1{2 "record_id": "0ff4eb143517f757d1f3f4078cf390068474a83a",3 "eligible": true,4 "exclusion_reason": null,5 "study": {6 "title": "Big data, accessibility and urban house prices",7 "year": 2021,8 "doi": "10.1177/0042098020982508",9 "country": "United States",10 "region_city": "Miami-Dade County, Florida (Miami metropolitan area; Broward and Palm Beach models not tabulated)",11 "sample_start": 2016,12 "sample_end": 2016,13 "property_type": "single_family",14 "price_type": "transaction",15 "data_source": "Single-family house transactions 2016 from county property tax assessors via Florida Department of Revenue; 57,130 transactions in three counties, 13,932 in Miami-Dade",16 "document_type": "journal",17 "estimators": [18 "OLS",19 "SAC"20 ],21 "spatial_method": "Model 6: OLS with spatially lagged control variables and lagged errors (5 nearest neighbours, inverse-distance weights); Model 5: submarket dummies",22 "time_fe": true,23 "location_fe": false,24 "se_type": "unknown",25 "n_obs_total": 13932,26 "ai_methods": [],27 "notes": "Table 4 (pp. 24-25) reports only coefficients with significance stars (*, **, *** = 0.10, 0.05, 0.01); no SEs or t-values. Dependent variable ln(sale price). Month-of-sale dummies (time FE) and submarket dummies (Model 5, location FE) not extracted. Quality dummies: six-point scale converted to four dummies (reference = lowest categories, not named). School grades A/B/C dummies (reference not stated, presumably D/F). Distance units not stated (variables in ln). Model 6 SEs are biased per authors (lagged error term in OLS). Prediction accuracy from 10 random 80/20 splits (Table 3)."28 },29 "models": [30 {31 "model_id": "T4-M1",32 "table": "4",33 "column": "Model 1",34 "page": 24,35 "dep_var": "ln(sale price)",36 "dep_transform": "log",37 "estimator": "OLS",38 "n_obs": 13932,39 "r2": 0.809,40 "se_or_t_in_parentheses": "none",41 "sample_subset": "base model: controls only; adj R2 0.809"42 },43 {44 "model_id": "T4-M2",45 "table": "4",46 "column": "Model 2",47 "page": 24,48 "dep_var": "ln(sale price)",49 "dep_transform": "log",50 "estimator": "OLS",51 "n_obs": 13932,52 "r2": 0.817,53 "se_or_t_in_parentheses": "none",54 "sample_subset": "adds travel-demand automobile accessibility index; adj R2 0.817"55 },56 {57 "model_id": "T4-M3",58 "table": "4",59 "column": "Model 3",60 "page": 24,61 "dep_var": "ln(sale price)",62 "dep_transform": "log",63 "estimator": "OLS",64 "n_obs": 13932,65 "r2": 0.819,66 "se_or_t_in_parentheses": "none",67 "sample_subset": "adds Sugar Access automobile accessibility index; adj R2 0.819"68 },69 {70 "model_id": "T4-M4",71 "table": "4",72 "column": "Model 4",73 "page": 24,74 "dep_var": "ln(sale price)",75 "dep_transform": "log",76 "estimator": "OLS",77 "n_obs": 13932,78 "r2": 0.84,79 "se_or_t_in_parentheses": "none",80 "sample_subset": "adds ln distances to nearest CBD and employment centre; adj R2 0.840"81 },82 {83 "model_id": "T4-M5",84 "table": "4",85 "column": "Model 5",86 "page": 24,87 "dep_var": "ln(sale price)",88 "dep_transform": "log",89 "estimator": "OLS",90 "n_obs": 13932,91 "r2": 0.897,92 "se_or_t_in_parentheses": "none",93 "sample_subset": "adds submarket (area) dummies (68 areas); adj R2 0.897; location FE (submarket dummies)"94 },95 {96 "model_id": "T4-M6",97 "table": "4",98 "column": "Model 6",99 "page": 24,100 "dep_var": "ln(sale price)",101 "dep_transform": "log",102 "estimator": "SAC",103 "n_obs": 13932,104 "r2": 0.935,105 "se_or_t_in_parentheses": "none",106 "sample_subset": "OLS with spatial lags of control variables and lagged errors (lambda 0.921***); adj R2 0.935"107 }108 ],109 "coefficients": [110 {111 "model_id": "T4-M1",112 "var_name_printed": "Land area (ln)",113 "taxonomy_id": "lot_size",114 "x_transform": "log",115 "x_unit": "unknown",116 "beta": 0.175,117 "se": null,118 "t": null,119 "p": null,120 "p_stars": "***",121 "ci_lo": null,122 "ci_hi": null,123 "page": 24,124 "confidence": "high",125 "notes": "lot size, logged (unit not stated)"126 },127 {128 "model_id": "T4-M2",129 "var_name_printed": "Land area (ln)",130 "taxonomy_id": "lot_size",131 "x_transform": "log",132 "x_unit": "unknown",133 "beta": 0.184,134 "se": null,135 "t": null,136 "p": null,137 "p_stars": "***",138 "ci_lo": null,139 "ci_hi": null,140 "page": 24,141 "confidence": "high",142 "notes": "lot size, logged (unit not stated)"143 },144 {145 "model_id": "T4-M3",146 "var_name_printed": "Land area (ln)",147 "taxonomy_id": "lot_size",148 "x_transform": "log",149 "x_unit": "unknown",150 "beta": 0.178,151 "se": null,152 "t": null,153 "p": null,154 "p_stars": "***",155 "ci_lo": null,156 "ci_hi": null,157 "page": 24,158 "confidence": "high",159 "notes": "lot size, logged (unit not stated)"160 },161 {162 "model_id": "T4-M4",163 "var_name_printed": "Land area (ln)",164 "taxonomy_id": "lot_size",165 "x_transform": "log",166 "x_unit": "unknown",167 "beta": 0.161,168 "se": null,169 "t": null,170 "p": null,171 "p_stars": "***",172 "ci_lo": null,173 "ci_hi": null,174 "page": 24,175 "confidence": "high",176 "notes": "lot size, logged (unit not stated)"177 },178 {179 "model_id": "T4-M5",180 "var_name_printed": "Land area (ln)",181 "taxonomy_id": "lot_size",182 "x_transform": "log",183 "x_unit": "unknown",184 "beta": 0.222,185 "se": null,186 "t": null,187 "p": null,188 "p_stars": "***",189 "ci_lo": null,190 "ci_hi": null,191 "page": 24,192 "confidence": "high",193 "notes": "lot size, logged (unit not stated)"194 },195 {196 "model_id": "T4-M6",197 "var_name_printed": "Land area (ln)",198 "taxonomy_id": "lot_size",199 "x_transform": "log",200 "x_unit": "unknown",201 "beta": 0.241,202 "se": null,203 "t": null,204 "p": null,205 "p_stars": "***",206 "ci_lo": null,207 "ci_hi": null,208 "page": 24,209 "confidence": "medium",210 "notes": "lot size, logged (unit not stated); Model 6 significance levels may be incorrect (biased SEs per authors)"211 },212 {213 "model_id": "T4-M1",214 "var_name_printed": "Floor area (ln)",215 "taxonomy_id": "living_area",216 "x_transform": "log",217 "x_unit": "unknown",218 "beta": 0.657,219 "se": null,220 "t": null,221 "p": null,222 "p_stars": "***",223 "ci_lo": null,224 "ci_hi": null,225 "page": 24,226 "confidence": "high",227 "notes": "floor area, logged (unit not stated, presumably sq ft)"228 },229 {230 "model_id": "T4-M2",231 "var_name_printed": "Floor area (ln)",232 "taxonomy_id": "living_area",233 "x_transform": "log",234 "x_unit": "unknown",235 "beta": 0.68,236 "se": null,237 "t": null,238 "p": null,239 "p_stars": "***",240 "ci_lo": null,241 "ci_hi": null,242 "page": 24,243 "confidence": "high",244 "notes": "floor area, logged (unit not stated, presumably sq ft)"245 },246 {247 "model_id": "T4-M3",248 "var_name_printed": "Floor area (ln)",249 "taxonomy_id": "living_area",250 "x_transform": "log",251 "x_unit": "unknown",252 "beta": 0.682,253 "se": null,254 "t": null,255 "p": null,256 "p_stars": "***",257 "ci_lo": null,258 "ci_hi": null,259 "page": 24,260 "confidence": "high",261 "notes": "floor area, logged (unit not stated, presumably