NYU Linear Regression with A Single Regressor Questions

Obs dist_cod county1
75119 Alameda
2
61499 Butte
3
61549 Butte
4
61457 Butte
5
61523 Butte
6
62042 Fresno
7
68536 San Joaquin
8
63834 Kern
9
62331 Fresno
10
67306 Sacramento
11
65722 Merced
12
62174 Fresno
13
71795 Tulare
14
72181 Tulare
15
72298 Tulare
16
72041 Tulare
17
63594 Kern
18
63370 Kern
19
64709 Los Angeles
20
63560 Kern
21
63230 Imperial
22
72058 Tulare
23
63842 Kern
24
71811 Tulare
25
65748 Merced
26
72272 Tulare
27
65961 Monterey
28
63313 Kern
29
72199 Tulare
30
72215 Tulare
31
68379 San Diego
32
75440 Monterey
33
64816 Los Angeles
34
66050 Monterey
35
67819 San Bernardino
36
64758 Los Angeles
37
65870 Merced
38
62380 Fresno
39
68999 San Mateo
40
63578 Kern
41
72538 Ventura
42
65680 Merced
district
Sunol Glen Unified
Manzanita Elementary
Thermalito Union Elementary
Golden Feather Union Elementary
Palermo Union Elementary
Burrel Union Elementary
Holt Union Elementary
Vineland Elementary
Orange Center Elementary
Del Paso Heights Elementary
Le Grand Union Elementary
West Fresno Elementary
Allensworth Elementary
Sunnyside Union Elementary
Woodville Elementary
Pixley Union Elementary
Lost Hills Union Elementary
Buttonwillow Union Elementary
Lennox Elementary
Lamont Elementary
Westmorland Union Elementary
Pleasant View Elementary
Wasco Union Elementary
Alta Vista Elementary
Livingston Union Elementary
Woodlake Union Elementary
Alisal Union Elementary
Arvin Union Elementary
Terra Bella Union Elementary
Tipton Elementary
San Ysidro Elementary
Soledad Unified
Mountain View Elementary
King City Union Elementary
Ontario-Montclair Elementary
Los Nietos Elementary
Winton Elementary
Raisin City Elementary
Ravenswood City Elementary
Richland-Lerdo Union Elementary
Oxnard Elementary
El Nido Elementary
gr_span
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
63461 Kern
63404 Kern
67199 Riverside
65078 Los Angeles
69369 Santa Clara
63438 Kern
63321 Kern
69450 Santa Clara
64592 Los Angeles
65193 Madera
66142 Monterey
69120 Santa Barbara
65110 Los Angeles
64477 Los Angeles
64691 Los Angeles
67421 Sacramento
66191 Monterey
72561 Ventura
72157 Tulare
67397 Sacramento
66423 Orange
63974 Kings
63875 Kings
63339 Kern
65037 Los Angeles
63917 Kings
68221 San Diego
70904 Sonoma
63420 Kern
64642 Los Angeles
63966 Kings
65771 Merced
69203 Santa Barbara
67694 San Bernardino
61705 Contra Costa
63008 Humboldt
70417 Siskiyou
70409 Siskiyou
72587 Ventura
62539 Fresno
65631 Merced
65862 Merced
62356 Fresno
Fairfax Elementary
Delano Union Elementary
Perris Elementary
Valle Lindo Elementary
Alum Rock Union Elementary
Edison Elementary
Bakersfield City Elementary
Franklin-McKinley Elementary
Hawthorne Elementary
Chowchilla Elementary
Salinas City Elementary
Santa Maria-Bonita Elementary
Whittier City Elementary
Eastside Union Elementary
Lawndale Elementary
Robla Elementary
Santa Rita Union Elementary
Rio Elementary
Strathmore Union Elementary
North Sacramento Elementary
Anaheim Elementary
Lemoore Union Elementary
Armona Union Elementary
Beardsley Elementary
South Whittier Elementary
Hanford Elementary
National Elementary
Roseland Elementary
Di Giorgio Elementary
Keppel Union Elementary
Lakeside Union Elementary
Merced City Elementary
Guadalupe Union Elementary
Cucamonga Elementary
Knightsen Elementary
Rio Dell Elementary
Montague Elementary
McCloud Union Elementary
Santa Paula Elementary
West Park Elementary
Atwater Elementary
Weaver Union Elementary
Pacific Union Elementary
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-06
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
75051 San Bernardino
67231 Riverside
64501 Los Angeles
63503 Kern
72033 Tulare
67322 Sacramento
64048 Lake
69542 Santa Clara
61382 Butte
68858 San Mateo
72017 Tulare
65151 Los Angeles
63073 Imperial
63198 Imperial
64717 Los Angeles
63719 Kern
63800 Kern
71357 Sutter
65557 Mendocino
67587 San Bernardino
67470 San Benito
64857 Los Angeles
61507 Butte
63792 Kern
72447 Ventura
62323 Fresno
64667 Los Angeles
65177 Madera
66589 Orange
71985 Tulare
69617 Santa Clara
63123 Imperial
68395 San Diego
69914 Shasta
71969 Tulare
71548 Tehama
71910 Tulare
62000 Fresno
66167 Monterey
71837 Tulare
67157 Riverside
70615 Sonoma
64550 Los Angeles
Lucerne Valley Unified
Romoland Elementary
El Monte City Elementary
Greenfield Union Elementary
Palo Verde Union Elementary
Elverta Joint Elementary
Lucerne Elementary
Luther Burbank Elementary
Bangor Union Elementary
Bayshore Elementary
Oak Valley Union Elementary
Wilsona Elementary
Brawley Elementary
Meadows Union Elementary
Little Lake City Elementary
Pond Union Elementary
Taft City Elementary
Brittan Elementary
Arena Union Elementary
Adelanto Elementary
Hollister School District
Palmdale Elementary
Oroville City Elementary
Standard Elementary
Briggs Elementary
Monroe Elementary
Lancaster Elementary
Alview-Dairyland Union Elementary
Magnolia Elementary
Liberty Elementary
Mt. Pleasant Elementary
El Centro Elementary
South Bay Union Elementary
Cascade Union Elementary
Kings River Union Elementary
Gerber Union Elementary
Exeter Union Elementary
American Union Elementary
San Antonio Union Elementary
Burton Elementary
Nuview Union Elementary
Bellevue Union Elementary
Garvey Elementary
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
71498 Tehama
68916 San Mateo
70185 Siskiyou
63487 Kern
71308 Stanislaus
72421 Tuolumne
69005 San Mateo
61846 El Dorado
65813 Merced
68486 San Joaquin
62513 Fresno
67405 Sacramento
71050 Stanislaus
73726 Merced
72462 Ventura
62737 Humboldt
62703 Humboldt
68205 San Diego
64063 Lake
62984 Humboldt
72512 Ventura
71647 Tehama
67280 Sacramento
68627 San Joaquin
70243 Siskiyou
71282 Stanislaus
62240 Fresno
66456 Orange
66746 Orange
63933 Kings
72231 Tulare
68023 San Diego
69880 Shasta
65763 Merced
71381 Sutter
68098 San Diego
64485 Los Angeles
73544 Kern
71407 Sutter
68437 San Diego
67918 San Bernardino
66696 Orange
71001 Sonoma
Corning Union Elementary
Jefferson Elementary
Big Springs Union Elementary
General Shafter Elementary
Turlock Joint Elementary
Twain Harte-Long Barn Union Elementary
Redwood City Elementary
Camino Union Elementary
Plainsburg Union Elementary
Banta Elementary
Washington Colony Elementary
Rio Linda Union Elementary
Chatom Union Elementary
Merced River Union Elementary
Hueneme Elementary
Cuddeback Union Elementary
Blue Lake Union Elementary
Lemon Grove Elementary
Upper Lake Union Elementary
Peninsula Union Elementary
Ocean View Elementary
Reeds Creek Elementary
Arcohe Union Elementary
New Jerusalem Elementary
Dunsmuir Elementary
Stanislaus Union Elementary
Kingsburg Joint Union Elementary
Buena Park Elementary
Westminster Elementary
Island Union Elementary
Tulare City Elementary
Chula Vista Elementary
Black Butte Union Elementary
McSwain Union Elementary
