0.003810413199455187,
      "oe": 0.9676790447046604
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 461,
      "observed": 400.0,
      "baseExpected": 450.0160156380736,
      "expected": 453.4777440575479,
      "baseDeviance": 703.7669675929156,
      "featureDeviance": 703.9111794401534,
      "gain": -0.00020491420296564478,
      "oe": 0.8820719544490779
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "East of England",
      "rows": 505,
      "observed": 410.0,
      "baseExpected": 437.07822036160155,
      "expected": 438.66001643549896,
      "baseDeviance": 725.8962298363866,
      "featureDeviance": 726.5548860567536,
      "gain": -0.0009073696670327536,
      "oe": 0.9346646255375929
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "London",
      "rows": 1077,
      "observed": 2483.0,
      "baseExpected": 2568.781954799574,
      "expected": 2560.6174027974585,
      "baseDeviance": 3215.767425877888,
      "featureDeviance": 3191.872487754825,
      "gain": 0.0074305554346920655,
      "oe": 0.9696880124642354
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North East",
      "rows": 299,
      "observed": 170.0,
      "baseExpected": 166.5849642681431,
      "expected": 166.65418197776395,
      "baseDeviance": 381.76738699661877,
      "featureDeviance": 382.17147525785,
      "gain": -0.0010584672106492832,
      "oe": 1.0200764120199663
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "North West",
      "rows": 638,
      "observed": 454.0,
      "baseExpected": 443.4835683530956,
      "expected": 442.06230730903656,
      "baseDeviance": 842.6669184194824,
      "featureDeviance": 840.8174472304279,
      "gain": 0.002194783192062899,
      "oe": 1.0270045477607708
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South East",
      "rows": 814,
      "observed": 983.0,
      "baseExpected": 1019.2179618062844,
      "expected": 1016.6746938998915,
      "baseDeviance": 1355.9773381804796,
      "featureDeviance": 1350.9654002452799,
      "gain": 0.003696181192766157,
      "oe": 0.9668776117848298
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "South West",
      "rows": 332,
      "observed": 325.0,
      "baseExpected": 362.9271523704084,
      "expected": 364.7244079423384,
      "baseDeviance": 483.36157500530834,
      "featureDeviance": 486.82137049515006,
      "gain": -0.007157779328660352,
      "oe": 0.8910837687928506
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Wales",
      "rows": 232,
      "observed": 129.0,
      "baseExpected": 122.0502214089931,
      "expected": 120.54797810992396,
      "baseDeviance": 287.19095054502657,
      "featureDeviance": 287.14203416549026,
      "gain": 0.0001703270226428577,
      "oe": 1.0701133442683617
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 315,
      "observed": 243.0,
      "baseExpected": 309.23050634468996,
      "expected": 308.32830966289225,
      "baseDeviance": 504.1621995362237,
      "featureDeviance": 498.684152558193,
      "gain": 0.010865643999232621,
      "oe": 0.7881209489510764
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 425,
      "observed": 435.0,
      "baseExpected": 364.44211093258,
      "expected": 361.72471996716763,
      "baseDeviance": 732.4570393598474,
      "featureDeviance": 728.8919996102403,
      "gain": 0.004867233923675385,
      "oe": 1.2025719448742218
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 1132,
      "observed": 1339.0,
      "baseExpected": 1392.251595334022,
      "expected": 1395.8100875587445,
      "baseDeviance": 1819.8566427061096,
      "featureDeviance": 1817.8902666968688,
      "gain": 0.0010805114881559108,
      "oe": 0.9592995579662956
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 3966,
      "observed": 4693.0,
      "baseExpected": 4851.561080949421,
      "expected": 4837.661674600775,
      "baseDeviance": 7413.157388644067,
      "featureDeviance": 7379.942166117495,
      "gain": 0.0044805770045370785,
      "oe": 0.9700967772590849
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 4740,
      "observed": 5358.0,
      "baseExpected": 5603.435496996176,
      "expected": 5598.108825135659,
      "baseDeviance": 8487.061533011136,
      "featureDeviance": 8455.13039514802,
      "gain": 0.0037623313721618645,
      "oe": 0.9571089393515246
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 358,
      "observed": 674.0,
      "baseExpected": 640.3771792872681,
      "expected": 635.3629370238616,
      "baseDeviance": 745.9524983390412,
      "featureDeviance": 742.7020376663429,
      "gain": 0.004357463350462498,
      "oe": 1.0608110116670015
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D1",
      "rows": 648,
      "observed": 1426.0,
      "baseExpected": 1317.3139218641243,
      "expected": 1382.8344073829285,
      "baseDeviance": 1770.2191050451834,
      "featureDeviance": 1759.601514203192,
      "gain": 0.005997896425211424,
      "oe": 1.0312153012584957
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D2",
      "rows": 516,
      "observed": 776.0,
      "baseExpected": 777.6765964937115,
      "expected": 776.4503992789776,
      "baseDeviance": 1248.7243199253803,
      "featureDeviance": 1242.6347017272915,
      "gain": 0.004876671416516265,
      "oe": 0.9994199252400465
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D3",
      "rows": 465,
      "observed": 548.0,
      "baseExpected": 586.3754993538499,
      "expected": 578.6202005478297,
      "baseDeviance": 983.2273795966157,
      "featureDeviance": 980.411327426982,
      "gain": 0.0028640904719201554,
      "oe": 0.9470806575386775
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D4",
      "rows": 383,
      "observed": 364.0,
      "baseExpected": 372.99851051183794,
      "expected": 359.3909224699531,
      "baseDeviance": 712.7121972145121,
      "featureDeviance": 711.4856122992296,
      "gain": 0.0017210101357552077,
      "oe": 1.012824691003241
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D5",
      "rows": 384,
      "observed": 332.0,
      "baseExpected": 365.22623735069715,
      "expected": 354.448435910821,
      "baseDeviance": 523.9552031096067,
      "featureDeviance": 524.8879985889599,
      "gain": -0.0017802962425359503,
      "oe": 0.9366665680068934
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D6",
      "rows": 456,
