Added statred assignment 2.

df7c40cc · Sander Mathijs van Veen · af701045 · df7c40cc · df7c40cc · df7c40cc
Commit df7c40cc authored Apr 28, 2011 by Sander Mathijs van Veen
9 changed files
--- a/statred/ass2/README
+++ b/statred/ass2/README
+Execute pca_main.py, then eigenimages.py, then reconstruct.py. Output is saved
+to file, which can then be used for the next function
--- a/statred/ass2/briefing_note.txt
+++ b/statred/ass2/briefing_note.txt
+#
+
+#Lab 1. Generating Multivariate Normal Distributed Samples
+De eerste opdracht bestaat uit de drie LabExercises uit de handout "Multivariate
+Random Variables" (de laatste drie secties uit de handout).
+
+Gedocumenteerde Python code is meer dan genoeg voor deze opdracht, inclusief de
+plaatjes die gemaakt worden.
+
+De Iris dataset verwijzing is fout gegaan in de opdracht (hij verwijst naar mijn
+locale copie en niet naar de openbare). De goeie link is:
+
+http://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data
+Bij de eerste opdracht word gevraagd een mu vector en covariantie matrix zelf te
+bepalen. Dat is minder eenvoudig dan het lijkt. Niet elke 4x4 matrix is een
+covariantiematrix. Kom je er zelf niet uit dan kun je ook gebruiken:
+
+mu = array( [ [3],[4],[5],[6] ] )
+Sigma = array(
+[[  3.01602775,   1.02746769,  -3.60224613,  -2.08792829],
+[  1.02746769,   5.65146472,  -3.98616664,   0.48723704],
+[ -3.60224613,  -3.98616664,  13.04508284,  -1.59255406],
+[ -2.08792829,   0.48723704,  -1.59255406,   8.28742469]] )
+
+Bij de laatste opdracht moet de Iris data set worden gevisualiseerd in een
+scatter matrix. I.p.v. de plot opdracht is het dan handig om de scatter functie
+te gebruiken. In deze functie kun je naast x en y coordinaat vectoren ook
+vectoren meegeven om voor elk punt een kleur, afmeting en markertype te bepalen.
+
+
+#LabExercise
+
+PCA De tweede practicum opgave is het maken van OF LabExercise 5.2 OF
+LabExercise 5.3. In feite is het (bijna) dezelfde opgave maar dan toegepast op
+een andere dataset. Ingeleverd moet worden een python file met daarin verplicht
+de volgende functies:
+
+1. PCA() deze functie leest de data in en doet de PCA analyse en laat in
+figure(1) het 'scree diagram' zien. (voor labE 5.1 heeft deze functie een
+parameter waarmee bepaald wordt met welke dataset gewerkt wordt: data='natural'
+of data='munsell')
+
+2. EigenImages(k) deze functie plot in figure(2) de eerste k eigenvectoren (voor
+LabE 5.2 als functies, voor LabE 5.3 als beelden). Wederom bij LabE 5.1 de
+parameter data='xxx' die bepaald met welke dataset wordt gewerkt.
+
+3. Reconstruct( k, sample )
+
+1. Voor Lab5.2:  Reconstruct( k, sample, data='natural'), hier is k het aantal
+principale componenten dat meegenomen wordt in de reconstructie en sample is de
+index in de dataset van het spectrum dat gereconstrueerd moet worden.
+
+Het resultaat moet een figure(3) zijn met daarin het originele spectrum en het
+gereconstrueerde spectrum.
+
+2. Voor Lab 5.3 Reconstruct( k, (x,y) ), hierin is k het aantal principale
+componenten dat meegenomen wordt in de reconstructie en (x,y) geeft de
+coordinaten van het punt linksboven van het detail dat reconstrueerd moet
+worden.
+
+Het resultaat moet een figure(3) zijn met daarin naast elkaar het originele
+beelddetail met daarnaast het gereconstrueerde detail.
--- a/statred/ass2/data3d.txt
+++ b/statred/ass2/data3d.txt
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
--- a/statred/ass2/eigenimages.py
+++ b/statred/ass2/eigenimages.py
+#!/usr/bin/env python
+"""
+File:         EigenImages.py
+Class:        Statistisch Redeneren 2011
+Author:       Joris Stork
+Student nr:   6185320
+Created:      18 April 2011
+Modified:     18 April 2011
+
+Plots the first k eigenvectors from the dataset specified by data='xxx'
+"""
+
+from pylab import figure, subplot, imshow, gray, sqrt
+import pickle
+NR_COMPONENTS = 6
+EV_FILENAME = 'eigenvectors'
+E_IMAGES_FILENAME = 'figure_2_eigen_images.svg'
+welcome = '*** Eigenimages plotter ***'
+
+# plots the first k eigenvectors from the dataset specified by data = 'xxx'
+def eigenimages(k, vectorsfile, imagesfile):
+
+    # load the eigenvectors created by pca_main.py
+    file = open(vectorsfile, 'r')
+    U = pickle.load(file)
+    print '%s%s%s' % ('Loaded eigenvectors from file: \'', vectorsfile,'\'')
+
+    # pick the first k eigenvectors
+    kU = U[:,0:k]
+    kU_rows, kU_columns = kU.shape
+
+    # plot each chosen eigenvector : one 25x25 image per vector
+    kU_sqrt = int(sqrt(kU_rows))
+    fig1 = figure()
+    for i in range (k):
+        subplot(3,2,i+1)
+        imshow(kU[:,i].reshape(kU_sqrt,kU_sqrt))
+        gray()
+    fig1.savefig(imagesfile)
+    print '%s%s%s' % ('Saved eigen images to file: \'', imagesfile,'\'')
+
+if __name__ == '__main__':
+    print "\n",welcome
+    eigenimages(NR_COMPONENTS, EV_FILENAME, E_IMAGES_FILENAME)
+
--- a/statred/ass2/munsell380_800_1.asc
+++ b/statred/ass2/munsell380_800_1.asc
--- a/statred/ass2/natural400_700_5.asc
+++ b/statred/ass2/natural400_700_5.asc
+#0green leaf (leskenlehti)
+525  273    0  378  318  164  224  276  316  266  303  290  305  286  290  303  323  323  352  383  405  482  614  743  920 1015 1139 1192 1175 1216 1195 1145 1116 1009  947  867  802  754  741  709  675  625  574  579  561  565  557  511  471  419  399  372  365  395  375  382  458  555  716 1002 1407
+#1yellow flower (keltano)
+0  658   45    0    0  131   98   84  123  104  131  112  121  121  139  128  148  199  296  389  476  689  945 1132 1326 1490 1674 1741 1775 1868 1914 1928 1961 1972 1992 2045 2064 2053 2048 2072 2086 2081 2069 2056 2073 2096 2114 2067 2089 2100 2061 2019 1983 1971 1961 2016 1956 1946 1922 1983 1991
+#2green leaf (keltano)
