1{2 "record_id": "8674ce1937729ab9e1f1084511ae7a29ecdbc635",3 "eligible": true,4 "exclusion_reason": null,5 "study": {6 "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",7 "year": 2023,8 "doi": "10.3390/ijgi12060249",9 "country": "United Kingdom",10 "region_city": "Greater London",11 "sample_start": 2017,12 "sample_end": 2021,13 "property_type": "mixed",14 "price_type": "transaction",15 "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",16 "document_type": "journal",17 "estimators": [18 "OLS"19 ],20 "spatial_method": "none (postcode district code / space-syntax centralities as regressors)",21 "time_fe": false,22 "location_fe": false,23 "se_type": "unknown",24 "n_obs_total": 49603,25 "ai_methods": [26 "backpropagation neural network (SVI semantic segmentation view indices -> perceived streetscape scores)",27 "street view image semantic segmentation"28 ],29 "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)."30 },31 "models": [32 {33 "model_id": "T5-m0",34 "table": "5",35 "column": "Model 0",36 "page": 15,37 "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",38 "dep_transform": "per_m2",39 "estimator": "OLS",40 "n_obs": 49603,41 "r2": 0.496,42 "se_or_t_in_parentheses": "none",43 "sample_subset": "Baseline location attributes: cost network distance to CBD + postcode district code; Greater London transactions since 2017; R2 is adjusted"44 },45 {46 "model_id": "T5-m1",47 "table": "5",48 "column": "Model 1",49 "page": 15,50 "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",51 "dep_transform": "per_m2",52 "estimator": "OLS",53 "n_obs": 49603,54 "r2": 0.482,55 "se_or_t_in_parentheses": "none",56 "sample_subset": "Space-syntax integration/choice at R400 replace location attributes; Greater London transactions since 2017; R2 is adjusted"57 },58 {59 "model_id": "T5-m2",60 "table": "5",61 "column": "Model 2",62 "page": 15,63 "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",64 "dep_transform": "per_m2",65 "estimator": "OLS",66 "n_obs": 49603,67 "r2": 0.484,68 "se_or_t_in_parentheses": "none",69 "sample_subset": "Space-syntax integration/choice at R800; Greater London transactions since 2017; R2 is adjusted"70 },71 {72 "model_id": "T5-m3",73 "table": "5",74 "column": "Model 3",75 "page": 15,76 "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",77 "dep_transform": "per_m2",78 "estimator": "OLS",79 "n_obs": 49603,80 "r2": 0.486,81 "se_or_t_in_parentheses": "none",82 "sample_subset": "Space-syntax integration/choice at R2000; Greater London transactions since 2017; R2 is adjusted"83 },84 {85 "model_id": "T5-m4",86 "table": "5",87 "column": "Model 4",88 "page": 15,89 "dep_var": "House transaction price per m2 (GBP/m2), Land Registry PPD + EPC",90 "dep_transform": "per_m2",91 "estimator": "OLS",92 "n_obs": 49603,93 "r2": 0.494,94 "se_or_t_in_parentheses": "none",95 "sample_subset": "Space-syntax integration/choice at R6000; Greater London transactions since 2017; R2 is adjusted"96 }97 ],98 "coefficients": [99 {100 "model_id": "T5-m0",101 "var_name_printed": "H1_FLARA",102 "taxonomy_id": "living_area",103 "x_transform": "other",104 "x_unit": "m2 (total floor area; standardized beta)",105 "beta": -0.007,106 "se": null,107 "t": null,108 "p": null,109 "p_stars": "",110 "ci_lo": null,111 "ci_hi": null,112 "page": 15,113 "confidence": "medium",114 "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."115 },116 {117 "model_id": "T5-m1",118 "var_name_printed": "H1_FLARA",119 "taxonomy_id": "living_area",120 "x_transform": "other",121 "x_unit": "m2 (total floor area; standardized beta)",122 "beta": -0.009,123 "se": null,124 "t": null,125 "p": null,126 "p_stars": "**",127 "ci_lo": null,128 "ci_hi": null,129 "page": 15,130 "confidence": "medium",131 "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."132 },133 {134 "model_id": "T5-m2",135 "var_name_printed": "H1_FLARA",136 "taxonomy_id": "living_area",137 "x_transform": "other",138 "x_unit": "m2 (total floor area; standardized beta)",139 "beta": -0.012,140 "se": null,141 "t": null,142 "p": null,143 "p_stars": "**",144 "ci_lo": null,145 "ci_hi": null,146 "page": 15,147 "confidence": "medium",148 "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."149 },150 {151 "model_id": "T5-m3",152 "var_name_printed": "H1_FLARA",153 "taxonomy_id": "living_area",154 "x_transform": "other",155 "x_unit": "m2 (total floor area; standardized beta)",156 "beta": -0.014,157 "se": null,158 "t": null,159 "p": null,160 "p_stars": "**",161 "ci_lo": null,162 "ci_hi": null,163 "page": 15,164 "confidence": "medium",165 "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."166 },167 {168 "model_id": "T5-m4",169 "var_name_printed": "H1_FLARA",170 "taxonomy_id": "living_area",171 "x_transform": "other",172 "x_unit": "m2 (total floor area; standardized beta)",173 "beta": -0.016,174 "se": null,175 "t": null,176 "p": null,177 "p_stars": "***",178 "ci_lo": null,179 "ci_hi": null,180 "page": 15,181 "confidence": "medium",182 "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."183 },184 {185 "model_id": "T5-m0",186 "var_name_printed": "H2_INSUP",187 "taxonomy_id": "insulation",188 "x_transform": "other",189 "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",190 "beta": -0.009,191 "se": null,192 "t": null,193 "p": null,194 "p_stars": "**",195 "ci_lo": null,196 "ci_hi": null,197 "page": 15,198 "confidence": "medium",199 "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."200 },201 {202 "model_id": "T5-m1",203 "var_name_printed": "H2_INSUP",204 "taxonomy_id": "insulation",205 "x_transform": "other",206 "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",207 "beta": -0.006,208 "se": null,209 "t": null,210 "p": null,211 "p_stars": "",212 "ci_lo": null,213 "ci_hi": null,214 "page": 15,215 "confidence": "medium",216 "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."217 },218 {219 "model_id": "T5-m2",220 "var_name_printed": "H2_INSUP",221 "taxonomy_id": "insulation",222 "x_transform": "other",223 "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",224 "beta": -0.001,225 "se": null,226 "t": null,227 "p": null,228 "p_stars": "",229 "ci_lo": null,230 "ci_hi": null,231 "page": 15,232 "confidence": "medium",233 "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."234 },235 {236 "model_id": "T5-m3",237 "var_name_printed": "H2_INSUP",238 "taxonomy_id": "insulation",239 "x_transform": "other",240 "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",241 "beta": -0.001,242 "se": null,243 "t": null,244 "p": null,245 "p_stars": "",246 "ci_lo": null,247 "ci_hi": null,248 "page": 15,249 "confidence": "medium",250 "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."251 },252 {253 "model_id": "T5-m4",254 "var_name_printed": "H2_INSUP",255 "taxonomy_id": "insulation",256 "x_transform": "other",257 "x_unit": "ordinal 1-5 (EPC insulation performance; standardized beta)",258 "beta": 0.004,259 "se": null,260 "t": null,261 "p": null,262 "p_stars": "",263 "ci_lo": null,264 "ci_hi": null,265 "page": 15,266 "confidence": "medium",267 "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."268 },269 {270 "model_id": "T5-m0",271 "var_name_printed": "H3_LIGTP",272 "taxonomy_id": "energy_efficiency",273 "x_transform": "other",274 "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",275 "beta": -0.039,276 "se": null,277 "t": null,278 "p": null,279 "p_stars": "***",280 "ci_lo": null,281 "ci_hi": null,282 "page": 15,283 "confidence": "medium",284 "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."285 },286 {287 "model_id": "T5-m1",288 "var_name_printed": "H3_LIGTP",289 "taxonomy_id": "energy_efficiency",290 "x_transform": "other",291 "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",292 "beta": -0.037,293 "se": null,294 "t": null,295 "p": null,296 "p_stars": "***",297 "ci_lo": null,298 "ci_hi": null,299 "page": 15,300 "confidence": "medium",301 "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."302 },303 {304 "model_id": "T5-m2",305 "var_name_printed": "H3_LIGTP",306 "taxonomy_id": "energy_efficiency",307 "x_transform": "other",308 "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",309 "beta": -0.036,310 "se": null,311 "t": null,312 "p": null,313 "p_stars": "***",314 "ci_lo": null,315 "ci_hi": null,316 "page": 15,317 "confidence": "medium",318 "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."319 },320 {321 "model_id": "T5-m3",322 "var_name_printed": "H3_LIGTP",323 "taxonomy_id": "energy_efficiency",324 "x_transform": "other",325 "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",326 "beta": -0.036,327 "se": null,328 "t": null,329 "p": null,330 "p_stars": "***",331 "ci_lo": null,332 "ci_hi": null,333 "page": 15,334 "confidence": "medium",335 "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."336 },337 {338 "model_id": "T5-m4",339 "var_name_printed": "H3_LIGTP",340 "taxonomy_id": "energy_efficiency",341 "x_transform": "other",342 "x_unit": "ordinal 1-5 (EPC lighting performance; standardized beta)",343 "beta": -0.035,344 "se": null,345 "t": null,346 "p": null,347 "p_stars": "***",348 "ci_lo": null,349 "ci_hi": null,350 "page": 15,351 "confidence": "medium",352 "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."353 },354 {355 "model_id": "T5-m0",356 "var_name_printed": "H4_HOTWP",357 "taxonomy_id": "energy_efficiency",358 "x_transform": "other",359 "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",360 "beta": 0.002,361 "se": null,362 "t": null,363 "p": null,364 "p_stars": "",365 "ci_lo": null,366 "ci_hi": null,367 "page": 15,368 "confidence": "medium",369 "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."370 },371 {372 "model_id": "T5-m1",373 "var_name_printed": "H4_HOTWP",374 "taxonomy_id": "energy_efficiency",375 "x_transform": "other",376 "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",377 "beta": 0.002,378 "se": null,379 "t": null,380 "p": null,381 "p_stars": "",382 "ci_lo": null,383 "ci_hi": null,384 "page": 15,385 "confidence": "medium",386 "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."387 },388 {389 "model_id": "T5-m2",390 "var_name_printed": "H4_HOTWP",391 "taxonomy_id": "energy_efficiency",392 "x_transform": "other",393 "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",394 "beta": 0.001,395 "se": null,396 "t": null,397 "p": null,398 "p_stars": "",399 "ci_lo": null,400 "ci_hi": null,401 "page": 15,402 "confidence": "medium",403 "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."404 },405 {406 "model_id": "T5-m3",407 "var_name_printed": "H4_HOTWP",408 "taxonomy_id": "energy_efficiency",409 "x_transform": "other",410 "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",411 "beta": 0.002,412 "se": null,413 "t": null,414 "p": null,415 "p_stars": "",416 "ci_lo": null,417 "ci_hi": null,418 "page": 15,419 "confidence": "medium",420 "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."421 },422 {423 "model_id": "T5-m4",424 "var_name_printed": "H4_HOTWP",425 "taxonomy_id": "energy_efficiency",426 "x_transform": "other",427 "x_unit": "ordinal 1-5 (EPC hot water performance; standardized beta)",428 "beta": 0.003,429 "se": null,430 "t": null,431 "p": null,432 "p_stars": "",433 "ci_lo": null,434 "ci_hi": null,435 "page": 15,436 "confidence": "medium",437 "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."438 },439 {440 "model_id": "T5-m0",441 "var_name_printed": "H5_CO2EM",442 "taxonomy_id": "energy_efficiency",443 "x_transform": "other",444 "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",445 "beta": 0.054,446 "se": null,447 "t": null,448 "p": null,449 "p_stars": "***",450 "ci_lo": null,451 "ci_hi": null,452 "page": 15,453 "confidence": "medium",454 "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."455 },456 {457 "model_id": "T5-m1",458 "var_name_printed": "H5_CO2EM",459 "taxonomy_id": "energy_efficiency",460 "x_transform": "other",461 "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",462 "beta": 0.059,463 "se": null,464 "t": null,465 "p": null,466 "p_stars": "***",467 "ci_lo": null,468 "ci_hi": null,469 "page": 15,470 "confidence": "medium",471 "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."472 },473 {474 "model_id": "T5-m2",475 "var_name_printed": "H5_CO2EM",476 "taxonomy_id": "energy_efficiency",477 "x_transform": "other",478 "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",479 "beta": 0.059,480 "se": null,481 "t": null,482 "p": null,483 "p_stars": "***",484 "ci_lo": null,485 "ci_hi": null,486 "page": 15,487 "confidence": "medium",488 "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."489 },490 {491 "model_id": "T5-m3",492 "var_name_printed": "H5_CO2EM",493 "taxonomy_id": "energy_efficiency",494 "x_transform": "other",495 "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",496 "beta": 0.06,497 "se": null,498 "t": null,499 "p": null,500 "p_stars": "***",501 "ci_lo": null,502 "ci_hi": null,503 "page": 15,504 "confidence": "medium",505 "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."506 },507 {508 "model_id": "T5-m4",509 "var_name_printed": "H5_CO2EM",510 "taxonomy_id": "energy_efficiency",511 "x_transform": "other",512 "x_unit": "tonnes CO2/yr (EPC CO2 emission; standardized beta)",513 "beta": 0.059,514 "se": null,515 "t": null,516 "p": null,517 "p_stars": "***",518 "ci_lo": null,519 "ci_hi": null,520 "page": 15,521 "confidence": "medium",522 "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."523 },524 {525 "model_id": "T5-m0",526 "var_name_printed": "H6_FLLEV",527 "taxonomy_id": "floor_level",528 "x_transform": "other",529 "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",530 "beta": 0.068,531 "se": null,532 "t": null,533 "p": null,534 "p_stars": "***",535 "ci_lo": null,536 "ci_hi": null,537 "page": 15,538 "confidence": "medium",539 "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."540 },541 {542 "model_id": "T5-m1",543 "var_name_printed": "H6_FLLEV",544 "taxonomy_id": "floor_level",545 "x_transform": "other",546 "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",547 "beta": 0.062,548 "se": null,549 "t": null,550 "p": null,551 "p_stars": "***",552 "ci_lo": null,553 "ci_hi": null,554 "page": 15,555 "confidence": "medium",556 "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."557 },558 {559 "model_id": "T5-m2",560 "var_name_printed": "H6_FLLEV",561 "taxonomy_id": "floor_level",562 "x_transform": "other",563 "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",564 "beta": 0.063,565 "se": null,566 "t": null,567 "p": null,568 "p_stars": "***",569 "ci_lo": null,570 "ci_hi": null,571 "page": 15,572 "confidence": "medium",573 "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."574 },575 {576 "model_id": "T5-m3",577 "var_name_printed": "H6_FLLEV",578 "taxonomy_id": "floor_level",579 "x_transform": "other",580 "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",581 "beta": 0.062,582 "se": null,583 "t": null,584 "p": null,585 "p_stars": "***",586 "ci_lo": null,587 "ci_hi": null,588 "page": 15,589 "confidence": "medium",590 "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."591 },592 {593 "model_id": "T5-m4",594 "var_name_printed": "H6_FLLEV",595 "taxonomy_id": "floor_level",596 "x_transform": "other",597 "x_unit": "ordinal 1-3 (1 low, 2 mid, 3 high; standardized beta)",598 "beta": 0.066,599 "se": null,600 "t": null,601 "p": null,602 "p_stars": "***",603 "ci_lo": null,604 "ci_hi": null,605 "page": 15,606 "confidence": "medium",607 "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."608 },609 {610 "model_id": "T5-m0",611 "var_name_printed": "H7_PROTY",612 "taxonomy_id": "dwelling_type",613 "x_transform": "other",614 "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",615 "beta": -0.026,616 "se": null,617 "t": null,618 "p": null,619 "p_stars": "***",620 "ci_lo": null,621 "ci_hi": null,622 "page": 15,623 "confidence": "medium",624 "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."625 },626 {627 "model_id": "T5-m1",628 "var_name_printed": "H7_PROTY",629 "taxonomy_id": "dwelling_type",630 "x_transform": "other",631 "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",632 "beta": -0.02,633 "se": null,634 "t": null,635 "p": null,636 "p_stars": "***",637 "ci_lo": null,638 "ci_hi": null,639 "page": 15,640 "confidence": "medium",641 "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."642 },643 {644 "model_id": "T5-m2",645 "var_name_printed": "H7_PROTY",646 "taxonomy_id": "dwelling_type",647 "x_transform": "other",648 "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",649 "beta": -0.021,650 "se": null,651 "t": null,652 "p": null,653 "p_stars": "***",654 "ci_lo": null,655 "ci_hi": null,656 "page": 15,657 "confidence": "medium",658 "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."659 },660 {661 "model_id": "T5-m3",662 "var_name_printed": "H7_PROTY",663 "taxonomy_id": "dwelling_type",664 "x_transform": "other",665 "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",666 "beta": -0.021,667 "se": null,668 "t": null,669 "p": null,670 "p_stars": "***",671 "ci_lo": null,672 "ci_hi": null,673 "page": 15,674 "confidence": "medium",675 "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."676 },677 {678 "model_id": "T5-m4",679 "var_name_printed": "H7_PROTY",680 "taxonomy_id": "dwelling_type",681 "x_transform": "other",682 "x_unit": "nominal code 1-4 (1 detached, 2 flat, 3 semi, 4 terrace; standardized beta)",683 "beta": -0.02,684 "se": null,685 "t": null,686 "p": null,687 "p_stars": "***",688 "ci_lo": null,689 "ci_hi": null,690 "page": 15,691 "confidence": "medium",692 "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."693 },694 {695 "model_id": "T5-m0",696 "var_name_printed": "H8_MENER",697 "taxonomy_id": "heating",698 "x_transform": "other",699 "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",700 "beta": 0.122,701 "se": null,702 "t": null,703 "p": null,704 "p_stars": "***",705 "ci_lo": null,706 "ci_hi": null,707 "page": 15,708 "confidence": "medium",709 "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."710 },711 {712 "model_id": "T5-m1",713 "var_name_printed": "H8_MENER",714 "taxonomy_id": "heating",715 "x_transform": "other",716 "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",717 "beta": 0.135,718 "se": null,719 "t": null,720 "p": null,721 "p_stars": "***",722 "ci_lo": null,723 "ci_hi": null,724 "page": 15,725 "confidence": "medium",726 "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."727 },728 {729 "model_id": "T5-m2",730 "var_name_printed": "H8_MENER",731 "taxonomy_id": "heating",732 "x_transform": "other",733 "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",734 "beta": 0.136,735 "se": null,736 "t": null,737 "p": null,738 "p_stars": "***",739 "ci_lo": null,740 "ci_hi": null,741 "page": 15,742 "confidence": "medium",743 "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."744 },745 {746 "model_id": "T5-m3",747 "var_name_printed": "H8_MENER",748 "taxonomy_id": "heating",749 "x_transform": "other",750 "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",751 "beta": 0.134,752 "se": null,753 "t": null,754 "p": null,755 "p_stars": "***",756 "ci_lo": null,757 "ci_hi": null,758 "page": 15,759 "confidence": "medium",760 "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."761 },762 {763 "model_id": "T5-m4",764 "var_name_printed": "H8_MENER",765 "taxonomy_id": "heating",766 "x_transform": "other",767 "x_unit": "nominal code 1-4 (1 electricity, 2 gas/LPG, 3 oil/coal, 4 others; standardized beta)",768 "beta": 0.137,769 "se": null,770 "t": null,771 "p": null,772 "p_stars": "***",773 "ci_lo": null,774 "ci_hi": null,775 "page": 15,776 "confidence": "medium",777 "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."778 },779 {780 "model_id": "T5-m0",781 "var_name_printed": "S1_IMBLY",782 "taxonomy_id": "visual_quality",783 "x_transform": "other",784 "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",785 "beta": 0.024,786 "se": null,787 "t": null,788 "p": null,789 "p_stars": "***",790 "ci_lo": null,791 "ci_hi": null,792 "page": 15,793 "confidence": "medium",794 "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."795 },796 {797 "model_id": "T5-m1",798 "var_name_printed": "S1_IMBLY",799 "taxonomy_id": "visual_quality",800 "x_transform": "other",801 "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",802 "beta": 0.032,803 "se": null,804 "t": null,805 "p": null,806 "p_stars": "***",807 "ci_lo": null,808 "ci_hi": null,809 "page": 15,810 "confidence": "medium",811 "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."812 },813 {814 "model_id": "T5-m2",815 "var_name_printed": "S1_IMBLY",816 "taxonomy_id": "visual_quality",817 "x_transform": "other",818 "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",819 "beta": 0.031,820 "se": null,821 "t": null,822 "p": null,823 "p_stars": "***",824 "ci_lo": null,825 "ci_hi": null,826 "page": 15,827 "confidence": "medium",828 "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."829 },830 {831 "model_id": "T5-m3",832 "var_name_printed": "S1_IMBLY",833 "taxonomy_id": "visual_quality",834 "x_transform": "other",835 "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",836 "beta": 0.035,837 "se": null,838 "t": null,839 "p": null,840 "p_stars": "***",841 "ci_lo": null,842 "ci_hi": null,843 "page": 15,844 "confidence": "medium",845 "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."846 },847 {848 "model_id": "T5-m4",849 "var_name_printed": "S1_IMBLY",850 "taxonomy_id": "visual_quality",851 "x_transform": "other",852 "x_unit": "score 1-5 (ML-predicted perceived imageability of street view images, mean within 1 km; standardized beta)",853 "beta": 0.029,854 "se": null,855 "t": null,856 "p": null,857 "p_stars": "***",858 "ci_lo": null,859 "ci_hi": null,860 "page": 15,861 "confidence": "medium",862 "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."863 },864 {865 "model_id": "T5-m0",866 "var_name_printed": "S2_ENCLS",867 "taxonomy_id": "visual_quality",868 "x_transform": "other",869 "x_unit": "score 1-5 (perceived enclosure; standardized beta)",870 "beta": 0.135,871 "se": null,872 "t": null,873 "p": null,874 "p_stars": "***",875 "ci_lo": null,876 "ci_hi": null,877 "page": 15,878 "confidence": "medium",879 "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."880 },881 {882 "model_id": "T5-m1",883 "var_name_printed": "S2_ENCLS",884 "taxonomy_id": "visual_quality",885 "x_transform": "other",886 "x_unit": "score 1-5 (perceived enclosure; standardized beta)",887 "beta": 0.157,888 "se": null,889 "t": null,890 "p": null,891 "p_stars": "***",892 "ci_lo": null,893 "ci_hi": null,894 "page": 15,895 "confidence": "medium",896 "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."897 },898 {899 "model_id": "T5-m2",900 "var_name_printed": "S2_ENCLS",901 "taxonomy_id": "visual_quality",902 "x_transform": "other",903 "x_unit": "score 1-5 (perceived enclosure; standardized beta)",904 "beta": 0.16,905 "se": null,906 "t": null,907 "p": null,908 "p_stars": "***",909 "ci_lo": null,910 "ci_hi": null,911 "page": 15,912 "confidence": "medium",913 "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."914 },915 {916 "model_id": "T5-m3",917 "var_name_printed": "S2_ENCLS",918 "taxonomy_id": "visual_quality",919 "x_transform": "other",920 "x_unit": "score 1-5 (perceived enclosure; standardized beta)",921 "beta": 0.164,922 "se": null,923 "t": null,924 "p": null,925 "p_stars": "***",926 "ci_lo": null,927 "ci_hi": null,928 "page": 15,929 "confidence": "medium",930 "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."931 },932 {933 "model_id": "T5-m4",934 "var_name_printed": "S2_ENCLS",935 "taxonomy_id": "visual_quality",936 "x_transform": "other",937 "x_unit": "score 1-5 (perceived enclosure; standardized beta)",938 "beta": 0.125,939 "se": null,940 "t": null,941 "p": null,942 "p_stars": "***",943 "ci_lo": null,944 "ci_hi": null,945 "page": 15,946 "confidence": "medium",947 "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."948 },949 {950 "model_id": "T5-m0",951 "var_name_printed": "S3_HMSCL",952 "taxonomy_id": "visual_quality",953 "x_transform": "other",954 "x_unit": "score 1-5 (perceived human scale; standardized beta)",955 "beta": 0.043,956 "se": null,957 "t": null,958 "p": null,959 "p_stars": "***",960 "ci_lo": null,961 "ci_hi": null,962 "page": 15,963 "confidence": "medium",964 "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."965 },966 {967 "model_id": "T5-m1",968 "var_name_printed": "S3_HMSCL",969 "taxonomy_id": "visual_quality",970 "x_transform": "other",971 "x_unit": "score 1-5 (perceived human scale; standardized beta)",972 "beta": 0.037,973 "se": null,974 "t": null,975 "p": null,976 "p_stars": "***",977 "ci_lo": null,978 "ci_hi": null,979 "page": 15,980 "confidence": "medium",981 "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."982 },983 {984 "model_id": "T5-m2",985 "var_name_printed": "S3_HMSCL",986 "taxonomy_id": "visual_quality",987 "x_transform": "other",988 "x_unit": "score 1-5 (perceived human scale; standardized beta)",989 "beta": 0.035,990 "se": null,991 "t": null,992 "p": null,993 "p_stars": "***",994 "ci_lo": null,995 "ci_hi": null,996 "page": 15,997 "confidence": "medium",998 "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."999 },1000 {1001 "model_id": "T5-m3",1002 "var_name_printed": "S3_HMSCL",1003 "taxonomy_id": "visual_quality",1004 "x_transform": "other",1005 "x_unit": "score 1-5 (perceived human scale; standardized beta)",1006 "beta": 0.033,1007 "se": null,1008 "t": null,1009 "p": null,1010 "p_stars": "***",1011 "ci_lo": null,1012 "ci_hi": null,1013 "page": 15,1014 "confidence": "medium",1015 "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."1016 },1017 {1018 "model_id": "T5-m4",1019 "var_name_printed": "S3_HMSCL",1020 "taxonomy_id": "visual_quality",1021 "x_transform": "other",1022 "x_unit": "score 1-5 (perceived human scale; standardized beta)",1023 "beta": 0.027,1024 "se": null,1025 "t": null,1026 "p": null,1027 "p_stars": "***",1028 "ci_lo": null,1029 "ci_hi": null,1030 "page": 15,1031 "confidence": "medium",1032 "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."1033 },1034 {1035 "model_id": "T5-m0",1036 "var_name_printed": "S4_TRANS",1037 "taxonomy_id": "visual_quality",1038 "x_transform": "other",1039 "x_unit": "score 1-5 (perceived transparency; standardized beta)",1040 "beta": -0.022,1041 "se": null,1042 "t": null,1043 "p": null,1044 "p_stars": "***",1045 "ci_lo": null,1046 "ci_hi": null,1047 "page": 15,1048 "confidence": "medium",1049 "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."1050 },1051 {1052 "model_id": "T5-m1",1053 "var_name_printed": "S4_TRANS",1054 "taxonomy_id": "visual_quality",1055 "x_transform": "other",1056 "x_unit": "score 1-5 (perceived transparency; standardized beta)",1057 "beta": -0.009,1058 "se": null,1059 "t": null,1060 "p": null,1061 "p_stars": "***",1062 "ci_lo": null,1063 "ci_hi": null,1064 "page": 15,1065 "confidence": "medium",1066 "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."1067 },1068 {1069 "model_id": "T5-m2",1070 "var_name_printed": "S4_TRANS",1071 "taxonomy_id": "visual_quality",1072 "x_transform": "other",1073 "x_unit": "score 1-5 (perceived transparency; standardized beta)",1074 "beta": -0.009,1075 "se": null,1076 "t": null,1077 "p": null,1078 "p_stars": "***",1079 "ci_lo": null,1080 "ci_hi": null,1081 "page": 15,1082 "confidence": "medium",1083 "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."1084 },1085 {1086 "model_id": "T5-m3",1087 "var_name_printed": "S4_TRANS",1088 "taxonomy_id": "visual_quality",1089 "x_transform": "other",1090 "x_unit": "score 1-5 (perceived transparency; standardized beta)",1091 "beta": -0.01,1092 "se": null,1093 "t": null,1094 "p": null,1095 "p_stars": "***",1096 "ci_lo": null,1097 "ci_hi": null,1098 "page": 15,1099 "confidence": "medium",1100 "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."1101 },1102 {1103 "model_id": "T5-m4",1104 "var_name_printed": "S4_TRANS",1105 "taxonomy_id": "visual_quality",1106 "x_transform": "other",1107 "x_unit": "score 1-5 (perceived transparency; standardized beta)",1108 "beta": -0.017,1109 "se": null,1110 "t": null,1111 "p": null,1112 "p_stars": "***",1113 "ci_lo": null,1114 "ci_hi": null,1115 "page": 15,1116 "confidence": "medium",1117 "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."1118 },1119 {1120 "model_id": "T5-m0",1121 "var_name_printed": "S5_CMPLY",1122 "taxonomy_id": "visual_quality",1123 "x_transform": "other",1124 "x_unit": "score 