sq ft)"262 },263 {264 "model_id": "T4-M4",265 "var_name_printed": "Floor area (ln)",266 "taxonomy_id": "living_area",267 "x_transform": "log",268 "x_unit": "unknown",269 "beta": 0.686,270 "se": null,271 "t": null,272 "p": null,273 "p_stars": "***",274 "ci_lo": null,275 "ci_hi": null,276 "page": 24,277 "confidence": "high",278 "notes": "floor area, logged (unit not stated, presumably sq ft)"279 },280 {281 "model_id": "T4-M5",282 "var_name_printed": "Floor area (ln)",283 "taxonomy_id": "living_area",284 "x_transform": "log",285 "x_unit": "unknown",286 "beta": 0.589,287 "se": null,288 "t": null,289 "p": null,290 "p_stars": "***",291 "ci_lo": null,292 "ci_hi": null,293 "page": 24,294 "confidence": "high",295 "notes": "floor area, logged (unit not stated, presumably sq ft)"296 },297 {298 "model_id": "T4-M6",299 "var_name_printed": "Floor area (ln)",300 "taxonomy_id": "living_area",301 "x_transform": "log",302 "x_unit": "unknown",303 "beta": 0.454,304 "se": null,305 "t": null,306 "p": null,307 "p_stars": "***",308 "ci_lo": null,309 "ci_hi": null,310 "page": 24,311 "confidence": "medium",312 "notes": "floor area, logged (unit not stated, presumably sq ft); Model 6 significance levels may be incorrect (biased SEs per authors)"313 },314 {315 "model_id": "T4-M1",316 "var_name_printed": "Age",317 "taxonomy_id": "age",318 "x_transform": "level",319 "x_unit": "years",320 "beta": -0.009,321 "se": null,322 "t": null,323 "p": null,324 "p_stars": "***",325 "ci_lo": null,326 "ci_hi": null,327 "page": 24,328 "confidence": "high",329 "notes": "age = transaction year minus construction year"330 },331 {332 "model_id": "T4-M2",333 "var_name_printed": "Age",334 "taxonomy_id": "age",335 "x_transform": "level",336 "x_unit": "years",337 "beta": -0.01,338 "se": null,339 "t": null,340 "p": null,341 "p_stars": "***",342 "ci_lo": null,343 "ci_hi": null,344 "page": 24,345 "confidence": "high",346 "notes": "age = transaction year minus construction year"347 },348 {349 "model_id": "T4-M3",350 "var_name_printed": "Age",351 "taxonomy_id": "age",352 "x_transform": "level",353 "x_unit": "years",354 "beta": -0.01,355 "se": null,356 "t": null,357 "p": null,358 "p_stars": "***",359 "ci_lo": null,360 "ci_hi": null,361 "page": 24,362 "confidence": "high",363 "notes": "age = transaction year minus construction year"364 },365 {366 "model_id": "T4-M4",367 "var_name_printed": "Age",368 "taxonomy_id": "age",369 "x_transform": "level",370 "x_unit": "years",371 "beta": -0.009,372 "se": null,373 "t": null,374 "p": null,375 "p_stars": "***",376 "ci_lo": null,377 "ci_hi": null,378 "page": 24,379 "confidence": "high",380 "notes": "age = transaction year minus construction year"381 },382 {383 "model_id": "T4-M5",384 "var_name_printed": "Age",385 "taxonomy_id": "age",386 "x_transform": "level",387 "x_unit": "years",388 "beta": -0.011,389 "se": null,390 "t": null,391 "p": null,392 "p_stars": "***",393 "ci_lo": null,394 "ci_hi": null,395 "page": 24,396 "confidence": "high",397 "notes": "age = transaction year minus construction year"398 },399 {400 "model_id": "T4-M6",401 "var_name_printed": "Age",402 "taxonomy_id": "age",403 "x_transform": "level",404 "x_unit": "years",405 "beta": -0.01,406 "se": null,407 "t": null,408 "p": null,409 "p_stars": "***",410 "ci_lo": null,411 "ci_hi": null,412 "page": 24,413 "confidence": "medium",414 "notes": "age = transaction year minus construction year; Model 6 significance levels may be incorrect (biased SEs per authors)"415 },416 {417 "model_id": "T4-M1",418 "var_name_printed": "Age squared",419 "taxonomy_id": "age",420 "x_transform": "squared",421 "x_unit": "years",422 "beta": 7.03e-05,423 "se": null,424 "t": null,425 "p": null,426 "p_stars": "***",427 "ci_lo": null,428 "ci_hi": null,429 "page": 24,430 "confidence": "high",431 "notes": "age squared; printed as x10^-5"432 },433 {434 "model_id": "T4-M2",435 "var_name_printed": "Age squared",436 "taxonomy_id": "age",437 "x_transform": "squared",438 "x_unit": "years",439 "beta": 6.69e-05,440 "se": null,441 "t": null,442 "p": null,443 "p_stars": "***",444 "ci_lo": null,445 "ci_hi": null,446 "page": 24,447 "confidence": "high",448 "notes": "age squared; printed as x10^-5"449 },450 {451 "model_id": "T4-M3",452 "var_name_printed": "Age squared",453 "taxonomy_id": "age",454 "x_transform": "squared",455 "x_unit": "years",456 "beta": 6.94e-05,457 "se": null,458 "t": null,459 "p": null,460 "p_stars": "***",461 "ci_lo": null,462 "ci_hi": null,463 "page": 24,464 "confidence": "high",465 "notes": "age squared; printed as x10^-5"466 },467 {468 "model_id": "T4-M4",469 "var_name_printed": "Age squared",470 "taxonomy_id": "age",471 "x_transform": "squared",472 "x_unit": "years",473 "beta": 4.7e-05,474 "se": null,475 "t": null,476 "p": null,477 "p_stars": "***",478 "ci_lo": null,479 "ci_hi": null,480 "page": 24,481 "confidence": "high",482 "notes": "age squared; printed as x10^-5"483 },484 {485 "model_id": "T4-M5",486 "var_name_printed": "Age squared",487 "taxonomy_id": "age",488 "x_transform": "squared",489 "x_unit": "years",490 "beta": 6.29e-05,491 "se": null,492 "t": null,493 "p": null,494 "p_stars": "***",495 "ci_lo": null,496 "ci_hi": null,497 "page": 24,498 "confidence": "high",499 "notes": "age squared; printed as x10^-5"500 },501 {502 "model_id": "T4-M6",503 "var_name_printed": "Age squared",504 "taxonomy_id": "age",505 "x_transform": "squared",506 "x_unit": "years",507 "beta": 5.85e-05,508 "se": null,509 "t": null,510 "p": null,511 "p_stars": "***",512 "ci_lo": null,513 "ci_hi": null,514 "page": 24,515 "confidence": "medium",516 "notes": "age squared; printed as x10^-5; Model 6 significance levels may be incorrect (biased SEs per authors)"517 },518 {519 "model_id": "T4-M1",520 "var_name_printed": "Quality: Average",521 "taxonomy_id": "condition",522 "x_transform": "dummy",523 "x_unit": "binary",524 "beta": 0.789,525 "se": null,526 "t": null,527 "p": null,528 "p_stars": "***",529 "ci_lo": null,530 "ci_hi": null,531 "page": 24,532 "confidence": "high",533 "notes": "building quality dummy (six-point assessor scale), reference = lower categories"534 },535 {536 "model_id": "T4-M2",537 "var_name_printed": "Quality: Average",538 "taxonomy_id": "condition",539 "x_transform": "dummy",540 "x_unit": "binary",541 "beta": 0.688,542 "se": null,543 "t": null,544 "p": null,545 "p_stars": "***",546 "ci_lo": null,547 "ci_hi": null,548 "page": 24,549 "confidence": "high",550 "notes": "building quality dummy (six-point assessor scale), reference = lower categories"551 },552 {553 "model_id": "T4-M3",554 "var_name_printed": "Quality: Average",555 "taxonomy_id": "condition",556 "x_transform": "dummy",557 "x_unit": "binary",558 "beta": 0.688,559 "se": null,560 "t": null,561 "p": null,562 "p_stars": "***",563 "ci_lo": null,564 "ci_hi": null,565 "page": 24,566 "confidence": "high",567 "notes": "building quality dummy (six-point assessor scale), reference = lower categories"568 },569 {570 "model_id": "T4-M4",571 "var_name_printed": "Quality: Average",572 "taxonomy_id": "condition",573 "x_transform": "dummy",574 "x_unit": "binary",575 "beta": 0.671,576 "se": null,577 "t": null,578 "p": null,579 "p_stars": "***",580 "ci_lo": null,581 "ci_hi": null,582 "page": 24,583 "confidence": "high",584 "notes": "building quality dummy (six-point assessor scale), reference = lower categories"585 },586 {587 "model_id": "T4-M5",588 "var_name_printed": "Quality: Average",589 "taxonomy_id": "condition",590 "x_transform": "dummy",591 "x_unit": "binary",592 "beta": 0.559,593 "se": null,594 "t": null,595 "p": null,596 "p_stars": "***",597 "ci_lo": null,598 "ci_hi": null,599 "page": 24,600 "confidence": "high",601 "notes": "building quality dummy (six-point assessor scale), reference = lower categories"602 },603 {604 "model_id": "T4-M6",605 "var_name_printed": "Quality: Average",606 "taxonomy_id": "condition",607 "x_transform": "dummy",608 "x_unit": "binary",609 "beta": 0.452,610 "se": null,611 "t": null,612 "p": null,613 "p_stars": "***",614 "ci_lo": null,615 "ci_hi": null,616 "page": 24,617 "confidence": "medium",618 "notes": "building quality dummy (six-point assessor scale), reference = lower categories; Model 6 significance levels may be incorrect (biased SEs per authors)"619 },620 {621 "model_id": "T4-M1",622 "var_name_printed": "Quality: Above average",623 "taxonomy_id": "condition",624 "x_transform": "dummy",625 "x_unit": "binary",626 "beta": 0.224,627 "se": null,628 "t": null,629 "p": null,630 "p_stars": "***",631 "ci_lo": null,632 "ci_hi": null,633 "page": 24,634 "confidence": "high",635 "notes": "building quality dummy"636 },637 {638 "model_id": "T4-M2",639 "var_name_printed": "Quality: Above average",640 "taxonomy_id": "condition",641 "x_transform": "dummy",642 "x_unit": "binary",643 "beta": 0.198,644 "se": null,645 "t": null,646 "p": null,647 "p_stars": "***",648 "ci_lo": null,649 "ci_hi": null,650 "page": 24,651 "confidence": "high",652 "notes": "building quality dummy"653 },654 {655 "model_id": "T4-M3",656 "var_name_printed": "Quality: Above average",657 "taxonomy_id": "condition",658 "x_transform": "dummy",659 "x_unit": "binary",660 "beta": 0.193,661 "se": null,662 "t": null,663 "p": null,664 "p_stars": "***",665 "ci_lo": null,666 "ci_hi": null,667 "page": 24,668 "confidence": "high",669 "notes": "building quality dummy"670 },671 {672 "model_id": "T4-M4",673 "var_name_printed": "Quality: Above average",674 "taxonomy_id": "condition",675 "x_transform": "dummy",676 "x_unit": "binary",677 "beta": 0.178,678 "se": null,679 "t": null,680 "p": null,681 "p_stars": "***",682 "ci_lo": null,683 "ci_hi": null,684 "page": 24,685 "confidence": "high",686 "notes": "building quality dummy"687 },688 {689 "model_id": "T4-M5",690 "var_name_printed": "Quality: Above average",691 "taxonomy_id": "condition",692 "x_transform": "dummy",693 "x_unit": "binary",694 "beta": 0.165,695 "se": null,696 "t": null,697 "p": null,698 "p_stars": "***",699 "ci_lo": null,700 "ci_hi": null,701 "page": 24,702 "confidence": "high",703 "notes": "building quality dummy"704 },705 {706 "model_id": "T4-M6",707 "var_name_printed": "Quality: Above average",708 "taxonomy_id": "condition",709 "x_transform": "dummy",710 "x_unit": "binary",711 "beta": 0.12,712 "se": null,713 "t": null,714 "p": null,715 "p_stars": "***",716 "ci_lo": null,717 "ci_hi": null,718 "page": 24,719 "confidence": "medium",720 "notes": "building quality dummy; Model 6 significance levels may be incorrect (biased SEs per authors)"721 },722 {723 "model_id": "T4-M1",724 "var_name_printed": "Quality: Excellent or superior",725 "taxonomy_id": "condition",726 "x_transform": "dummy",727 "x_unit": "binary",728 "beta": 0.499,729 "se": null,730 "t": null,731 "p": null,732 "p_stars": "***",733 "ci_lo": null,734 "ci_hi": null,735 "page": 24,736 "confidence": "high",737 "notes": "building quality dummy"738 },739 {740 "model_id": "T4-M2",741 "var_name_printed": "Quality: Excellent or superior",742 "taxonomy_id": "condition",743 "x_transform": "dummy",744 "x_unit": "binary",745 "beta": 0.438,746 "se": null,747 "t": null,748 "p": null,749 "p_stars": "***",750 "ci_lo": null,751 "ci_hi": null,752 "page": 24,753 "confidence": "high",754 "notes": "building quality dummy"755 },756 {757 "model_id": "T4-M3",758 "var_name_printed": "Quality: Excellent or superior",759 "taxonomy_id": "condition",760 "x_transform": "dummy",761 "x_unit": "binary",762 "beta": 0.44,763 "se": null,764 "t": null,765 "p": null,766 "p_stars": "***",767 "ci_lo": null,768 "ci_hi": null,769 "page": 24,770 "confidence": "high",771 "notes": "building quality dummy"772 },773 {774 "model_id": "T4-M4",775 "var_name_printed": "Quality: Excellent or superior",776 "taxonomy_id": "condition",777 "x_transform": "dummy",778 "x_unit": "binary",779 "beta": 0.404,780 "se": null,781 "t": null,782 "p": null,783 "p_stars": "***",784 "ci_lo": null,785 "ci_hi": null,786 "page": 24,787 "confidence": "high",788 "notes": "building quality dummy"789 },790 {791 "model_id": "T4-M5",792 "var_name_printed": "Quality: Excellent or superior",793 "taxonomy_id": "condition",794 "x_transform": "dummy",795 "x_unit": "binary",796 "beta": 0.345,797 "se": null,798 "t": null,799 "p": null,800 "p_stars": "***",801 "ci_lo": null,802 "ci_hi": null,803 "page": 24,804 "confidence": "high",805 "notes": "building quality dummy"806 },807 {808 "model_id": "T4-M6",809 "var_name_printed": "Quality: Excellent or superior",810 "taxonomy_id": "condition",811 "x_transform": "dummy",812 "x_unit": "binary",813 "beta": 0.273,814 "se": null,815 "t": null,816 "p": null,817 "p_stars": "***",818 "ci_lo": null,819 "ci_hi": null,820 "page": 24,821 "confidence": "medium",822 "notes": "building quality dummy; Model 6 significance levels may be incorrect (biased SEs per authors)"823 },824 {825 "model_id": "T4-M1",826 "var_name_printed": "Special features' value (ln)",827 "taxonomy_id": null,828 "x_transform": "log",829 "x_unit": "currency",830 "beta": 0.007,831 "se": null,832 "t": null,833 "p": null,834 "p_stars": "***",835 "ci_lo": null,836 "ci_hi": null,837 "page": 24,838 "confidence": "high",839 "notes": "assessor value of special features (pool, etc.), logged; no single taxonomy leaf"840 },841 {842 "model_id": "T4-M2",843 "var_name_printed": "Special features' value (ln)",844 "taxonomy_id": null,845 "x_transform": "log",846 "x_unit": "currency",847 "beta": 0.006,848 "se": null,849 "t": null,850 "p": null,851 "p_stars": "***",852 "ci_lo": null,853 "ci_hi": null,854 "page": 24,855 "confidence": "high",856 "notes": "assessor value of special features (pool, etc.), logged; no single taxonomy leaf"857 },858 {859 "model_id": "T4-M3",860 "var_name_printed": "Special features' value (ln)",861 "taxonomy_id": null,862 "x_transform": "log",863 "x_unit": "currency",864 "beta": 0.006,865 "se": null,866 "t": null,867 "p": null,868 "p_stars": "***",869 "ci_lo": null,870 "ci_hi": null,871 "page": 24,872 "confidence": "high",873 "notes": "assessor value of special features (pool, etc.), logged; no single taxonomy leaf"874 },875 {876 "model_id": "T4-M4",877 "var_name_printed": "Special