+472  439  315  333  222  179  167  140  149  153  148  134  149  157  171 165  156  181  189  198  223  263  312  361  405  449  495  504  525  535  522  519  507  489  463  463  444  428  427  417  400  389  349  352  347  353  351  329  296  286  259  251  225  203  212  204  236  296  358  466  549
+#3yellow flower (kannusruoho)
+1732  951  720  999  691  930 1014 1097 1332 1423 1469 1629 1763 1848 1922 1937 2021 2076 2159 2240 2282 2376 2442 2544 2576 2631 2717 2731 2715 2833 2812 2801 2797 2810 2797 2829 2830 2819 2817 2847 2816 2814 2808 2763 2788 2810 2821 2790 2835 2828 2774 2755 2663 2651 2616 2668 2615 2681 2706 2738 2754
+#4yellow flower (kannusruoho)
+630  439  585    0  123  261   98  154  216  205  200  249  253  285  319  315  371  435  501  564  653  756  985 1169 1388 1630 1881 2022 2169 2329 2357 2417 2439 2485 2520 2562 2616 2589 2568 2598 2604 2595 2583 2521 2562 2587 2633 2606 2571 2550 2529 2457 2445 2398 2346 2389 2402 2366 2380 2484 2515
+#5gray dry flower (pelto-ohake)
+945 1389 1530 1132 1061  995  866  908  941  944  928  946  923  967  996  989  997  987 1037 1038 1030 1042 1073 1064 1113 1126 1175 1157 1175 1214 1224 1219 1221 1237 1231 1260 1285 1273 1279 1317 1308 1327 1312 1306 1347 1376 1414 1376 1380 1430 1392 1374 1372 1386 1435 1493 1421 1464 1444 1458 1476
+#6violet flower (pelto-ohake)
+315  439  945  932  765  914  886  908  905  908  889  817  800  786  746  691  630  571  521  487  456  424  386  342  322  312  291  286  273  274  262  263  279  276  289  320  357  398  431  506  616  694  790  863  954 1084 1204 1351 1498 1633 1704 1798 1890 1955 2008 2091 2092 2081 2077 2112 2145
+#7green leaf (pelto-ohake)
+0  366  360  233  173  179  157  175  206  205  180  179  173  178  187  189  184  171  195  204  193  219  253  297  365  431  467  489  493  516  500  466  426  406  380  343  316  295  276  282  265  253  239  228  226  229  238  237  216  221  219  217  212  219  229  258  284  309  375  487  732
+#8violet flower (alsikeapila)
+1260  585  765 1065  937  881  847  943 1075 1053 1020  994 1008 1026 1015  980  962  949  925  908  880  864  843  814  802  749  698  691  677  660  653  660  631  633  644  692  743  809  889 1005 1160 1325 1396 1450 1526 1583 1655 1674 1689 1707 1675 1674 1624 1576 1564 1591 1613 1717 1851 1962 2033
+#9green leaf (alsikeapila)
+1732  292  315  533  469  359  404  356  345  374  348  336  332  333  342  330  350  343  354  371  399  426  497  541  616  701  750  764  783  794  784  732  708  652  612  595  570  531  507  501  488  458  437  420  436  424  417  389  380  378  371  350  333  350  394  379  446  491  575  734  953
+#10brown dry leaf (hevonhierakka)
+1732  731  405  366  370  424  335  335  319  346  357  327  349  352  353  348  367  378  382  385  372  411  406  410  420  420  438  438  450  471  485  487  482  497  486  493  525  523  521  533  564  574  578  574  570  611  593  604  615  583  573  596  591  559  573  577  585  642  714  772  848
+#11brown dry flower (hevonhierakka)
+1102  366  315  233  222  179  118  161  118  141  138  154  171  171  166  176  173  203  205  222  231  228  244  248  270  278  310  312  341  355  376  379  379  398  422  451  470  486  510  536  560  596  608  616  636  664  693  700  698  723  728  739  748  759  763  821  807  840  898  950  945
+#12green leaf (koristeherukka)
+945  292  315  433  321  294  295  321  278  261  282  272  270  278  285  274  277  268  269  283  275  309  325  389  450  493  551  557  587  585  567  554  515  487  460  424  409  387  353  349  353  333  309  309  312  315  321  298  304  304  281  273  293  311  314  333  355  392  439  595  811
+#13red berry (koristeherukka)
+157   73   90  166  197  114   59   56   36   28   39   34   42   31   43   39   40   45   44   41   42   44   49   49   56   60   65   66   72   69   72   65   72   75   78   97  119  138  170  184  230  263  283  284  301  307  315  325  322  329  314  320  306  292  317  296  301  318  320  331  325
+#14red leaf (koristeherukka)
+945  585  450  566  518  408  453  363  396  394  370  355  369  361  360  370  365  370  342  356  345  351  333  342  341  336  328  325  339  358  346  346  361  368  390  432  474  511  568  636  737  810  874  903  952 1014 1090 1087 1071 1050  983  958  927  864  845  882  942 1136 1453 1872 2201
+#15blue flower (hiidenvirna)
+315  512  675  832  765  865  807  867  911  904  852  826  780  753  711  661  595  528  513  476  431  391  361  331  305  276  240  229  237  223  212  208  215  205  203  195  209  212  222  266  296  322  356  352  388  391  411  425  473  532  550  630  669  748  823  879  904  917  930  950  942
+#16yellow flower (voikukka)
+1260  585  495  533  518  179  138  133  149  121  138  129  141  119  137  133  142  189  281  377  485  706  998 1235 1427 1629 1807 1891 1948 2033 2075 2097 2105 2128 2159 2178 2212 2218 2201 2185 2199 2197 2156 2141 2209 2199 2206 2140 2109 2105 2077 2044 2041 1987 1997 2030 1980 1964 1947 1969 1991
+#17green rod (voikukka)
+2205 1755 1710 1365 1159 1207 1024 1118 1127 1141 1134 1125 1149 1140 1120 1128 1139 1156 1212 1273 1262 1359 1461 1519 1568 1599 1660 1668 1680 1718 1697 1690 1672 1675 1663 1644 1642 1652 1626 1623 1653 1621 1614 1590 1625 1609 1615 1576 1509 1483 1418 1391 1324 1294 1267 1220 1315 1417 1650 1861 2006
+#18green leaf (voikukka)
+0  292  450  200  247  310  335  252  257  265  272  255  257  268  269  270  261  264  287  291  308  336  410  470  564  657  738  752  778  788  772  743  672  639  599  551  509  480  476  465  446  407  383  388  382  368  371  356  347  329  328  308  316  316  339  362  378  426  517  696  971
+#19yellow flower (niittyleinikki)
+630  585   45  300  148  131   69  119  129  117  134  109  111  140  128  126  181  227  322  401  516  685  958 1154 1396 1619 1778 1898 1990 2069 2099 2146 2180 2220 2223 2277 2331 2285 2306 2324 2362 2305 2281 2293 2331 2310 2342 2296 2309 2273 2201 2216 2114 2050 1997 1993 1980 2060 2125 2248 2287