      "observed": 385.0,
      "baseExpected": 436.31407816769274,
      "expected": 441.77337451022726,
      "baseDeviance": 660.9327861043942,
      "featureDeviance": 662.2921934411818,
      "gain": -0.002056801183672796,
      "oe": 0.8714875594909514
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D7",
      "rows": 519,
      "observed": 442.0,
      "baseExpected": 522.5960583095793,
      "expected": 487.54273954522387,
      "baseDeviance": 699.907947424897,
      "featureDeviance": 690.4110120487113,
      "gain": 0.01356883488911198,
      "oe": 0.9065871853866477
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D8",
      "rows": 525,
      "observed": 529.0,
      "baseExpected": 532.408231280687,
      "expected": 527.1465078201265,
      "baseDeviance": 736.8714785503084,
      "featureDeviance": 735.4824185535249,
      "gain": 0.0018850777065171354,
      "oe": 1.0035160854760057
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D9",
      "rows": 562,
      "observed": 566.0,
      "baseExpected": 592.567760119073,
      "expected": 624.8719627479236,
      "baseDeviance": 892.143482093012,
      "featureDeviance": 895.6172174686817,
      "gain": -0.003893695852061896,
      "oe": 0.9057855588702852
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "temporal_2023",
      "dimension": "band",
      "group": "D10",
      "rows": 640,
      "observed": 664.0,
      "baseExpected": 740.3357828321912,
      "expected": 700.3928119455086,
      "baseDeviance": 1004.3201322862672,
      "featureDeviance": 995.008437056609,
      "gain": 0.00927164051611784,
      "oe": 0.9480394268404628
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "year",
      "group": "2024",
      "rows": 6430,
      "observed": 6863.0,
      "baseExpected": 6644.032760936374,
      "expected": 6648.292874543566,
      "baseDeviance": 10665.127727495616,
      "featureDeviance": 10646.242268966997,
      "gain": 0.001770767215467206,
      "oe": 1.032295076271166
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 527,
      "observed": 548.0,
      "baseExpected": 466.3926070494613,
      "expected": 466.474876643059,
      "baseDeviance": 852.0902715929092,
      "featureDeviance": 852.8995176732653,
      "gain": -0.0009497187179985378,
      "oe": 1.1747685190328547
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "East of England",
      "rows": 617,
      "observed": 535.0,
      "baseExpected": 509.14032938870355,
      "expected": 510.8036486844951,
      "baseDeviance": 852.2383594125437,
      "featureDeviance": 852.6338335031203,
      "gain": -0.00046404164540203574,
      "oe": 1.0473691826160978
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "London",
      "rows": 1145,
      "observed": 2351.0,
      "baseExpected": 2360.7556103681354,
      "expected": 2358.0600607702004,
      "baseDeviance": 3143.301549497741,
      "featureDeviance": 3130.9209181722144,
      "gain": 0.003938734839966096,
      "oe": 0.9970059877236993
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North East",
      "rows": 295,
      "observed": 183.0,
      "baseExpected": 178.7788258428721,
      "expected": 182.45449716775403,
      "baseDeviance": 341.95902523090103,
      "featureDeviance": 339.6404797170779,
      "gain": 0.0067801851764479615,
      "oe": 1.0029898020641521
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "North West",
      "rows": 924,
      "observed": 636.0,
      "baseExpected": 587.3003073097831,
      "expected": 583.6334500972181,
      "baseDeviance": 1057.7073439399614,
      "featureDeviance": 1062.6971259972524,
      "gain": -0.0047175450618544,
      "oe": 1.0897250661250808
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South East",
      "rows": 948,
      "observed": 1007.0,
      "baseExpected": 1048.094318940346,
      "expected": 1045.8141970660442,
      "baseDeviance": 1645.563805909849,
      "featureDeviance": 1652.7064316545936,
      "gain": -0.004340534058353107,
      "oe": 0.9628861444270553
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "South West",
      "rows": 517,
      "observed": 484.0,
      "baseExpected": 445.7964278975862,
      "expected": 447.94302072601414,
      "baseDeviance": 710.3832314510425,
      "featureDeviance": 716.4040021121601,
      "gain": -0.008475383982275986,
      "oe": 1.0804945665088066
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Wales",
      "rows": 281,
      "observed": 128.0,
      "baseExpected": 123.84125201743659,
      "expected": 123.70044604674858,
      "baseDeviance": 326.1708325028597,
      "featureDeviance": 325.51219706787083,
      "gain": 0.002019295931321774,
      "oe": 1.0347577885986485
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 651,
      "observed": 478.0,
      "baseExpected": 495.35462109594005,
      "expected": 496.95872458165496,
      "baseDeviance": 846.3199642072373,
      "featureDeviance": 833.7159974680999,
      "gain": 0.014892673305826776,
      "oe": 0.9618505045914736
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 525,
      "observed": 513.0,
      "baseExpected": 428.57846102611046,
      "expected": 432.44995276037696,
      "baseDeviance": 889.3933437505699,
      "featureDeviance": 879.111765601343,
      "gain": 0.01156021486046832,
      "oe": 1.1862644375966813
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 1366,
      "observed": 1638.0,
      "baseExpected": 1638.9476911991749,
      "expected": 1642.7766022799296,
      "baseDeviance": 2188.630923629582,
      "featureDeviance": 2193.3203381711714,
      "gain": -0.002142624638517221,
      "oe": 0.9970923604138868
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 5064,
      "observed": 5225.0,
      "baseExpected": 5005.085069737199,
      "expected": 5005.516272263636,
      "baseDeviance": 8476.496803866032,
      "featureDeviance": 8452.921930795826,
      "gain": 0.00278120473772292,
      "oe": 1.0438483696382246
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 5998,
      "observed": 6139.0,
      "baseExpected": 5938.056027751432,
      "expected": 5948.736913972645,
      "baseDeviance": 9915.968798731392,
      "featureDeviance": 9907.63442091575,
      "gain": 0.0008405006091495304,
      "oe": 1.0319837788725295
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 432,
      "observed": 724.0,