Franklin Elementary
Escondido Union Elementary
East Whittier City Elementary
Rio Bravo-Greeley Union Elementary
Marcum-Illinois Union Elementary
Vallecitos Elementary
Victor Elementary
Savanna Elementary
West Side Union Elementary
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-06
KK-06
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
69971 Shasta
71621 Tehama
72363 Tuolumne
70482 Siskiyou
63032 Humboldt
61655 Contra Costa
72405 Tuolumne
66860 Placer
70821 Sonoma
70912 Sonoma
71266 Stanislaus
70128 Shasta
62802 Humboldt
72090 Tulare
62638 Glenn
70813 Sonoma
64105 Lassen
63172 Imperial
64188 Lassen
66506 Orange
70649 Sonoma
69278 Santa Barbara
63016 Humboldt
71431 Sutter
73700 Shasta
63784 Kern
68155 San Diego
69765 Santa Cruz
67116 Riverside
63552 Kern
69724 Santa Clara
63180 Imperial
68551 San Joaquin
71563 Tehama
62927 Humboldt
70045 Shasta
64931 Los Angeles
66332 Nevada
71829 Tulare
63545 Kern
67348 Sacramento
67553 San Benito
68189 San Diego
Enterprise Elementary
Red Bluff Union Elementary
Jamestown Elementary
Weed Union Elementary
South Bay Union Elementary
Brentwood Union Elementary
Summerville Elementary
Ophir Elementary
Montgomery Elementary
Santa Rosa Elementary
Salida Union Elementary
Shasta Union Elementary
Fortuna Union Elementary
Rockford Elementary
Plaza Elementary
Monte Rio Union Elementary
Janesville Union Elementary
Magnolia Union Elementary
Shaffer Union Elementary
Fullerton Elementary
Cinnabar Elementary
Santa Barbara Elementary
Rohnerville Elementary
Pleasant Grove Joint Union Elementary
Mountain Union Elementary
South Fork Union Elementary
Jamul-Dulzura Union Elementary
Live Oak Elementary
Menifee Union Elementary
Lakeside Union Elementary
Whisman Elementary
McCabe Union Elementary
Lammersville Elementary
Lassen View Union Elementary
Loleta Union Elementary
Junction Elementary
Rosemead Elementary
Grass Valley Elementary
Buena Vista Elementary
Kernville Union Elementary
Galt Joint Union Elementary
Southside Elementary
Lakeside Union Elementary
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
71423 Sutter
61994 Fresno
61762 Contra Costa
70268 Siskiyou
68544 San Joaquin
69377 Santa Clara
63958 Kings
71290 Stanislaus
68635 San Joaquin
66787 Placer
67504 San Benito
61945 El Dorado
67645 San Bernardino
70094 Shasta
66316 Nevada
68874 San Mateo
63883 Kings
70011 Shasta
61572 Calaveras
65458 Marin
67991 San Diego
69393 Santa Clara
71365 Sutter
66324 Nevada
63057 Humboldt
70722 Sonoma
69013 San Mateo
71472 Tehama
66472 Orange
67702 San Bernardino
65169 Los Angeles
63024 Humboldt
67785 San Bernardino
68791 San Luis Obispo
69625 Santa Clara
61960 El Dorado
64345 Los Angeles
63255 Inyo
69138 Santa Barbara
75135 Madera
70508 Siskiyou
70599 Sonoma
66415 Nevada
Nuestro Elementary
Alvina Elementary
Oakley Union Elementary
Etna Union Elementary
Jefferson Elementary
Berryessa Union Elementary
Kit Carson Union Elementary
Sylvan Union Elementary
Oak View Union Elementary
Auburn Union Elementary
North County Joint Union Elementary
Pioneer Union Elementary
Central Elementary
Pacheco Union Elementary
Chicago Park Elementary
Brisbane Elementary
Central Union Elementary
Happy Valley Union Elementary
Mark Twain Union Elementary
San Rafael City Elementary
Cajon Valley Union Elementary
Campbell Union Elementary
Browns Elementary
Clear Creek Elementary
Trinidad Union Elementary
Guerneville Elementary
San Bruno Park Elementary
Antelope Elementary
Centralia Elementary
Etiwanda Elementary
Wiseburn Elementary
Scotia Union Elementary
Mountain View Elementary
Pleasant Valley Joint Union Elementary
Oak Grove Elementary
Pollock Pines Elementary
Castaic Union Elementary
Bishop Union Elementary
Buellton Union Elementary
Chawanakee Jt. Elementary
Yreka Union Elementary
Alexander Valley Union Elementary
Twin Ridges Elementary
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
72173 Tulare
72207 Tulare
72348 Tuolumne
65102 Los Angeles
65649 Merced
68973 San Mateo
69435 Santa Clara
70730 Sonoma
63362 Kern
68932 San Mateo
72371 Tuolumne
66910 Placer
71084 Stanislaus
64196 Lassen
69872 Shasta
71852 Tulare
64626 Los Angeles
69591 Santa Clara
65045 Los Angeles
70680 Sonoma
63750 Kern
69948 Shasta
66795 Placer
70425 Siskiyou
70870 Sonoma
65185 Madera
62745 Humboldt
61952 El Dorado
71035 Sonoma
71522 Tehama
70847 Sonoma
71019 Sonoma
66761 Placer
69815 Santa Cruz
62679 Humboldt
67595 San Bernardino
66837 Placer
61929 El Dorado
66613 Orange
62596 Glenn
69039 San Mateo
69195 Santa Barbara
67736 San Bernardino
Sundale Union Elementary
Three Rivers Union Elementary
Columbia Union Elementary
Westside Union Elementary
Ballico-Cressey Elementary
Millbrae Elementary
Evergreen Elementary
Harmony Union Elementary
Panama Buena Vista Union Elementary
Laguna Salada Union Elementary
Sonora Elementary
Roseville City Elementary
Gratton Elementary
Susanville Elementary
Bella Vista Elementary
Columbine Elementary
Hughes-Elizabeth Lakes Union Elementary
Mountain View Elementary
Sulphur Springs Union Elementary
Forestville Union Elementary
Rosedale Union Elementary
Columbia Elementary
Colfax Elementary
Mt. Shasta Union Elementary
Piner-Olivet Union Elementary
Bass Lake Joint Elementary
Cutten Elementary
Placerville Union Elementary
Wright Elementary
Evergreen Union Elementary
Old Adobe Union Elementary
Wilmar Union Elementary
Ackerman Elementary
Santa Cruz City Elementary
Arcata Elementary
Alta Loma Elementary
Foresthill Union Elementary
Mother Lode Union Elementary
Ocean View Elementary
Lake Elementary
San Mateo-Foster City Elementary
Goleta Union Elementary
Helendale Elementary
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-06
KK-08
KK-06
KK-08
KK-06
KK-06
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
70854 Sonoma
69690 Santa Clara
69179 Santa Barbara
68197 San Diego
66530 Orange
69336 Santa Barbara
69849 Santa Cruz
62554 Glenn
70714 Sonoma
66381 Nevada
63990 Kings
68361 San Diego
64113 Lassen
72553 Ventura
72355 Tuolumne
70300 Siskiyou
70805 Sonoma
67967 San Diego
70938 Sonoma
62828 Humboldt
63693 Kern
72132 Tulare
69575 Santa Clara
63610 Kern
63941 Kings
68163 San Diego
68007 San Diego
72108 Tulare
67975 San Diego
66480 Orange
64766 Los Angeles
64832 Los Angeles
65359 Marin
69385 Santa Clara
71654 Tehama
62794 Humboldt
68049 San Diego
69955 Shasta
63479 Kern
69708 Santa Clara
66498 Orange
61879 El Dorado
61838 El Dorado
Petaluma City Elementary
Sunnyvale Elementary
College Elementary
La Mesa-Spring Valley
Huntington Beach City Elementary
Solvang Elementary
Soquel Elementary
Capay Joint Union Elementary
Gravenstein Union Elementary
Pleasant Valley Elementary
Pioneer Union Elementary
Santee Elementary
Johnstonville Elementary
Pleasant Valley Elementary
Curtis Creek Elementary
Fort Jones Union Elementary
Mark West Union Elementary
Alpine Union Elementary
