*** proc print の出力 *** Monday, January 10, 2022 04:10:33 PM 519 l l Obs PName CName population area density PName CName 1 北海道 札幌市 5212462 83424 66 9 9 2 青森県 青森市 1230535 9646 128 9 9 3 岩手県 盛岡市 1212201 15275 79 9 9 4 宮城県 仙台市 2292690 7282 315 9 9 5 秋田県 秋田市 952069 11638 82 9 9 6 山形県 山形市 1064954 9323 114 9 9 7 福島県 福島市 1830114 13784 133 9 9 8 茨城県 水戸市 2854131 6097 468 9 9 9 栃木県 宇都宮市 1932091 6408 302 9 12 10 群馬県 前橋市 1926370 6362 303 9 9 11 埼玉県 さいたま市 7343453 3798 1934 9 15 12 千葉県 千葉市 6281394 5158 1218 9 9 13 東京都 新宿区 13971109 2194 6368 9 9 14 神奈川県 横浜市 9214151 2416 3813 12 9 15 新潟県 新潟市 2199746 12584 175 9 9 16 富山県 富山市 1034670 4248 244 9 9 17 石川県 金沢市 1130159 4186 270 9 9 18 福井県 福井市 762679 4191 182 9 9 19 山梨県 甲府市 806210 4465 181 9 9 20 長野県 長野市 2034145 13562 150 9 9 21 岐阜県 岐阜市 1974142 10621 186 9 9 22 静岡県 静岡市 3618972 7777 465 9 9 23 愛知県 名古屋市 7541123 5173 1458 9 12 24 三重県 津市 1767615 5774 306 9 6 25 滋賀県 大津市 1412415 4017 352 9 9 *** proc print の出力 *** Monday, January 10, 2022 04:10:33 PM 520 l l Obs PName CName population area density PName CName 26 京都府 京都市 2568427 4612 557 9 9 27 大阪府 大阪市 8817372 1905 4628 9 9 28 兵庫県 神戸市 5438891 8401 647 9 9 29 奈良県 奈良市 1322970 3691 358 9 9 30 和歌山県 和歌山市 914055 4725 193 12 12 31 鳥取県 鳥取市 551402 3507 157 9 9 32 島根県 松江市 666941 6708 99 9 9 33 岡山県 岡山市 1882356 7114 265 9 9 34 広島県 広島市 2794862 8480 330 9 9 35 山口県 山口市 1341506 6113 219 9 9 36 徳島県 徳島市 721269 4147 174 9 9 37 香川県 高松市 948801 1877 506 9 9 38 愛媛県 松山市 1326487 5676 234 9 9 39 高知県 高知市 689785 7104 97 9 9 40 福岡県 福岡市 5106774 4987 1024 9 9 41 佐賀県 佐賀市 808821 2441 331 9 9 42 長崎県 長崎市 1310660 4131 317 9 9 43 熊本県 熊本市 1735901 7409 234 9 9 44 大分県 大分市 1124983 6341 177 9 9 45 宮崎県 宮崎市 1063759 7735 138 9 9 46 鹿児島県 鹿児島市 1587342 9187 173 12 12 47 沖縄県 那覇市 1458839 2283 639 9 9 48 . . . 1 1 49 . . . 1 1 50 . . . 1 1 *** proc means の出力 *** Monday, January 10, 2022 04:10:33 PM 521 The MEANS Procedure Variable N Mean Std Dev Minimum Maximum --------------------------------------------------------------------------- population 47 2676208.57 2787248.60 551402.00 13971109.00 area 47 8042.06 11694.79 1877.00 83424.00 density 47 655.0851064 1218.36 66.0000000 6368.00 lPName 50 8.7000000 2.0922598 1.0000000 12.0000000 lCName 50 8.8200000 2.3533736 1.0000000 15.0000000 --------------------------------------------------------------------------- *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 522 population Cum. Cum. Midpoint Freq Freq Percent Percent | 1250000 |********************************** 34 34 72.34 72.34 | 3750000 |**** 4 38 8.51 80.85 | 6250000 |***** 5 43 10.64 91.49 | 8750000 |*** 3 46 6.38 97.87 | 11250000 | 0 46 0.00 97.87 | 13750000 |* 1 47 2.13 100.00 | -----+----+----+----+----+----+---- 5 10 15 20 25 30 Frequency *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 523 area Cum. Cum. Midpoint Freq Freq Percent Percent | 7500 |*********************** 45 45 95.74 95.74 | 22500 |* 1 46 2.13 97.87 | 37500 | 0 46 0.00 97.87 | 52500 | 0 46 0.00 97.87 | 67500 | 0 46 0.00 97.87 | 82500 |* 1 47 2.13 100.00 | -----+----+----+----+--- 10 20 30 40 Frequency *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 524 density Cum. Cum. Midpoint Freq Freq Percent Percent | 0 |******************* 38 38 80.85 80.85 | 1200 |*** 5 43 10.64 91.49 | 2400 |* 1 44 2.13 93.62 | 3600 |* 1 45 2.13 95.74 | 4800 |* 1 46 2.13 97.87 | 6000 |* 1 47 2.13 100.00 | -----+----+----+---- 10 20 30 Frequency *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 525 Frequency | ***** | ***** 30 + ***** | ***** | ***** | ***** | ***** 20 + ***** | ***** | ***** | ***** | ***** 10 + ***** | ***** | ***** ***** | ***** ***** ***** ***** | ***** ***** ***** ***** ***** ------------------------------------------------------------------------- 1250000 3750000 6250000 8750000 11250000 13750000 population Midpoint *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 526 Frequency | ***** | ***** 40 + ***** | ***** | ***** | ***** 30 + ***** | ***** | ***** | ***** 20 + ***** | ***** | ***** | ***** 10 + ***** | ***** | ***** | ***** ------------------------------------------------------------------------- 