+#20white petal (ojakaersaemoe)
+1732  951 1800 1365 1801 1697 1762 2103 2243 2218 2200 2206 2255 2254 2269 2261 2272 2251 2254 2260 2256 2266 2247 2269 2310 2273 2345 2312 2301 2323 2302 2314 2362 2355 2348 2362 2396 2374 2362 2381 2396 2440 2383 2347 2422 2419 2472 2423 2406 2425 2377 2381 2380 2398 2390 2404 2370 2375 2364 2411 2417
+#21white flower (petunia)
+4095 4022 4410 4095 4095 4095 4193 4207 4388 4328 4223 4168 4221 4304 4245 4210 4212 4192 4181 4233 4207 4224 4197 4262 4243 4241 4274 4257 4204 4285 4265 4241 4267 4275 4245 4276 4260 4217 4217 4244 4240 4186 4160 4156 4227 4286 4237 4137 4202 4187 4100 4112 4103 4090 4125 4115 4098 4036 4047 4105 4050
+#22green rod (petunia)
+1732  658  945  899  740  848  778  713  833  856  869  854  871  879  914  898  943 1005 1100 1185 1273 1458 1659 1878 2070 2238 2392 2457 2555 2605 2589 2538 2490 2495 2463 2381 2321 2250 2248 2213 2158 2122 2004 1999 2027 2018 2003 1878 1818 1810 1701 1569 1455 1333 1278 1212 1276 1526 1867 2268 2544
+#23red flower (petunia)
+1890 1097  855  899  987  881  807  804  787  691  643  549  465  404  385  302  244  195  165  159  123  129  108  111  114  126  126  134  162  170  213  248  279  351  412  566  752  909 1069 1270 1526 1707 1858 1999 2112 2293 2422 2471 2611 2718 2710 2778 2807 2825 2856 2909 2901 2974 3042 3044 3075
+#yellow flower (pietaryrtti)
+0    0   45  333  296  196  167  238  324  289  298  305  332  352  360  359  378  388  466  523  561  697  854  966 1062 1168 1272 1310 1317 1356 1345 1352 1352 1350 1329 1364 1353 1307 1287 1314 1290 1285 1213 1195 1230 1243 1226 1205 1151 1135 1102 1042  962  875  815  816  886  964 1143 1322 1390
+#white petal (peltosaunio)
+4095 3583 3555 3662 3626 3703 3298 3340 3514 3484 3456 3448 3501 3489 3548 3510 3500 3553 3568 3635 3585 3671 3640 3678 3717 3640 3689 3676 3754 3754 3727 3699 3711 3727 3718 3757 3776 3702 3721 3711 3747 3752 3691 3645 3781 3770 3750 3693 3697 3779 3693 3664 3671 3663 3641 3730 3684 3681 3665 3737 3733
+#yellow flower (peltosaunio)
+1732  731  360  266  419  163  187   91  185  113  121  118  134  147  146  172  154  173  195  222  260  347  506  662  849 1032 1253 1328 1426 1508 1541 1593 1574 1604 1645 1607 1629 1620 1643 1623 1653 1611 1537 1549 1568 1577 1601 1530 1520 1522 1454 1404 1306 1233 1162 1186 1208 1346 1492 1684 1808
+#green leaf (poimulehti)
+1102  146  630  266  247  261  285  238  273  281  272  260  262  254  274  263  273  278  296  309  322  388  493  607  712  840  953  986 1006 1034  999  981  918  855  794  711  649  627  604  563  531  515  467  450  448  466  445  421  402  385  369  345  346  319  330  359  378  439  578  835 1177
+#brown dry leaf (poimulehti)
+1260  292  315  433  222  359  285  273  257  277  259  258  287  268  292  267  273  264  271  273  260  280  287  282  285  278  284  286  283  291  289  298  315  328  326  378  401  442  521  590  729  839  990 1080 1171 1338 1481 1601 1791 1976 2015 2125 2213 2322 2379 2473 2476 2545 2597 2630 2612
+#violet flower (harakankello)
+2520 1462 1890 1898 1751 1713 1555 1516 1471 1403 1282 1209 1144 1135 1069  976  895  823  782  762  713  685  661  635  603  559  551  550  541  567  562  574  580  589  586  620  670  690  718  801  786  769  773  739  800  806  837  845  971 1043 1102 1241 1359 1502 1611 1726 1793 1859 1909 1969 2014
+#white petal (siankaersaemoe)
+2520 2194 2295 2330 2072 2235 2126 2215 2217 2258 2180 2217 2228 2259 2237 2234 2288 2324 2394 2417 2383 2472 2527 2574 2653 2640 2668 2676 2710 2737 2708 2703 2711 2696 2699 2731 2740 2703 2682 2724 2707 2676 2669 2618 2731 2713 2739 2652 2635 2662 2625 2595 2579 2543 2525 2593 2544 2588 2616 2675 2791
+#violet flower (niittyhumala)
+0  658  675  732  617  653  551  622  586  575  528  512  448  444  404  372  300  276  253  234  216  198  185  173  155  146  149  145  138  142  138  145  149  143  150  157  167  180  193  235  261  256  284  276  294  321  337  375  440  504  557  633  722  851  912  982 1055 1115 1143 1218 1267
+#green leaf (niittyhumala)
+1417  292  495  333  345  294  285  287  247  265  289  291  280  273  290  296  302  299  340  365  393  455  580  713  860 1026 1161 1235 1277 1349 1328 1302 1241 1221 1139 1077 1012  981  961  931  882  823  783  750  759  750  723  664  595  553  516  488  457  382  375  414  455  571  794 1193 1633
+#green leaf (paju)
+1102  804  765  633  740  832  660  650  674  647  620  602  609  615  627  604  601  617  599  627  614  645  694  741  781  891  935  944  947  956  955  931  902  857  821  781  747  726  714  698  686  677  657  639  671  672  673  629  607  629  600  611  627  606  625  643  671  723  752  908 1162
+#green leaf (hopeapaju)
+787  512 1260 1032  765  881  994  908  983  985  941  985  971  967  964  937  928  959  973  992 1004 1017 1053 1102 1180 1227 1281 1309 1317 1328 1318 1271 1238 1222 1179 1152 1131 1092 1086 1078 1083 1020 1015 1000 1027 1037 1028  970  962  977  952  963  955  935  980  979  963 1028 1059 1228 1401
+#violet flower (maitohorsma)
+1732  585  585  599  518  375  335  370  381  362  344  322  305  314  292  265  238  215  189  177  170  150  146  132  126  113  109  108   97   98   96  103   97  107  107  129  149  165  203  262  366  470  569  641  708  804  904 1008 1082 1170 1194 1199 1261 1212 1231 1223 1285 1362 1534 1691 1760
+#green leaf (maitohorsma)
+1417  366  675  499  296  326  266  280  257  269  259  260  257  259  267  256  244  262  245  261  264  297  329  384  457  520  599  607  617  643  615  590  546  523  486  443  417  392  370  371  356  328  316  321  322  317  323  300  291  292  283  276  278  282  289  304  310  340  397  588  818
+#green leaf (lehmus)
