{
 "record_id": "8674ce1937729ab9e1f1084511ae7a29ecdbc635",
 "eligible": true,
 "exclusion_reason": null,
 "study": {
  "title": "The Role of Subjective Perceptions and Objective Measurements of the Urban Environment in Explaining House Prices in Greater London: A Multi-Scale Urban Morphology Analysis",
  "year": 2023,
  "doi": "10.3390/ijgi12060249",
  "country": "United Kingdom",
  "region_city": "Greater London",
  "sample_start": 2017,
  "sample_end": 2021,
  "property_type": "mixed",
  "price_type": "transaction",
  "data_source": "Land Registry Price Paid Data linked to Domestic EPCs (Chi et al.), 49,603 Greater London transactions since 2017; street view images + online perception survey + BP neural network for subjective perception scores; OS, TfL, Ofsted data",
  "document_type": "journal",
  "estimators": [
   "OLS"
  ],
  "spatial_method": "none (postcode district code / space-syntax centralities as regressors)",
  "time_fe": false,
  "location_fe": false,
  "se_type": "unknown",
  "n_obs_total": 49603,
  "ai_methods": [
   "backpropagation neural network (SVI semantic segmentation view indices -> perceived streetscape scores)",
   "street view image semantic segmentation"
  ],
  "notes": "Dependent variable is price per m2 (GBP/m2) in levels (eq. 3). Table 5 reports STANDARDIZED coefficients with significance stars only (no SE/t); treat as standardized effects without variance information. Sample end year not stated ('since 2017'; published 2023) -> sample_end set to 2021 as an approximation, flag. Categorical variables (floor level, property type, main energy source) entered as single numeric codes. L2_POSDT (postcode district code, beta 0.136*** in Model 0) not extracted (location identifier). Property type mixed (50% flats, 7% detached, 16% semi, 27% terrace). Star legend: ** p<0.05, *** p<0.01 (no SE or t printed; 'P > t' column shows stars only)."
 },
 "models": [
  {
   "model_id": "T5-m0",
   "table": "5",
   "column": "Model 0",
   "page": 15,
   "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",
   "dep_transform": "per_m2",
   "estimator": "OLS",
   "n_obs": 49603,
   "r2": 0.496,
   "se_or_t_in_parentheses": "none",
   "sample_subset": "Baseline location attributes: cost network distance to CBD + postcode district code; Greater London transactions since 2017; R2 is adjusted"
  },
  {
   "model_id": "T5-m1",
   "table": "5",
   "column": "Model 1",
   "page": 15,
   "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",
   "dep_transform": "per_m2",
   "estimator": "OLS",
   "n_obs": 49603,
   "r2": 0.482,
   "se_or_t_in_parentheses": "none",
   "sample_subset": "Space-syntax integration/choice at R400 replace location attributes; Greater London transactions since 2017; R2 is adjusted"
  },
  {
   "model_id": "T5-m2",
   "table": "5",
   "column": "Model 2",
   "page": 15,
   "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",
   "dep_transform": "per_m2",
   "estimator": "OLS",
   "n_obs": 49603,
   "r2": 0.484,
   "se_or_t_in_parentheses": "none",
   "sample_subset": "Space-syntax integration/choice at R800; Greater London transactions since 2017; R2 is adjusted"
  },
  {
   "model_id": "T5-m3",
   "table": "5",
   "column": "Model 3",
   "page": 15,
   "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",
   "dep_transform": "per_m2",
   "estimator": "OLS",
   "n_obs": 49603,
   "r2": 0.486,
   "se_or_t_in_parentheses": "none",
   "sample_subset": "Space-syntax integration/choice at R2000; Greater London transactions since 2017; R2 is adjusted"
  },
  {
   "model_id": "T5-m4",
   "table": "5",
   "column": "Model 4",
   "page": 15,
   "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",
   "dep_transform": "per_m2",
   "estimator": "OLS",
   "n_obs": 49603,
   "r2": 0.494,
   "se_or_t_in_parentheses": "none",
   "sample_subset": "Space-syntax integration/choice at R6000; Greater London transactions since 2017; R2 is adjusted"
  }
 ],
 "coefficients": [
  {
   "model_id": "T5-m0",
   "var_name_printed": "H1_FLARA",
   "taxonomy_id": "living_area",
   "x_transform": "other",
   "x_unit": "m2 (total floor area; standardized beta)",
   "beta": -0.007,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Total floor area m2 (EPC). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H1_FLARA",
   "taxonomy_id": "living_area",
   "x_transform": "other",
   "x_unit": "m2 (total floor area; standardized beta)",
   "beta": -0.009,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "**",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Total floor area m2 (EPC). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H1_FLARA",
   "taxonomy_id": "living_area",
   "x_transform": "other",
   "x_unit": "m2 (total floor area; standardized beta)",
   "beta": -0.012,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "**",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Total floor area m2 (EPC). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H1_FLARA",
   "taxonomy_id": "living_area",
   "x_transform": "other",
   "x_unit": "m2 (total floor area; standardized beta)",
   "beta": -0.014,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "**",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Total floor area m2 (EPC). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H1_FLARA",
   "taxonomy_id": "living_area",
   "x_transform": "other",
   "x_unit": "m2 (total floor area; standardized beta)",
   "beta": -0.016,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Total floor area m2 (EPC). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "H2_INSUP",
   "taxonomy_id": "insulation",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",
   "beta": -0.009,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "**",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House insulation performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H2_INSUP",
   "taxonomy_id": "insulation",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",
   "beta": -0.006,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House insulation performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H2_INSUP",
   "taxonomy_id": "insulation",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",
   "beta": -0.001,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House insulation performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H2_INSUP",
   "taxonomy_id": "insulation",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",
   "beta": -0.001,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House insulation performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H2_INSUP",
   "taxonomy_id": "insulation",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",
   "beta": 0.004,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House insulation performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "H3_LIGTP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",