7500 22500 37500 52500 67500 82500 area Midpoint *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 527 Frequency | ***** | ***** | ***** | ***** 30 + ***** | ***** | ***** | ***** | ***** 20 + ***** | ***** | ***** | ***** | ***** 10 + ***** | ***** | ***** ***** | ***** ***** | ***** ***** ***** ***** ***** ***** ------------------------------------------------------------------------- 0 1200 2400 3600 4800 6000 density Midpoint *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 528 density Cum. Cum. Midpoint Freq Freq Percent Percent | 0 |*********************** 23 23 48.94 48.94 500 |***************** 17 40 36.17 85.11 1000 |** 2 42 4.26 89.36 1500 |* 1 43 2.13 91.49 2000 |* 1 44 2.13 93.62 2500 | 0 44 0.00 93.62 3000 | 0 44 0.00 93.62 3500 | 0 44 0.00 93.62 4000 |* 1 45 2.13 95.74 4500 |* 1 46 2.13 97.87 5000 | 0 46 0.00 97.87 5500 | 0 46 0.00 97.87 6000 | 0 46 0.00 97.87 6500 |* 1 47 2.13 100.00 | -----+----+----+----+--- 5 10 15 20 Frequency *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 529 Frequency | *** | *** 20 + *** | *** *** | *** *** | *** *** | *** *** 10 + *** *** | *** *** | *** *** | *** *** | *** *** *** *** *** *** *** *** ------------------------------------------------------------------------- 0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000 5500 6000 6500 density Midpoint *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 530 density Cum. Cum. Midpoint Freq Freq Percent Percent | 0 |*********************** 23 23 48.94 48.94 500 |***************** 17 40 36.17 85.11 1000 |** 2 42 4.26 89.36 1500 |* 1 43 2.13 91.49 2000 |* 1 44 2.13 93.62 2500 | 0 44 0.00 93.62 3000 | 0 44 0.00 93.62 3500 | 0 44 0.00 93.62 4000 |* 1 45 2.13 95.74 4500 |* 1 46 2.13 97.87 5000 | 0 46 0.00 97.87 5500 | 0 46 0.00 97.87 6000 | 0 46 0.00 97.87 6500 |* 1 47 2.13 100.00 | -----+----+----+----+----+ 5 10 15 20 25 Frequency *** proc chart の出力 *** Monday, January 10, 2022 04:10:33 PM 531 Frequency 25 + | | *** | *** 20 + *** | *** | *** *** | *** *** 15 + *** *** | *** *** | *** *** | *** *** 10 + *** *** | *** *** | *** *** | *** *** 5 + *** *** | *** *** | *** *** *** | *** *** *** *** *** *** *** *** ------------------------------------------------------------------------- 0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000 5500 6000 6500 density Midpoint *** proc univariate の出力(その1) *** 532 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: population Moments N 47 Sum Weights 47 Mean 2676208.57 Sum Observations 125781803 Std Deviation 2787248.6 Variance 7.76875E12 Skewness 2.25842727 Kurtosis 5.43703845 Uncorrected SS 6.93981E14 Corrected SS 3.57363E14 Coeff Variation 104.149154 Std Error Mean 406561.993 Basic Statistical Measures Location Variability Mean 2676209 Std Deviation 2787249 Median 1587342 Variance 7.76875E12 Mode . Range 13419707 Interquartile Range 1731103 *** proc univariate の出力(その1) *** 533 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: population Tests for Location: Mu0=0 Test -Statistic- -----p Value------ Student's t t 6.582535 Pr > |t| <.0001 Sign M 23.5 Pr >= |M| <.0001 Signed Rank S 564 Pr >= |S| <.0001 Quantiles (Definition 5) Level Quantile 100% Max 13971109 99% 13971109 95% 8817372 90% 7343453 75% Q3 2794862 50% Median 1587342 25% Q1 1063759 10% 762679 5% 689785 1% 551402 0% Min 551402 *** proc univariate の出力(その1) *** 534 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: population Extreme Observations -----Lowest----- ------Highest----- Value Obs Value Obs 551402 31 7343453 11 666941 32 7541123 23 689785 39 8817372 27 721269 36 9214151 14 762679 18 13971109 13 Missing Values -----Percent Of----- Missing Missing Value Count All Obs Obs . 