回归分析1
二氧化硫二氧化氮可吸入颗粒物一氧化碳臭氧PM2.5
x1x2x3x4x5y
538976193090
478388298143
578051311358
619281288142
5510496348175
5697993010215
51971213128250
58123157549309
64111127478273
611111595124329回归统计74115145654299
621091435927299
591111314538246
501101364427261
54112124449260
63109159605295
57891456115282
56951374836262
54941113926204
5587914112179
5482825311227
7292116758277
57971196624242
58991125032226
531011063243173
851201565219266
721212367318426
631101495730307
471021204062230
4485964023201
125880544186
358366868143
52731011014235
305979679173
28394152379
113226331053
243966319124
323548432084
222942172669
3040611935109
71671323029240
2140812528183
2447873043201
4464823123183 366478328182 3569933438211 4349622639117 366464327120 1338582723117 124527162942 256355191984 167366228114 2980842932155 5299943647175 5283852817159 45871113510224 11601254412327 2669145553285 467488458145 204375221767 285060152752 327473174080 37102105253994 551031263056103 581021112770108 2982114174483 401071282880128 431061303452144 1637282152765 436375191864 416989276138 2352922417180 4969742241103 527981205189 2780742813103 75745241888 2472742439102 4279833524110 2865982823180 5174823031119 43721003446166 186290326203 2158862823183 3753782343117 1249591631105 2172762047115 5180953046137 41881323770237 4974993046173 42831013240173
50931143162188 3667972589143 5790992963122 4965863145124 1135672336132 134981166984 366873188678 447086177383 224898134267 379088204873 409798225889 269894176682 306885158682 296786187493 279588198089 348792204793 41731093060152 2250842636127 154763173767 53442144173 315463203699 206852251575 106048242669 2892843348124 321101214277160 3210111534101155 447993278599 376581274792 94335147740 3585742412680 5277822313493 331039422108119 499510128114135 5263872592117 296265242995 275753231569 104534223140 85053264770 177561182167 186862147962 2385762010578 3782882311494 44749526110100 104958214685 83438144545 105049174953 74748185065
1558782192119 2182872387129 218810327118139 419511033127139 3210111832147144 3210414037130183 17691063036162 53218182928 124251219058 2063712512080 103554154267 96057192078 126066156392 96959172975 1065651811089 20648125146113 3057762710497 2755752610390 195964251883 63325114228 124238146435 63565182699 74039167243 2075762313494 4063642010970 325876259584 3348802311579 163550154635 103953125133 114060115043 94865157350 174961227854 125762274570 2450812713688 65967263882 174755255064 73527194432 156452273853 174738185140 294449204746 354351176839 244357195452 173961167054 93046103822 82952105026 103259114733 114055123739
54038162142 83039134436 92838114133 103237113923 103852135132 124060147945 175466189255 174976178173 103558153748 123966186570 123756155748 184457193952 134057164849 133754156438 143960155950 124234162132 174249154642 113554107539 114359129046 163561117740 243965137443 213458127539 133760117338 113859126935 123458117438 134463128245 124271149355 2554742010554 143258126036 113253115130 153760115936 123863117940 134468129850 133863107343 134259106640 144767138550 275577199657 3057681810053 3383972415688 245382209967 284262166439 294565169445 355472189654 2559782211763 113778239689 72759185658 93459176457
72052153739
73832182629
124447227040
73956234158
74462245074
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
SUMMARY OUTPUT
回归统计
Multiple R0.914666
R Square0.836615
Adjusted R Square0.833063
标准误差30.55409
观测值236
方差分析
df SS MS F Significance F 回归分析51099458219891.7235.5429409 2.3925E-88残差230214717933.5523
总计2351314175