+2362 1024  945  666  617  604  591  580  648  631  656  607  616  653  643  626  643  656  710  753  801  929 1105 1277 1437 1601 1742 1774 1798 1848 1832 1820 1787 1730 1663 1593 1541 1461 1446 1419 1335 1298 1247 1192 1197 1199 1156 1072 1007  942  899  832  824  793  755  801  860 1031 1305 1809 2260
+#green flower (lehmus=linden) 
+2677 1682 1170 1032 1085  816  728  755  833  832  813  845  857  884  855  882  914  997 1084 1179 1231 1437 1661 1873 2048 2209 2378 2408 2442 2509 2503 2452 2457 2418 2383 2348 2277 2213 2221 2169 2146 2048 1977 1960 2000 1993 1961 1899 1784 1748 1625 1517 1389 1260 1165 1143 1244 1522 1870 2324 2586
+#yellow petal (lehmus)
+1890 1097  900  832  814  799  758  853  803  808  833  862  916  943  960  969 1039 1162 1283 1370 1427 1529 1689 1781 1894 1950 2105 2118 2140 2185 2191 2199 2234 2266 2263 2297 2328 2312 2298 2332 2344 2312 2288 2347 2384 2390 2358 2280 2306 2315 2310 2253 2274 2271 2242 2292 2254 2208 2319 2314 2264
+#green leaf (pihlaja)
+315  585  270  400  345  326  315  280  304  285  266  269  260  273  255  276  265  258  283  275  306  309  357  432  489  573  616  626  641  667  658  632  605  575  527  470  446  440  420  404  389  381  355  348  355  338  337  323  324  313  314  288  291  287  311  330  340  374  475  637  949
+#orange berry (pihlaja)
+945  731  585  433  247  408  266  314  293  305  289  288  280  297  262  298  277  274  291  293  285  303  300  310  324  336  364  377  426  465  499  561  602  667  741  890 1028 1164 1275 1465 1602 1640 1695 1744 1812 1837 1859 1805 1791 1822 1796 1751 1715 1655 1575 1600 1560 1618 1666 1740 1838
+#green leaf (kehaekukka)
+1325 1266 1098  557  814  672  632  644  624  597  554  600  592  590  574  583  597  616  645  672  721  814  942 1061 1200 1311 1454 1488 1520 1506 1507 1451 1404 1331 1246 1204 1114 1060 1076 1027 1009  944  893  906  867  859  860  832  788  721  719  707  666  629  641  654  697  801 1005 1287 1661
+#orange flower (kehaekukka)
+0    0    0    0    0    0  102   58  128  125  137  122  122  134  123  136  159  138  163  151  167  178  192  177  206  226  315  451  707 1045 1446 1707 1944 2131 2276 2524 2719 2841 2968 3052 3199 3264 3282 3429 3451 3454 3477 3556 3478 3565 3595 3569 3582 3582 3559 3610 3626 3668 3733 3692 3722
+#brown rod (uuden guinean liisa)
+361  372  338  167  339  260  306  304  302  327  310  307  303  290  302  298  298  298  287  286  276  296  278  282  296  309  295  290  299  293  302  288  301  302  291  306  312  324  350  362  406  416  449  482  498  484  494  495  471  452  443  451  426  416  391  423  462  538  665  825  916
+#green leaf (uuden guinean liisa)
+1204 1042  633  390  588  443  469  369  420  403  367  418  390  389  398  374  383  380  370  375  388  401  425  465  528  591  631  656  664  673  649  651  601  573  510  497  467  441  449  409  401  394  385  388  368  371  372  352  347  358  337  339  344  358  346  355  397  417  504  636  916
+#red flower (uuden guinean liisa)
+2288 1861 2364 2229 2783 2842 2842 2923 2902 2990 2828 2871 2772 2723 2639 2558 2424 2315 2169 2094 2064 1964 1865 1739 1680 1624 1548 1457 1424 1408 1434 1451 1492 1528 1597 1755 1951 2147 2367 2648 2986 3236 3393 3596 3665 3786 3879 3915 3926 3994 3987 4017 4026 4112 4067 4125 4139 4121 4050 4040 4095
+#violet flower (orvokki)
+1084 1191 1055 1142 1222 1390 1477 1534 1520 1533 1524 1470 1413 1363 1262 1203 1084  945  870  813  776  719  650  584  549  482  425  412  408  401  404  387  402  407  400  426  456  487  510  574  638  683  716  757  794  829  856  925 1051 1147 1233 1393 1591 1759 1892 2015 2165 2369 2526 2634 2747
+#green leaf (orvokki)
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+#violet flower (akilleija)
+843 1340 1393 1254 1290 1452 1508 1519 1454 1384 1301 1256 1178 1113 1056  985  884  827  743  720  691  664  605  578  540  507  499  475  485  494  492  479  487  493  471  495  559  595  645  689  720  732  716  723  734  750  804  849  948 1041 1169 1362 1525 1693 1761 1935 2071 2235 2376 2493 2604
+#green leaf (akilleija)
+1204  670  844  474  407  504  418  441  471  460  447  432  436  444  444  463  455  455  484  500  518  565  664  744  833  951 1012 1022 1005 1021 1016  983  970  900  845  796  752  718  701  674  655  652  604  615  595  594  590  563  516  518  492  477  481  474  493  497  562  666  779 1021 1332
+#yellow flower (suikeroalpi)
+2048 1666 1140 1210  699  680  615  566  567  561  609  585  614  572  599  575  636  730  982 1194 1360 1766 2222 2558 2849 3048 3201 3395 3395 3484 3576 3623 3606 3672 3651 3634 3647 3669 3715 3660 3720 3692 3704 3784 3683 3731 3681 3697 3635 3694 3617 3610 3632 3663 3616 3595 3599 3584 3588 3613 3527
+#green leaf (suikeroalpi)
+431  694  802  341  400  453  490  439  440  439  447  401  426  435  453  444  434  440  457  518  548  635  815  975 1125 1261 1396 1501 1505 1522 1529 1429 1390 1316 1248 1159 1081 1016 1002  960  929  847  814  820  763  786  750  696  663  615  594  558  511  498  474  491  561  680  939 1315 1719
+#violet flower (kissankello)
+1792 1694 1684 2014 1702 1647 1621 1616 1539 1527 1469 1425 1370 1317 1282 1222 1126 1053 1024  984  998  966  899  875  871  827  823  800  809  843  812  778  785  805  775  765  791  814  855  887  911  916  894  910  900  911  940  984 1103 1183 1296 1433 1602 1704 1865 1972 2014 2031 2118 2126 2112
+#brown dry flower (kissankello)
+1536    0  421  297  276  416  400  439  426  417  437  465  458  474  496  502  518  533  580  561  580  619  632  653  670  698  729  744  757  804  841  848  864  886  883  910  960  980  995 1015 1055 1110 1139 1162 1158 1194 1223 1264 1279 1287 1321 1379 1420 1417 1469 1489 1510 1539 1549 1566 1559
+#light red flower (lupiini)
+1792 1553 1684 1882 1909 1847 2053 2084 2045 2052 2039 2084 2041 2044 2007 1984 1906 1876 1886 1855 1859 1875 1816 1800 1811 1780 1802 1816 1838 1915 1973 2018 2083 2114 2133 2226 2304 2385 2458 2494 2571 2689 2738 2774 2734 2759 2781 2831 2844 2857 2878 2876 2884 2920 2932 2860 2894 2934 2925 2928 2921