      "baseExpected": 705.9767331849425,
      "expected": 699.5559605709211,
      "baseDeviance": 749.1589287642223,
      "featureDeviance": 738.6078480512454,
      "gain": 0.014083901703449642,
      "oe": 1.0349422216474713
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D1",
      "rows": 764,
      "observed": 1414.0,
      "baseExpected": 1277.6173809043414,
      "expected": 1382.1246671235176,
      "baseDeviance": 1688.6509302204931,
      "featureDeviance": 1665.4224096814216,
      "gain": 0.013755667393046345,
      "oe": 1.0230625598650385
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D2",
      "rows": 653,
      "observed": 788.0,
      "baseExpected": 782.3633840191358,
      "expected": 789.9008738582024,
      "baseDeviance": 1297.3949029022579,
      "featureDeviance": 1280.8327285826701,
      "gain": 0.012765715575526193,
      "oe": 0.9975935286045226
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D3",
      "rows": 583,
      "observed": 619.0,
      "baseExpected": 619.4092571199208,
      "expected": 594.8242011230811,
      "baseDeviance": 1102.526355602199,
      "featureDeviance": 1100.9067058077649,
      "gain": 0.0014690349905961408,
      "oe": 1.0406436033222468
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D4",
      "rows": 566,
      "observed": 492.0,
      "baseExpected": 450.1793540768541,
      "expected": 441.4810542636974,
      "baseDeviance": 882.297425236269,
      "featureDeviance": 892.1804922617438,
      "gain": -0.011201514073134966,
      "oe": 1.114430608626135
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D5",
      "rows": 564,
      "observed": 483.0,
      "baseExpected": 459.8328491521353,
      "expected": 436.4730994666497,
      "baseDeviance": 809.1353969011434,
      "featureDeviance": 812.7460987195519,
      "gain": -0.004462419802961248,
      "oe": 1.106597406782237
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D6",
      "rows": 573,
      "observed": 415.0,
      "baseExpected": 423.6607053649107,
      "expected": 411.30876325712893,
      "baseDeviance": 840.8141050882925,
      "featureDeviance": 837.9990054332505,
      "gain": 0.003348064260585093,
      "oe": 1.0089743693123394
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D7",
      "rows": 596,
      "observed": 536.0,
      "baseExpected": 503.375581062897,
      "expected": 462.78704624202385,
      "baseDeviance": 851.9717553207574,
      "featureDeviance": 862.274894009568,
      "gain": -0.0120932866899226,
      "oe": 1.1582000930071148
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D8",
      "rows": 632,
      "observed": 577.0,
      "baseExpected": 553.3345060044398,
      "expected": 562.6057199254471,
      "baseDeviance": 916.3882156226734,
      "featureDeviance": 916.2914816899433,
      "gain": 0.00010555999202188637,
      "oe": 1.025585022627321
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D9",
      "rows": 723,
      "observed": 664.0,
      "baseExpected": 687.7545228938418,
      "expected": 720.4795333818761,
      "baseDeviance": 1045.5459973102513,
      "featureDeviance": 1052.3904248176373,
      "gain": -0.006546271063151421,
      "oe": 0.921608413889614
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2024",
      "dimension": "band",
      "group": "D10",
      "rows": 776,
      "observed": 875.0,
      "baseExpected": 886.5052203378978,
      "expected": 846.3079159019416,
      "baseDeviance": 1230.4026432912779,
      "featureDeviance": 1225.1980279634463,
      "gain": 0.004230009872141838,
      "oe": 1.0339026535838085
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "year",
      "group": "2025",
      "rows": 6060,
      "observed": 6133.0,
      "baseExpected": 6520.340102433249,
      "expected": 6522.168023128931,
      "baseDeviance": 9570.44385319353,
      "featureDeviance": 9562.17266831253,
      "gain": 0.0008642425584305391,
      "oe": 0.9403314937994756
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East Midlands",
      "rows": 549,
      "observed": 477.0,
      "baseExpected": 466.72154658385466,
      "expected": 467.14082272983796,
      "baseDeviance": 886.2021188783056,
      "featureDeviance": 885.7079883564068,
      "gain": 0.00055758219414348,
      "oe": 1.0211053643578991
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "East of England",
      "rows": 545,
      "observed": 442.0,
      "baseExpected": 451.1704106160631,
      "expected": 453.1939706326008,
      "baseDeviance": 800.1405102604808,
      "featureDeviance": 800.6911232715292,
      "gain": -0.0006881453994489473,
      "oe": 0.9752998244504987
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "London",
      "rows": 1112,
      "observed": 2153.0,
      "baseExpected": 2383.9212719865386,
      "expected": 2380.6071442386615,
      "baseDeviance": 2698.3336652424045,
      "featureDeviance": 2691.904509250977,
      "gain": 0.0023826393578535443,
      "oe": 0.9043911361899856
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North East",
      "rows": 221,
      "observed": 105.0,
      "baseExpected": 120.11983020307531,
      "expected": 118.64427191303474,
      "baseDeviance": 264.94725979117953,
      "featureDeviance": 264.8284267955598,
      "gain": 0.0004485156619978836,
      "oe": 0.8849984774398896
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "North West",
      "rows": 996,
      "observed": 648.0,
      "baseExpected": 624.6835015987541,
      "expected": 616.6109309013162,
      "baseDeviance": 1256.706303699892,
      "featureDeviance": 1258.8924209996053,
      "gain": -0.001739561020166036,
      "oe": 1.050905794116886
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South East",
      "rows": 860,
      "observed": 953.0,
      "baseExpected": 1004.8149662209278,
      "expected": 1002.6962804520314,
      "baseDeviance": 1393.704997113381,
      "featureDeviance": 1394.4389393378897,
      "gain": -0.0005266123218534702,
      "oe": 0.9504373543406109
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "South West",
      "rows": 520,
      "observed": 423.0,
      "baseExpected": 508.95293310859125,
      "expected": 512.1357771636157,
      "baseDeviance": 666.423779848708,
      "featureDeviance": 671.0566916167547,
      "gain": -0.006951900439534864,
      "oe": 0.8259528407539104
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Wales",