1-5 (perceived complexity; standardized beta)",1125 "beta": 0.028,1126 "se": null,1127 "t": null,1128 "p": null,1129 "p_stars": "***",1130 "ci_lo": null,1131 "ci_hi": null,1132 "page": 15,1133 "confidence": "medium",1134 "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."1135 },1136 {1137 "model_id": "T5-m1",1138 "var_name_printed": "S5_CMPLY",1139 "taxonomy_id": "visual_quality",1140 "x_transform": "other",1141 "x_unit": "score 1-5 (perceived complexity; standardized beta)",1142 "beta": 0.034,1143 "se": null,1144 "t": null,1145 "p": null,1146 "p_stars": "***",1147 "ci_lo": null,1148 "ci_hi": null,1149 "page": 15,1150 "confidence": "medium",1151 "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."1152 },1153 {1154 "model_id": "T5-m2",1155 "var_name_printed": "S5_CMPLY",1156 "taxonomy_id": "visual_quality",1157 "x_transform": "other",1158 "x_unit": "score 1-5 (perceived complexity; standardized beta)",1159 "beta": 0.028,1160 "se": null,1161 "t": null,1162 "p": null,1163 "p_stars": "***",1164 "ci_lo": null,1165 "ci_hi": null,1166 "page": 15,1167 "confidence": "medium",1168 "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."1169 },1170 {1171 "model_id": "T5-m3",1172 "var_name_printed": "S5_CMPLY",1173 "taxonomy_id": "visual_quality",1174 "x_transform": "other",1175 "x_unit": "score 1-5 (perceived complexity; standardized beta)",1176 "beta": 0.028,1177 "se": null,1178 "t": null,1179 "p": null,1180 "p_stars": "***",1181 "ci_lo": null,1182 "ci_hi": null,1183 "page": 15,1184 "confidence": "medium",1185 "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."1186 },1187 {1188 "model_id": "T5-m4",1189 "var_name_printed": "S5_CMPLY",1190 "taxonomy_id": "visual_quality",1191 "x_transform": "other",1192 "x_unit": "score 1-5 (perceived complexity; standardized beta)",1193 "beta": 0.026,1194 "se": null,1195 "t": null,1196 "p": null,1197 "p_stars": "***",1198 "ci_lo": null,1199 "ci_hi": null,1200 "page": 15,1201 "confidence": "medium",1202 "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."1203 },1204 {1205 "model_id": "T5-m0",1206 "var_name_printed": "S6_SAFTY",1207 "taxonomy_id": "visual_quality",1208 "x_transform": "other",1209 "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",1210 "beta": -0.039,1211 "se": null,1212 "t": null,1213 "p": null,1214 "p_stars": "***",1215 "ci_lo": null,1216 "ci_hi": null,1217 "page": 15,1218 "confidence": "medium",1219 "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."1220 },1221 {1222 "model_id": "T5-m1",1223 "var_name_printed": "S6_SAFTY",1224 "taxonomy_id": "visual_quality",1225 "x_transform": "other",1226 "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",1227 "beta": -0.051,1228 "se": null,1229 "t": null,1230 "p": null,1231 "p_stars": "***",1232 "ci_lo": null,1233 "ci_hi": null,1234 "page": 15,1235 "confidence": "medium",1236 "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."1237 },1238 {1239 "model_id": "T5-m2",1240 "var_name_printed": "S6_SAFTY",1241 "taxonomy_id": "visual_quality",1242 "x_transform": "other",1243 "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",1244 "beta": -0.051,1245 "se": null,1246 "t": null,1247 "p": null,1248 "p_stars": "***",1249 "ci_lo": null,1250 "ci_hi": null,1251 "page": 15,1252 "confidence": "medium",1253 "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."1254 },1255 {1256 "model_id": "T5-m3",1257 "var_name_printed": "S6_SAFTY",1258 "taxonomy_id": "visual_quality",1259 "x_transform": "other",1260 "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",1261 "beta": -0.052,1262 "se": null,1263 "t": null,1264 "p": null,1265 "p_stars": "***",1266 "ci_lo": null,1267 "ci_hi": null,1268 "page": 15,1269 "confidence": "medium",1270 "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."1271 },1272 {1273 "model_id": "T5-m4",1274 "var_name_printed": "S6_SAFTY",1275 "taxonomy_id": "visual_quality",1276 "x_transform": "other",1277 "x_unit": "score 1-5 (perceived sense of safety; standardized beta)",1278 "beta": -0.048,1279 "se": null,1280 "t": null,1281 "p": null,1282 "p_stars": "***",1283 "ci_lo": null,1284 "ci_hi": null,1285 "page": 15,1286 "confidence": "medium",1287 "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."1288 },1289 {1290 "model_id": "T5-m0",1291 "var_name_printed": "S7_COFRT",1292 "taxonomy_id": "visual_quality",1293 "x_transform": "other",1294 "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",1295 "beta": 0.112,1296 "se": null,1297 "t": null,1298 "p": null,1299 "p_stars": "***",1300 "ci_lo": null,1301 "ci_hi": null,1302 "page": 15,1303 "confidence": "medium",1304 "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."1305 },1306 {1307 "model_id": "T5-m1",1308 "var_name_printed": "S7_COFRT",1309 "taxonomy_id": "visual_quality",1310 "x_transform": "other",1311 "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",1312 "beta": 0.124,1313 "se": null,1314 "t": null,1315 "p": null,1316 "p_stars": "***",1317 "ci_lo": null,1318 "ci_hi": null,1319 "page": 15,1320 "confidence": "medium",1321 "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."1322 },1323 {1324 "model_id": "T5-m2",1325 "var_name_printed": "S7_COFRT",1326 "taxonomy_id": "visual_quality",1327 "x_transform": "other",1328 "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",1329 "beta": 0.126,1330 "se": null,1331 "t": null,1332 "p": null,1333 "p_stars": "***",1334 "ci_lo": null,1335 "ci_hi": null,1336 "page": 15,1337 "confidence": "medium",1338 "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."1339 },1340 {1341 "model_id": "T5-m3",1342 "var_name_printed": "S7_COFRT",1343 "taxonomy_id": "visual_quality",1344 "x_transform": "other",1345 "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",1346 "beta": 0.123,1347 "se": null,1348 "t": null,1349 "p": null,1350 "p_stars": "***",1351 "ci_lo": null,1352 "ci_hi": null,1353 "page": 15,1354 "confidence": "medium",1355 "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."1356 },1357 {1358 "model_id": "T5-m4",1359 "var_name_printed": "S7_COFRT",1360 "taxonomy_id": "visual_quality",1361 "x_transform": "other",1362 "x_unit": "score 1-5 (perceived sense of comfort; standardized beta)",1363 "beta": 0.112,1364 "se": null,1365 "t": null,1366 "p": null,1367 "p_stars": "***",1368 "ci_lo": null,1369 "ci_hi": null,1370 "page": 15,1371 "confidence": "medium",1372 "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."1373 },1374 {1375 "model_id": "T5-m0",1376 "var_name_printed": "S8_INTST",1377 "taxonomy_id": "visual_quality",1378 "x_transform": "other",1379 "x_unit": "score 1-5 (perceived level of interest; standardized beta)",1380 "beta": -0.043,1381 "se": null,1382 "t": null,1383 "p": null,1384 "p_stars": "***",1385 "ci_lo": null,1386 "ci_hi": null,1387 "page": 15,1388 "confidence": "medium",1389 "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."1390 },1391 {1392 "model_id": "T5-m1",1393 "var_name_printed": "S8_INTST",1394 "taxonomy_id": "visual_quality",1395 "x_transform": "other",1396 "x_unit": "score 1-5 (perceived level of interest; standardized beta)",1397 "beta": -0.044,1398 "se": null,1399 "t": null,1400 "p": null,1401 "p_stars": "***",1402 "ci_lo": null,1403 "ci_hi": null,1404 "page": 15,1405 "confidence": "medium",1406 "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."1407 },1408 {1409 "model_id": "T5-m2",1410 "var_name_printed": "S8_INTST",1411 "taxonomy_id": "visual_quality",1412 "x_transform": "other",1413 "x_unit": "score 1-5 (perceived level of interest; standardized beta)",1414 "beta": -0.044,1415 "se": null,1416 "t": null,1417 "p": null,1418 "p_stars": "***",1419 "ci_lo": null,1420 "ci_hi": null,1421 "page": 15,1422 "confidence": "medium",1423 "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."1424 },1425 {1426 "model_id": "T5-m3",1427 "var_name_printed": "S8_INTST",1428 "taxonomy_id": "visual_quality",1429 "x_transform": "other",1430 "x_unit": "score 1-5 (perceived level of interest; standardized beta)",1431 "beta": -0.041,1432 "se": null,1433 "t": null,1434 "p": null,1435 "p_stars": "***",1436 "ci_lo": null,1437 "ci_hi": null,1438 "page": 15,1439 "confidence": "medium",1440 "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."1441 },1442 {1443 "model_id": "T5-m4",1444 "var_name_printed": "S8_INTST",1445 "taxonomy_id": "visual_quality",1446 "x_transform": "other",1447 "x_unit": "score 1-5 (perceived level of interest; standardized beta)",1448 "beta": -0.037,1449 "se": null,1450 "t": null,1451 "p": null,1452 "p_stars": "***",1453 "ci_lo": null,1454 "ci_hi": null,1455 "page": 15,1456 "confidence": "medium",1457 "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."1458 },1459 {1460 "model_id": "T5-m0",1461 "var_name_printed": "L1_D2CBD",1462 "taxonomy_id": "cbd_distance",1463 "x_transform": "other",1464 "x_unit": "cost network distance index (0.02-0.81, unit not stated; standardized beta)",1465 "beta": -0.098,1466 "se": null,1467 "t": null,1468 "p": null,1469 "p_stars": "***",1470 "ci_lo": null,1471 "ci_hi": null,1472 "page": 15,1473 "confidence": "medium",1474 "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."1475 },1476 {1477 "model_id": "T5-m1",1478 "var_name_printed": "M1_INT400",1479 "taxonomy_id": "other",1480 "x_transform": "other",1481 "x_unit": "space-syntax integration [HH] R400 (index; standardized beta)",1482 "beta": 0.115,1483 "se": null,1484 "t": null,1485 "p": null,1486 "p_stars": "***",1487 "ci_lo": null,1488 "ci_hi": null,1489 "page": 15,1490 "confidence": "medium",1491 "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."1492 },1493 {1494 "model_id": "T5-m1",1495 "var_name_printed": "M2_CH400",1496 "taxonomy_id": "other",1497 "x_transform": "other",1498 "x_unit": "space-syntax choice R400 (index; standardized beta)",1499 "beta": -0.052,1500 "se": null,1501 "t": null,1502 "p": null,1503 "p_stars": "***",1504 "ci_lo": null,1505 "ci_hi": null,1506 "page": 15,1507 "confidence": "medium",1508 "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."1509 },1510 {1511 "model_id": "T5-m2",1512 "var_name_printed": "M3_INT800",1513 "taxonomy_id": "other",1514 "x_transform": "other",1515 "x_unit": "space-syntax integration R800 (index; standardized beta)",1516 "beta": 0.217,1517 "se": null,1518 "t": null,1519 "p": null,1520 "p_stars": "***",1521 "ci_lo": null,1522 "ci_hi": null,1523 "page": 15,1524 "confidence": "medium",1525 "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."1526 },1527 {1528 "model_id": "T5-m2",1529 "var_name_printed": "M4_CH800",1530 "taxonomy_id": "other",1531 "x_transform": "other",1532 "x_unit": "space-syntax choice R800 (index; standardized beta)",1533 "beta": -0.14,1534 "se": null,1535 "t": null,1536 "p": null,1537 "p_stars": "***",1538 "ci_lo": null,1539 "ci_hi": null,1540 "page": 15,1541 "confidence": "medium",1542 "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."1543 },1544 {1545 "model_id": "T5-m3",1546 "var_name_printed": "M5_INT2000",1547 "taxonomy_id": "other",1548 "x_transform": "other",1549 "x_unit": "space-syntax integration R2000 (index; standardized beta)",1550 "beta": 0.286,1551 "se": null,1552 "t": null,1553 "p": null,1554 "p_stars": "***",1555 "ci_lo": null,1556 "ci_hi": null,1557 "page": 15,1558 "confidence": "medium",1559 "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."1560 },1561 {1562 "model_id": "T5-m3",1563 "var_name_printed": "M6_CH2000",1564 "taxonomy_id": "other",1565 "x_transform": "other",1566 "x_unit": "space-syntax choice R2000 (index; standardized beta)",1567 "beta": -0.185,1568 "se": null,1569 "t": null,1570 "p": null,1571 "p_stars": "***",1572 "ci_lo": null,1573 "ci_hi": null,1574 "page": 15,1575 "confidence": "medium",1576 "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."1577 },1578 {1579 "model_id": "T5-m4",1580 "var_name_printed": "M7_INT6000",1581 "taxonomy_id": "other",1582 "x_transform": "other",1583 "x_unit": "space-syntax integration R6000 (index; standardized beta)",1584 "beta": 0.324,1585 "se": null,1586 "t": null,1587 "p": null,1588 "p_stars": "***",1589 "ci_lo": null,1590 "ci_hi": null,1591 "page": 15,1592 "confidence": "medium",1593 "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."1594 },1595 {1596 "model_id": "T5-m4",1597 "var_name_printed": "M8_CH6000",1598 "taxonomy_id": "other",1599 "x_transform": "other",1600 "x_unit": "space-syntax choice R6000 (index; standardized beta)",1601 "beta": -0.087,1602 "se": null,1603 "t": null,1604 "p": null,1605 "p_stars": "***",1606 "ci_lo": null,1607 "ci_hi": null,1608 "page": 15,1609 "confidence": "medium",1610 "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."1611 },1612 {1613 "model_id": "T5-m0",1614 "var_name_printed": "F1_DENLS",1615 "taxonomy_id": "neighbourhood_amenities",1616 "x_transform": "other",1617 "x_unit": "count within 1 km (density of urban services POI; standardized beta)",1618 "beta": 0.135,1619 "se": null,1620 "t": null,1621 "p": null,1622 "p_stars": "***",1623 "ci_lo": null,1624 "ci_hi": null,1625 "page": 16,1626 "confidence": "medium",1627 "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."1628 },1629 {1630 "model_id": "T5-m1",1631 "var_name_printed": "F1_DENLS",1632 "taxonomy_id": "neighbourhood_amenities",1633 "x_transform": "other",1634 "x_unit": "count within 1 km (density of urban services POI; standardized beta)",1635 "beta": 0.111,1636 "se": null,1637 "t": null,1638 "p": null,1639 "p_stars": "***",1640 "ci_lo": null,1641 "ci_hi": null,1642 "page": 16,1643 "confidence": "medium",1644 "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."1645 },1646 {1647 "model_id": "T5-m2",1648 "var_name_printed": "F1_DENLS",1649 "taxonomy_id": "neighbourhood_amenities",1650 "x_transform": "other",1651 "x_unit": "count within 1 km (density of urban services POI; standardized beta)",1652 "beta": 0.088,1653 "se": null,1654 "t": null,1655 "p": null,1656 "p_stars": "***",1657 "ci_lo": null,1658 "ci_hi": null,1659 "page": 16,1660 "confidence": "medium",1661 "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."1662 },1663 {1664 "model_id": "T5-m3",1665 "var_name_printed": "F1_DENLS",1666 "taxonomy_id": "neighbourhood_amenities",1667 "x_transform": "other",1668 "x_unit": "count within 1 km (density of urban services POI; standardized