+#brown dry flower (lupiini)
+256  424  574  594  552  508  579  570  556  574  564  588  614  594  628  620  625  640  666  691  672  701  730  728  761  758  792  832  834  868  880  897  900  911  919  946  955  957  987  994 1020 1047 1074 1102 1085 1122 1135 1126 1158 1178 1178 1204 1253 1246 1293 1291 1322 1356 1397 1438 1381
+#violet flower (lupiini)
+1920 1483 1339 1321 1426 1447 1326 1324 1238 1313 1243 1188 1164 1123 1094 1050  946  890  839  780  765  701  628  561  538  479  451  415  399  406  392  399  385  391  413  436  449  483  547  599  674  754  812  843  847  883  922  949 1012 1069 1090 1149 1248 1285 1325 1309 1387 1435 1459 1475 1517
+#violet flower (lupiini)
+640  424  383  561  483  431  516  439  361  392  359  357  321  319  313  287  256  233  218  209  195  186  169  147  141  140  129  126  123  124  128  130  125  127  132  126  128  140  153  164  191  197  213  226  234  241  272  294  334  354  396  446  489  574  633  678  744  779  835  853  883
+#blue flower (kurkkuyrtti)
+2687 1553 2181 2246 2209 2263 2442 2347 2261 2353 2292 2230 2095 2008 1896 1782 1569 1443 1333 1223 1177 1074  992  902  813  755  701  626  577  548  525  498  469  445  456  448  428  441  448  447  455  467  496  534  527  586  668  798  966 1126 1289 1469 1679 1870 2013 2040 2060 2077 2104 2155 2119
+#green leaf (kurkkuyrtti)
+896  918  651  561  529  523  484  453  491  512  505  515  494  519  510  510  516  522  522  543  537  605  696  755  830  898  951  978  966  976  981  959  922  876  840  802  751  725  714  693  670  670  649  637  608  614  620  600  571  565  561  541  516  527  547  554  596  678  735  897 1132
+#red flower (hevosminttu)
+1280  706  612  462  391  339  253  285  261  264  239  208  201  186  185  161  156  149  146  148  161  144  143  151  147  146  139  148  173  185  185  197  222  238  283  322  384  439  519  633  792  922 1061 1186 1235 1342 1538 1691 1839 1974 2024 2098 2128 2187 2204 2217 2267 2299 2339 2331 2322
+#brown dry leaf (hevosminttu)
+0  282  191  396  230  262  232  271  251  260  270  275  270  254  250  237  234  239  232  235  239  218  245  235  244  238  240  249  240  254  276  294  281  294  311  333  363  388  424  455  510  536  547  579  582  598  607  592  590  568  551  513  497  452  468  475  540  665  845 1123 1439
+#green rod (hevosminttu)
+896  706  383  627  598  431  526  563  581  594  632  621  599  623  637  627  659  681  747  798  833  928 1022 1128 1169 1231 1298 1323 1358 1406 1359 1401 1416 1401 1384 1343 1362 1369 1371 1349 1372 1341 1337 1349 1307 1338 1306 1266 1202 1121 1129 1082 1020  954  891  884  973 1141 1411 1632 1801
+#green leaf (nukkajaekkaerae)
+256  353  498  561  322  477  421  453  446  462  464  483  460  469  466  493  475  497  518  549  555  603  700  798  894 1004 1113 1155 1173 1182 1156 1135 1095 1048  974  938  877  833  824  792  771  737  712  706  679  691  680  662  634  622  607  577  555  571  567  554  618  665  831 1069 1334
+#green rod (nukkajaekkaerae)
+1408 1483 1148 1057  920  908 1032 1031  997 1102 1151 1206 1206 1249 1231 1252 1264 1284 1335 1373 1403 1442 1527 1540 1550 1627 1687 1669 1684 1732 1706 1711 1743 1718 1703 1711 1697 1671 1697 1676 1695 1690 1675 1707 1677 1693 1670 1650 1604 1625 1631 1569 1562 1519 1524 1453 1550 1624 1718 1841 1886
+#white flower (nukkajaekkaerae)
+1920 1059  651  892  966 1078 1295 1433 1519 1635 1663 1706 1753 1756 1796 1784 1825 1792 1831 1863 1886 1901 1903 1895 1914 1952 1979 1949 1959 2016 2027 2018 1998 2005 1976 1982 1970 1949 1923 1956 1964 1938 1948 1975 1909 1942 1877 1873 1899 1872 1881 1886 1882 1867 1831 1837 1865 1865 1915 1925 1941
+#green leaf (maksaruoho) 
+0    0  372  278  268  535  492  454  567  570  571  569  612  602  585  580  604  616  623  638  674  779  895 1008 1090 1170 1203 1150 1141 1152 1144 1099 1038 1013  947  891  825  799  774  750  694  663  647  620  604  577  556  526  494  447  397  385  341  343  321  325  365  475  614  810 1087
+#green rod (maksaruoho)
+1157 1365 1024  972  883  996 1018  972 1004 1016 1036 1067 1039 1052 1040 1060 1054 1122 1206 1285 1372 1459 1616 1721 1793 1853 1894 1894 1884 1897 1925 1884 1882 1833 1834 1823 1795 1772 1729 1740 1711 1658 1687 1659 1647 1598 1599 1637 1543 1478 1418 1397 1324 1244 1179 1207 1290 1503 1687 1911 2022
+#white rod, inner part (maksaruoho)
+0  427  651  937  937  941  961 1044 1144 1163 1202 1255 1256 1253 1247 1270 1298 1323 1338 1418 1454 1483 1498 1561 1573 1619 1624 1618 1639 1659 1664 1671 1681 1661 1690 1700 1719 1712 1725 1710 1717 1707 1773 1755 1713 1695 1729 1699 1676 1681 1644 1656 1643 1617 1584 1606 1635 1722 1790 1853 1871
+#blue flower (ukonhattu)
+801  682 1070 1319 1311 1420 1453 1394 1318 1292 1268 1179 1132 1054 1015  948  846  780  731  709  705  667  621  598  555  522  505  493  498  500  494  471  479  463  450  461  487  515  546  574  555  562  539  558  546  552  567  626  715  807  862  978 1086 1199 1313 1323 1350 1366 1358 1320 1365
+#green leaf (ukonhattu)
+0  512  605  694  696  701  641  693  690  619  634  670  666  670  647  639  644  639  649  676  692  710  741  824  876  973 1032 1074 1064 1081 1042 1027  987  938  910  856  815  815  802  775  761  722  744  721  680  694  705  681  675  674  657  658  659  668  691  744  729  761  792  954 1222
+#yelllow flower (pietaryrtti)
+178    0    0  174  268  203  217  207  224  201  162  200  183  194  192  200  199  220  255  276  329  417  552  749  912 1116 1289 1418 1527 1642 1681 1710 1779 1796 1813 1867 1878 1907 1944 1938 1887 1901 1921 1897 1888 1885 1845 1897 1829 1812 1770 1759 1688 1584 1565 1532 1552 1634 1831 1977 2178
+#blue flower (sinisievikki)