features' value (ln)",878 "taxonomy_id": null,879 "x_transform": "log",880 "x_unit": "currency",881 "beta": 0.006,882 "se": null,883 "t": null,884 "p": null,885 "p_stars": "***",886 "ci_lo": null,887 "ci_hi": null,888 "page": 24,889 "confidence": "high",890 "notes": "assessor value of special features (pool, etc.), logged; no single taxonomy leaf"891 },892 {893 "model_id": "T4-M5",894 "var_name_printed": "Special features' value (ln)",895 "taxonomy_id": null,896 "x_transform": "log",897 "x_unit": "currency",898 "beta": 0.006,899 "se": null,900 "t": null,901 "p": null,902 "p_stars": "***",903 "ci_lo": null,904 "ci_hi": null,905 "page": 24,906 "confidence": "high",907 "notes": "assessor value of special features (pool, etc.), logged; no single taxonomy leaf"908 },909 {910 "model_id": "T4-M6",911 "var_name_printed": "Special features' value (ln)",912 "taxonomy_id": null,913 "x_transform": "log",914 "x_unit": "currency",915 "beta": 0.005,916 "se": null,917 "t": null,918 "p": null,919 "p_stars": "***",920 "ci_lo": null,921 "ci_hi": null,922 "page": 24,923 "confidence": "medium",924 "notes": "assessor value of special features (pool, etc.), logged; no single taxonomy leaf; Model 6 significance levels may be incorrect (biased SEs per authors)"925 },926 {927 "model_id": "T4-M1",928 "var_name_printed": "Distance to ocean (ln)",929 "taxonomy_id": "water_proximity",930 "x_transform": "log",931 "x_unit": "unknown",932 "beta": -0.192,933 "se": null,934 "t": null,935 "p": null,936 "p_stars": "***",937 "ci_lo": null,938 "ci_hi": null,939 "page": 24,940 "confidence": "high",941 "notes": "distance to ocean, logged"942 },943 {944 "model_id": "T4-M2",945 "var_name_printed": "Distance to ocean (ln)",946 "taxonomy_id": "water_proximity",947 "x_transform": "log",948 "x_unit": "unknown",949 "beta": -0.205,950 "se": null,951 "t": null,952 "p": null,953 "p_stars": "***",954 "ci_lo": null,955 "ci_hi": null,956 "page": 24,957 "confidence": "high",958 "notes": "distance to ocean, logged"959 },960 {961 "model_id": "T4-M3",962 "var_name_printed": "Distance to ocean (ln)",963 "taxonomy_id": "water_proximity",964 "x_transform": "log",965 "x_unit": "unknown",966 "beta": -0.204,967 "se": null,968 "t": null,969 "p": null,970 "p_stars": "***",971 "ci_lo": null,972 "ci_hi": null,973 "page": 24,974 "confidence": "high",975 "notes": "distance to ocean, logged"976 },977 {978 "model_id": "T4-M4",979 "var_name_printed": "Distance to ocean (ln)",980 "taxonomy_id": "water_proximity",981 "x_transform": "log",982 "x_unit": "unknown",983 "beta": -0.12,984 "se": null,985 "t": null,986 "p": null,987 "p_stars": "***",988 "ci_lo": null,989 "ci_hi": null,990 "page": 24,991 "confidence": "high",992 "notes": "distance to ocean, logged"993 },994 {995 "model_id": "T4-M5",996 "var_name_printed": "Distance to ocean (ln)",997 "taxonomy_id": "water_proximity",998 "x_transform": "log",999 "x_unit": "unknown",1000 "beta": -0.187,1001 "se": null,1002 "t": null,1003 "p": null,1004 "p_stars": "***",1005 "ci_lo": null,1006 "ci_hi": null,1007 "page": 24,1008 "confidence": "high",1009 "notes": "distance to ocean, logged"1010 },1011 {1012 "model_id": "T4-M6",1013 "var_name_printed": "Distance to ocean (ln)",1014 "taxonomy_id": "water_proximity",1015 "x_transform": "log",1016 "x_unit": "unknown",1017 "beta": -0.16,1018 "se": null,1019 "t": null,1020 "p": null,1021 "p_stars": "***",1022 "ci_lo": null,1023 "ci_hi": null,1024 "page": 24,1025 "confidence": "medium",1026 "notes": "distance to ocean, logged; Model 6 significance levels may be incorrect (biased SEs per authors)"1027 },1028 {1029 "model_id": "T4-M1",1030 "var_name_printed": "Distance to nearest water body (ln)",1031 "taxonomy_id": "water_proximity",1032 "x_transform": "log",1033 "x_unit": "unknown",1034 "beta": -0.033,1035 "se": null,1036 "t": null,1037 "p": null,1038 "p_stars": "***",1039 "ci_lo": null,1040 "ci_hi": null,1041 "page": 24,1042 "confidence": "high",1043 "notes": "distance to nearest water body, logged"1044 },1045 {1046 "model_id": "T4-M2",1047 "var_name_printed": "Distance to nearest water body (ln)",1048 "taxonomy_id": "water_proximity",1049 "x_transform": "log",1050 "x_unit": "unknown",1051 "beta": -0.016,1052 "se": null,1053 "t": null,1054 "p": null,1055 "p_stars": "***",1056 "ci_lo": null,1057 "ci_hi": null,1058 "page": 24,1059 "confidence": "high",1060 "notes": "distance to nearest water body, logged"1061 },1062 {1063 "model_id": "T4-M3",1064 "var_name_printed": "Distance to nearest water body (ln)",1065 "taxonomy_id": "water_proximity",1066 "x_transform": "log",1067 "x_unit": "unknown",1068 "beta": -0.018,1069 "se": null,1070 "t": null,1071 "p": null,1072 "p_stars": "***",1073 "ci_lo": null,1074 "ci_hi": null,1075 "page": 24,1076 "confidence": "high",1077 "notes": "distance to nearest water body, logged"1078 },1079 {1080 "model_id": "T4-M4",1081 "var_name_printed": "Distance to nearest water body (ln)",1082 "taxonomy_id": "water_proximity",1083 "x_transform": "log",1084 "x_unit": "unknown",1085 "beta": -0.039,1086 "se": null,1087 "t": null,1088 "p": null,1089 "p_stars": "***",1090 "ci_lo": null,1091 "ci_hi": null,1092 "page": 24,1093 "confidence": "high",1094 "notes": "distance to nearest water body, logged"1095 },1096 {1097 "model_id": "T4-M5",1098 "var_name_printed": "Distance to nearest water body (ln)",1099 "taxonomy_id": "water_proximity",1100 "x_transform": "log",1101 "x_unit": "unknown",1102 "beta": -0.031,1103 "se": null,1104 "t": null,1105 "p": null,1106 "p_stars": "***",1107 "ci_lo": null,1108 "ci_hi": null,1109 "page": 24,1110 "confidence": "high",1111 "notes": "distance to nearest water body, logged"1112 },1113 {1114 "model_id": "T4-M6",1115 "var_name_printed": "Distance to nearest water body (ln)",1116 "taxonomy_id": "water_proximity",1117 "x_transform": "log",1118 "x_unit": "unknown",1119 "beta": -0.036,1120 "se": null,1121 "t": null,1122 "p": null,1123 "p_stars": "***",1124 "ci_lo": null,1125 "ci_hi": null,1126 "page": 24,1127 "confidence": "medium",1128 "notes": "distance to nearest water body, logged; Model 6 significance levels may be incorrect (biased SEs per authors)"1129 },1130 {1131 "model_id": "T4-M1",1132 "var_name_printed": "Distance to nearest railroad (ln)",1133 "taxonomy_id": "transit_distance",1134 "x_transform": "log",1135 "x_unit": "unknown",1136 "beta": -0.007,1137 "se": null,1138 "t": null,1139 "p": null,1140 "p_stars": "***",1141 "ci_lo": null,1142 "ci_hi": null,1143 "page": 24,1144 "confidence": "high",1145 "notes": "distance to nearest railroad line (disamenity: noise), not a station; mapped to transit_distance by synonym only"1146 },1147 {1148 "model_id": "T4-M2",1149 "var_name_printed": "Distance to nearest railroad (ln)",1150 "taxonomy_id": "transit_distance",1151 "x_transform": "log",1152 "x_unit": "unknown",1153 "beta": 0.006,1154 "se": null,1155 "t": null,1156 "p": null,1157 "p_stars": "***",1158 "ci_lo": null,1159 "ci_hi": null,1160 "page": 24,1161 "confidence": "high",1162 "notes": "distance to nearest railroad