beta)",1669 "beta": 0.087,1670 "se": null,1671 "t": null,1672 "p": null,1673 "p_stars": "***",1674 "ci_lo": null,1675 "ci_hi": null,1676 "page": 16,1677 "confidence": "medium",1678 "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."1679 },1680 {1681 "model_id": "T5-m4",1682 "var_name_printed": "F1_DENLS",1683 "taxonomy_id": "neighbourhood_amenities",1684 "x_transform": "other",1685 "x_unit": "count within 1 km (density of urban services POI; standardized beta)",1686 "beta": 0.102,1687 "se": null,1688 "t": null,1689 "p": null,1690 "p_stars": "***",1691 "ci_lo": null,1692 "ci_hi": null,1693 "page": 16,1694 "confidence": "medium",1695 "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."1696 },1697 {1698 "model_id": "T5-m0",1699 "var_name_printed": "F2_DENWK",1700 "taxonomy_id": "employment_access",1701 "x_transform": "other",1702 "x_unit": "count within 1 km (density of workplaces; standardized beta)",1703 "beta": -0.137,1704 "se": null,1705 "t": null,1706 "p": null,1707 "p_stars": "***",1708 "ci_lo": null,1709 "ci_hi": null,1710 "page": 16,1711 "confidence": "medium",1712 "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."1713 },1714 {1715 "model_id": "T5-m1",1716 "var_name_printed": "F2_DENWK",1717 "taxonomy_id": "employment_access",1718 "x_transform": "other",1719 "x_unit": "count within 1 km (density of workplaces; standardized beta)",1720 "beta": -0.177,1721 "se": null,1722 "t": null,1723 "p": null,1724 "p_stars": "***",1725 "ci_lo": null,1726 "ci_hi": null,1727 "page": 16,1728 "confidence": "medium",1729 "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."1730 },1731 {1732 "model_id": "T5-m2",1733 "var_name_printed": "F2_DENWK",1734 "taxonomy_id": "employment_access",1735 "x_transform": "other",1736 "x_unit": "count within 1 km (density of workplaces; standardized beta)",1737 "beta": -0.165,1738 "se": null,1739 "t": null,1740 "p": null,1741 "p_stars": "***",1742 "ci_lo": null,1743 "ci_hi": null,1744 "page": 16,1745 "confidence": "medium",1746 "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."1747 },1748 {1749 "model_id": "T5-m3",1750 "var_name_printed": "F2_DENWK",1751 "taxonomy_id": "employment_access",1752 "x_transform": "other",1753 "x_unit": "count within 1 km (density of workplaces; standardized beta)",1754 "beta": -0.164,1755 "se": null,1756 "t": null,1757 "p": null,1758 "p_stars": "***",1759 "ci_lo": null,1760 "ci_hi": null,1761 "page": 16,1762 "confidence": "medium",1763 "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."1764 },1765 {1766 "model_id": "T5-m4",1767 "var_name_printed": "F2_DENWK",1768 "taxonomy_id": "employment_access",1769 "x_transform": "other",1770 "x_unit": "count within 1 km (density of workplaces; standardized beta)",1771 "beta": -0.181,1772 "se": null,1773 "t": null,1774 "p": null,1775 "p_stars": "***",1776 "ci_lo": null,1777 "ci_hi": null,1778 "page": 16,1779 "confidence": "medium",1780 "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."1781 },1782 {1783 "model_id": "T5-m0",1784 "var_name_printed": "F3_DENAT",1785 "taxonomy_id": "neighbourhood_amenities",1786 "x_transform": "other",1787 "x_unit": "count within 1 km (density of attractions; standardized beta)",1788 "beta": 0.419,1789 "se": null,1790 "t": null,1791 "p": null,1792 "p_stars": "***",1793 "ci_lo": null,1794 "ci_hi": null,1795 "page": 16,1796 "confidence": "medium",1797 "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."1798 },1799 {1800 "model_id": "T5-m1",1801 "var_name_printed": "F3_DENAT",1802 "taxonomy_id": "neighbourhood_amenities",1803 "x_transform": "other",1804 "x_unit": "count within 1 km (density of attractions; standardized beta)",1805 "beta": 0.486,1806 "se": null,1807 "t": null,1808 "p": null,1809 "p_stars": "***",1810 "ci_lo": null,1811 "ci_hi": null,1812 "page": 16,1813 "confidence": "medium",1814 "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."1815 },1816 {1817 "model_id": "T5-m2",1818 "var_name_printed": "F3_DENAT",1819 "taxonomy_id": "neighbourhood_amenities",1820 "x_transform": "other",1821 "x_unit": "count within 1 km (density of attractions; standardized beta)",1822 "beta": 0.479,1823 "se": null,1824 "t": null,1825 "p": null,1826 "p_stars": "***",1827 "ci_lo": null,1828 "ci_hi": null,1829 "page": 16,1830 "confidence": "medium",1831 "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."1832 },1833 {1834 "model_id": "T5-m3",1835 "var_name_printed": "F3_DENAT",1836 "taxonomy_id": "neighbourhood_amenities",1837 "x_transform": "other",1838 "x_unit": "count within 1 km (density of attractions; standardized beta)",1839 "beta": 0.456,1840 "se": null,1841 "t": null,1842 "p": null,1843 "p_stars": "***",1844 "ci_lo": null,1845 "ci_hi": null,1846 "page": 16,1847 "confidence": "medium",1848 "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."1849 },1850 {1851 "model_id": "T5-m4",1852 "var_name_printed": "F3_DENAT",1853 "taxonomy_id": "neighbourhood_amenities",1854 "x_transform": "other",1855 "x_unit": "count within 1 km (density of attractions; standardized beta)",1856 "beta": 0.437,1857 "se": null,1858 "t": null,1859 "p": null,1860 "p_stars": "***",1861 "ci_lo": null,1862 "ci_hi": null,1863 "page": 16,1864 "confidence": "medium",1865 "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."1866 },1867 {1868 "model_id": "T5-m0",1869 "var_name_printed": "F4_D2UDG",1870 "taxonomy_id": "transit_distance",1871 "x_transform": "other",1872 "x_unit": "km (network distance to nearest TfL station; standardized beta)",1873 "beta": -0.028,1874 "se": null,1875 "t": null,1876 "p": null,1877 "p_stars": "***",1878 "ci_lo": null,1879 "ci_hi": null,1880 "page": 16,1881 "confidence": "medium",1882 "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."1883 },1884 {1885 "model_id": "T5-m1",1886 "var_name_printed": "F4_D2UDG",1887 "taxonomy_id": "transit_distance",1888 "x_transform": "other",1889 "x_unit": "km (network distance to nearest TfL station; standardized beta)",1890 "beta": -0.019,1891 "se": null,1892 "t": null,1893 "p": null,1894 "p_stars": "***",1895 "ci_lo": null,1896 "ci_hi": null,1897 "page": 16,1898 "confidence": "medium",1899 "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."1900 },1901 {1902 "model_id": "T5-m2",1903 "var_name_printed": "F4_D2UDG",1904 "taxonomy_id": "transit_distance",1905 "x_transform": "other",1906 "x_unit": "km (network distance to nearest TfL station; standardized beta)",1907 "beta": -0.018,1908 "se": null,1909 "t": null,1910 "p": null,1911 "p_stars": "***",1912 "ci_lo": null,1913 "ci_hi": null,1914 "page": 16,1915 "confidence": "medium",1916 "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."1917 },1918 {1919 "model_id": "T5-m3",1920 "var_name_printed": "F4_D2UDG",1921 "taxonomy_id": "transit_distance",1922 "x_transform": "other",1923 "x_unit": "km (network distance to nearest TfL station; standardized beta)",1924 "beta": -0.021,1925 "se": null,1926 "t": null,1927 "p": null,1928 "p_stars": "***",1929 "ci_lo": null,1930 "ci_hi": null,1931 "page": 16,1932 "confidence": "medium",1933 "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."1934 },1935 {1936 "model_id": "T5-m4",1937 "var_name_printed": "F4_D2UDG",1938 "taxonomy_id": "transit_distance",1939 "x_transform": "other",1940 "x_unit": "km (network distance to nearest TfL station; standardized beta)",1941 "beta": -0.02,1942 "se": null,1943 "t": null,1944 "p": null,1945 "p_stars": "***",1946 "ci_lo": null,1947 "ci_hi": null,1948 "page": 16,1949 "confidence": "medium",1950 "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."1951 },1952 {1953 "model_id": "T5-m0",1954 "var_name_printed": "F5_A2UDG",1955 "taxonomy_id": "transit_distance",1956 "x_transform": "other",1957 "x_unit": "count within 3 km (number of TfL stations; standardized beta)",1958 "beta": 0.048,1959 "se": null,1960 "t": null,1961 "p": null,1962 "p_stars": "***",1963 "ci_lo": null,1964 "ci_hi": null,1965 "page": 16,1966 "confidence": "medium",1967 "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."1968 },1969 {1970 "model_id": "T5-m1",1971 "var_name_printed": "F5_A2UDG",1972 "taxonomy_id": "transit_distance",1973 "x_transform": "other",1974 "x_unit": "count within 3 km (number of TfL stations; standardized beta)",1975 "beta": 0.044,1976 "se": null,1977 "t": null,1978 "p": null,1979 "p_stars": "***",1980 "ci_lo": null,1981 "ci_hi": null,1982 "page": 16,1983 "confidence": "medium",1984 "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."1985 },1986 {1987 "model_id": "T5-m2",1988 "var_name_printed": "F5_A2UDG",1989 "taxonomy_id": "transit_distance",1990 "x_transform": "other",1991 "x_unit": "count within 3 km (number of TfL stations; standardized beta)",1992 "beta": 0.046,1993 "se": null,1994 "t": null,1995 "p": null,1996 "p_stars": "***",1997 "ci_lo": null,1998 "ci_hi": null,1999 "page": 16,2000 "confidence": "medium",2001 "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."2002 },2003 {2004 "model_id": "T5-m3",2005 "var_name_printed": "F5_A2UDG",2006 "taxonomy_id": "transit_distance",2007 "x_transform": "other",2008 "x_unit": "count within 3 km (number of TfL stations; standardized beta)",2009 "beta": 0.041,2010 "se": null,2011 "t": null,2012 "p": null,2013 "p_stars": "***",2014 "ci_lo": null,2015 "ci_hi": null,2016 "page": 16,2017 "confidence": "medium",2018 "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."2019 },2020 {2021 "model_id": "T5-m4",2022 "var_name_printed": "F5_A2UDG",2023 "taxonomy_id": "transit_distance",2024 "x_transform": "other",2025 "x_unit": "count within 3 km (number of TfL stations; standardized beta)",2026 "beta": 0.009,2027 "se": null,2028 "t": null,2029 "p": null,2030 "p_stars": "***",2031 "ci_lo": null,2032 "ci_hi": null,2033 "page": 16,2034 "confidence": "medium",2035 "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."2036 },2037 {2038 "model_id": "T5-m0",2039 "var_name_printed": "F6_D2SCH",2040 "taxonomy_id": "school_distance",2041 "x_transform": "other",2042 "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",2043 "beta": 0.041,2044 "se": null,2045 "t": null,2046 "p": null,2047 "p_stars": "***",2048 "ci_lo": null,2049 "ci_hi": null,2050 "page": 16,2051 "confidence": "medium",2052 "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."2053 },2054 {2055 "model_id": "T5-m1",2056 "var_name_printed": "F6_D2SCH",2057 "taxonomy_id": "school_distance",2058 "x_transform": "other",2059 "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",2060 "beta": 0.031,2061 "se": null,2062 "t": null,2063 "p": null,2064 "p_stars": "***",2065 "ci_lo": null,2066 "ci_hi": null,2067 "page": 16,2068 "confidence": "medium",2069 "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."2070 },2071 {2072 "model_id": "T5-m2",2073 "var_name_printed": "F6_D2SCH",2074 "taxonomy_id": "school_distance",2075 "x_transform": "other",2076 "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",2077 "beta": 0.032,2078 "se": null,2079 "t": null,2080 "p": null,2081 "p_stars": "***",2082 "ci_lo": null,2083 "ci_hi": null,2084 "page": 16,2085 "confidence": "medium",2086 "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."2087 },2088 {2089 "model_id": "T5-m3",2090 "var_name_printed": "F6_D2SCH",2091 "taxonomy_id": "school_distance",2092 "x_transform": "other",2093 "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",2094 "beta": 0.03,2095 "se": null,2096 "t": null,2097 "p": null,2098 "p_stars": "***",2099 "ci_lo": null,2100 "ci_hi": null,2101 "page": 16,2102 "confidence": "medium",2103 "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."2104 },2105 {2106 "model_id": "T5-m4",2107 "var_name_printed": "F6_D2SCH",2108 "taxonomy_id": "school_distance",2109 "x_transform": "other",2110 "x_unit": "km (network distance to nearest Ofsted good+ school; standardized beta)",2111 "beta": 0.034,2112 "se": null,2113 "t": null,2114 "p": null,2115 "p_stars": "***",2116 "ci_lo": null,2117 "ci_hi": null,2118 "page": 16,2119 "confidence": "medium",2120 "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."2121 },2122 {2123 "model_id": "T5-m0",2124 "var_name_printed": "F7_A2SCH",2125 "taxonomy_id": "school_quality",2126 "x_transform": "other",2127 "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",2128 "beta": -0.071,2129 "se": null,2130 "t": null,2131 "p": null,2132 "p_stars": "***",2133 "ci_lo": null,2134 "ci_hi": null,2135 "page": 16,2136 "confidence": "medium",2137 "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."2138 },2139 {2140 "model_id": "T5-m1",2141 "var_name_printed": "F7_A2SCH",2142 "taxonomy_id": "school_quality",2143 "x_transform": "other",2144 "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",2145 "beta": -0.039,2146 "se": null,2147 "t": null,2148 "p": null,2149 "p_stars": "***",2150 "ci_lo": null,2151 "ci_hi": null,2152 "page": 16,2153 "confidence": "medium",2154 "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."2155 },2156 {2157 "model_id": "T5-m2",2158 "var_name_printed": "F7_A2SCH",2159 "taxonomy_id": "school_quality",2160 "x_transform": "other",2161 "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",2162 "beta": -0.045,2163 "se": null,2164 "t": null,2165 "p": null,2166 "p_stars": "***",2167 "ci_lo": null,2168 "ci_hi": null,2169 "page": 16,2170 "confidence": "medium",2171 "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."2172 },2173 {2174 "model_id": "T5-m3",2175 "var_name_printed": "F7_A2SCH",2176 "taxonomy_id": "school_quality",2177 "x_transform": "other",2178 "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",2179 "beta": -0.067,2180 "se": null,2181 "t": null,2182 "p": null,2183 "p_stars": "***",2184 "ci_lo": null,2185 "ci_hi": null,2186 "page": 16,2187 "confidence": "medium",2188 "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."2189 },2190 {2191 "model_id": "T5-m4",2192 "var_name_printed": "F7_A2SCH",2193 "taxonomy_id": "school_quality",2194 "x_transform": "other",2195 "x_unit": "count within 3 km (number of Ofsted good+ schools; standardized beta)",2196 "beta": -0.126,2197 "se": null,2198 "t": null,2199 "p": null,2200 "p_stars": "***",2201 "ci_lo": null,2202 "ci_hi": null,2203 "page": 16,2204 "confidence": "medium",2205 "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."2206 }2207 ]2208}