      "rows": 202,
      "observed": 113.0,
      "baseExpected": 102.56285682428084,
      "expected": 103.1316420665473,
      "baseDeviance": 259.764662663292,
      "featureDeviance": 260.3478600274073,
      "gain": -0.0022450989219857664,
      "oe": 1.0956870048387768
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "West Midlands",
      "rows": 635,
      "observed": 486.0,
      "baseExpected": 497.55360685034,
      "expected": 506.38549739066804,
      "baseDeviance": 814.8771914380291,
      "featureDeviance": 805.6503815911044,
      "gain": 0.011322945277977281,
      "oe": 0.9597431255521504
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "region",
      "group": "Yorkshire and The Humber",
      "rows": 420,
      "observed": 333.0,
      "baseExpected": 359.8391784408228,
      "expected": 361.62168564061756,
      "baseDeviance": 529.343364257858,
      "featureDeviance": 528.6543270652974,
      "gain": 0.0013016828755879617,
      "oe": 0.9208518549159632
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Rural",
      "rows": 1051,
      "observed": 1263.0,
      "baseExpected": 1467.3145345778942,
      "expected": 1472.4897118678468,
      "baseDeviance": 1755.9285516245975,
      "featureDeviance": 1758.3248389237838,
      "gain": -0.001364683828945834,
      "oe": 0.8577309503900642
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "urbanRural",
      "group": "Urban",
      "rows": 5009,
      "observed": 4870.0,
      "baseExpected": 5053.025567855355,
      "expected": 5049.678311261085,
      "baseDeviance": 7814.515301568934,
      "featureDeviance": 7803.847829388747,
      "gain": 0.001365084303826869,
      "oe": 0.964417869775904
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "False",
      "rows": 5679,
      "observed": 5577.0,
      "baseExpected": 5940.504438667231,
      "expected": 5944.004980628648,
      "baseDeviance": 8944.984461192063,
      "featureDeviance": 8942.341862208348,
      "gain": 0.0002954280127797082,
      "oe": 0.9382562797600764
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "betterObserved",
      "group": "True",
      "rows": 381,
      "observed": 556.0,
      "baseExpected": 579.8356637660173,
      "expected": 578.1630425002833,
      "baseDeviance": 625.4593920014668,
      "featureDeviance": 619.8308061041816,
      "gain": 0.008999122835574802,
      "oe": 0.9616664489579989
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D1",
      "rows": 686,
      "observed": 1194.0,
      "baseExpected": 1236.604116837717,
      "expected": 1337.1997161249424,
      "baseDeviance": 1361.5127038784872,
      "featureDeviance": 1370.6555156270606,
      "gain": -0.00671518651462355,
      "oe": 0.8929107489344079
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D2",
      "rows": 650,
      "observed": 765.0,
      "baseExpected": 798.5863594327537,
      "expected": 805.1260061648209,
      "baseDeviance": 1255.2922089869724,
      "featureDeviance": 1249.0553753844865,
      "gain": 0.004968431698878284,
      "oe": 0.9501618307475135
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D3",
      "rows": 634,
      "observed": 553.0,
      "baseExpected": 614.6804917348649,
      "expected": 593.3232771569186,
      "baseDeviance": 1025.3479026119987,
      "featureDeviance": 1013.0435364335169,
      "gain": 0.012000186616793473,
      "oe": 0.9320382686650365
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D4",
      "rows": 561,
      "observed": 455.0,
      "baseExpected": 454.7026479749103,
      "expected": 446.3015294811954,
      "baseDeviance": 713.2336806878059,
      "featureDeviance": 710.1780491685788,
      "gain": 0.00428419408948888,
      "oe": 1.0194901203428905
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D5",
      "rows": 571,
      "observed": 509.0,
      "baseExpected": 482.5010166921578,
      "expected": 457.49569592391254,
      "baseDeviance": 770.2971486639524,
      "featureDeviance": 776.6279302538672,
      "gain": -0.008218622645683293,
      "oe": 1.1125787729479608
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D6",
      "rows": 580,
      "observed": 457.0,
      "baseExpected": 497.6660438942224,
      "expected": 483.7315571719546,
      "baseDeviance": 814.7098242337887,
      "featureDeviance": 809.8997680584214,
      "gain": 0.005904011504821449,
      "oe": 0.94473886027152
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D7",
      "rows": 572,
      "observed": 417.0,
      "baseExpected": 455.83878885396723,
      "expected": 417.7619979442737,
      "baseDeviance": 762.9777446044036,
      "featureDeviance": 763.506132333953,
      "gain": -0.0006925336070233712,
      "oe": 0.9981759998563218
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D8",
      "rows": 575,
      "observed": 527.0,
      "baseExpected": 546.8929144001788,
      "expected": 555.9500749919595,
      "baseDeviance": 863.2146261792996,
      "featureDeviance": 861.4444896659688,
      "gain": 0.002050633132996804,
      "oe": 0.9479268439843664
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D9",
      "rows": 626,
      "observed": 552.0,
      "baseExpected": 635.516862751817,
      "expected": 664.2541379594237,
      "baseDeviance": 971.5760611059345,
      "featureDeviance": 980.9117610430797,
      "gain": -0.009608820462824408,
      "oe": 0.8310072432453844
    },
    {
      "feature": "long_commute",
      "form": "categorical",
      "scenario": "counted_routes",
      "sample": "diagnostic_2025",
      "dimension": "band",
      "group": "D10",
      "rows": 605,
      "observed": 704.0,
      "baseExpected": 797.3508598606593,
      "expected": 761.0240302095299,
      "baseDeviance": 1032.281952240888,
      "featureDeviance": 1026.8501103435983,
      "gain": 0.005261975069406288,
      "oe": 0.9250693434820584
    }
  ],
  "curves": [
    {
      "form": "linear",
      "value": 0.8032128514056224,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.1341031828627512,
      "rr": 1.1435108042759183,
      "lower95": 1.0706514887050897,
      "upper95": 1.2213282971074633
    },
    {
      "form": "linear",
      "value": 3.6931818181818175,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.1039463781499005,
      "rr": 1.109540957681509,
      "lower95": 1.0543405876703793,
      "upper95": 1.1676313623598027