   "beta": -0.039,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House lighting performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H3_LIGTP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",
   "beta": -0.037,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House lighting performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H3_LIGTP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",
   "beta": -0.036,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House lighting performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H3_LIGTP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",
   "beta": -0.036,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House lighting performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H3_LIGTP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",
   "beta": -0.035,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House lighting performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "H4_HOTWP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",
   "beta": 0.002,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House hot water performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H4_HOTWP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",
   "beta": 0.002,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House hot water performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H4_HOTWP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",
   "beta": 0.001,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House hot water performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H4_HOTWP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",
   "beta": 0.002,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House hot water performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H4_HOTWP",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",
   "beta": 0.003,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House hot water performance rating. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "H5_CO2EM",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",
   "beta": 0.054,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House CO2 emission (EPC), mean 2.00. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H5_CO2EM",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",
   "beta": 0.059,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House CO2 emission (EPC), mean 2.00. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H5_CO2EM",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",
   "beta": 0.059,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House CO2 emission (EPC), mean 2.00. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H5_CO2EM",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",
   "beta": 0.06,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House CO2 emission (EPC), mean 2.00. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H5_CO2EM",
   "taxonomy_id": "energy_efficiency",
   "x_transform": "other",
   "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",
   "beta": 0.059,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "House CO2 emission (EPC), mean 2.00. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "H6_FLLEV",
   "taxonomy_id": "floor_level",
   "x_transform": "other",
   "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",
   "beta": 0.068,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Floor level category. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H6_FLLEV",
   "taxonomy_id": "floor_level",
   "x_transform": "other",
   "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",
   "beta": 0.062,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Floor level category. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H6_FLLEV",
   "taxonomy_id": "floor_level",
   "x_transform": "other",
   "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",
   "beta": 0.063,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Floor level category. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H6_FLLEV",
   "taxonomy_id": "floor_level",
   "x_transform": "other",
   "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",
   "beta": 0.062,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Floor level category. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H6_FLLEV",
   "taxonomy_id": "floor_level",
   "x_transform": "other",
   "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",
   "beta": 0.066,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Floor level category. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "H7_PROTY",
   "taxonomy_id": "dwelling_type",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",
   "beta": -0.026,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Property type entered as a single numeric code, not dummies. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H7_PROTY",
   "taxonomy_id": "dwelling_type",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",
   "beta": -0.02,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Property type entered as a single numeric code, not dummies. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H7_PROTY",
   "taxonomy_id": "dwelling_type",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",
   "beta": -0.021,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Property type entered as a single numeric code, not dummies. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H7_PROTY",
   "taxonomy_id": "dwelling_type",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",
   "beta": -0.021,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Property type entered as a single numeric code, not dummies. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H7_PROTY",
   "taxonomy_id": "dwelling_type",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",
   "beta": -0.02,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Property type entered as a single numeric code, not dummies. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "H8_MENER",
   "taxonomy_id": "heating",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",
   "beta": 0.122,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Main energy source entered as a single numeric code. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "H8_MENER",
   "taxonomy_id": "heating",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",
   "beta": 0.135,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Main energy source entered as a single numeric code. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "H8_MENER",
   "taxonomy_id": "heating",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",
   "beta": 0.136,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Main energy source entered as a single numeric code. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "H8_MENER",