Sebastopol Union Elementary
Freshwater Elementary
Norris Elementary
Springville Union Elementary
Moreland Elementary
Maple Elementary
Kings River-Hardwick Union Elementary
Julian Union Elementary
Cardiff Elementary
Saucelito Elementary
Bonsall Union Elementary
Cypress Elementary
Lowell Joint Elementary
Newhall Elementary
Lagunitas Elementary
Cambrian Elementary
Richfield Elementary
Fieldbrook Elementary
Dehesa Elementary
Cottonwood Union Elementary
Fruitvale Elementary
Union Elementary
Fountain Valley Elementary
Gold Oak Union Elementary
Buckeye Union Elementary
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-06
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-06
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
75085 Placer
61887 El Dorado
62885 Humboldt
64998 Los Angeles
66845 Placer
66886 Placer
70672 Sonoma
69021 San Mateo
66399 Nevada
65219 Madera
68726 San Luis Obispo
64170 Lassen
62109 Fresno
70995 Sonoma
70979 Sonoma
68866 San Mateo
61978 El Dorado
66779 Placer
68353 San Diego
61911 El Dorado
66407 Nevada
70961 Sonoma
62976 Humboldt
71696 Trinity
66373 Nevada
66852 Placer
72470 Ventura
71787 Trinity
70078 Shasta
66340 Nevada
62893 Humboldt
70698 Sonoma
68080 San Diego
65318 Marin
69492 Santa Clara
64600 Los Angeles
70896 Sonoma
66233 Monterey
70623 Sonoma
69500 Santa Clara
70789 Sonoma
70797 Sonoma
71142 Stanislaus
Rocklin Unified
Gold Trail Union Elementary
Hydesville Elementary
Saugus Union Elementary
Loomis Union Elementary
Placer Hills Union Elementary
Dunham Elementary
San Carlos Elementary
Ready Springs Union Elementary
Coarsegold Union Elementary
Cayucos Elementary
Richmond Elementary
Clay Joint Elementary
Waugh Elementary
Two Rock Union Elementary
Belmont-Redwood Shores Elementary
Rescue Union Elementary
Alta-Dutch Flat Union Elementary
San Pasqual Union Elementary
Latrobe Elementary
Union Hill Elementary
Twin Hills Union Elementary
Pacific Union Elementary
Douglas City Elementary
Pleasant Ridge Union Elementary
Newcastle Elementary
Mesa Union Elementary
Weaverville Elementary
North Cow Creek Elementary
Nevada City Elementary
Jacoby Creek Elementary
Fort Ross Elementary
Encinitas Union Elementary
Dixie Elementary
Lakeside Joint Elementary
Hermosa Beach City Elementary
Rincon Valley Union Elementary
Washington Union Elementary
Bennett Valley Union Elementary
Loma Prieta Joint Union Elemen
Kenwood Elementary
Liberty Elementary
Knights Ferry Elementary
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-06
KK-08
KK-06
KK-08
KK-06
KK-08
KK-06
KK-06
KK-08
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
65334 Marin
69104 Santa Barbara
70839 Sonoma
75002 Marin
69773 Santa Cruz
68882 San Mateo
70003 Shasta
69757 Santa Cruz
69732 Santa Cruz
61812 Contra Costa
69211 Santa Barbara
65367 Marin
69419 Santa Clara
69781 Santa Cruz
69526 Santa Clara
69252 Santa Barbara
68387 San Diego
68965 San Mateo
65425 Marin
65391 Marin
61713 Contra Costa
68056 San Diego
69088 San Mateo
61747 Contra Costa
61770 Contra Costa
68908 San Mateo
69161 Santa Barbara
68981 San Mateo
69682 Santa Clara
68957 San Mateo
69518 Santa Clara
72611 Ventura
72744 Yuba
72751 Yuba
Kentfield Elementary
Ballard Elementary
Oak Grove Union Elementary
Ross Valley Elementary
Mountain Elementary
Burlingame Elementary
Grant Elementary
Happy Valley Elementary
Bonny Doon Union Elementary
Walnut Creek Elementary
Hope Elementary
Larkspur Elementary
Cupertino Union Elementary
Pacific Elementary
Los Gatos Union Elementary
Montecito Union Elementary
Solana Beach Elementary
Menlo Park City Elementary
Reed Union Elementary
Mill Valley Elementary
Lafayette Elementary
Del Mar Union Elementary
Woodside Elementary
Moraga Elementary
Orinda Union Elementary
Hillsborough City Elementary
Cold Spring Elementary
Portola Valley Elementary
Saratoga Union Elementary
Las Lomitas Elementary
Los Altos Elementary
Somis Union Elementary
Plumas Elementary
Wheatland Elementary
KK-08
KK-06
KK-08
KK-08
KK-06
KK-08
KK-08
KK-06
KK-06
KK-08
KK-06
KK-08
KK-08
KK-06
KK-08
KK-06
KK-06
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-06
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
KK-08
enrl_tot teachers calw_pct meal_pct computer testscr comp_stu expn_stu str
195
10.9
0.5102
2.0408
67 690.8 0.3435898 6384.911 17.88991
240
11.15 15.4167 47.9167
101 661.2 0.4208333 5099.381 21.52466
1550
82.9 55.0323 76.3226
169 643.6 0.1090323 5501.955 18.69723
243
14 36.4754 77.0492
85 647.7 0.3497942 7101.831 17.35714
1335
71.5 33.1086
78.427
171 640.85 0.1280899 5235.988 18.67133
137
6.4 12.3188 86.9565
25 605.55 0.1824818 5580.147 21.40625
195
10 12.9032 94.6237
28 606.75 0.1435897 5253.331
19.5
888
42.5 18.8063
100
66
609 0.0743243 4565.746 20.89412
379
19
32.19 93.1398
35 612.5 0.0923483 5355.548 19.94737
2247
108 78.9942 87.3164
0 612.65
0 5036.211 20.80556
446
21 18.6099 85.8744
86 615.75 0.1928251 4547.692 21.23809
987
47 71.7131 98.6056
56 616.3 0.0567376 5447.345
21
103
5 22.4299 98.1308
25 616.3 0.2427184 6567.149
20.6
487
24.34 24.6094 77.1484
0 616.3
0 4818.613 20.00822
649
36 14.6379 76.2712
31 616.45 0.0477658 5621.456 18.02778
852
42.07 24.2142 94.2957
80 617.35 0.0938967 6026.36 20.25196
491
28.92 11.2016 97.7597
100 618.05 0.203666 6723.238 16.97787
421
25.5
8.5511 77.9097
50 618.3 0.1187648 5589.885 16.5098
6880
303.03 21.2824 94.9712
960 619.8 0.1395349 5064.616 22.70402
2688
135 23.4375 93.2292
139 620.3 0.0517113 5433.593 19.91111
440
24 34.7727
100
69 620.5 0.1568182 5725.563 18.33333
475
21 21.6495 91.5464
53 621.4 0.1115789 4542.105 22.61905
2538
130.5 18.9111 70.8167
169 621.75 0.0665879 5107.086 19.44828
476
19 43.8559
100
0 622.05
0 4659.662 25.05263
2357
114
16.801 90.6237
216 622.6 0.0916419 4555.464 20.67544
1588
85 22.4072 85.1472
198 623.1 0.1246851 5415.153 18.68235
7306
319.8 17.0015 88.0349
742 623.2 0.1015604 4997.872 22.84553
2601
135 15.0711 92.1953
269 623.45 0.1034218 5223.912 19.26667
847
44 16.2928 90.2007
67 623.6 0.0791027 5139.165
19.25
452
22 14.4989 81.0235
55 624.15 0.1216814 4614.252 20.54545
4142
201 35.5625 81.5065
569 624.55 0.1373733 5342.233 20.60697
2102
99.75 15.3199 90.2849
224 624.95 0.1065652 5347.458 21.07268
10012
464.9 29.7639 91.5934
721 625.3 0.0720136 5036.459 21.53581
2488
125
12.692
55.093
202 625.85 0.0811897 5117.142
19.904
25151
1186.7 17.4426 80.1956
1713 626.1 0.0681086 5117.04 21.19407
2267
103.68 19.1517 84.4338
177 626.8 0.0780768 5272.192 21.86535
1657
90.4 28.8473 84.7314
204 626.9 0.1231141 5225.719 18.32965
284
17.5
14.527 94.9324
18 627.1 0.0633803 6516.533 16.22857
5370
280 19.5717 81.1173
562 627.25 0.1046555 4559.177 19.17857
2471
121.86
23.796 87.7782
275 627.3 0.111291 5119.158 20.27737
15386
669.36 12.5064 71.4331
1762 628.25 0.1145197 5338.186 22.98614
184
9 22.2826 85.8696
40 628.4 0.2173913 5090.045 20.44444
1217
6219
4258
1235