    },
    {
      "form": "linear",
      "value": 4.424778761061947,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.09631216948240541,
      "rr": 1.101102741021188,
      "lower95": 1.0502510410654853,
      "upper95": 1.1544166098177435
    },
    {
      "form": "linear",
      "value": 4.950495049504951,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.09082632391548028,
      "rr": 1.0950787997436888,
      "lower95": 1.0473221429749044,
      "upper95": 1.1450131038400218
    },
    {
      "form": "linear",
      "value": 5.432198127033808,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.08579975587768521,
      "rr": 1.089588122841334,
      "lower95": 1.0446456250228537,
      "upper95": 1.1364641262063675
    },
    {
      "form": "linear",
      "value": 5.867006802721088,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.08126253057495758,
      "rr": 1.0846556144536432,
      "lower95": 1.0422355435964725,
      "upper95": 1.1288022263241035
    },
    {
      "form": "linear",
      "value": 6.267029972752043,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.07708829176550214,
      "rr": 1.080137439424165,
      "lower95": 1.0400231842845622,
      "upper95": 1.1217989230195564
    },
    {
      "form": "linear",
      "value": 6.648936170212766,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.0731031034303146,
      "rr": 1.0758414541410286,
      "lower95": 1.0379154044114975,
      "upper95": 1.1151533444139925
    },
    {
      "form": "linear",
      "value": 7.01219512195122,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.0693124989657997,
      "rr": 1.0717710841769503,
      "lower95": 1.0359145047439788,
      "upper95": 1.108868783685705
    },
    {
      "form": "linear",
      "value": 7.374631268436578,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.06553048046799224,
      "rr": 1.067725281583783,
      "lower95": 1.033921981501305,
      "upper95": 1.1026337550902818
    },
    {
      "form": "linear",
      "value": 7.733333333333333,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.06178742708383958,
      "rr": 1.0637361991867902,
      "lower95": 1.0319537601934137,
      "upper95": 1.0964974838100119
    },
    {
      "form": "linear",
      "value": 8.102345415778252,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.0579367887431146,
      "rr": 1.0596480119105558,
      "lower95": 1.0299328769674254,
      "upper95": 1.0902204738353125
    },
    {
      "form": "linear",
      "value": 8.458272547039238,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.05422269177084979,
      "rr": 1.0557196760637797,
      "lower95": 1.0279874026607632,
      "upper95": 1.084200089946056
    },
    {
      "form": "linear",
      "value": 8.79982832618026,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.05065855975126225,
      "rr": 1.051963649226449,
      "lower95": 1.0261239366029067,
      "upper95": 1.0784540539590535
    },
    {
      "form": "linear",
      "value": 9.195402298850574,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.04653074828323376,
      "rr": 1.0476302914062186,
      "lower95": 1.0239699782920353,
      "upper95": 1.0718373104087866
    },
    {
      "form": "linear",
      "value": 9.583333333333334,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.04248269081845037,
      "rr": 1.0433979958520334,
      "lower95": 1.0218620281848416,
      "upper95": 1.065387838788655
    },
    {
      "form": "linear",
      "value": 9.96884735202492,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.03845985489550367,
      "rr": 1.0392090083663286,
      "lower95": 1.0197715107077354,
      "upper95": 1.0590169971704975
    },
    {
      "form": "linear",
      "value": 10.344827586206897,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.03453650394313484,
      "rr": 1.0351398143713617,
      "lower95": 1.0177368113465266,
      "upper95": 1.0528404036787267
    },
    {
      "form": "linear",
      "value": 10.6951871657754,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.030880504331446946,
      "rr": 1.0313622532007412,
      "lower95": 1.0158444181260093,
      "upper95": 1.0471171356038924
    },
    {
      "form": "linear",
      "value": 11.090931712106743,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.026750912928531986,
      "rr": 1.027111930594726,
      "lower95": 1.0137111192403936,
      "upper95": 1.0406898947310945
    },
    {
      "form": "linear",
      "value": 11.510791366906476,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.022369680547782676,
      "rr": 1.0226217579730699,
      "lower95": 1.0114527231310722,
      "upper95": 1.0339141276348263
    },
    {
      "form": "linear",
      "value": 11.920529801324504,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.018094063026575385,
      "rr": 1.0182587523853193,
      "lower95": 1.0092536193531065,
      "upper95": 1.0273442343202985
    },
    {
      "form": "linear",
      "value": 12.347826086956522,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.013635229458301585,
      "rr": 1.0137286131528145,
      "lower95": 1.0069653738342905,
      "upper95": 1.0205372774752843
    },
    {
      "form": "linear",
      "value": 12.741312741312742,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.009529199141384182,
      "rr": 1.009574746521246,
      "lower95": 1.0048627735588438,
      "upper95": 1.0143088147286732
    },
    {
      "form": "linear",
      "value": 13.19796954314721,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.004763988804513642,
      "rr": 1.0047753546409166,
      "lower95": 1.0024281264484458,
      "upper95": 1.0071280789682644
    },
    {
      "form": "linear",
      "value": 13.654509283819628,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "form": "linear",
      "value": 14.14141414141414,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.0050808485741615905,
      "rr": 0.9949320371043244,
      "lower95": 0.9924534082076389,
      "upper95": 0.997416856318013
    },
    {
      "form": "linear",
      "value": 14.625850340136054,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.010135936711315229,
      "rr": 0.9899152587777768,
      "lower95": 0.9850015978100841,
      "upper95": 0.9948534314459165
    },
    {
      "form": "linear",
      "value": 15.13859275053305,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.015486399957149804,