Coefficients标准误差t Stat P-value Lower 95% Intercept-32.95597.173753-4.593967.16705E-06-47.09061615 x10.1732630.2046690.8465510.398125511-0.230003096 x20.4417440.154712.8552970.0046927220.136913265 x30.8819620.0921039.575815 1.70212E-180.700488117 x4 2.2071260.21348310.338678.01284E-21 1.786494855 x5-0.333890.066155-5.047159.1115E-07-0.464241362 RESIDUAL OUTPUT
观测值预测 y残差标准残差
1114.4898-24.4898-0.81019
2150.8003-7.80028-0.25805
3121.3199-63.3199-2.09479
4148.8208-6.8208-0.22565
5179.5543-4.55433-0.15067
6169.78545.21502 1.495834
7184.518965.48115 2.166292
8286.075522.924460.758402
9240.239432.76065 1.08381 10271.428557.57146 1.904618 11300.6781-1.67812-0.05552 12273.262325.737750.851474 13228.469817.530190.579946 14232.344228.655780.94801 15229.347330.65269 1.014073 16297.0997-2.0997-0.06946 17273.7468.254030.273065 18233.463128.536940.944079 19193.218610.781410.356678 20181.7492-2.74918-0.09095 21198.24928.751040.951162 22285.3303-8.33028-0.27559 23262.3795-20.3795-0.67421 24219.27736.7226540.222403 25170.6016 2.398360.079344 26280.7932-14.7932-0.4894 27396.223129.776940.985101 28273.753133.24691.099897 29193.664336.33571 1.202083 30177.489723.510350.777785 31183.15052.8494660.094268 32255.1242-112.124-3.70937 33318.9633-83.9633-2.77773 34212.8522-39.8522-1.31842 35139.0527-60.0527-1.98671 3675.51298-22.513-0.74479 37112.055711.944290.395149 38118.6122-34.6122-1.14506 3949.548719.45130.643501 4073.9604635.03954 1.159202 41181.892358.10765 1.922357 42105.620377.37965 2.559926 43120.551380.44867 2.661458 44136.001446.99857 1.554839 45138.30343.69698 1.445613 46147.965363.03467 2.085356 4795.1848421.815160.721704 48126.2895-6.28945-0.20807 4989.1493627.850640.921374 5038.445743.5542610.117584 5183.304790.6952090.022999 52106.15877.8413410.259413 53134.81520.184990.667773 54166.45438.5457220.282715 55143.808515.191460.502574
56185.080838.91918 1.287551 57198.8066128.1934 4.240981 58250.303934.69608 1.147839 59181.9653-36.9653-1.22291 6098.532-31.532-1.04316 6170.99206-18.9921-0.62831 6293.82609-13.8261-0.4574 63153.2749-59.2749-1.96097 64180.716-77.716-2.57105 65156.2687-48.2687-1.59686 66131.6651-48.6651-1.60997 67169.2203-41.2203-1.36368 68193.654-49.654-1.64269 69258.9657-193.966-6.41691 70104.3966-40.3966-1.33643 71140.7118-2.71179-0.08971 72122.435157.56492 1.904402 73106.1465-3.14654-0.1041 74109.5043-20.5043-0.67834 75129.7857-26.7857-0.88614 7680.085517.9144910.261833 77108.2222-6.22224-0.20585 78151.6576-41.6576-1.37815 79141.16138.83902 1.284899 80136.7534-17.7534-0.58733 81154.179211.820760.391062 82145.552157.44787 1.900529 83126.272456.72761 1.876701 84102.066714.933330.494035 8567.767737.23231.231744 8697.9667217.033280.563507 87145.861-8.86098-0.29314 88187.731349.26869 1.62994 89146.391826.608160.880269 90157.336215.663760.518199 91165.052522.947520.759166 92113.890229.109790.96303 93146.9625-24.9625-0.82583 94133.4917-9.49166-0.31401 9582.2461349.75387 1.645991 9674.656149.343860.30912 9778.71667-0.71667-0.02371 9894.58526-11.5853-0.38327 9993.16087-26.1609-0.86547 100118.94-45.94-1.51982 101132.4469-43.4469-1.43734 102113.2283-31.2283-1.03312