16244
814
27176
10696
8935
1600
9028
10625
7151
2404
5804
2253
2807
3074
723
5138
20927
3017
957
1639
4340
5079
6639
1154
237
2987
499
11474
1088
2660
353
329
252
175
3835
314
4458
1313
474
61.4
268
221
53
766.65
39
1429
487.97
444.5
74.5
449.92
521.47
318.58
105
283.15
112.65
126.12
142.55
37.12
290.775
953.5
138.5
50
90.5
209.84
224.5
304.73
62.1
11
141.21
30
542.65
55
140.12
19.98
18.53
16.5
12.5
186.2
19.25
211
75.08
26.5
33.908
21.4986
24.6595
8.2183
17.4531
19.7789
39.2184
22.1578
36.9451
27.2614
13.9885
7.4975
18.5481
20.9274
28.3425
43.4976
15.4595
11.2898
25.9211
58.7522
10.9114
14.9768
27.1682
46.8882
17.7026
25.5593
26.8414
22.9277
19.8312
21.2588
40.367
40.5526
14.1544
15.7601
8.6721
28.9157
23.4568
21.7647
13.9911
29.9363
22.2222
32.0868
21.519
88.0952
100
92.7431
62.1302
69.7399
67.4447
84.295
70.8957
79.512
79.7255
69.9425
77.5256
61.7382
52.9435
81.1165
84.5539
52.3964
66.1949
83.1579
84.999
82.3926
56.0636
82.1317
80.6042
93.9227
63.8036
100
84.9206
76.7932
68.3964
83.1193
77.0089
86.0294
74.851
33.0623
85.5422
66.2551
68.8235
72.8628
93.6306
72.3208
73.5976
75.7384
78
571
324
175
1423
85
3324
1306
786
242
669
896
560
202
480
196
152
249
45
560
1048
496
149
287
284
585
505
129
13
273
94
1248
107
259
8
37
32
31
897
8
445
112
36
628.55
628.65
628.75
629.8
630.35
630.4
630.55
630.55
631.05
631.4
631.85
631.9
631.95
632
632.2
632.25
632.45
632.85
632.95
633.05
633.15
633.65
633.9
634
634.05
634.1
634.1
634.15
634.2
634.4
634.55
634.7
634.9
634.95
635.05
635.2
635.45
635.6
635.6
635.75
635.95
636.1
636.5
0.064092
0.0918154
0.0760921
0.1417004
0.0876016
0.1044226
0.1223138
0.1221017
0.0879687
0.15125
0.0741028
0.0843294
0.0783107
0.0840266
0.0827016
0.0869951
0.0541503
0.081002
0.0622407
0.1089918
0.0500788
0.1644017
0.1556949
0.1751068
0.0654378
0.1151802
0.0760657
0.1117851
0.0548523
0.091396
0.1883768
0.1087677
0.0983456
0.0973684
0.0226629
0.112462
0.1269841
0.1771429
0.2338983
0.0254777
0.0998205
0.0853008
0.0759494
5485.496
4793.37
5092.917
4359.521
5645.496
4518.016
5864.366
5257.997
5016.692
4720.086
5470.563
5615.442
5245.44
4838.175
5367.988
5526.237
4353.02
5034.29
4692.494
5606.782
4969.181
4675.675
5306.133
5693.883
5181.58
5228.651
5339.391
6056.497
4845.68
4826.666
5367.09
5742.733
4136.251
5267.831
5238.392
5462.899
6313.374
6653.031
5533.149
6118.71
5098.627
5652.879
5329.002
19.82085
23.20522
19.26697
23.30189
21.18829
20.8718
19.01749
21.91938
20.10124
21.47651
20.06579
20.3751
22.44648
22.89524
20.49797
20
22.25658
21.56436
19.47737
17.67002
21.94756
21.78339
19.14
18.1105
20.68242
22.62361
21.7865
18.58293
21.54545
21.15289
16.63333
21.14438
19.78182
18.98373
17.66767
17.75499
15.27273
14
20.59613
16.31169
21.12796
17.48801
17.88679
1114
1358
11629
6195
499
417
300
457
146
460
354
1841
3760
500
5112
146
2141
610
337
4501
5718
19402
3401
2621
426
205
13668
342
6518
239
2911
6272
10218
1735
474
544
1987
418
196
2208
1255
1469
7114
57.7
65
546.3
306.75
20
23
15
24.4
8
24.22
17.8
95
183.75
22.43
246.9
7.66
105.82
30.98
16.55
227.85
295.05
846.38
175.55
136.83
20
11.2
648.41
18.2
332.1
12.2
139.47
297.04
508.75
87.14
26.61
30
103.37
22.4
10
114.5
55
78.1
332.84
29.4468
14.7903
25.3794
21.0433
23.6994
19.9041
48.3444
16.8161
25.3425
10.5932
10.2778
25.258
26.9016
18.8
10.6912
13.6986
26.4965
8.5246
21.2625
19.1297
6.8407
20.5237
52.2199
25.8298
3.9906
18.5366
28.1753
11.396
12.2791
15.6118
11.9285
28.72
17.4202
47.2622
20.6751
20.5505
15.2812
10.6965
19.6891
14.414
11.3222
20.9666
34.5942
62.2128
80.8683
83.8737
68.5719
80.9249
46.0432
72.1854
67.713
54.1096
66.9492
59.7222
64.7474
65.7961
83
59.7235
66.4384
65.3828
56.0656
60.1329
63.9055
37.0456
51.2421
74.2723
64.0977
64.7887
80.9756
56.2994
68.0912
71.0238
69.6203
52.9735
71.7624
70.8064
75.5043
82.0675
74.8624
54.6541
63.4328
47.1503
53.2106
44.2597
80.2587
82.5722
277
178
1015
1261
35
27
55
50
34
71
28
315
717
70
383
28
134
144
26
597
313
1182
560
397
87
24
1321
98
499
30
281
1338
1435
222
96
145
283
50
40
92
165
65
680
636.6
636.7
636.9
636.95
637
637.1
637.35
637.65
637.95
637.95
638
638.2
638.3
638.3
638.35
638.55
638.7
639.25
639.3
639.35
639.5
639.75
639.8
639.85
639.9
640.1
640.15
640.5
640.75
640.9
641.1
641.45
641.45
641.55
641.8
642.2
642.2
642.4
642.75
643.05
643.2
643.25
643.4
0.2486535
0.1310751
0.0872818
0.2035512
0.0701403
0.0647482
0.1833333
0.1094092
0.2328767
0.1543478
0.079096
0.1711027
0.1906915
0.14
0.0749217
0.1917808
0.0625876
0.2360656
0.0771513
0.1326372
0.0547394
0.0609216
0.1646575
0.1514689
0.2042253
0.1170732
0.0966491
0.2865497
0.0765572
0.125523
0.0965304
0.2133291
0.1404384
0.1279539
0.2025317
0.2665441
0.1424258
0.1196172
0.2040816
0.0416667
0.1314741
0.0442478
0.0955862
5929.809
4897.068
5100.202
4825.723
4079.129
5349.368
5869.389
6462.128
6231.602
4993.868
4663.811
6107.106
5324.228
5221.461
5157.785
5131.119
5279.354
4704.044
6089.911
5356.833
5144.549
4906.23
5489.589
5718.551
4436.153
4895.439
5159.219
5490.655
5172.02
4441.673
5220.37
5252.811
5518.702
5609.488
4945.032
5223.025
4757.025
5522.162
6087.609
4960.516
4880.041
6538.418
4925.66
19.30676
20.89231
21.28684
20.1956
24.95
18.13043
20
18.72951
18.25
18.99257
19.88764
19.37895
20.46259
22.29157
20.70474
19.06005
20.23247
19.69012
20.36254
19.75422
19.37977
22.92351
19.3734
19.15516
21.3
18.30357
21.07926
18.79121
19.62662
19.59016
20.87187
21.115
20.08452
19.91049
17.81285
18.13333
19.22221
18.66072
19.6
19.28384
22.81818
18.80922
21.37363
1962
7761
216
224
7887
752
9328
548
104
275
443
10337
806
227
8416
149
220
4612
590
133
2440
133
519
222
285
3129
2019
5620
9775
246
7210
21338
477
727
374
18255
8787
797
140
235
8294
2409
150
98
361
14
10
391.86
39.5
537.88
32.2
5
13
24
540.05
41.53
11.6
391.42
8.5
13.39
232.97
34.33
7.55
121.24
6
26
11.66
18.72
147.98
102.78
267
484.5
11.5
360.35
1051.58
27
39.9
18.45
903.76
410.91
38
7
13.7
371.1
108.66
8.25
24.4151
6.4912
9.417
7.1429
16.4024
11.7105
7.4875
7.6642
32.381
12.7273
14.2212
37.2269
7.1788
18.0617
12.399
19.4631
19.1304
17.4761
37.4368
25
7.2759
11.194
16.763
7.5893
26.6423
26.1676
10.2526
10.3095
13.043
9.7561
26.6268
13.2272
25.3669
10.1788
6.6845
11.2217
10.0227
7.0263
3.5714
6.8085
23.1975
8.1515
3.2258
67.7518
44.4766
48.8789
58.0357
57.0722
34.0789
39.0368
31.3869
49.5238
45.8182
69.9774
58.5454
56.6751
59.0308
71.9121
59.0604
52.1739
65.915
70.6577
72.1429
47.0299
35.8209
37.9576
40.625
76.2774
55.7901
40.5646
55.0939
62.5039
43.9024
68.8579
45.995
59.5388
32.1871
7.4866
58.5331
32.483
35.7591
39.2857
67.234
51.5674
52.1202
23.2258
170
658
47
31
1004
0
1719
35
19
4
52
1268
36
25
1333
30
48
601
71
25
116
0
65
30
36
471
167
316
1218
38
800
2889
27
50
46
2001
1058
60
40
51
1295
354
16
643.4
643.5
643.5
643.7
643.7
644.2
644.2
644.4
644.45
644.45
644.5
644.55
644.7
644.95
645.1
645.25
645.55
645.55
645.6
645.75
645.75