+801 1109 1861 2325 2329 2380 2562 2565 2558 2611 2517 2567 2475 2397 2337 2294 2195 2001 1881 1892 1854 1746 1668 1580 1491 1362 1229 1178 1110 1094 1072 1019  994  960  928  879  836  859  863  951 1046 1102 1154 1193 1174 1166 1153 1199 1275 1316 1376 1550 1739 1918 2104 2228 2364 2377 2423 2394 2334
+#white petal (sinisievikki)
+1068 1877 1163 1388 1740 1900 1910 2103 2165 2237 2215 2281 2269 2208 2190 2184 2099 2103 2024 2070 2040 2008 1931 1904 1886 1863 1816 1773 1753 1738 1691 1686 1687 1667 1640 1642 1619 1594 1614 1598 1599 1589 1623 1605 1643 1587 1619 1658 1654 1666 1694 1737 1719 1792 1795 1829 1854 1859 1835 1837 1828
+#yellow flower (pensashanhikki)
+356 1365 1024  902  535  387  355  247  365  307  321  330  319  332  317  336  408  487  709  963 1235 1631 2111 2436 2718 2950 3151 3262 3313 3420 3448 3475 3491 3534 3520 3565 3622 3631 3626 3657 3640 3607 3641 3627 3601 3591 3588 3667 3618 3601 3630 3613 3592 3609 3569 3590 3568 3563 3588 3480 3471
+#yellow sepal (pensashanhikki)
+1068  427  326  416  428  590  503  470  539  526  546  540  539  526  497  546  555  603  753  903 1010 1268 1563 1868 2068 2226 2429 2495 2560 2625 2636 2610 2655 2667 2635 2630 2612 2560 2597 2588 2543 2478 2499 2472 2438 2431 2379 2406 2361 2319 2264 2174 2128 2010 1942 1912 1930 2148 2334 2585 2764
+#blue flower (iisoppi)
+623   85  605  833  776  756  755  781  774  775  697  724  697  654  617  575  536  494  460  469  442  436  400  393  380  358  369  352  342  368  357  360  342  342  341  335  355  353  365  376  382  392  412  412  407  414  420  449  487  504  517  571  651  734  806  885  968 1088 1210 1296 1411
+#red flower (kurttulehtiruusu)
+979 1536  745 1145  937  996  972  924  875  878  826  766  658  599  545  509  443  381  356  327  318  304  295  288  285  271  281  282  278  280  296  309  324  342  343  376  419  464  520  634  747  905 1093 1167 1264 1439 1650 1928 2183 2380 2537 2754 2893 3009 3115 3213 3173 3222 3237 3192 3210
+#green leaf (pajuangervo)
+356  427  419  347  375  332  320  366  320  370  376  372  364  361  355  349  361  369  378  391  415  441  531  596  699  814  874  916  942  956  942  892  900  836  782  722  683  653  633  620  571  560  515  502  502  492  468  487  439  422  431  407  381  412  420  409  474  525  644  888 1230
+#red flower (pajuangervo)
+445 1024  605  833  937  959 1052 1028 1049 1029 1017  975  948  882  865  812  757  718  658  638  628  597  554  523  509  509  485  475  469  492  479  477  490  525  555  597  641  704  756  846  948 1055 1164 1221 1266 1339 1393 1491 1553 1604 1608 1650 1643 1652 1655 1658 1651 1739 1813 1818 1938
+#yellow flower (dalia)
+2288  531  866 1048 1103 1028 1097 1122 1313 1489 1560 1738 1945 2049 2217 2370 2522 2698 2738 2836 2884 2963 2921 2971 2983 2901 2973 3011 3012 2966 2974 3038 3062 3028 3049 3170 3199 3242 3323 3351 3371 3468 3453 3521 3464 3463 3493 3466 3458 3449 3446 3468 3514 3493 3468 3426 3391 3476 3426 3403 3415
+#red flower (dalia)
+120  152  512  571  589  506  565  505  486  488  441  500  489  459  470  477  450  471  453  460  449  460  466  452  464  462  456  448  436  435  438  444  452  416  428  434  440  468  476  529  591  693  808  933  989 1095 1300 1432 1624 1780 1928 2105 2276 2455 2540 2652 2695 2825 2841 2933 2896
+#red flower (jaloangervo)
+120  152  512  635  662  538  749  713  743  792  777  785  733  726  728  749  709  674  661  657  645  635  598  570  553  544  545  538  546  514  540  567  585  577  602  651  690  765  836  907  980 1089 1147 1188 1212 1253 1318 1371 1412 1473 1459 1478 1548 1582 1564 1590 1595 1714 1728 1814 1837
+#red flower (neilikka)
+0    0  394    0  245   95  174  149  194  171  181  175  172  167  147  137  107  108  100   87   93   87   83   77   80   67   72   64   83   84   88   90   91   94  114  133  178  241  309  419  612  823  992 1153 1222 1366 1503 1658 1767 1841 1884 1992 2035 2007 2009 2045 2065 2229 2290 2395 2449
+#red petal (pelargonia)
+2529 2048 2087 2698 2452 2372 2531 2475 2296 2294 2159 2111 1986 1898 1854 1729 1586 1501 1392 1332 1343 1255 1217 1182 1183 1203 1230 1277 1381 1474 1615 1762 1876 2028 2214 2464 2657 2919 3051 3172 3293 3421 3395 3494 3438 3495 3506 3490 3454 3487 3431 3452 3484 3438 3422 3368 3325 3441 3356 3432 3320
+#white petal (pelargonia)
+3493 2882 2284 2730 2869 2609 2781 2869 2861 2869 2795 2810 2740 2716 2650 2631 2539 2554 2450 2453 2447 2451 2343 2408 2404 2367 2343 2401 2474 2549 2668 2759 2843 2883 2989 3106 3209 3344 3383 3404 3453 3521 3495 3571 3521 3548 3582 3557 3581 3539 3563 3589 3597 3579 3502 3546 3507 3554 3490 3561 3518
+#white petal (paeivaenkakkara)
+2168 1365 1969 2095 2231 2530 2944 3092 3107 3148 3188 3207 3195 3216 3225 3261 3211 3228 3260 3237 3258 3276 3265 3316 3327 3291 3315 3324 3355 3255 3264 3308 3324 3328 3282 3253 3220 3257 3289 3265 3245 3297 3284 3292 3228 3312 3290 3277 3278 3284 3182 3244 3273 3291 3212 3256 3154 3243 3306 3234 3155
+#yellow flower (paeivaenkakkara)
+1084  303  394  413  221  221  152  126   94   88  103   68   86   80   67   97  103   87  108  120  140  216  353  499  672  867 1026 1146 1201 1239 1278 1331 1355 1334 1314 1306 1286 1293 1289 1276 1231 1219 1163 1155 1118 1117 1136 1102 1112 1051 1015  943  868  770  718  719  722  881 1026 1251 1425
+#green leaf (paeivaenkakkara)
+2048 1289 1024 1111  834  648  728  654  612  605  612  607  582  570  568  589  587  598  604  590  607  633  657  726  791  817  865  859  869  869  852  840  819  791  755  725  701  676  685  658  644  653  622  622  619  628  616  601  595  582  588  594  608  599  590  607  633  674  719  850  989
+#violet flower (punataehkae)
+1445 1213  787 1016  907 1059 1075 1070  999 1017 1033 1001  944  913  886  830  762  719  659  626  605  573  527  509  471  426  393  364  363  365  369  357  375  373  352  338  337  375  436  524  714  861  992 1086 1123 1208 1236 1292 1354 1315 1293 1350 1339 1309 1328 1323 1334 1377 1404 1553 1677