10381.639260.3607410.011934 10492.534320.4656770.015406 105106.5243-17.5243-0.57975 106120.9567-27.9567-0.92488 107148.70913.2909090.108872 108112.392914.60710.483242 10971.13561-4.13561-0.13682 11037.1821635.81784 1.18495 11183.9552915.044710.497719 11296.57965-21.5796-0.71391 11381.90526-12.9053-0.42694 114143.4289-19.4289-0.64276 115194.8871-34.8871-1.15416 116159.9492-4.94917-0.16373 117122.7992-23.7992-0.78734 118117.5064-25.5064-0.84382 11923.6569816.343020.540671 12086.82201-6.82201-0.22569 12188.410944.5890620.151818 122113.6619 5.338050.176597 123130.31334.6866740.155048 124105.074111.925860.394539 125100.0724-5.0724-0.16781 12689.40101-20.401-0.67492 12756.84792-16.8479-0.55737 12878.95358-8.95358-0.29621 12989.63647-22.6365-0.74888 13059.405122.5948790.085846 13184.69005-6.69005-0.22132 13299.99037-5.99037-0.19818 133111.7999-11.7999-0.39037 13472.5664312.433570.411336 13532.8385312.161470.402334 13655.24033-2.24033-0.07412 13754.3865810.613420.35112 13879.6885439.31146 1.300528 139105.351323.648650.782361 140120.59118.409020.60902 141143.5599-4.55989-0.15085 142142.8217 1.178330.038982 143180.26192.7381090.090584 144148.151413.848610.458149 14527.966830.0331720.001097 14648.955689.0443250.299211 14776.069313.9306890.130038 14850.9469916.053010.531077 14980.63739-2.63739-0.08725
15065.9088726.091130.863164 15178.9577-3.9577-0.13093 15257.8174631.18254 1.031602 15376.6494236.35058 1.202574 15489.317847.6821570.254146 15585.159374.8406270.160141 156102.0125-19.0125-0.62899 15714.9650613.034940.431231 15830.721544.2784620.141543 15971.919227.08080.895905 16031.596811.40320.377249 16176.6912717.308730.572619 16265.998044.0019630.132396 16388.69691-4.69691-0.15539 16476.888442.1115590.069856 16547.12314-12.1231-0.40107 16642.20558-9.20558-0.30455 16747.12108-4.12108-0.13634 16855.86726-5.86726-0.1941 16967.94767-13.9477-0.46143 17093.55141-23.5514-0.77914 17178.911259.0887460.30068 17297.93526-15.9353-0.52718 17377.74283-13.7428-0.45465 17434.77495-2.77495-0.0918 17590.68104-37.681-1.24659 17646.9657-6.9657-0.23044 17763.17103-17.171-0.56806 17851.89963-12.8996-0.42675 17964.37428-12.3743-0.40937 18052.958631.0413750.034451 18131.80926-9.80926-0.32452 18232.47929-6.47929-0.21435 18343.53359-10.5336-0.34848 18449.25903-10.259-0.3394 18547.39691-5.39691-0.17854 18630.080285.9197210.19584 18725.075527.9244780.262163 18826.80159-3.80159-0.12577 18943.089-11.089-0.36685 19044.232790.7672060.025381 19161.06317-6.06317-0.20059 19269.139783.8602210.127706 19356.14431-8.14431-0.26944 19462.585847.4141560.24528 19548.93251-0.93251-0.03085 19668.78486-16.7849-0.55529
19756.52514-7.52514-0.24895 19845.00459-7.00459-0.23173 19953.02258-3.02258-0.1 20045.96539-13.9654-0.46201 20149.50665-7.50665-0.24834 20229.066119.9338870.32864 20336.415719.5842880.317074 20437.6455 2.3545040.077893 20549.74235-6.74235-0.22306 20638.29910.7009050.023188 20738.46281-0.46281-0.01531 20841.21877-6.21877-0.20573 20934.8665 3.1335010.103665 21043.402981.5970180.052834 21150.143344.8566590.160671 21269.5786-15.5786-0.51538 21341.21118-5.21118-0.1724 21437.07951-7.07951-0.23421 21543.48385-7.48385-0.24759 21639.373810.6261880.020716 21742.470487.5295170.249097 21839.343313.6566870.120973 21939.91970.0802990.002657 22049.634770.3652340.012083 22173.81067-16.8107-0.55614 22263.73359-10.7336-0.3551 22395.86029-7.86029-0.26004 22478.02265-11.0226-0.36466 22559.07507-20.0751-0.66414 22653.20263-8.20263-0.27136 22768.13809-14.1381-0.46773 22875.72268-12.7227-0.4209 22972.7975516.202450.536021 23053.24992 4.750080.157145 23151.810375.1896280.171687 23243.70659-4.70659-0.15571 23344.31296-15.313-0.50659 23455.19633-15.1963-0.50274 23571.94901-13.949-0.46147 23678.65157-4.65157-0.15389
SUMMARY OUTPUT
回归统计
Multiple R0.914388
R Square0.836106
Adjusted R 0.833268
标准误差30.53534
观测值236
方差分析
df SS MS F
回归分析41098789274697.3294.6109 Upper 95%下限 95.0%上限 95.0%残差231215386.1932.4072
-18.8213-47.0906-18.82126836总计2351314175
0.576528-0.230.576528442