   "taxonomy_id": "heating",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",
   "beta": 0.134,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Main energy source entered as a single numeric code. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "H8_MENER",
   "taxonomy_id": "heating",
   "x_transform": "other",
   "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",
   "beta": 0.137,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Main energy source entered as a single numeric code. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S1_IMBLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",
   "beta": 0.024,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived: BP neural network prediction of subjective perception from SVI segmentation. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S1_IMBLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",
   "beta": 0.032,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived: BP neural network prediction of subjective perception from SVI segmentation. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S1_IMBLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",
   "beta": 0.031,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived: BP neural network prediction of subjective perception from SVI segmentation. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S1_IMBLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",
   "beta": 0.035,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived: BP neural network prediction of subjective perception from SVI segmentation. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S1_IMBLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",
   "beta": 0.029,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived: BP neural network prediction of subjective perception from SVI segmentation. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S2_ENCLS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived enclosure; standardized beta)",
   "beta": 0.135,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S2_ENCLS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived enclosure; standardized beta)",
   "beta": 0.157,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S2_ENCLS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived enclosure; standardized beta)",
   "beta": 0.16,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S2_ENCLS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived enclosure; standardized beta)",
   "beta": 0.164,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S2_ENCLS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived enclosure; standardized beta)",
   "beta": 0.125,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S3_HMSCL",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived human scale; standardized beta)",
   "beta": 0.043,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S3_HMSCL",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived human scale; standardized beta)",
   "beta": 0.037,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S3_HMSCL",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived human scale; standardized beta)",
   "beta": 0.035,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S3_HMSCL",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived human scale; standardized beta)",
   "beta": 0.033,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S3_HMSCL",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived human scale; standardized beta)",
   "beta": 0.027,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S4_TRANS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived transparency; standardized beta)",
   "beta": -0.022,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S4_TRANS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived transparency; standardized beta)",
   "beta": -0.009,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S4_TRANS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived transparency; standardized beta)",
   "beta": -0.009,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S4_TRANS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived transparency; standardized beta)",
   "beta": -0.01,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S4_TRANS",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived transparency; standardized beta)",
   "beta": -0.017,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S5_CMPLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived complexity; standardized beta)",
   "beta": 0.028,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S5_CMPLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived complexity; standardized beta)",
   "beta": 0.034,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S5_CMPLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived complexity; standardized beta)",
   "beta": 0.028,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S5_CMPLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived complexity; standardized beta)",
   "beta": 0.028,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S5_CMPLY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived complexity; standardized beta)",
   "beta": 0.026,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S6_SAFTY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",
   "beta": -0.039,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images); perceived safety, not crime. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S6_SAFTY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",
   "beta": -0.051,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images); perceived safety, not crime. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S6_SAFTY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",
   "beta": -0.051,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images); perceived safety, not crime. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S6_SAFTY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",
   "beta": -0.052,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images); perceived safety, not crime. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S6_SAFTY",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",
   "beta": -0.048,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images); perceived safety, not crime. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S7_COFRT",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",
   "beta": 0.112,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S7_COFRT",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",
   "beta": 0.124,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S7_COFRT",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",
   "beta": 0.126,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S7_COFRT",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",