+#red flower (talvio)
+3131 2199 2559 2540 2844 2530 2694 2765 2594 2673 2617 2629 2491 2384 2308 2256 2081 1973 1857 1752 1719 1652 1527 1477 1459 1386 1341 1283 1318 1334 1354 1424 1495 1543 1634 1773 1950 2129 2272 2431 2642 2827 2941 3045 3082 3158 3216 3307 3364 3388 3387 3517 3573 3501 3499 3523 3495 3606 3493 3518 3522
+#green leaf (talvio)
+964  379  551  476  466  443  478  505  455  475  489  489  486  500  489  499  499  496  528  549  590  639  726  803  881  992 1028 1079 1084 1089 1073 1048 1009  945  909  859  807  786  768  759  730  721  669  662  644  645  682  624  611  566  564  584  530  508  556  563  603  693  776  975 1207
+#green leaf (talvio)
+361  379  157  317  294  269  217  186  178  204  195  190  192  192  205  196  195  199  194  205  216  226  278  337  392  471  526  568  564  561  550  529  494  446  425  372  345  322  316  298  270  261  239  241  225  221  234  233  224  215  188  195  206  191  216  243  261  295  348  531  775
+#blue flower (lobelia dortmanna)
+0  660 1277 1544 1612 1961 1909 1950 1901 1907 1809 1785 1685 1622 1522 1377 1178 1054  931  898  850  732  610  508  434  370  343  329  303  265  232  199  183  169  172  177  200  233  214  214  199  186  199  228  249  321  435  684 1006 1345 1703 2082 2432 2661 2843 2936 3079 3015 3003 3045 3038
+#blue flower (malvikki)
+1062  528  749  571  512  538  455  445  431  384  353  299  249  212  190  162  123  105   90   81   83   75   78   72   59   56   61   54   71   69   70   62   63   65   70   74   78   73   76   87   90  104  119  119  131  145  156  184  225  255  314  414  538  669  849 1068 1247 1467 1701 1885 2032
+#green leaf (malvikki)
+1820  859  484  336  461  382  333  320  293  320  318  284  291  296  293  293  286  295  310  309  338  387  469  538  661  756  849  867  876  882  882  845  778  754  694  632  568  537  536  510  482  462  440  425  417  415  388  392  365  348  345  327  342  367  359  381  440  511  592  832 1140
+#red flower (malvikki)
+455  594  308   34  179  191  277  226  218  205  198  181  190  159  173  150  128  133  127  102  121  108  104   96  107  107  112  107  125  128  133  156  173  213  245  313  392  491  590  736  925 1085 1254 1370 1418 1559 1692 1828 1923 2043 2093 2153 2168 2230 2256 2318 2392 2400 2480 2604 2663
+#red flower (malvikki)
+1365 1519 1321 1275 1049 1076 1043 1037 1049 1007 1018 1003 1005  959  963  933  933  910  889  894  907  871  866  858  815  810  822  838  811  819  846  852  869  876  890  933  977 1029 1105 1204 1373 1498 1629 1788 1831 1958 2061 2222 2300 2350 2415 2517 2530 2568 2513 2564 2712 2758 2865 2964 3034
+#red, pale flower (ruusu)
+1365 1915 1937 1779 1715 2013 2020 2067 1997 2030 1957 1897 1817 1759 1671 1587 1475 1376 1289 1262 1252 1150 1089 1022 1020  974  984 1018  996 1044 1092 1170 1214 1270 1331 1439 1537 1657 1766 1931 2175 2358 2567 2735 2796 2926 3004 3194 3274 3333 3426 3435 3484 3508 3564 3577 3567 3480 3499 3465 3511
+#red, dark flower (ruusu)
+910  925  969  738  717  833  766  819  714  717  707  604  518  453  398  351  271  239  204  184  177  147  153  120  130  136  124  131  154  143  171  188  220  246  291  338  420  491  566  706  905 1084 1254 1438 1570 1720 1926 2209 2333 2447 2567 2654 2793 2850 2881 2899 2981 2885 2921 2887 2868
+#green sepal (ruusu)
+2427 1189 1101  806  793  625  666  710  655  670  671  667  675  680  658  688  711  731  781  836  882  977 1132 1228 1341 1434 1518 1561 1531 1551 1532 1525 1486 1444 1391 1315 1272 1241 1205 1181 1153 1145 1103 1070 1062 1052 1039 1040  969  917  892  879  818  776  750  742  813  950 1150 1399 1657
+#white flower (ruusu)
+2730 2312 2906 3021 3097 3071 3163 3260 3115 3169 3116 3204 3246 3218 3221 3192 3153 3199 3191 3276 3303 3257 3305 3283 3261 3302 3317 3311 3241 3328 3333 3347 3385 3382 3396 3409 3421 3408 3404 3389 3453 3491 3489 3534 3538 3547 3481 3535 3468 3481 3507 3554 3546 3536 3520 3529 3522 3448 3554 3550 3503
+#red flower (unikko)
+1365  330  176  470  384  382  377  289  304  264  265  293  286  276  274  266  280  237  237  211  213  241  231  212  225  203  219  223  218  244  277  295  338  387  453  590  782 1001 1178 1462 1836 2132 2339 2536 2611 2738 2803 2933 2988 2981 3028 3084 3092 3147 3126 3093 3117 3051 3072 3012 2994
+#green lichen (peltigeracaniina nahkajaekaelae)
+0  315  172  142  142   48  112   98   93   82   91   81   94   92   86   90   97   91   99   98  102   96  102  106  104  104  117  101  101  100  105   92   99  103  107  112  105  109  104  105   96   92  104   98  105  106  111  124  119  137  141  142  127  141  135  152  135  168  229  326  476
+#brown lichen (peltigeracaniina nahkajaekaelae)
+2303  504  345  392  260  286  274  224  214  216  205  209  215  220  219  219  232  231  235  238  240  253  267  289  268  292  318  340  343  337  355  356  374  357  382  403  396  392  388  379  374  373  372  354  355  376  392  396  448  468  463  482  462  431  399  399  427  478  616  830 1084
+#white lichen (peltigeracaniina)
+1792  756 1336 1424 1349 1365 1473 1393 1451 1434 1476 1466 1483 1461 1473 1470 1457 1495 1464 1511 1551 1550 1560 1570 1598 1606 1630 1677 1685 1656 1661 1703 1715 1725 1727 1741 1765 1743 1779 1768 1783 1813 1797 1787 1801 1789 1845 1882 1836 1846 1864 1831 1831 1818 1867 1854 1832 1860 1889 1860 1987
+#reddish brown leaf (haapa)
+256    0   43  142  142  270  193  182  195  219  222  196  200  220  210  198  203  199  207  197  209  203  206  214  229  235  212  225  239  227  230  259  273  275  308  334  401  475  529  575  623  630  636  647  639  652  658  642  593  551  496  451  400  363  326  374  402  534  781 1167 1661
+#red leaf (haapa)