0.7465740.1369130.746574469Coefficients标准误差t Stat P-value
1.0634350.700488 1.063435196Intercept-34.4546 6.94762-4.9592 1.37E-06
2.627758 1.786495 2.62775787x20.5147180.128391 4.0089968.23E-05 -0.20355-0.46424-0.203546974x30.8949910.0907529.861931 2.26E-19
x4 2.2478010.20787810.81308 2.56E-22
x5-0.339560.065775-5.16247 5.25E-07
RESIDUAL OUTPUT
观测值预测 y残差标准残差
1111.896-21.896-0.72325
2149.496-6.49599-0.21457
3117.6349-59.6349-1.96982
4145.6157-3.61572-0.11943
5178.704-3.70401-0.12235
6168.115646.88437 1.54865
7183.941166.05886 2.182007 8287.694621.305410.703745 9239.273233.72682 1.114039 10271.471157.52887 1.900251 11299.2606-0.26056-0.00861 12273.085625.914450.855987 13228.170717.829290.588924 14233.618327.381680.904451 15230.0229.980040.990278 16297.1236-2.12356-0.07014 17273.15158.8484970.292277 18232.727729.272310.966901 19192.108611.89140.392788 20179.8552-0.8552-0.02825 21196.539930.46015 1.006137 22282.587-5.58704-0.18455 23262.1824-20.1824-0.66665 24218.26567.734380.255476 25169.7295 3.2704780.108028 26277.3642-11.3642-0.37537 27397.021628.978360.957192 28273.455933.54407 1.108003 29194.304935.69514 1.179055 30177.317723.682250.782255 31187.0214-1.02136-0.03374 32257.9308-114.931-3.79631 33319.1836-84.1836-2.78069 34214.1647-41.1647-1.35972 35138.181-59.181-1.95482 3676.06796-23.068-0.76196 37111.314612.685390.419014 38116.3843-32.3843-1.06969 3947.4458821.554120.71196 4071.5521737.44783 1.236949 41175.757164.24287 2.122023 42105.315777.68427 2.566009 43120.434380.56571 2.661187 44133.748649.25143 1.626837 45137.509844.49017 1.469566 46147.817163.18295 2.087012 4791.4559825.544020.843751 48125.3195-5.31951-0.17571 4989.894927.10510.895316 5038.99002 3.0099820.099423 5183.453730.5462750.018044 52108.9244 5.0756080.167654 53136.222418.77760.620248
54165.59319.4068550.31072 55141.507217.492840.57781 56184.947339.05265 1.289958 57203.1309123.8691 4.091552 58253.445131.55493 1.042299 59180.8283-35.8283-1.18346 6098.48171-31.4817-1.03988 6169.52965-17.5296-0.57903 6293.59908-13.5991-0.44919 63154.9729-60.9729-2.01401 64179.7489-76.7489-2.53511 65154.312-46.312-1.52974 66133.0532-50.0532-1.65332 67170.9527-42.9527-1.41878 68195.2225-51.2225-1.69194 69261.5264-196.526-6.49151 70101.6931-37.6931-1.24505 71139.3684-1.36845-0.0452 72122.824657.17537 1.888574 73102.81990.1800760.005948 74106.3408-17.3408-0.57279 75131.4763-28.4763-0.94061 7682.99406 5.0059350.165352 77109.5388-7.5388-0.24902 78151.016-41.016-1.35481 79141.839838.16025 1.260481 80133.9315-14.9315-0.49321 81152.909713.090340.432391 82147.899455.10059 1.820042 83127.496855.50317 1.83334 8499.7330717.266930.570348 8569.009535.9905 1.188812 8699.6210915.378910.507985 87143.5612-6.56124-0.21673 88188.378848.62119 1.606019 89144.052928.94710.956159 90157.008315.991680.528225 91164.072223.927760.790364 92112.819730.180250.996892 93144.2681-22.2681-0.73554 94130.3729-6.37291-0.21051 9583.0001748.99983 1.618526 9675.795978.2040260.270989 9777.138750.861250.028448 9891.96957-8.96957-0.29628 9992.92087-25.9209-0.8562 100119.2864-46.2864-1.5289