      "rr": 0.9846328977102745,
      "lower95": 0.9771753111335337,
      "upper95": 0.9921473989439002
    },
    {
      "form": "linear",
      "value": 15.670103092783505,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.021032706432539957,
      "rr": 0.9791869383341878,
      "lower95": 0.9691281914079264,
      "upper95": 0.9893500867117987
    },
    {
      "form": "linear",
      "value": 16.19047619047619,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.02646279584365396,
      "rr": 0.9738842757043991,
      "lower95": 0.9613138947384543,
      "upper95": 0.9866190301164095
    },
    {
      "form": "linear",
      "value": 16.70235546038544,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.03180425222490697,
      "rr": 0.9686961836442394,
      "lower95": 0.9536886243184758,
      "upper95": 0.9839399068825979
    },
    {
      "form": "linear",
      "value": 17.28395061728395,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.0378731933693142,
      "rr": 0.9628350270160531,
      "lower95": 0.9450981987093792,
      "upper95": 0.9809047255777015
    },
    {
      "form": "linear",
      "value": 17.836198713215907,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.04363589815041139,
      "rr": 0.9573024496184012,
      "lower95": 0.937012874127927,
      "upper95": 0.9780313647219695
    },
    {
      "form": "linear",
      "value": 18.433179723502302,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.04986539056069488,
      "rr": 0.9513574775785797,
      "lower95": 0.9283504095303767,
      "upper95": 0.9749347238426165
    },
    {
      "form": "linear",
      "value": 19.06474820143885,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.056455802939126415,
      "rr": 0.9451082545791423,
      "lower95": 0.9192732260339612,
      "upper95": 0.9716693444095083
    },
    {
      "form": "linear",
      "value": 19.69111969111969,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.0629919847836927,
      "rr": 0.9389509995543359,
      "lower95": 0.9103584003108471,
      "upper95": 0.9684416371212142
    },
    {
      "form": "linear",
      "value": 20.344893771924017,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.06981411246319258,
      "rr": 0.9325671564065134,
      "lower95": 0.9011457636123292,
      "upper95": 0.9650841587735249
    },
    {
      "form": "linear",
      "value": 21.024258760107816,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.07690328107120743,
      "rr": 0.9259794090120977,
      "lower95": 0.8916712757611606,
      "upper95": 0.9616075892794193
    },
    {
      "form": "linear",
      "value": 21.772151898734176,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.08470754042032962,
      "rr": 0.9187809514032798,
      "lower95": 0.881356239044903,
      "upper95": 0.9577948158355387
    },
    {
      "form": "linear",
      "value": 22.59036144578313,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.09324555096930456,
      "rr": 0.9109697833170034,
      "lower95": 0.8702080222086511,
      "upper95": 0.953640882337959
    },
    {
      "form": "linear",
      "value": 23.37278106508876,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.10141009388798639,
      "rr": 0.9035624114739107,
      "lower95": 0.8596793681541854,
      "upper95": 0.9496855009810133
    },
    {
      "form": "linear",
      "value": 24.311183144246357,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.11120231261719196,
      "rr": 0.8947577098423719,
      "lower95": 0.8472196069542863,
      "upper95": 0.944963209952675
    },
    {
      "form": "linear",
      "value": 25.343811394891947,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.12197778074632892,
      "rr": 0.8851680360572618,
      "lower95": 0.8337173385148235,
      "upper95": 0.9397938796058022
    },
    {
      "form": "linear",
      "value": 26.497841224614398,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.13402007345183375,
      "rr": 0.874572508738002,
      "lower95": 0.8188821308054373,
      "upper95": 0.9340502671464618
    },
    {
      "form": "linear",
      "value": 27.9146523878688,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.14880448742182592,
      "rr": 0.8617375789657727,
      "lower95": 0.8010293316806193,
      "upper95": 0.9270467704893885
    },
    {
      "form": "linear",
      "value": 29.475207004853914,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.1650888632643303,
      "rr": 0.8478183608332388,
      "lower95": 0.7818153839638358,
      "upper95": 0.9193934881680572
    },
    {
      "form": "linear",
      "value": 31.55291790306627,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.18676976106201376,
      "rr": 0.8296347286164691,
      "lower95": 0.7569474533402429,
      "upper95": 0.9093019335612176
    },
    {
      "form": "linear",
      "value": 34.24657534246575,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.21487805644412766,
      "rr": 0.806639798705473,
      "lower95": 0.725881091126741,
      "upper95": 0.896383406055686
    },
    {
      "form": "linear",
      "value": 38.57142857142858,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.2600078677801516,
      "rr": 0.7710455193630684,
      "lower95": 0.6786466751851743,
      "upper95": 0.8760246158542611
    },
    {
      "form": "linear",
      "value": 68.1967213114754,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.5691475775809914,
      "rr": 0.5660077107825695,
      "lower95": 0.4280301494956463,
      "upper95": 0.7484629973912234
    },
    {
      "form": "smooth",
      "value": 0.8032128514056224,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.3231853755260789,
      "rr": 1.3815214274311356,
      "lower95": 1.189130706063131,
      "upper95": 1.605039248183399
    },
    {
      "form": "smooth",
      "value": 3.6931818181818175,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.23280332145676502,
      "rr": 1.2621332203913036,
      "lower95": 1.14221732171411,
      "upper95": 1.3946385120694538
    },
    {
      "form": "smooth",
      "value": 4.424778761061947,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.20992306384552217,
      "rr": 1.233583149162029,
      "lower95": 1.1283992683185486,
      "upper95": 1.3485717587924946
    },
    {
      "form": "smooth",