646
646.2
646.35
646.4
646.5
646.55
646.7
646.9
646.95
647.05
647.25
647.3
647.6
647.6
648
648.2
648.25
648.35
648.7
648.95
649.15
649.3
0.0866463
0.0847829
0.2175926
0.1383929
0.1272981
0
0.1842839
0.0638686
0.1826923
0.0145455
0.1173815
0.1226662
0.044665
0.1101322
0.1583888
0.2013423
0.2181818
0.1303122
0.120339
0.1879699
0.047541
0
0.1252408
0.1351351
0.1263158
0.1505273
0.0827142
0.0562278
0.1246036
0.1544715
0.110957
0.1353923
0.0566038
0.0687758
0.1229947
0.1096138
0.1204051
0.0752823
0.2857143
0.2170213
0.156137
0.1469489
0.1066667
5204.688
4907.411
5923.452
4741.957
4954.02
5500.108
5360.517
5685.639
5594.196
4692.567
5085.406
5456.197
5105.18
5519.677
5065.911
5182.428
5960.464
5124.836
5655.133
5811.69
5467.674
5213.089
4613.188
4886.984
6455.137
5125.433
5193.692
5002.839
5337.625
5161.202
5158.792
5123.474
5782.544
4842.608
4219.406
5081.17
5144.994
4674.299
4830.326
5621.688
4948.868
5100.976
5132.789
20.02041
21.49862
15.42857
22.4
20.12709
19.03798
17.34216
17.01863
20.8
21.15385
18.45833
19.14082
19.40766
19.56896
21.5012
17.52941
16.43017
19.79654
17.18613
17.61589
20.12537
22.16667
19.96154
19.03945
15.22436
21.14475
19.6439
21.04869
20.17544
21.3913
20.00833
20.29137
17.66667
18.22055
20.271
20.19895
21.38424
20.97368
20
17.15328
22.34977
22.17007
18.18182
3981
2326
501
470
575
3519
474
223
92
4971
2617
242
780
324
140
181
516
108
419
12567
287
6201
577
170
164
382
1221
2214
4523
793
1678
536
307
347
168
532
3272
2045
156
1129
3669
157
4928
210
117.8
30.5
28.27
35.1
175.3
26.34
11.5
5.6
297.14
107.195
13.25
41.15
15.4
6.75
10
26
5
18.67
546.05
16.17
339.1
29.95
7.5
8.5
22
61.6
108.35
215
39.8
88.27
22.5
15.85
17.5
11.01
31
150
107.21
6.05
61.99
201.97
9.25
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41.7734
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40.3995
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345
163
48
59
789
61
60
22
500
226
32
75
50
25
26
65
25
58
1099
65
634
134
41
36
75
250
213
409
49
254
35
36
56
30
81
374
268
7
164
500
19
618
649.5
649.7
649.85
650.45
650.55
650.6
650.65
650.9
650.9
651.15
651.2
651.35
651.4
651.45
651.8
651.85
651.9
652
652.1
652.1
652.3
652.3
652.35
652.4
652.4
652.5
652.85
653.1
653.4
653.5
653.55
653.55
653.7
653.8
653.85
653.95
654.1
654.2
654.2
654.3
654.6
654.85
654.85
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4153
280
865
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332
2903
565
586
5068
859
145
649
1789
775
777
3518
19294
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117
160
511
2770
551
5205
6437
1712
370
3182
139
11855
1068
2295
1510
579
1012
1212
119
590
5
10.3
199.86
18.05
43.5
408.2
20.1
329.12
18.8
138.12
29.65
26
240.1
42.84
10.21
35.125
96
37
36.85
188.2
924.57
386.42
8
6
8.7
27.2
140.11
28.5
242.5
278.84
81.28
19.8
153.2
7.2
588.84
51.67
103
73.3
27.8
52.64
68.65
7
35.7625
5.8252
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7.7966
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19.5686
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17
241
67
96
1120
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624
73
192
60
78
626
118
20
155
435
50
148
419
2401
1158
34
42
37
30
296
46
474
622
122
56
328
32
1507
129
224
141
60
140
107
23
78
654.9
655.05
655.05
655.05
655.2
655.3
655.35
655.35
655.4
655.55
655.7
655.8
655.85
656.4
656.5
656.55
656.65
656.7
656.8
656.8
657
657
657.15
657.4
657.5
657.55
657.65
657.75
657.8
657.9
658
658.35
658.6
658.8
659.05
659.15
659.35
659.4
659.4
659.8
659.9
660.05
660.1
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16.49773
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433
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515
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1252
823
2231
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3005
966
7710
762
1708
9850
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10619
4521
580
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308.68
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549.84
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47.58
277.67
5.73
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24.5
8
22
164.31
239.4
35.95
170.65
45.2
26.65
46.65
88.55
62.3
27.35
66.57
65.11
46
114.3
14.2
15.5
159.22
47.96
327.3
35.5
89
489.3
5
565.51
236.58
29.44
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39
50
411
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105
143
190
58
263
113
127
258
81
85
308
114
814
54
206
1113
10
1150
494
114
660.2
660.3
660.75
660.95
661.35
661.45
661.6
661.6
661.85
661.85
661.85
661.9
661.9
661.95
662.4
662.4
662.45
662.5
662.55
662.55
662.65
662.7
662.75
662.9
663.35
663.45
663.5
663.85
663.85
663.9
664
664
664.15
664.15
664.3
664.4
664.45
664.7
664.75
664.95
664.95
665.1
665.2
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573
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7116
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1425
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1349
400
4632
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576
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1457
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3303
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2801
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129
188
1212
2596
4925
6257
868
3787
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286.8
33.5
700.94
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33.7
124.07
8
29.6
35.73
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360.5
11
356.82
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108.75
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65.2125
22
245.18
9
31
25
50.75
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232.75
146.5
286.92
23.3
139.3
9.76
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9
65.9
135.35
253.896
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45
186.1
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48
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17
41
116
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934
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666.05
666.1
666.15
666.15
666.45
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666.6
666.65
666.65
666.7
666.85
666.85
667.15
667.2
667.45
667.45
667.6
668
668.1
668.4
668.6
668.65
668.8
668.9
668.95
669.1
669.3
669.3
669.35
669.35
669.8
669.85
669.95
670
670.7
671.25
671.3
671.6
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2536
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218
734
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2528
2987
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379
145
706
878
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139
2089
326
516
449
297
1579
383