101132.9393-43.9393-1.45137 102115.9185-33.9185-1.12037 10381.135250.8647550.028564 10492.333660.6663430.02201 105108.7462-19.7462-0.65224 106121.6617-28.6617-0.94673 107147.7342 4.2657630.140904 108112.679214.32080.473034 10971.77046-4.77046-0.15757 11038.1826534.81735 1.150061 11182.4564516.543550.546454 11298.18739-23.1874-0.76591 11384.5067-15.5067-0.51221 114145.9572-21.9572-0.72528 115198.7198-38.7198-1.27896 116162.5855-7.58549-0.25056 117121.2702-22.2702-0.73561 118116.2276-24.2276-0.80027 11924.3259715.674030.517733 12086.6883-6.6883-0.22092 12184.766198.2338050.271973 122115.4696 3.5304340.116615 123129.0662 5.9338060.196001 124100.792316.207730.535362 12599.73231-4.73231-0.15631 12688.92488-19.9249-0.65814 12758.06264-18.0626-0.59663 12881.19929-11.1993-0.36993 12992.07337-25.0734-0.82821 13060.67957 1.3204280.043615 13186.61787-8.61787-0.28466 13299.50096-5.50096-0.1817 133109.7498-9.7498-0.32205 13474.2600910.739910.354753 13533.2444411.755560.388301 13656.70999-3.70999-0.12255 13756.179098.8209130.291366 13881.1725637.82744 1.249488 139107.774121.225870.701117 140123.647115.35290.507126 141143.9458-4.94582-0.16337 142145.155-1.15504-0.03815 143183.4005-0.40055-0.01323 144151.139910.860140.358724 14528.73936-0.73936-0.02442 14649.451428.5485840.28237 14776.96469 3.0353080.10026
14851.345515.65450.517088 14983.35999-5.35999-0.17705 15067.8225724.177430.798611 15182.23079-7.23079-0.23884 15260.2851928.714810.948486 15377.6007335.39927 1.169283 15488.279928.7200780.288035 15584.44725 5.5527450.183414 156103.2761-20.2761-0.66975 15715.3701112.629890.417181 15830.91052 4.0894810.135081 15973.3667925.633210.846697 16032.5551810.444820.345005 16178.3668115.633190.516384 16263.19592 6.8040760.224747 16387.35509-3.35509-0.11082 16474.50104 4.4989550.148606 16546.40729-11.4073-0.3768 16642.70993-9.70993-0.32073 16747.58135-4.58135-0.15133 16857.35535-7.35535-0.24296 16968.3269-14.3269-0.47324 17095.78416-25.7842-0.85168 17178.285899.7141140.320869 172101.4177-19.4177-0.64139 17378.17863-14.1786-0.46834 17435.49282-3.49282-0.11537 17592.81421-39.8142-1.31511 17646.88961-6.88961-0.22757 17761.04421-15.0442-0.49693 17848.44528-9.44528-0.31199 17963.06469-11.0647-0.36548 18052.4094 1.59060.05254 18131.73122-9.73122-0.32143 18232.51172-6.51172-0.21509 18343.5873-10.5873-0.34971 18449.76849-10.7685-0.3557 18548.97782-6.97782-0.23049 18630.17232 5.8276830.192496 18724.770978.2290280.271815 18826.61398-3.61398-0.11937 18943.54802-11.548-0.38145 19044.477470.5225270.01726 19161.63038-6.63038-0.21901 19269.49408 3.5059190.115805 19356.62328-8.62328-0.28484 19463.07777 6.9222350.22865
19549.0715-1.0715-0.03539 19668.67283-16.6728-0.55072 19756.8145-7.8145-0.25812 19844.90459-6.90459-0.22807 19953.00178-3.00178-0.09915 20046.42729-14.4273-0.47655 20149.11533-7.11533-0.23503 20228.9009810.099020.333583 20336.895869.1041390.300721 20436.73459 3.2654060.10786 20547.88772-4.88772-0.16145 20636.46182 2.5381760.083839 20738.22728-0.22728-0.00751 20841.45306-6.45306-0.21315 20934.55359 3.4464150.113839 21043.70704 1.2929640.042708 21150.59796 4.4020430.145405 21268.87162-14.8716-0.49123 21340.52581-4.52581-0.14949 21436.8591-6.8591-0.22656 21542.98114-6.98114-0.2306 21639.389610.6103910.020162 21742.749017.2509890.239509 21839.17918 3.8208230.126207 21940.03501-0.03501-0.00116 22050.06027-0.06027-0.00199 22172.87956-15.8796-0.52452 22262.24803-9.24803-0.30547 22396.05683-8.05683-0.26613 22477.5542-10.5542-0.34862 22556.88591-17.8859-0.59079 22650.9282-5.9282-0.19582 22765.64209-11.6421-0.38455 22875.44604-12.446-0.41111 22973.5008315.499170.511957 23053.69226 4.3077430.14229 23152.33099 4.6690060.154223 23243.53255-4.53255-0.14972 23345.37623-16.3762-0.54093 23455.93992-15.9399-0.52652 23573.51633-15.5163-0.51252 23680.65162-6.65162-0.21971
Significance F
1.87E-89
Lower 95%Upper 95%下限 95.0%上限 95.0% -48.1434-20.7658-48.1434-20.7658
0.2617520.7676850.2617520.767685
0.716184 1.0737990.7161841.073799
1.838221
2.65738 1.838221 2.65738
-0.46916-0.20997-0.46916-0.20997