      "value": 4.950495049504951,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.19348359934245746,
      "rr": 1.2134694846908418,
      "lower95": 1.1175888432086252,
      "upper95": 1.3175759575840515
    },
    {
      "form": "smooth",
      "value": 5.432198127033808,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.17847167839709954,
      "rr": 1.1953890274607082,
      "lower95": 1.1069041575916523,
      "upper95": 1.2909472940118931
    },
    {
      "form": "smooth",
      "value": 5.867006802721088,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.16504534086678727,
      "rr": 1.179446594629989,
      "lower95": 1.09661733460932,
      "upper95": 1.2685320810470935
    },
    {
      "form": "smooth",
      "value": 6.267029972752043,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.15286198460213776,
      "rr": 1.1651641572503204,
      "lower95": 1.0866820518200249,
      "upper95": 1.2493143795529393
    },
    {
      "form": "smooth",
      "value": 6.648936170212766,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.14143495551862462,
      "rr": 1.1519255754223447,
      "lower95": 1.0768913236960975,
      "upper95": 1.2321879674522898
    },
    {
      "form": "smooth",
      "value": 7.01219512195122,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.13079697509393023,
      "rr": 1.1397363629529071,
      "lower95": 1.0674490927507763,
      "upper95": 1.2169189011999149
    },
    {
      "form": "smooth",
      "value": 7.374631268436578,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.12045058734058867,
      "rr": 1.1280050018616956,
      "lower95": 1.0580771466069125,
      "upper95": 1.2025543584467124
    },
    {
      "form": "smooth",
      "value": 7.733333333333333,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.11051522157338128,
      "rr": 1.1168533491879442,
      "lower95": 1.0490416907374818,
      "upper95": 1.1890484568972914
    },
    {
      "form": "smooth",
      "value": 8.102345415778252,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.10065347101792445,
      "rr": 1.105893351259329,
      "lower95": 1.0402080787668275,
      "upper95": 1.175726404480018
    },
    {
      "form": "smooth",
      "value": 8.458272547039238,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.091527752927538,
      "rr": 1.0958471892381563,
      "lower95": 1.032335634307974,
      "upper95": 1.1632661144804695
    },
    {
      "form": "smooth",
      "value": 8.79982832618026,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.08316465665574621,
      "rr": 1.0867207296186303,
      "lower95": 1.0255598562899138,
      "upper95": 1.1515290277206445
    },
    {
      "form": "smooth",
      "value": 9.195402298850574,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.07400812721583178,
      "rr": 1.0768155569730997,
      "lower95": 1.0188798473485314,
      "upper95": 1.138045616229214
    },
    {
      "form": "smooth",
      "value": 9.583333333333334,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.0656004698928178,
      "rr": 1.0678000136773105,
      "lower95": 1.013660581067432,
      "upper95": 1.1248310238211925
    },
    {
      "form": "smooth",
      "value": 9.96884735202492,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.057766696546026196,
      "rr": 1.059467789379727,
      "lower95": 1.0096744077093016,
      "upper95": 1.1117167951991314
    },
    {
      "form": "smooth",
      "value": 10.344827586206897,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.05058255966260673,
      "rr": 1.0518837029338466,
      "lower95": 1.0067946851716951,
      "upper95": 1.0989920197176342
    },
    {
      "form": "smooth",
      "value": 10.6951871657754,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.04425465206366978,
      "rr": 1.0452484956868282,
      "lower95": 1.0048719355305082,
      "upper95": 1.0872474184073848
    },
    {
      "form": "smooth",
      "value": 11.090931712106743,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.037487342252327006,
      "rr": 1.038198855739505,
      "lower95": 1.0034174681261216,
      "upper95": 1.074185868093079
    },
    {
      "form": "smooth",
      "value": 11.510791366906476,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.03069432157423814,
      "rr": 1.0311702492072303,
      "lower95": 1.0025029036198418,
      "upper95": 1.0606573597050837
    },
    {
      "form": "smooth",
      "value": 11.920529801324504,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.024392120798235408,
      "rr": 1.0246920421847756,
      "lower95": 1.002021732725102,
      "upper95": 1.047875257616658
    },
    {
      "form": "smooth",
      "value": 12.347826086956522,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.018102751383263473,
      "rr": 1.0182675994189938,
      "lower95": 1.0017280957319823,
      "upper95": 1.035080186374188
    },
    {
      "form": "smooth",
      "value": 12.741312741312742,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.012512325902619711,
      "rr": 1.0125909325609426,
      "lower95": 1.001457292751336,
      "upper95": 1.0238483499258253
    },
    {
      "form": "smooth",
      "value": 13.19796954314721,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.0061988202252142985,
      "rr": 1.0062180726715666,
      "lower95": 1.000932398371876,
      "upper95": 1.0115316592986507
    },
    {
      "form": "smooth",
      "value": 13.654509283819628,
      "referenceValue": 13.654509283819628,
      "logEffect": 0.0,
      "rr": 1.0,
      "lower95": 1.0,
      "upper95": 1.0
    },
    {
      "form": "smooth",
      "value": 14.14141414141414,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.006555790386183566,
      "rr": 0.9934656519249236,
      "lower95": 0.9884584548989397,
      "upper95": 0.9984982137216096
    },
    {
      "form": "smooth",
      "value": 14.625850340136054,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.013022834164453339,
      "rr": 0.9870615960361496,
      "lower95": 0.9774938397936116,
      "upper95": 0.9967230019323121
    },
    {
      "form": "smooth",
      "value": 15.13859275053305,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.019790068820533812,
      "rr": 0.9804044691710823,
      "lower95": 0.9661820511862498,
      "upper95": 0.9948362443604777
    },
    {
      "form": "smooth",