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5259
1960
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946
2707
919
945
738
164
167
125
306.38
34.84
8.4
407.7
89.09
70.5
8
127.11
30.08
52.6
15.43
9
10.1
36
11.6
138.31
154.17
11
23.1
9.3
37.74
47.9
33.18
7.35
102.78
16.28
21.5
25.5
15.35
80.24
20.45
5.1
262.23
108.96
8.9
49.17
141.02
46.89
46
39.702
10.51
10.92
7.08
2.9299
2.5074
16.9591
2.1925
2.8297
2.426
0.6452
2.0328
4.8951
7.9876
5.5921
2.451
2.2422
2.0243
2.0725
1.3421
2.0422
9.3897
2.9024
6.2069
2.5937
1.375
12.2689
20.8633
2.5185
4.2945
0.969
12.7273
2.3569
5.5556
6.0052
3.6145
2.3959
1.9417
2.649
2.1784
5.1396
1.0493
4.2399
0
2.3529
0.5208
4
14.266
15.9292
33.9181
11.7013
21.0892
10.4142
12.2581
2.0328
29.021
33.9212
25.9868
12.7451
25.1121
12.8205
32.1244
2.4456
11.1818
32.8638
22.1636
0
23.0548
15.75
25.3782
66.9065
14.037
11.0429
27.7132
48.4848
4.0404
21.7803
10.1828
0
19.0911
3.7302
8.6093
6.5353
19.2308
0
10.6515
0.6775
12.9412
11.4583
14.4
855
47
23
834
231
183
32
343
103
135
42
24
49
117
50
482
290
21
29
27
103
105
75
40
318
42
50
50
70
165
49
14
701
223
31
310
300
141
216
220
35
29
25
671.6
671.65
671.7
671.75
671.9
671.9
671.95
672.05
672.05
672.3
672.35
672.45
672.55
672.7
673.05
673.25
673.3
673.55
673.55
673.9
674.25
675.4
675.7
676.15
676.55
676.6
676.85
676.95
677.25
677.95
678.05
678.4
678.8
679.4
679.5
679.65
679.75
679.8
680.05
680.45
681.3
681.3
681.6
0.1331154
0.0693215
0.1419753
0.097784
0.1240602
0.1260331
0.2064516
0.1352524
0.1816579
0.1416579
0.1418919
0.1212121
0.2247706
0.1594005
0.2645503
0.1906646
0.0970874
0.1009615
0.0765171
0.1862069
0.1458924
0.11959
0.1262626
0.2877698
0.1522259
0.1288344
0.0968992
0.1113586
0.2356902
0.1044965
0.1279373
0.1728395
0.1332953
0.1137755
0.205298
0.3276955
0.1108238
0.1534276
0.2285714
0.298103
0.2134146
0.1736527
0.2
4792.211
5450.104
5210.725
4715.446
4632.068
5028.562
5695.467
4504.295
5156.437
5433.514
5254.632
4593.197
4320.679
4920.777
6905.869
5729.904
4825.202
5388.17
5133.827
5346.156
4789.309
5329.782
5371.173
5771.384
4993.635
4854.038
4392.68
5884.432
4273.993
5146.784
5351.523
7667.572
5281.709
5368.503
6429.257
5387.459
5235.775
4829.896
5088.708
5390.118
6588.431
6196.695
4645.413
20.96416
19.46039
19.28572
20.91979
20.90021
20.59575
19.375
19.95122
18.84973
18.11787
19.18341
22
21.58416
20.38889
16.2931
18.27778
19.37472
18.90909
16.40693
15.5914
18.70694
18.32985
17.90235
18.91157
20.32497
20.02457
24
17.60784
19.34853
19.67846
18.72861
15.88235
20.05491
17.98825
16.96629
19.23937
19.19586
19.59906
20.54348
18.58848
15.60419
15.29304
17.65537
1091
134
600
1803
158
2392
526
141
235
3280
1254
948
15228
81
2768
535
2542
1940
1059
2340
3469
2106
478
1885
2422
1318
220
687
2341
984
3724
441
101
1778
62.06
6
32
99.6
7.8
127.22
28.02
6.91
12.6
158.4
57
53.56
708.83
4.85
141.4
31
146.3
111.82
65.12
132.2
172.34
115.3
32.87
98.42
139.47
87.06
12.33
44.59
124.09
59.73
208.48
20.15
5
93.4
0.5367
0.7463
2.6941
1.9242
13.75
1.4214
3.9924
10.0719
4.661
2.7523
1.5823
1.7932
1.7154
13.253
0.4481
0.08
0.8261
0.4124
0.8499
1.5812
0
1.7094
0
0.0506
0
0.1517
0.4545
0.3049
0.1709
0.1016
1.0741
3.5635
11.8812
6.9235
0.5367
3.7313
29.3185
3.622
16.25
6.2709
11.4068
9.3525
5.9322
7.8593
12.5
1.8987
4.6909
20.4819
2.7921
0.72
9.6774
3.9175
1.4164
2.4359
0.1734
2.6116
0
0.3033
0.1239
0
0
0
0.598
3.5569
1.5038
37.1938
59.4059
47.5712
113
27
55
283
15
439
33
44
30
406
0
155
2232
21
540
84
404
265
272
403
496
300
112
241
466
412
22
209
286
195
721
45
14
313
681.9
682.15
682.45
682.55
682.65
683.35
683.4
684.3
684.35
684.8
684.95
686.05
686.7
687.55
689.1
691.05
691.35
691.9
693.95
694.25
694.8
695.2
695.3
696.55
698.2
698.25
698.45
699.1
700.3
704.3
706.75
645
672.2
655.75
0.1035747
0.2014925
0.0916667
0.1569606
0.0949367
0.1835284
0.0627376
0.3120568
0.1276596
0.1237805
0
0.1635021
0.1465721
0.2592593
0.1950867
0.1570093
0.15893
0.1365979
0.2568461
0.1722222
0.1429807
0.1424501
0.2343096
0.1278515
0.192403
0.3125948
0.1
0.3042212
0.12217
0.1981707
0.193609
0.1020408
0.1386139
0.1760405
6489.929
5094.959
4841.958
6315.313
5399.383
5429.474
5644.286
6060.257
5319.554
4819.904
5208.226
5859.965
4962.737
7614.379
5566.468
7039.949
6604.064
6180.149
6460.657
6415.355
5230.877
5838.172
7711.507
5592.765
5933.154
7593.406
6500.45
7217.263
5392.639
7290.339
5741.463
4402.832
4776.336
5993.393
17.57976
22.33333
18.75
18.10241
20.25641
18.80207
18.7723
20.40521
18.65079
20.70707
22
17.69978
21.48329
16.70103
19.57567
17.25806
17.37526
17.34931
16.26229
17.70045
20.12881
18.26539
14.54214
19.15261
17.36574
15.13898
17.84266
15.40704
18.86534
16.47413
17.86263
21.88586
20.2
19.0364
avginc
el_pct
read_scr math_scr
22.69
0
691.6
690
9.824 4.583333
660.5
661.9
8.978
30
636.3
650.9
8.978
0
651.9
643.5
9.080333 13.85768
641.8
639.9
10.415 12.40876
605.7
605.4
6.577 68.71795
604.5
609
8.174 46.95946
605.5
612.5
7.385 30.07916
608.9
616.1
11.61333 40.27592
611.9
613.4
8.931
52.9148
612.8
618.7
7.385 54.60993
616.6
616
5.335 42.71844
612.8
619.8
8.279 20.53388
610
622.6
9.63 80.12326
611.9
621
7.454 49.41314
614.8
619.9
6.216 85.53972
611.7
624.4
7.764 58.90736
614.9
621.7
7.022 77.00581
619.1
620.5
5.699 49.81399
621.3
619.3
7.941 40.68182
615.6
625.4
9.63 16.21053
619.9
622.9
7.405 45.07486
622.9
620.6
9.63 39.07563
620.7
623.4
8.019 76.66525
619.5
625.7
8.523 40.49118
625
621.2
7.983181 73.72023
620.4
626
7.305 70.01154
616.5
630.4
8.934 55.96222
620.1
627.1
8.554 11.06195
627.9
620.4
6.613 80.42009
620.4
628.7
12.409 63.13036
623
626.9
8.126616 65.12186
620.8
629.8
11.431
53.4164
626.1
625.6
11.72223 49.82307
625.4
626.8
11.3325 35.46537
625.4
628.2
9.598 56.12553
623.6
630.2
14.558 32.39437
628.9
625.3
22.06
65.5121
624.4
630.1
9.709 53.05544
627.5
627.1
11.48294 49.64253
627.8
628.7
8.178
45.1087
621.6
635.2
8.174
7.5
10.0505
7.332
12.58158
15.177
12.10913
11.785
14.062
10.472
13.40512
12.3018
15.40407
13.762
14.184
8.865
12.997
11.592
8.279
10.90564
13.40063
11.081
9.082
13.39
14.60163
11.116
8.423
11.665
7.305
13.7306
11.116
10.36443
6.983
14.4678
14.653
10.629
9.781
10.656
11.938
7.385
10.676
9.972
8.258
30.32046
52.24313
36.80132
30.2834
49.86457
13.75921
28.8637
52.80479
44.08506
35.25
37.49446
50.39059
31.07258
18.26123
34.70021
33.28895
33.48771
38.15875
36.92946
32.98949
58.21666
17.00365
17.65935
7.321537
31.19816
16.61744
58.08104
55.89254
5.485232
14.42919
22.84569
38.78334
64.24632
25.22556
5.382436
6.079028
0
0
34.88918
13.05732
36.02512
34.65347
28.69198
629.4
621.1
626.5
630.2
629.5
631.9
631.6
628.5
628.4
635.7
633
629.6
634.2
633.5
631.4
637.5
637.3
633.2
629.2
630.3
629.6
634.4
634.7
638.4
631.9
637.7
631.5
636.8
631.8
637.7
635.5
633.2
631.1
637.8
636.6
644.3
640.9
634.6
633
636.7
633.2
633.9
634.7
627.7
636.2
631
629.4
631.2
628.9
629.5
632.6
633.7
627.1
630.7
634.2
629.7