3 6.00 100.00 *** proc univariate の出力(その1) *** 535 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: population Stem Leaf # Boxplot 14 0 1 * 13 12 11 10 9 2 1 * 8 8 1 * 7 35 2 0 6 3 1 0 5 124 3 0 4 | 3 6 1 | 2 0023689 7 +--+--+ 1 001111223333456788999 21 *-----* 0 677788899 9 | ----+----+----+----+- Multiply Stem.Leaf by 10**+6 *** proc univariate の出力(その1) *** 536 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: population Normal Probability Plot 14500000+ | * | | | | * +++ | * +++ 7500000+ ** ++++ | *+++ | *** | ++++ | +++ * | ++++ ***** | ************* 500000+ * * * *******+ +----+----+----+----+----+----+----+----+----+----+ -2 -1 0 +1 +2 *** proc univariate の出力(その1) *** 537 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: area Moments N 47 Sum Weights 47 Mean 8042.06383 Sum Observations 377977 Std Deviation 11694.7852 Variance 136768000 Skewness 6.0640579 Kurtosis 39.5726979 Uncorrected SS 9331043157 Corrected SS 6291327997 Coeff Variation 145.420198 Std Error Mean 1705.85974 Basic Statistical Measures Location Variability Mean 8042.064 Std Deviation 11695 Median 6097.000 Variance 136768000 Mode . Range 81547 Interquartile Range 4254 *** proc univariate の出力(その1) *** 538 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: area Tests for Location: Mu0=0 Test -Statistic- -----p Value------ Student's t t 4.714376 Pr > |t| <.0001 Sign M 23.5 Pr >= |M| <.0001 Signed Rank S 564 Pr >= |S| <.0001 Quantiles (Definition 5) Level Quantile 100% Max 83424 99% 83424 95% 13784 90% 12584 75% Q3 8401 50% Median 6097 25% Q1 4147 10% 2416 5% 2194 1% 1877 0% Min 1877 *** proc univariate の出力(その1) *** 539 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: area Extreme Observations ----Lowest---- ----Highest---- Value Obs Value Obs 1877 37 12584 15 1905 27 13562 20 2194 13 13784 7 2283 47 15275 3 2416 14 83424 1 Missing Values -----Percent Of----- Missing Missing Value Count All Obs Obs . 3 6.00 100.00 *** proc univariate の出力(その1) *** 540 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: area Stem Leaf # Boxplot 8 3 1 * 7 7 6 6 5 5 4 4 3 3 2 2 1 5 1 0 1 012344 6 | 0 55555666666677777888899 23 +--+--+ 0 2222224444444444 16 +-----+ ----+----+----+----+--- Multiply Stem.Leaf by 10**+4 *** proc univariate の出力(その1) *** 541 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: area Normal Probability Plot 82500+ * | | | | | | | 42500+ | ++ | +++++ | ++++ | ++++ | +++++ * | ++++ **** * | ************* 2500+ * * * ************ +----+----+----+----+----+----+----+----+----+----+ -2 -1 0 +1 +2 *** proc univariate の出力(その1) *** 542 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: density Moments N 47 Sum Weights 47 Mean 655.085106 Sum Observations 30789 Std Deviation 1218.36271 Variance 1484407.69 Skewness 3.51652538 Kurtosis 12.7412196 Uncorrected SS 88452169 Corrected SS 68282753.7 Coeff Variation 185.985408 Std Error Mean 177.716466 Basic Statistical Measures Location Variability Mean 655.0851 Std Deviation 1218 Median 265.0000 Variance 1484408 Mode 234.0000 Range 6302 Interquartile Range 295.00000 *** proc univariate の出力(その1) *** 543 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: density Tests for Location: Mu0=0 Test -Statistic- -----p Value------ Student's t t 3.686125 Pr > |t| 0.0006 Sign M 23.5 Pr >= |M| <.0001 Signed Rank S 564 Pr >= |S| <.0001 Quantiles (Definition 5) Level Quantile 100% Max 6368 99% 6368 95% 3813 90% 1458 75% Q3 468 50% Median 265 25% Q1 173 10% 99 5% 82 1% 66 0% Min 66 *** proc univariate の出力(その1) *** 544 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: density Extreme Observations ----Lowest---- ----Highest--- Value Obs Value Obs 66 1 1458 23 79 3 1934 11 82 5 3813 14 97 39 4628 27 99 32 6368 13 Missing Values -----Percent Of----- Missing Missing Value Count All Obs Obs . 3 6.00 100.00 *** proc univariate の出力(その1) *** 545 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: density Stem Leaf # Boxplot 6 4 1 * 5 5 4 6 1 * 4 3 8 1 * 3 2 2 1 59 2 * 1 02 2 0 0 555666 6 +--+--+ 0 1111111112222222222222233333333344 34 *-----* ----+----+----+----+----+----+---- Multiply Stem.Leaf by 10**+3 *** proc univariate の出力(その1) *** 546 Monday, January 10, 2022 04:10:33 PM The UNIVARIATE Procedure Variable: density Normal Probability Plot 6250+ * | | | * | | * ++ 3250+ ++++ | ++++ | ++++ | +++++ * | ++++ *** | ++++ *** 250+ * * * ********************** +----+----+----+----+----+----+----+----+----+----+ -2 -1 0 +1 +2