   "beta": 0.123,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S7_COFRT",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",
   "beta": 0.112,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "S8_INTST",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived level of interest; standardized beta)",
   "beta": -0.043,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "S8_INTST",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived level of interest; standardized beta)",
   "beta": -0.044,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "S8_INTST",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived level of interest; standardized beta)",
   "beta": -0.044,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "S8_INTST",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived level of interest; standardized beta)",
   "beta": -0.041,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "S8_INTST",
   "taxonomy_id": "visual_quality",
   "x_transform": "other",
   "x_unit": "score 1-5 (perceived level of interest; standardized beta)",
   "beta": -0.037,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "AI-derived subjective perception score (street view images). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "L1_D2CBD",
   "taxonomy_id": "cbd_distance",
   "x_transform": "other",
   "x_unit": "cost network distance index (0.02-0.81, unit not stated; standardized beta)",
   "beta": -0.098,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Cost network distance to CBD (Ordnance Survey network). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "M1_INT400",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax integration [HH] R400 (index; standardized beta)",
   "beta": 0.115,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Street-network closeness centrality (space syntax integration) radius 400 m; taxonomy other. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "M2_CH400",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax choice R400 (index; standardized beta)",
   "beta": -0.052,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Street-network betweenness centrality (space syntax choice) radius 400 m; taxonomy other. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "M3_INT800",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax integration R800 (index; standardized beta)",
   "beta": 0.217,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Space syntax integration radius 800 m. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "M4_CH800",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax choice R800 (index; standardized beta)",
   "beta": -0.14,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Space syntax choice radius 800 m. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "M5_INT2000",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax integration R2000 (index; standardized beta)",
   "beta": 0.286,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Space syntax integration radius 2000 m. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "M6_CH2000",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax choice R2000 (index; standardized beta)",
   "beta": -0.185,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Space syntax choice radius 2000 m. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "M7_INT6000",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax integration R6000 (index; standardized beta)",
   "beta": 0.324,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Space syntax integration radius 6000 m. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "M8_CH6000",
   "taxonomy_id": "other",
   "x_transform": "other",
   "x_unit": "space-syntax choice R6000 (index; standardized beta)",
   "beta": -0.087,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 15,
   "confidence": "medium",
   "notes": "Space syntax choice radius 6000 m. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "F1_DENLS",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of urban services POI; standardized beta)",
   "beta": 0.135,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of urban services within 1 km (OS POI). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "F1_DENLS",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of urban services POI; standardized beta)",
   "beta": 0.111,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of urban services within 1 km (OS POI). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "F1_DENLS",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of urban services POI; standardized beta)",
   "beta": 0.088,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of urban services within 1 km (OS POI). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "F1_DENLS",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of urban services POI; standardized beta)",
   "beta": 0.087,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of urban services within 1 km (OS POI). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "F1_DENLS",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of urban services POI; standardized beta)",
   "beta": 0.102,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of urban services within 1 km (OS POI). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "F2_DENWK",
   "taxonomy_id": "employment_access",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of workplaces; standardized beta)",
   "beta": -0.137,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of workplaces within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "F2_DENWK",
   "taxonomy_id": "employment_access",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of workplaces; standardized beta)",
   "beta": -0.177,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of workplaces within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "F2_DENWK",
   "taxonomy_id": "employment_access",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of workplaces; standardized beta)",
   "beta": -0.165,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of workplaces within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "F2_DENWK",
   "taxonomy_id": "employment_access",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of workplaces; standardized beta)",
   "beta": -0.164,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of workplaces within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "F2_DENWK",
   "taxonomy_id": "employment_access",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of workplaces; standardized beta)",
   "beta": -0.181,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of workplaces within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "F3_DENAT",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of attractions; standardized beta)",