630.5
633
627
627.6
632.5
636.7
635.8
636.7
632.9
633.1
629.6
636.2
630.5
636.7
631.5
636.6
631.1
633.6
636.2
638.7
632.1
633.5
626.1
630
636.6
638.2
634.8
638.7
638.3
638.3
8.896 1.795332
12.062 30.63329
9.428895 59.03345
8.920333 13.55932
10.098
5.01002
11.83 0.9592326
11.553 0.6666667
19.707 38.51204
7.105
0
13.725 17.17391
10.098 9.887006
13.762 19.39164
9.665 36.48936
10.264
39.4
11.5692 28.67762
7.405 13.69863
12.077 11.34984
11.283 3.442623
10.035 15.43027
8.384 17.97378
13.63 22.71773
14.12767 18.43624
11.26612 16.17171
13.39 2.022129
11.938 9.624413
8.258 41.46341
14.22673 9.899035
10.472 16.08187
14.2429 43.49494
14.066 8.786611
15.968 39.02439
10.264
53.8903
10.60247 41.13329
10.523 1.383285
11.238 35.44304
10.056 8.639706
11.183 15.34977
7.385 19.85646
13.579 3.061224
9.63 9.873188
15.274 16.09562
14.03425 43.49898
10.23967 45.03795
645.4
632.3
632.4
636.2
636.1
638
640.9
644.9
646.1
633.2
636.7
640.4
636.2
630.4
638.6
637.5
636.9
640.3
642.7
639.9
641.4
641.7
641.5
641.4
634.3
643.5
640.4
637.7
638.5
644.9
640.4
639.3
638.6
640.8
638.9
641.8
637
640.2
652.6
642
642.6
639.4
638.9
627.8
641.1
641.4
637.7
637.9
636.2
633.8
630.4
629.8
642.7
639.3
636
640.4
646.2
638.1
639.6
640.5
638.2
635.9
638.8
637.6
637.8
638.1
638.3
645.5
636.7
639.9
643.3
643
636.9
641.8
643.6
644.3
642.3
644.7
642.6
647.4
644.6
632.9
644.1
643.8
647.1
647.9
9.485 18.19572
15.02987 15.48769
9.781 0.9259259
13.192 7.589286
12.216 29.08584
14.076 0.1329787
25.48733 50.85763
14.867 11.49635
9.972 13.46154
14.578 4.727273
7.385 21.44469
12.343 12.35368
12.43133 30.14888
14.906 15.85903
12.6699
43.75
10.333
0
11.972
0
12.827 16.65221
10.04 3.220339
13.335
0
9.854 48.52459
11.426 0.7518797
15.131 1.926782
14.578 13.51351
10.268
0
15.59286 16.71461
11.238 5.943536
15.05138 36.17438
15.41318 44.97187
11.081 16.66667
10.098 15.18724
14.2983
34.3378
11.803
0
9.972
13.0674
15.409 4.278075
15.2938 39.59463
15.53293 21.66837
16.293 3.262233
12.875 7.857143
16.623 39.57447
12.54988
10.1278
14.25857 27.52179
18.326
14
641.7
644.2
652.7
633.6
645.7
652.3
644.5
652.1
649.5
643.2
644.3
646
645.3
649.7
642.9
656.8
658
647.7
644.8
644.3
645.5
652.5
650.9
643
641.6
647.8
649.1
644
645.6
647.8
642.5
645
650.8
649.4
651.6
645
648
648.8
651.6
643.4
645.1
646
655.2
645.1
642.8
634.3
653.8
641.7
636.1
643.9
636.7
639.4
645.7
644.7
643.1
644.1
640.2
647.3
633.7
633.1
643.4
646.4
647.2
646
639.5
641.5
649.7
651.2
645.2
644
649.4
648.2
646.1
651.6
649.5
643.8
645.8
643.6
651
648.4
647.7
645.1
654
652.8
652.3
643.4
12.74914
11.426
8.83
11.176
14.228
15.027
10.521
18.626
22.529
18.29839
11.88575
9.926
14.197
9.63
10.639
14.475
13.467
9.665
12.708
17.823
17.156
19.58964
14.197
11.912
13.386
11.554
19.026
16.407
14.058
19.068
20.77
10.264
14.578
10.202
12.502
13.906
9.986
13.712
10.098
11.291
13.225
13.63
14.623
8.842
6.405847
2.39521
5.957447
8.173913
15.45894
0
0
0
31.82458
12.80092
0
3.846154
2.469136
10.71429
0
1.937984
4.62963
5.250597
27.54038
14.98258
47.87938
0
1.764706
0
0
7.289107
17.028
10.43555
2.269861
28.24791
8.768657
7.491857
9.798271
12.5
0
31.20415
1.369193
9.615385
0
24.25729
9.55414
5.925324
649.8
651.3
652.6
655.1
654.6
655.4
653.6
651.8
656.1
653.3
651.7
654.4
662
647
654.2
651.9
656.3
648.2
656.4
651.6
655.1
650.9
657.2
660.3
655.2
653.1
656.8
656.1
653.7
652.4
655.6
653.4
654.1
655.5
655.9
656.6
651.4
657.8
659.8
655.1
652.7
654.2
653.5
649.2
648.1
647.1
645.8
646.5
645.8
647.7
650
645.7
649
650.7
648.3
640.8
655.9
649.4
651.8
647.5
655.8
647.8
652.6
649.5
653.7
647.5
644.5
649.6
651.9
648.9
650.1
653.1
654.6
651.5
653.7
653.3
652.1
651.8
651.3
656.8
650.6
648.6
653.5
656.5
655.5
656.2
8.776
10.338
16.323
10.65633
14.578
18.6306
11.116
14.59767
15.493
16.272
13.63
12.394
15.331
12.666
13.712
17.78033
10.55667
10.523
13.243
22.473
15.68465
23.48375
11.649
16.356
14.074
13.437
18.338
11.426
15.74992
15.779
14.062
12.174
12.9
10.971
17.4352
14.76
14.603
13.52233
16.669
13.52225
12.518
18.326
11.466
0.9708738
18.28571
4.984349
4.285715
3.352601
32.7075
9.46602
6.260787
13.25301
3.169135
16.99115
0.8532423
6.649566
0.1164144
0
6.933744
9.558413
0.9032258
1.158301
40.10802
16.66321
21.95536
8.86076
0.8547009
0
3.913894
11.94946
3.99274
22.93948
2.48563
9.871495
0.5405406
8.956632
6.47482
20.72543
0.1872659
13.98693
8.741721
20.03454
1.383399
2.062706
28.57143
0.1694915
662.2
650
657.4
660.4
660.8
655.4
653
657.6
653.2
662
651.6
662
655.9
654.1
657.8
658.7
655.4
661.5
663.4
656.7
657.6
657.3
661
664.9
672.8
664.2
659.7
660.2
655.1
658.5
657
664
654.7
661.3
654.9
662.1
658.3
662.8
660
660.8
660.4
661.7
673.1
647.6
660.1
652.7
649.7
649.6
655.2
657.7
653.1
657.6
649.1
659.8
649.6
655.8
658.7
655.2
654.4
657.9
651.9
650.2
656.9
656.4
656.7
653.3
649.9
642.2
650.9
655.6
655.3
660.5
657.3
659
652.7
662.5
656.3
663.2
656.2
660.4
656
658.8
658.8
659.4
658.4
647.1
10.098
15.365
10.31133
16.98663
9.612
21.1105
16.47331
18.369
16.65411
18.54422
14.18
18.02955
13.586
12.64
11.103
7.5
15.506
22.8414
19.82313
16.347
16.293
13.248
14.01
14.163
15.771
14.48333
14.209
15.167
12.58425
10.551
16.956
17.709
16.272
17.9008
11.834
18.6202
12.431
15.167
20.87575
10.639
25.02962
16.7578
15.297
13.73626
0
0.2169197
3.121039
47.36842
22.70968
29.12074
4.432624
4.814217
5.249205
1.899441
8.662933
10.47619
1.242236
0
9.375
1.385681
35.34212
9.640718
2.23152
0.3664036
0.5760369
0
0.8515815
5.524554
0
0
2.437223
20.76677
2.18712
13.62618
13.28413
1.941748
23.06157
0.621118
3.255512
0
2.224824
18.55838
6.20155
18.45748
32.07255
3.965517
659.8
667.8
666.9
662.1
661.1
662
659.1
672.4
660.1
665.4
662.7
664.3
662.5
660.4
663.1
651.4
665.4
663.5
661.7
669.4
658.3
662.4
667.1
668.3
667.4
664.3
660.2
666.4
659.4
657.7
666.2
668.7
671.3
666.7
674
663.4
663.1
665.5
663.7
667.6
665.9
666.8
656.2
660.6
652.8
654.6
659.8
661.6
660.9
664.1
650.8
663.6
658.3
661
659.5
661.3
663.5
661.7
673.4
659.5
661.5
663.4
655.7
667
663
658.4
657.5
659.3
662.6
666.8
661.3
668.3
670.1
661.8
659.3
657
661.6
654.6
665.4
665.8
663.9
665.8
662.3
664
663.4
674.2
17.36945
22.096
22.842
18.31988
25.03
21.957
18.79683
10.639
17.508
18.593
11.116
14.09767
12.64
20.93643
14.18
11.826
18.671
17.332
17.508
15.572
15.56725
15.752
20.47
9.709
11.116
16.321
21.967
8.934
19.997
18.82723
18.11867
23.66738
22.139
20.546
9.485
11.834
18.799
10.551
15.519
21.63173
21.09575
15.167
19.117
15.33671
27.66523
12.53731
12.68017
6.908044
14.96296
11.26933
9.722222
3.315881
0.6934813
5.141129
4.969165
6.967213
7.996065
0.4819277
2.5
3.84131
1.320423
4.912281
0
0.222387
0
17.85406
4.464286
9.548612
3.991131
20.66667
7.627119
27.45367
10.85763
5.025734
14.23617
0.2358491
2.070689
8.556149
0
4.787234
3.960396
1.579353
3.593909
8.726227
0
0.2640613
669.8
663.9
670.3
664.5
668
668.7
666.9
671.9
671
668.8
671.2
663.7
672.1
667.5
662.1
666.9
671.3
667.7
669.8
672.2
667