      "value": 15.670103092783505,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.026701247995686482,
      "rr": 0.973652078588078,
      "lower95": 0.9545590934437108,
      "upper95": 0.9931269595042489
    },
    {
      "form": "smooth",
      "value": 16.19047619047619,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.03334567818544953,
      "rr": 0.9672041604159803,
      "lower95": 0.9431596773920737,
      "upper95": 0.9918616225331892
    },
    {
      "form": "smooth",
      "value": 16.70235546038544,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.03974503348456213,
      "rr": 0.9610344395198112,
      "lower95": 0.9318955905486519,
      "upper95": 0.9910844125782344
    },
    {
      "form": "smooth",
      "value": 17.28395061728395,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.04682802342126927,
      "rr": 0.9542514923866452,
      "lower95": 0.9190827449230569,
      "upper95": 0.9907659737408869
    },
    {
      "form": "smooth",
      "value": 17.836198713215907,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.05334497947348541,
      "rr": 0.9480528972721886,
      "lower95": 0.9070073496922101,
      "upper95": 0.9909559126849383
    },
    {
      "form": "smooth",
      "value": 18.433179723502302,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.060134043884523564,
      "rr": 0.9416383042681835,
      "lower95": 0.8942162941303309,
      "upper95": 0.9915751948217433
    },
    {
      "form": "smooth",
      "value": 19.06474820143885,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.06699554415378867,
      "rr": 0.9351993684320552,
      "lower95": 0.8811954840807046,
      "upper95": 0.9925128697500392
    },
    {
      "form": "smooth",
      "value": 19.69111969111969,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.0734412443951342,
      "rr": 0.929190739351591,
      "lower95": 0.8690365525660034,
      "upper95": 0.9935087627182189
    },
    {
      "form": "smooth",
      "value": 20.344893771924017,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.0797552395585928,
      "rr": 0.9233423164041801,
      "lower95": 0.8573786549485994,
      "upper95": 0.9943809871424297
    },
    {
      "form": "smooth",
      "value": 21.024258760107816,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.08587346429022212,
      "rr": 0.9177103470037281,
      "lower95": 0.8464184223525226,
      "upper95": 0.9950070305144428
    },
    {
      "form": "smooth",
      "value": 21.772151898734176,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.09211601218664753,
      "rr": 0.9119993403699348,
      "lower95": 0.835621237696138,
      "upper95": 0.9953586138240873
    },
    {
      "form": "smooth",
      "value": 22.59036144578313,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.0983918778187561,
      "rr": 0.9062936777662788,
      "lower95": 0.825203479146086,
      "upper95": 0.9953523598919782
    },
    {
      "form": "smooth",
      "value": 23.37278106508876,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.10389102249058353,
      "rr": 0.901323516061255,
      "lower95": 0.8164725201428978,
      "upper95": 0.9949925570830493
    },
    {
      "form": "smooth",
      "value": 24.311183144246357,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.10989308381316225,
      "rr": 0.8959299195866676,
      "lower95": 0.8074091634063156,
      "upper95": 0.9941556984864582
    },
    {
      "form": "smooth",
      "value": 25.343811394891947,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.11582394032644014,
      "rr": 0.8906320138764435,
      "lower95": 0.7989754687497297,
      "upper95": 0.9928031775279433
    },
    {
      "form": "smooth",
      "value": 26.497841224614398,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.12172074496743415,
      "rr": 0.8853955851557396,
      "lower95": 0.7911440174817428,
      "upper95": 0.9908756495543685
    },
    {
      "form": "smooth",
      "value": 27.9146523878688,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.12807809687309762,
      "rr": 0.8797846680300447,
      "lower95": 0.7833337870954546,
      "upper95": 0.9881114217870655
    },
    {
      "form": "smooth",
      "value": 29.475207004853914,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.13420866292678899,
      "rr": 0.8744075891193097,
      "lower95": 0.7763527213752209,
      "upper95": 0.9848469785164936
    },
    {
      "form": "smooth",
      "value": 31.55291790306627,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.14145733975404612,
      "rr": 0.8680922078220803,
      "lower95": 0.7684523222829212,
      "upper95": 0.9806517065921062
    },
    {
      "form": "smooth",
      "value": 34.24657534246575,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.15032764331626797,
      "rr": 0.8604260174028405,
      "lower95": 0.7583610650991262,
      "upper95": 0.9762275062564604
    },
    {
      "form": "smooth",
      "value": 38.57142857142858,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.164537774980379,
      "rr": 0.8482857123629612,
      "lower95": 0.7403999969893874,
      "upper95": 0.9718917513845572
    },
    {
      "form": "smooth",
      "value": 68.1967213114754,
      "referenceValue": 13.654509283819628,
      "logEffect": -0.2618773349923894,
      "rr": 0.7696054215726944,
      "lower95": 0.5977868704473734,
      "upper95": 0.9908088219984208
    }
  ],
  "pvalue": 2.516847272419071e-06,
  "eligibleRows": 135903,
  "developmentRows": 66216,
  "developmentClusters": 162,
  "missingFeatureEligibleRows": 0,
  "zeroCollisionRows": 32000,
  "incrementalDf": 9,
  "qvalue": 3.2032601648969996e-06,
  "decision": "uncertain",
  "reason": "Research shortlist gates not met: sevenGeographies.",
  "gates": {
    "primaryFDR": true,
    "meanGainAtLeast1Percent": true,
    "positiveTemporal": true,
    "positiveSpatial": true,
    "sevenGeographies": false,
    "positiveConditionalIntervals": true,
    "supportedHoldoutBands": true,
    "exposureSensitivityPositive": true
  },
  "temporalGain": 0.0069611070585021695,
  "spatialGain": 0.013885259848927745,
  "meanGain": 0.010423183453714957,
  "positiveRegions": 5,
  "bestDevelopmentForm": "smooth",
  "bestDevelopmentMeanGain": 0.011106017849642325,
  "sensitivityGains": {
    "benchmark": 0.00623212126116679,
    "length": 0.003260005050377379,
    "counted_routes": 0.003810413199455187
  }
}