   "beta": 0.419,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of attractions within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "F3_DENAT",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of attractions; standardized beta)",
   "beta": 0.486,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of attractions within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "F3_DENAT",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of attractions; standardized beta)",
   "beta": 0.479,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of attractions within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "F3_DENAT",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of attractions; standardized beta)",
   "beta": 0.456,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of attractions within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "F3_DENAT",
   "taxonomy_id": "neighbourhood_amenities",
   "x_transform": "other",
   "x_unit": "count within 1 km (density of attractions; standardized beta)",
   "beta": 0.437,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Density of attractions within 1 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "F4_D2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest TfL station; standardized beta)",
   "beta": -0.028,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to TfL (underground/rail) station, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "F4_D2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest TfL station; standardized beta)",
   "beta": -0.019,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to TfL (underground/rail) station, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "F4_D2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest TfL station; standardized beta)",
   "beta": -0.018,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to TfL (underground/rail) station, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "F4_D2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest TfL station; standardized beta)",
   "beta": -0.021,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to TfL (underground/rail) station, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "F4_D2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest TfL station; standardized beta)",
   "beta": -0.02,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to TfL (underground/rail) station, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "F5_A2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of TfL stations; standardized beta)",
   "beta": 0.048,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to TfL stations: count within 3 km (sign positive = more stations). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "F5_A2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of TfL stations; standardized beta)",
   "beta": 0.044,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to TfL stations: count within 3 km (sign positive = more stations). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "F5_A2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of TfL stations; standardized beta)",
   "beta": 0.046,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to TfL stations: count within 3 km (sign positive = more stations). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "F5_A2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of TfL stations; standardized beta)",
   "beta": 0.041,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to TfL stations: count within 3 km (sign positive = more stations). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "F5_A2UDG",
   "taxonomy_id": "transit_distance",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of TfL stations; standardized beta)",
   "beta": 0.009,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to TfL stations: count within 3 km (sign positive = more stations). Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "F6_D2SCH",
   "taxonomy_id": "school_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",
   "beta": 0.041,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to quality school, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "F6_D2SCH",
   "taxonomy_id": "school_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",
   "beta": 0.031,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to quality school, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "F6_D2SCH",
   "taxonomy_id": "school_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",
   "beta": 0.032,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to quality school, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "F6_D2SCH",
   "taxonomy_id": "school_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",
   "beta": 0.03,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to quality school, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "F6_D2SCH",
   "taxonomy_id": "school_distance",
   "x_transform": "other",
   "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",
   "beta": 0.034,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Distance to quality school, km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m0",
   "var_name_printed": "F7_A2SCH",
   "taxonomy_id": "school_quality",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",
   "beta": -0.071,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to quality schools: count within 3 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m1",
   "var_name_printed": "F7_A2SCH",
   "taxonomy_id": "school_quality",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",
   "beta": -0.039,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to quality schools: count within 3 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m2",
   "var_name_printed": "F7_A2SCH",
   "taxonomy_id": "school_quality",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",
   "beta": -0.045,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to quality schools: count within 3 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m3",
   "var_name_printed": "F7_A2SCH",
   "taxonomy_id": "school_quality",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",
   "beta": -0.067,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to quality schools: count within 3 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  },
  {
   "model_id": "T5-m4",
   "var_name_printed": "F7_A2SCH",
   "taxonomy_id": "school_quality",
   "x_transform": "other",
   "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",
   "beta": -0.126,
   "se": null,
   "t": null,
   "p": null,
   "p_stars": "***",
   "ci_lo": null,
   "ci_hi": null,
   "page": 16,
   "confidence": "medium",
   "notes": "Accessibility to quality schools: count within 3 km. Standardized (beta) regression coefficient on price per m2 in levels (eq. 3; Figure 8 and text describe Table 5 values as standardized coefficients); not a raw marginal price. No SE."
  }
 ]
}