669.2
669.4
660.5
665.8
672.7
668.8
668.5
666.2
665.5
666.1
668.9
680.9
673.3
664.6
670.1
673.2
669.2
669.2
672.8
671.2
674.6
674.9
660.9
667.4
661.5
667.4
664
663.4
665.3
660.4
661.3
664.1
661.9
669.5
661.2
665.8
671.3
666.8
662.4
666.6
664.6
662.7
667.9
666
666.6
675.7
671
664.5
668.5
669.1
671.6
672.4
672.1
669.7
657.7
665.4
674.1
669.5
666.5
670.7
670.8
668.6
671.3
668
668.3
17.62
15.167
10.643
20.73906
21.566
17.656
17.709
27.816
18.593
14.263
22.758
12.64
11.238
16.956
17.709
25.622
18.726
13.443
15.18
19.117
13.712
17.508
11.834
13.273
16.356
18.626
23.733
12.934
13.906
15.428
15.381
22.529
23.8061
24.603
36.174
33.455
20.48022
20.134
19.3465
36.174
22.86333
17.709
14.177
1.447922
0.1474926
0
3.705006
0.2685285
0
4.516129
2.444795
0
0
5.405406
0
6.422018
6.539509
14.28572
3.678797
0.5021761
0
22.69129
0
0.1416431
2.733485
1.683502
0
0.1436094
0
11.04651
0
0
0.0633312
0
0
15.0599
1.479592
2.649007
1.479915
4.469893
0.3264418
2.539683
0.5420054
11.58537
11.37724
0
671.4
677.6
679.8
668.9
673.1
679.6
672.3
676.1
673.9
668.1
674.6
672.7
669.4
676.1
679.1
675
676.1
680.5
670.5
670.5
676
681
683
680.1
673.8
673.3
680.5
672.8
679
678.5
682.9
685.3
679
684.1
676.8
683.1
678.7
680.2
685.7
684.2
682.8
680.8
688.5
671.8
665.7
663.6
674.6
670.7
664.2
671.6
668
670.2
676.5
670.1
672.2
675.7
669.3
667
671.5
670.5
666.6
676.6
677.3
672.5
669.8
668.4
672.2
679.3
679.9
673.2
681.1
675.5
677.4
673.2
671.5
678.6
674.7
682.2
676.2
680.8
679.4
674.4
676.7
679.8
681.8
674.7
41.093 1.374885
21.957 2.238806
16.064 5.333333
25.737 2.773156
20.474
0
35.81 17.72575
13.567
0
20.089
0
18.283 0.4255319
25.23972 6.067073
25.063 10.12759
30.6285 3.375527
27.47522 8.648542
30.84 12.34568
34.1595 1.589595
43.23 1.495327
27.94775 10.38552
49.939
6.13402
55.328 2.266289
35.481 2.478632
34.301 0.8936293
38.62857 2.421652
35.342
3.76569
31.052 1.962865
40.264 0.5780346
35.81 2.807284
43.23 1.363636
50.677 1.164483
40.402 2.050406
28.717 5.995935
41.73411 4.726101
23.733 24.26304
9.952 2.970297
12.502 5.005624
689.8
681.8
680
685.6
687.3
682.4
684.5
680.4
688.5
682.2
686.2
692.2
683.1
693.8
691.6
693.5
687.7
693.7
695.9
693.6
697.9
695.1
701.3
697.4
699.1
695.4
693.3
698.3
698.9
700.9
704
648.3
667.9
660.5
674
682.5
684.9
679.5
678
684.3
682.3
688.2
680.2
687.4
683.7
679.9
690.3
681.3
686.6
688.6
695
690.1
692
694.9
691.7
695.3
689.3
695.7
697.3
701.1
703.6
699.9
701.7
707.7
709.5
641.7
676.5
651
1 Been a Regression
2
of
Estimate Bo and Bs
a
ly STR the
tester forget petty Use OLSEmethod
tests crib
1. (40p) In Problem Set 1, last week, you have calculated intercept and slope of the sample
regression of rental rooms and their sizes.
2.
Observation #
Apartment code
Rent (Y)
1
A
$1,400
B
$1,500
C
$1,300
Ꭰ
$1,600
2
3
4
Size (X)
130sqft
160sqft
120sqft
150sqft
This week, please calculate the same statistics using Stata (or R). On the Stata output file,
find and label items
(a) (5p) List the data, apartment code, rent and size.
(b) (6p) Find the sample means of X and Y, X and Y and sample standard deviations of X and
Y, Sx and Sy.
(c) (6p) The correlation coefficient, r, between X and Y
(d) (6p) Bo, the OLS estimated intercept term and B₁, the OLS estimated slope coefficient
from the regression Y₁ = ẞo + B₁₁ + u₁
(e) (6p) Write the regression in equation form
(f) (6p), i = 1, …, n, the predicted values for each country from the regression
(g) (5p) û, the OLS residual for each country.
STATA HINTS: First load STATA and type “edit,” which brings up something that looks
like a spreadsheet. Enter the smoking and cancer values in the first two columns. Double-
click the column headers to enter variable names (e.g. “smoke”, “death”). Close the editor
window when you are done. The following commands will be useful:
list
summarize
correlate
regress
predict
lists the data (to be sure you typed it in correctly)
computes sample means and standard deviations (the option
“detail” gives additional statistics, including the sample
variance)
produces correlation coefficients (with the option “, covariance”
this command produces covariances)
estimates regression by OLS
compute OLS predicted values and residuals
Note that STATA has on-line help.
Do not be concerned if you do not yet understand all the statistics shown in the output – we
will discuss them in class in due course.
12. (26p)
(a) (8p) Using “graph twoway” command in STATA, graph the scatterplot of the five data
points and the regression line.
(b) (8p) Interpret sample slope and sample intercept.
(c) (10p) Copy/paste the do file (starting from 1(a) to 2(a)).
3. (8p) Let KIDS denote the number of children born to a woman, and let EDUC denote years
of education for the woman. A simple model relating fertility to years of education is
KIDS = a + b *EDUC + u,
where u is the unobserved residual.
(a) (5p) What kinds of factors are contained in u? Are these likely to be correlated with level of
education?
(b) (3p) Will simple regression of KIDS on EDUC uncover the ceteris paribus (‘all else equal’)
effect of education on fertility? Explain.
4. (16p) Suppose that a researcher, using wage data on 250 randomly selected male workers and
280 female workers, estimates the OLS regression,
WAGE = 12.68 +2.79 × MALE, R2 = 0.06, SER = 3.1,
where WAGE is measured in $/hour and MALE is a binary variable that is equal to one if the
person is male and 0 if the person is a female. The standard errors for the coefficients are 0.18
and 0.84, respectively. Define the wage gender gap as the difference in mean earnings between
men and women.
(a) (4p) What is the estimated wage gender gap? (This asks you use the formula for the OLS
regression coefficients and apply it to the case of a dummy-regressor, i.e. the interpretation of
B₁ is not “slope” here, what is it in terms of conditional expectations?)
(b) (4p) Is the estimated gender gap significantly different from zero? (Compute the p-value for
testing the null-hypothesis that there is no gender gap).
(c) (4p) In the sample, what is the mean wage of women? Of men?
(d) (4p) Another researcher uses the same data, but regresses WAGES on FEMALE, a variable
that is equal to one if the person is female and zero if the person is a male. What are the
regression estimates (slope and constant) calculated from this regression? What is the R²?
5. (6p) True, False, Uncertain with Explanation: The assumption that the errors in a regression
model have a normal distribution is necessary to obtain the result that the least squares
estimator for the slope is unbiased.
2
6. (4p) True, False, Uncertain with Explanation: The correct interpretation of an estimated
regression coefficient is the following: ẞ; is the effect of a unit change in X; on Y with all the
other regressors moving in concert with X; according to their sample correlations.