line (disamenity: noise), not a station; mapped to transit_distance by synonym only"1163 },1164 {1165 "model_id": "T4-M3",1166 "var_name_printed": "Distance to nearest railroad (ln)",1167 "taxonomy_id": "transit_distance",1168 "x_transform": "log",1169 "x_unit": "unknown",1170 "beta": 0.008,1171 "se": null,1172 "t": null,1173 "p": null,1174 "p_stars": "***",1175 "ci_lo": null,1176 "ci_hi": null,1177 "page": 24,1178 "confidence": "high",1179 "notes": "distance to nearest railroad line (disamenity: noise), not a station; mapped to transit_distance by synonym only"1180 },1181 {1182 "model_id": "T4-M4",1183 "var_name_printed": "Distance to nearest railroad (ln)",1184 "taxonomy_id": "transit_distance",1185 "x_transform": "log",1186 "x_unit": "unknown",1187 "beta": 0.023,1188 "se": null,1189 "t": null,1190 "p": null,1191 "p_stars": "***",1192 "ci_lo": null,1193 "ci_hi": null,1194 "page": 24,1195 "confidence": "high",1196 "notes": "distance to nearest railroad line (disamenity: noise), not a station; mapped to transit_distance by synonym only"1197 },1198 {1199 "model_id": "T4-M5",1200 "var_name_printed": "Distance to nearest railroad (ln)",1201 "taxonomy_id": "transit_distance",1202 "x_transform": "log",1203 "x_unit": "unknown",1204 "beta": 0.004,1205 "se": null,1206 "t": null,1207 "p": null,1208 "p_stars": "",1209 "ci_lo": null,1210 "ci_hi": null,1211 "page": 24,1212 "confidence": "high",1213 "notes": "distance to nearest railroad line (disamenity: noise), not a station; mapped to transit_distance by synonym only"1214 },1215 {1216 "model_id": "T4-M6",1217 "var_name_printed": "Distance to nearest railroad (ln)",1218 "taxonomy_id": "transit_distance",1219 "x_transform": "log",1220 "x_unit": "unknown",1221 "beta": 0.006,1222 "se": null,1223 "t": null,1224 "p": null,1225 "p_stars": "",1226 "ci_lo": null,1227 "ci_hi": null,1228 "page": 24,1229 "confidence": "medium",1230 "notes": "distance to nearest railroad line (disamenity: noise), not a station; mapped to transit_distance by synonym only; Model 6 significance levels may be incorrect (biased SEs per authors)"1231 },1232 {1233 "model_id": "T4-M1",1234 "var_name_printed": "Distance to nearest expressway (ln)",1235 "taxonomy_id": "highway_distance",1236 "x_transform": "log",1237 "x_unit": "unknown",1238 "beta": 0.017,1239 "se": null,1240 "t": null,1241 "p": null,1242 "p_stars": "***",1243 "ci_lo": null,1244 "ci_hi": null,1245 "page": 24,1246 "confidence": "high",1247 "notes": "distance to nearest expressway, logged (disamenity)"1248 },1249 {1250 "model_id": "T4-M2",1251 "var_name_printed": "Distance to nearest expressway (ln)",1252 "taxonomy_id": "highway_distance",1253 "x_transform": "log",1254 "x_unit": "unknown",1255 "beta": 0.027,1256 "se": null,1257 "t": null,1258 "p": null,1259 "p_stars": "***",1260 "ci_lo": null,1261 "ci_hi": null,1262 "page": 24,1263 "confidence": "high",1264 "notes": "distance to nearest expressway, logged (disamenity)"1265 },1266 {1267 "model_id": "T4-M3",1268 "var_name_printed": "Distance to nearest expressway (ln)",1269 "taxonomy_id": "highway_distance",1270 "x_transform": "log",1271 "x_unit": "unknown",1272 "beta": 0.028,1273 "se": null,1274 "t": null,1275 "p": null,1276 "p_stars": "***",1277 "ci_lo": null,1278 "ci_hi": null,1279 "page": 24,1280 "confidence": "high",1281 "notes": "distance to nearest expressway, logged (disamenity)"1282 },1283 {1284 "model_id": "T4-M4",1285 "var_name_printed": "Distance to nearest expressway (ln)",1286 "taxonomy_id": "highway_distance",1287 "x_transform": "log",1288 "x_unit": "unknown",1289 "beta": 0.029,1290 "se": null,1291 "t": null,1292 "p": null,1293 "p_stars": "***",1294 "ci_lo": null,1295 "ci_hi": null,1296 "page": 24,1297 "confidence": "high",1298 "notes": "distance to nearest expressway, logged (disamenity)"1299 },1300 {1301 "model_id": "T4-M5",1302 "var_name_printed": "Distance to nearest expressway (ln)",1303 "taxonomy_id": "highway_distance",1304 "x_transform": "log",1305 "x_unit": "unknown",1306 "beta": 0.01,1307 "se": null,1308 "t": null,1309 "p": null,1310 "p_stars": "***",1311 "ci_lo": null,1312 "ci_hi": null,1313 "page": 24,1314 "confidence": "high",1315 "notes": "distance to nearest expressway, logged (disamenity)"1316 },1317 {1318 "model_id": "T4-M6",1319 "var_name_printed": "Distance to nearest expressway (ln)",1320 "taxonomy_id": "highway_distance",1321 "x_transform": "log",1322 "x_unit": "unknown",1323 "beta": 0.021,1324 "se": null,1325 "t": null,1326 "p": null,1327 "p_stars": "**",1328 "ci_lo": null,1329 "ci_hi": null,1330 "page": 24,1331 "confidence": "medium",1332 "notes": "distance to nearest expressway, logged (disamenity); Model 6 significance levels may be incorrect (biased SEs per authors)"1333 },1334 {1335 "model_id": "T4-M1",1336 "var_name_printed": "Airport noise > 60 LEQ",1337 "taxonomy_id": "noise",1338 "x_transform": "dummy",1339 "x_unit": "binary",1340 "beta": 0.006,1341 "se": null,1342 "t": null,1343 "p": null,1344 "p_stars": "",1345 "ci_lo": null,1346 "ci_hi": null,1347 "page": 24,1348 "confidence": "high",1349 "notes": "dummy = 1 if 24-h equivalent sound level exceeds 60 dB LEQ"1350 },1351 {1352 "model_id": "T4-M2",1353 "var_name_printed": "Airport noise > 60 LEQ",1354 "taxonomy_id": "noise",1355 "x_transform": "dummy",1356 "x_unit": "binary",1357 "beta": 0.002,1358 "se": null,1359 "t": null,1360 "p": null,1361 "p_stars": "",1362 "ci_lo": null,1363 "ci_hi": null,1364 "page": 24,1365 "confidence": "high",1366 "notes": "dummy = 1 if 24-h equivalent sound level exceeds 60 dB LEQ"1367 },1368 {1369 "model_id": "T4-M3",1370 "var_name_printed": "Airport noise > 60 LEQ",1371 "taxonomy_id": "noise",1372 "x_transform": "dummy",1373 "x_unit": "binary",1374 "beta": 0.006,1375 "se": null,1376 "t": null,1377 "p": null,1378 "p_stars": "",1379 "ci_lo": null,1380 "ci_hi": null,1381 "page": 24,1382 "confidence": "high",1383 "notes": "dummy = 1 if 24-h equivalent sound level exceeds 60 dB LEQ"1384 },1385 {1386 "model_id": "T4-M4",1387 "var_name_printed": "Airport noise > 60 LEQ",1388 "taxonomy_id": "noise",1389 "x_transform": "dummy",1390 "x_unit": "binary",1391 "beta": -0.149,1392 "se": null,1393 "t": null,1394 "p": null,1395 "p_stars": "***",1396 "ci_lo": null,1397 "ci_hi": null,1398 "page": 24,1399 "confidence": "high",1400 "notes": "dummy = 1 if 24-h equivalent sound level exceeds 60 dB LEQ"1401 },1402 {1403 "model_id": "T4-M5",1404 "var_name_printed": "Airport noise > 60 LEQ",1405 "taxonomy_id": "noise",1406 "x_transform": "dummy",1407 "x_unit": "binary",1408 "beta": -0.016,1409 "se": null,1410 "t": null,1411 "p": null,1412 "p_stars": "",1413 "ci_lo": null,1414 "ci_hi": null,1415 "page": 24,1416 "confidence": "high",1417 "notes": "dummy = 1 if 24-h equivalent sound level exceeds 60 dB LEQ"1418 },1419 {1420 "model_id": "T4-M6",1421 "var_name_printed": "Airport noise > 60 LEQ",1422 "taxonomy_id": "noise",1423 "x_transform": "dummy",1424 "x_unit": "binary",1425 "beta": -0.216,1426 "se": null,1427 "t": null,1428 "p": null,1429 "p_stars": "**",1430 "ci_lo": null,1431 "ci_hi": null,1432 "page": 24,1433 "confidence": "medium",1434 "notes": "dummy = 1 if 24-h equivalent sound level exceeds 60 dB LEQ; Model 6 significance levels may be incorrect (biased SEs per authors)"1435 },1436 {1437 "model_id": "T4-M1",1438 "var_name_printed": "Elementary school A",1439 "taxonomy_id": "school_quality",1440 "x_transform": "dummy",1441 "x_unit": "binary",1442 "beta": 0.106,1443 "se": null,1444 "t": null,1445 "p": null,1446 "p_stars": "***",1447 "ci_lo": null,1448 "ci_hi": null,1449 "page": 24,1450 "confidence": "high",1451 "notes": "elementary school zone state grade A (ref not stated)"1452 },1453 {1454 "model_id": "T4-M2",1455 "var_name_printed": "Elementary school A",1456 "taxonomy_id": "school_quality",1457 "x_transform": "dummy",1458 "x_unit": "binary",1459 "beta": 0.098,1460 "se": null,1461 "t": null,1462 "p": null,1463 "p_stars": "***",1464 "ci_lo": null,1465 "ci_hi": null,1466 "page": 24,1467 "confidence": "high",1468 "notes": "elementary school zone state grade A (ref not stated)"1469 },1470 {1471 "model_id": "T4-M3",1472 "var_name_printed": "Elementary school A",1473 "taxonomy_id": "school_quality",1474 "x_transform": "dummy",1475 "x_unit": "binary",1476 "beta": 0.089,1477 "se": null,1478 "t": null,1479 "p": null,1480 "p_stars": "***",1481 "ci_lo": null,1482 "ci_hi": null,1483 "page": 24,1484 "confidence": "high",1485 "notes": "elementary school zone state grade A (ref not stated)"1486 },1487 {1488 "model_id": "T4-M4",1489 "var_name_printed": "Elementary school A",1490 "taxonomy_id": "school_quality",1491 "x_transform": "dummy",1492 "x_unit": "binary",1493 "beta": 0.095,1494 "se": null,1495 "t": null,1496 "p": null,1497 "p_stars": "***",1498 "ci_lo": null,1499 "ci_hi": null,1500 "page": 24,1501 "confidence": "high",1502 "notes": "elementary school zone state grade A (ref not stated)"1503 },1504 {1505 "model_id": "T4-M5",1506 "var_name_printed": "Elementary school A",1507 "taxonomy_id": "school_quality",1508 "x_transform": "dummy",1509 "x_unit": "binary",1510 "beta": 0.122,1511 "se": null,1512 "t": null,1513 "p": null,1514 "p_stars": "***",1515 "ci_lo": null,1516 "ci_hi": null,1517 "page": 24,1518 "confidence": "high",1519 "notes": "elementary school zone state grade A (ref not stated)"1520 },1521 {1522 "model_id": "T4-M6",1523 "var_name_printed": "Elementary school A",1524 "taxonomy_id": "school_quality",1525 "x_transform": "dummy",1526 "x_unit": "binary",1527 "beta": 0.092,1528 "se": null,1529 "t": null,1530 "p": null,1531 "p_stars": "**",1532 "ci_lo": null,1533 "ci_hi": null,1534 "page": 24,1535 "confidence": "medium",1536 "notes": "elementary school zone state grade A (ref not stated); Model 6 significance levels may be incorrect (biased SEs per authors)"1537 },1538 {1539 "model_id": "T4-M1",1540 "var_name_printed": "Elementary school B",1541 "taxonomy_id": "school_quality",1542 "x_transform": "dummy",1543 "x_unit": "binary",1544 "beta": -0.002,1545 "se": null,1546 "t": null,1547 "p": null,1548 "p_stars": "",1549 "ci_lo": null,1550 "ci_hi": null,1551 "page": 24,1552 "confidence": "high",1553 "notes": "elementary school zone grade B"1554 },1555 {1556 "model_id": "T4-M2",1557 "var_name_printed": "Elementary school B",1558 "taxonomy_id": "school_quality",1559 "x_transform": "dummy",1560 "x_unit": "binary",1561 "beta": -0.002,1562 "se": null,1563 "t": null,1564 "p": null,1565 "p_stars": "",1566 "ci_lo": null,1567 "ci_hi": null,1568 "page": 24,1569 "confidence": "high",1570 "notes": "elementary school zone grade B"1571 },1572 {1573 "model_id": "T4-M3",1574 "var_name_printed": "Elementary school B",1575 "taxonomy_id": "school_quality",1576 "x_transform": "dummy",1577 "x_unit": "binary",1578 "beta": -0.006,1579 "se": null,1580 "t": null,1581 "p": null,1582 "p_stars": "",1583 "ci_lo": null,1584 "ci_hi": null,1585 "page": 24,1586 "confidence": "high",1587 "notes": "elementary school zone grade B"1588 },1589 {1590 "model_id": "T4-M4",1591 "var_name_printed": "Elementary school B",1592 "taxonomy_id": "school_quality",1593 "x_transform": "dummy",1594 "x_unit": "binary",1595 "beta": 0.012,1596 "se": null,1597 "t": null,1598 "p": null,1599 "p_stars": "",1600 "ci_lo": null,1601 "ci_hi": null,1602 "page": 24,1603 "confidence": "high",1604 "notes": "elementary school zone grade B"1605 },1606 {1607 "model_id": "T4-M5",1608 "var_name_printed": "Elementary school B",1609 "taxonomy_id": "school_quality",1610 "x_transform": "dummy",1611 "x_unit": "binary",1612 "beta": 0.095,1613 "se": null,1614 "t": null,1615 "p": null,1616 "p_stars": "***",1617 "ci_lo": null,1618 "ci_hi": null,1619 "page": 24,1620 "confidence": "high",1621 "notes": "elementary school zone grade B"1622 },1623 {1624 "model_id": "T4-M6",1625 "var_name_printed": "Elementary school B",1626 "taxonomy_id": "school_quality",1627 "x_transform": "dummy",1628 "x_unit": "binary",1629 "beta": 0.093,1630 "se": null,1631 "t": null,1632 "p": null,1633 "p_stars": "***",1634 "ci_lo": null,1635 "ci_hi": null,1636 "page": 24,1637 "confidence": "medium",1638 "notes": "elementary school zone grade B; Model 6 significance levels may be incorrect (biased SEs per authors)"1639 },1640 {1641 "model_id": "T4-M1",1642 "var_name_printed": "Elementary school C",1643 "taxonomy_id": "school_quality",1644 "x_transform": "dummy",1645 "x_unit": "binary",1646 "beta": -0.059,1647 "se": null,1648 "t": null,1649 "p": null,1650 "p_stars": "***",1651 "ci_lo": null,1652 "ci_hi": null,1653 "page": 24,1654 "confidence": "high",1655 "notes": "elementary school zone grade C"1656 },1657 {1658 "model_id": "T4-M2",1659 "var_name_printed": "Elementary school C",1660 "taxonomy_id": "school_quality",1661 "x_transform": "dummy",1662 "x_unit": "binary",1663 "beta": -0.051,1664 "se": null,1665 "t": null,1666 "p": null,1667 "p_stars": "***",1668 "ci_lo": null,1669 "ci_hi": null,1670 "page": 24,1671 "confidence": "high",1672 "notes": "elementary school zone grade C"1673 },1674 {1675 "model_id": "T4-M3",1676 "var_name_printed": "Elementary school C",1677 "taxonomy_id": "school_quality",1678 "x_transform": "dummy",1679 "x_unit": "binary",1680 "beta": -0.046,1681 "se": null,1682 "t": null,1683 "p": null,1684 "p_stars": "***",1685 "ci_lo": null,1686 "ci_hi": null,1687 "page": 24,1688 "confidence": "high",1689 "notes": "elementary school zone grade C"1690 },1691 {1692 "model_id": "T4-M4",1693 "var_name_printed": "Elementary school C",1694 "taxonomy_id": "school_quality",1695 "x_transform": "dummy",1696 "x_unit": "binary",1697 "beta": -0.018,1698 "se": null,1699 "t": null,1700 "p": null,1701 "p_stars": "",1702 "ci_lo": null,1703 "ci_hi": null,1704 "page": 24,1705 "confidence": "high",1706 "notes": "elementary school zone grade C"1707 },1708 {1709 "model_id": "T4-M5",1710 "var_name_printed": "Elementary school C",1711 "taxonomy_id": "school_quality",1712 "x_transform": "dummy",1713 "x_unit": "binary",1714 "beta": 0.056,1715 "se": null,1716 "t": null,1717 "p": null,1718 "p_stars": "***",1719 "ci_lo": null,1720 "ci_hi": null,1721 "page": 24,1722 "confidence": "high",1723 "notes": "elementary school zone grade C"1724 },1725 {1726 "model_id": "T4-M6",1727 "var_name_printed": "Elementary school C",1728 "taxonomy_id": "school_quality",1729 "x_transform": "dummy",1730 "x_unit": "binary",1731 "beta": 0.101,1732 "se": null,1733 "t": null,1734 "p": null,1735 "p_stars": "***",1736 "ci_lo": null,1737 "ci_hi": null,1738 "page": 24,1739 "confidence": "medium",1740 "notes": "elementary school zone grade C; Model 6 significance levels may be incorrect (biased SEs per authors)"1741 },1742 {1743 "model_id": "T4-M1",1744 "var_name_printed": "Middle school A",1745 "taxonomy_id": "school_quality",1746 "x_transform": "dummy",1747 "x_unit": "binary",1748 "beta": 0.238,1749 "se": null,1750 "t": null,1751 "p": null,1752 "p_stars": "***",1753 "ci_lo": null,1754 "ci_hi": null,1755 "page": 24,1756 "confidence": "high",1757 "notes": "middle school zone grade A"1758 },1759 {1760 "model_id": "T4-M2",1761 "var_name_printed": "Middle school A",1762 "taxonomy_id": "school_quality",1763 "x_transform": "dummy",1764 "x_unit": "binary",1765 "beta": 0.215,1766 "se": null,1767 "t": null,1768 "p": null,1769 "p_stars": "***",1770 "ci_lo": null,1771 "ci_hi": null,1772 "page": 24,1773 "confidence": "high",1774 "notes": "middle school zone grade A"1775 },1776 {1777 "model_id": "T4-M3",1778 "var_name_printed": "Middle school A",1779 "taxonomy_id": "school_quality",1780 "x_transform": "dummy",1781 "x_unit": "binary",1782 "beta": 0.193,1783 "se": null,1784 "t": null,1785 "p": null,1786 "p_stars": "***",1787 "ci_lo": null,1788 "ci_hi": null,1789 "page": 24,1790 "confidence": "high",1791 "notes": "middle school zone grade A"1792 },1793 {1794 "model_id": "T4-M4",1795 "var_name_printed": "Middle school A",1796 "taxonomy_id": "school_quality",1797 "x_transform": "dummy",1798 "x_unit": "binary",1799 "beta": 0.193,1800 "se": null,1801 "t": null,1802 "p": null,1803 "p_stars": "***",1804 "ci_lo": null,1805 "ci_hi": null,1806 "page": 24,1807 "confidence": "high",1808 "notes": "middle school zone grade A"1809 },1810 {1811 "model_id": "T4-M5",1812 "var_name_printed": "Middle school A",1813 "taxonomy_id": "school_quality",1814 "x_transform": "dummy",1815 "x_unit": "binary",1816 "beta": 0.05,1817 "se": null,1818 "t": null,1819 "p": null,1820 "p_stars": "***",1821 "ci_lo": null,1822 "ci_hi": null,1823 "page": 24,1824 "confidence": "high",1825 "notes": "middle school zone grade A"1826 },1827 {1828 "model_id": "T4-M6",1829 "var_name_printed": "Middle school A",1830 "taxonomy_id": "school_quality",1831 "x_transform": "dummy",1832 "x_unit": "binary",1833 "beta": 0.034,1834 "se": null,1835 "t": null,1836 "p": null,1837 "p_stars": "",1838 "ci_lo": null,1839 "ci_hi": null,1840 "page": 24,1841 "confidence": "medium",1842 "notes": "middle school zone grade A; Model 6 significance levels may be incorrect (biased SEs per authors)"1843 },1844 {1845 "model_id": "T4-M1",1846 "var_name_printed": "Middle school B",1847 "taxonomy_id": "school_quality",1848 "x_transform": "dummy",1849 "x_unit": "binary",1850 "beta": 0.333,1851 "se": null,1852 "t": null,1853 "p": null,1854 "p_stars": "***",1855 "ci_lo": null,1856 "ci_hi": null,1857 "page": 24,1858 "confidence": "high",1859 "notes": "middle school zone grade B"1860 },1861 {1862 "model_id": "T4-M2",1863 "var_name_printed": "Middle school B",1864 "taxonomy_id": "school_quality",1865 "x_transform": "dummy",1866 "x_unit": "binary",1867 "beta": 0.321,1868 "se": null,1869 "t": null,1870 "p": null,1871 "p_stars": "***",1872 "ci_lo": null,1873 "ci_hi": null,1874 "page": 24,1875 "confidence": "high",1876 "notes": "middle school zone grade B"1877 },1878 {1879 "model_id": "T4-M3",1880 "var_name_printed": "Middle school B",1881 "taxonomy_id": "school_quality",1882 "x_transform": "dummy",1883 "x_unit": "binary",1884 "beta": 0.307,1885 "se": null,1886 "t": null,1887 "p": null,1888 "p_stars": "***",1889 "ci_lo": null,1890 "ci_hi": null,1891 "page": 24,1892 "confidence": "high",1893 "notes": "middle school zone grade B"1894 },1895 {1896 "model_id": "T4-M4",1897 "var_name_printed": "Middle school B",1898 "taxonomy_id": "school_quality",1899 "x_transform": "dummy",1900 "x_unit": "binary",1901 "beta": 0.269,1902 "se": null,1903 "t": null,1904 "p": null,1905 "p_stars": "***",1906 "ci_lo": null,1907 "ci_hi": null,1908 "page": 24,1909 "confidence": "high",1910 "notes": "middle school zone grade B"1911 },1912 {1913 "model_id": "T4-M5",1914 "var_name_printed": "Middle school B",1915 "taxonomy_id": "school_quality",1916 "x_transform": "dummy",1917 "x_unit": "binary",1918 "beta": 0.122,1919 "se": null,1920 "t": null,1921 "p": null,1922 "p_stars": "***",1923 "ci_lo": null,1924 "ci_hi": null,1925 "page": 24,1926 "confidence": "high",1927 "notes": "middle school zone grade B"1928 },1929 {1930 "model_id": "T4-M6",1931 "var_name_printed": "Middle school B",1932 "taxonomy_id": "school_quality",1933 "x_transform": "dummy",1934 "x_unit": "binary",1935 "beta": 0.062,1936 "se": null,1937 "t": null,1938 "p": null,1939 "p_stars": "*",1940 "ci_lo": null,1941 "ci_hi": null,1942 "page": 24,1943 "confidence": "medium",1944 "notes": "middle school zone grade B; Model 6 significance levels may be incorrect (biased SEs per authors)"1945 },1946 {1947 "model_id": "T4-M1",1948 "var_name_printed": "Middle school C",1949 "taxonomy_id": "school_quality",1950 "x_transform": "dummy",1951 "x_unit": "binary",1952 "beta": 0.196,1953 "se": null,1954 "t": null,1955 "p": null,1956 "p_stars": "***",1957 "ci_lo": null,1958 "ci_hi": null,1959 "page": 24,1960 "confidence": "high",1961 "notes": "middle school zone grade C"1962 },1963 {1964 "model_id": "T4-M2",1965 "var_name_printed": "Middle school C",1966 "taxonomy_id": "school_quality",1967 "x_transform": "dummy",1968 "x_unit": "binary",1969 "beta": 0.155,1970 "se": null,1971 "t": null,1972 "p": null,1973 "p_stars": "***",1974 "ci_lo": null,1975 "ci_hi": null,1976 "page": 24,1977 "confidence": "high",1978 "notes": "middle school zone grade C"1979 },1980 {1981 "model_id": "T4-M3",1982 "var_name_printed": "Middle school C",1983 "taxonomy_id": "school_quality",1984 "x_transform": "dummy",1985 "x_unit": "binary",1986 "beta": 0.148,1987 "se": null,1988 "t": null,1989 "p": null,1990 "p_stars": "***",1991 "ci_lo": null,1992 "ci_hi": null,1993 "page": 24,1994 "confidence": "high",1995 "notes": "middle school zone grade C"1996 },1997 {1998 "model_id": "T4-M4",1999 "var_name_printed": "Middle school C",2000 "taxonomy_id": "school_quality",2001 "x_transform": "dummy",2002 "x_unit": "binary",2003 "beta": 0.128,2004 "se": null,2005 "t": null,2006 "p": null,2007 "p_stars": "***",2008 "ci_lo": null,2009 "ci_hi": null,2010 "page": 24,2011 "confidence": "high",2012 "notes": "middle school zone grade C"2013 },2014 {2015 "model_id": "T4-M5",2016 "var_name_printed": "Middle school C",2017 "taxonomy_id": "school_quality",2018 "x_transform": "dummy",2019 "x_unit": "binary",2020 "beta": 0.038,2021 "se": null,2022 "t": null,2023 "p": null,2024 "p_stars": "***",2025 "ci_lo": null,2026 "ci_hi": null,2027 "page": 24,2028 "confidence": "high",2029 "notes": "middle school zone grade C"2030 },2031 {2032 "model_id": "T4-M6",2033 "var_name_printed": "Middle school C",2034 "taxonomy_id": "school_quality",2035 "x_transform": "dummy",2036 "x_unit": "binary",2037 "beta": 0.0,2038 "se": null,2039 "t": null,2040 "p": null,2041 "p_stars": "",2042 "ci_lo": null,2043 "ci_hi": null,2044 "page": 24,2045 "confidence": "medium",2046 "notes": "middle school zone grade C; Model 6 significance levels may be incorrect (biased SEs per authors)"2047 },2048 {2049 "model_id": "T4-M1",2050 "var_name_printed": "High school B",2051 "taxonomy_id": "school_quality",2052 "x_transform": "dummy",2053 "x_unit": "binary",2054 "beta": 0.275,2055 "se": null,2056 "t": null,2057 "p": null,2058 "p_stars": "***",2059 "ci_lo": null,2060 "ci_hi": null,2061 "page": 24,2062 "confidence": "high",2063 "notes": "high school zone grade B (no A category)"2064 },2065 {2066 "model_id": "T4-M2",2067 "var_name_printed": "High school B",2068 "taxonomy_id": "school_quality",2069 "x_transform": "dummy",2070 "x_unit": "binary",2071 "beta": 0.261,2072 "se": null,2073 "t": null,2074 "p": null,2075 "p_stars": "***",2076 "ci_lo": null,2077 "ci_hi": null,2078 "page": 24,2079 "confidence": "high",2080 "notes": "high school zone grade B (no A category)"2081 },2082 {2083 "model_id": "T4-M3",2084 "var_name_printed": "High school B",2085 "taxonomy_id": "school_quality",2086 "x_transform": "dummy",2087 "x_unit": "binary",2088 "beta": 0.253,2089 "se": null,2090 "t": null,2091 "p": null,2092 "p_stars": "***",2093 "ci_lo": null,2094 "ci_hi": null,2095 "page": 24,2096 "confidence": "high",2097 "notes": "high school zone grade B (no A category)"2098 },2099 {2100 "model_id": "T4-M4",2101 "var_name_printed": "High school B",2102 "taxonomy_id": "school_quality",2103 "x_transform": "dummy",2104 "x_unit": "binary",2105 "beta": 0.161,2106 "se": null,2107 "t": null,2108 "p": null,2109 "p_stars": "***",2110 "ci_lo": null,2111 "ci_hi": null,2112 "page": 24,2113 "confidence": "high",2114 "notes": "high school zone grade B (no A category)"2115 },2116 {2117 "model_id": "T4-M5",2118 "var_name_printed": "High school B",2119 "taxonomy_id": "school_quality",2120 "x_transform": "dummy",2121 "x_unit": "binary",2122 "beta": 0.047,2123 "se": null,2124 "t": null,2125 "p": null,2126 "p_stars": "*",2127 "ci_lo": null,2128 "ci_hi": null,2129 "page": 24,2130 "confidence": "high",2131 "notes": "high school zone grade B (no A category)"2132 },2133 {2134 "model_id": "T4-M6",2135 "var_name_printed": "High school B",2136 "taxonomy_id": "school_quality",2137 "x_transform": "dummy",2138 "x_unit": "binary",2139 "beta": -0.029,2140 "se": null,2141 "t": null,2142 "p": null,2143 "p_stars": "",2144 "ci_lo": null,2145 "ci_hi": null,2146 "page": 24,2147 "confidence": "medium",2148 "notes": "high school zone grade B (no A category); Model 6 significance levels may be incorrect (biased SEs per authors)"2149 },2150 {2151 "model_id": "T4-M1",2152 "var_name_printed": "High school C",2153 "taxonomy_id": "school_quality",2154 "x_transform": "dummy",2155 "x_unit": "binary",2156 "beta": 0.264,2157 "se": null,2158 "t": null,2159 "p": null,2160 "p_stars": "***",2161 "ci_lo": null,2162 "ci_hi": null,2163 "page": 24,2164 "confidence": "high",2165 "notes": "high school zone grade C"2166 },2167 {2168 "model_id": "T4-M2",2169 "var_name_printed": "High school C",2170 "taxonomy_id": "school_quality",2171 "x_transform": "dummy",2172 "x_unit": "binary",2173 "beta": 0.277,2174 "se": null,2175 "t": null,2176 "p": null,2177 "p_stars": "***",2178 "ci_lo": null,2179 "ci_hi": null,2180 "page": 24,2181 "confidence": "high",2182 "notes": "high school zone grade C"2183 },2184 {2185 "model_id": "T4-M3",2186 "var_name_printed": "High school C",2187 "taxonomy_id": "school_quality",2188 "x_transform": "dummy",2189 "x_unit": "binary",2190 "beta": 0.267,2191 "se": null,2192 "t": null,2193 "p": null,2194 "p_stars": "***",2195 "ci_lo": null,2196 "ci_hi": null,2197 "page": 24,2198 "confidence": "high",2199 "notes": "high school zone grade C"2200 },2201 {2202 "model_id": "T4-M4",2203 "var_name_printed": "High school C",2204 "taxonomy_id": "school_quality",2205 "x_transform": "dummy",2206 "x_unit": "binary",2207 "beta": 0.201,2208 "se": null,2209 "t": null,2210 "p": null,2211 "p_stars": "***",2212 "ci_lo": null,2213 "ci_hi": null,2214 "page": 24,2215 "confidence": "high",2216 "notes": "high school zone grade C"2217 },2218 {2219 "model_id": "T4-M5",2220 "var_name_printed": "High school C",2221 "taxonomy_id": "school_quality",2222 "x_transform": "dummy",2223 "x_unit": "binary",2224 "beta": 0.002,2225 "se": null,2226 "t": null,2227 "p": null,2228 "p_stars": "",2229 "ci_lo": null,2230 "ci_hi": null,2231 "page": 24,2232 "confidence": "high",2233 "notes": "high school zone grade C"2234 },2235 {2236 "model_id": "T4-M6",2237 "var_name_printed": "High school C",2238 "taxonomy_id": "school_quality",2239 "x_transform": "dummy",2240 "x_unit": "binary",2241 "beta": -0.06,2242 "se": null,2243 "t": null,2244 "p": null,2245 "p_stars": "",2246 "ci_lo": null,2247 "ci_hi": null,2248 "page": 24,2249 "confidence": "medium",2250 "notes": "high school zone grade C; Model 6 significance levels may be incorrect (biased SEs per authors)"2251 },2252 {2253 "model_id": "T4-M2",2254 "var_name_printed": "Travel demand automobile (accessibility index, ln)",2255 "taxonomy_id": "employment_access",2256 "x_transform": "log",2257 "x_unit": "index",2258 "beta": 0.126,2259 "se": null,2260 "t": null,2261 "p": null,2262 "p_stars": "***",2263 "ci_lo": null,2264 "ci_hi": null,2265 "page": 25,2266 "confidence": "high",2267 "notes": "gravity-based automobile job accessibility index from regional travel demand model, logged"2268 },2269 {2270 "model_id": "T4-M3",2271 "var_name_printed": "Sugar Access automobile (accessibility index, ln)",2272 "taxonomy_id": "employment_access",2273 "x_transform": "log",2274 "x_unit": "index",2275 "beta": 0.175,2276 "se": null,2277 "t": null,2278 "p": null,2279 "p_stars": "***",2280 "ci_lo": null,2281 "ci_hi": null,2282 "page": 25,2283 "confidence": "high",2284 "notes": "Citilabs Sugar Access big-data automobile job accessibility index, logged"2285 },2286 {2287 "model_id": "T4-M4",2288 "var_name_printed": "Nearest CBD (ln)",2289 "taxonomy_id": "cbd_distance",2290 "x_transform": "log",2291 "x_unit": "unknown",2292 "beta": -0.061,2293 "se": null,2294 "t": null,2295 "p": null,2296 "p_stars": "***",2297 "ci_lo": null,2298 "ci_hi": null,2299 "page": 25,2300 "confidence": "high",2301 "notes": "ln distance to nearest CBD"2302 },2303 {2304 "model_id": "T4-M4",2305 "var_name_printed": "Nearest employment center (ln)",2306 "taxonomy_id": "employment_access",2307 "x_transform": "log",2308 "x_unit": "unknown",2309 "beta": -0.183,2310 "se": null,2311 "t": null,2312 "p": null,2313 "p_stars": "***",2314 "ci_lo": null,2315 "ci_hi": null,2316 "page": 25,2317 "confidence": "high",2318 "notes": "ln distance to nearest employment subcentre"2319 }2320 ]2321}