+256  378  431  285  237  349  386  301  292  266  267  288  281  271  265  281  271  286  269  270  287  259  263  283  287  289  278  288  296  293  286  301  317  323  368  421  496  582  697  854  995 1139 1210 1251 1292 1338 1431 1454 1421 1405 1380 1282 1175 1067  989  983 1047 1230 1622 1960 2245
+#red leaf (haapa)
+768  189  259  142  142  175  254  175  195  184  202  207  207  194  197  198  188  187  201  199  214  210  206  217  206  216  216  227  216  227  225  251  266  307  332  411  537  660  810 1015 1242 1442 1623 1691 1791 1856 1999 2112 2123 2117 2105 2037 1969 1891 1797 1778 1901 2133 2434 2657 2854
+#brown dry leaf (haapa)
+256  189  345  463  237  254  274  252  248  255  251  246  242  247  245  251  248  252  259  256  266  268  277  285  289  319  307  318  333  356  357  374  379  379  398  405  411  415  434  455  468  474  498  494  497  522  551  561  562  568  562  557  562  557  581  621  632  676  693  712  766
+#reddish yellow leaf (haapa)
+1024  378  259  285  189  270  254  280  243  251  244  243  254  224  239  243  240  243  251  258  252  266  313  346  368  389  393  410  423  449  485  512  556  583  632  712  807  875  961 1037 1123 1151 1164 1178 1171 1190 1221 1211 1136 1065 1000  903  832  712  663  649  704  930 1288 1712 2201
+#green leaf (haapa) 
+1536  630  388  499  189  333  285  231  205  212  235  215  205  203  226  208  215  219  215  219  226  259  298  325  397  482  545  552  558  554  550  517  481  460  423  370  357  329  320  313  297  282  285  273  253  272  270  263  271  255  254  245  246  239  252  265  289  326  387  578  826
+#yellow leaf (takiainen)
+0    0  129  356  308  381  396  322  375  372  375  430  439  442  433  460  515  564  635  699  779  909 1099 1278 1386 1619 1706 1758 1790 1827 1831 1864 1853 1846 1808 1765 1722 1654 1653 1650 1633 1572 1547 1496 1486 1452 1487 1468 1398 1395 1302 1153 1067  965  889  868  930 1088 1358 1660 1975
+#brown leaf (takiainen)
+512  189  172  320  166  238  203  210  219  208  205  229  234  245  219  243  257  256  267  278  289  288  309  325  338  357  371  394  398  400  418  431  437  453  460  484  495  504  508  526  541  562  574  566  573  579  594  619  569  561  564  580  551  546  531  542  600  650  735  819  891
+#red leaf (maitohorsma)
+1536  630  388  249  260  238  234  175  185  212  222  201  210  203  201  196  203  199  197  191  185  187  194  187  185  194  196  189  191  194  183  183  198  187  192  199  197  211  220  244  288  316  354  384  420  463  525  549  555  546  506  508  486  459  452  460  531  781 1048 1382 1685
+#black dry leaf (maitohorsma) 
+256    0  172  356  213  270  203  203  195  208  202  201  210  210  203  204  209  203  209  201  205  201  194  210  206  197  203  198  207  201  204  202  198  200  198  197  186  203  202  198  200  208  206  231  235  223  244  254  278  289  297  309  338  335  338  368  412  524  686  926 1185
+#green leaf (piharatamo)
+768  567  560  712  402  349  335  343  316  341  365  355  331  326  329  363  337  335  362  376  394  448  515  616  703  841  949  972  997  998  970  934  886  834  778  707  641  623  596  582  553  513  489  483  441  469  450  450  418  399  390  361  367  363  382  420  434  491  633  863 1270
+#red leaf (pihlaja)
+1280  378    0  285  166  159  224  252  224  247  248  235  237  229  234  234  240  229  223  225  230  234  231  237  236  243  238  230  234  246  254  256  268  285  307  370  422  480  539  654  816  962 1110 1181 1265 1397 1562 1704 1808 1904 1932 2004 2115 2161 2231 2308 2288 2338 2350 2368 2459
+#reddish yellow leaf (pihlaja)
+1024  315  388  748  497  397  417  413  399  361  404  399  439  439  420  408  439  462  533  557  598  625  694  739  739  784  788  774  781  821  862  908  952  977 1075 1196 1326 1406 1523 1648 1773 1911 2023 2073 2090 2187 2319 2391 2403 2480 2458 2429 2482 2513 2551 2570 2564 2605 2642 2661 2721
+#orange berry (pihlaja)
+0    0    0    0    0    0   10   28   19   39   26   31   42   42   40   34   43   32   40   33   41   35   42   46   51   70   90   90  119  126  147  178  213  264  322  421  575  676  803  923 1083 1173 1240 1257 1276 1346 1352 1405 1384 1393 1320 1320 1329 1264 1277 1288 1273 1269 1323 1323 1358
+#green leaf (pihlaja)
+1024    0  172  178  189  206  244  245  268  216  218  226  239  229  241  241  232  243  265  290  299  342  427  514  591  647  677  685  724  709  698  711  686  665  643  605  590  556  571  550  527  491  461  439  425  445  431  410  371  350  332  320  292  281  294  323  361  458  633  938 1338
+#green leaf (koivu)
+2303  630  647  605  521  524  437  420  448  435  433  439  437  442  447  447  460  454  446  449  447  446  505  520  606  676  717  727  742  741  704  707  669  655  605  554  523  528  516  493  483  483  452  445  445  451  469  455  450  433  428  425  454  431  449  469  515  541  591  737  975
+#green leaf (koivu)
+2303  945  690  712  592  492  579  574  579  592  586  587  609  601  582  567  580  596  641  634  675  708  771  847  901  991 1032 1056 1068 1076 1037 1065 1029  964  927  883  858  822  832  817  792  751  758  714  715  723  739  705  681  676  672  624  629  622  611  655  676  735  820 1012 1221
+#yellow leaf (koivu)
+4095 1071 1466 1496 1113 1000 1006 1001  993 1011 1039 1017 1061 1027 1075 1061 1054 1134 1186 1235 1271 1416 1580 1711 1821 2029 2140 2307 2413 2500 2590 2718 2749 2806 2880 2937 3040 2994 3090 3131 3158 3261 3256 3171 3174 3252 3369 3397 3339 3344 3274 3270 3260 3377 3370 3367 3290 3350 3402 3406 3466
+#green leaf (koristepensas, tuntematon)
+390  264  265  375  325  316  252  249  230  201  242  261  243  242  245  250  251  259  286  309  336  423  559  672  811  936 1022 1089 1114 1124 1126 1090 1032 1008  941  867  832  781  797  746  697  653  606  599  577  584  562  531  497  451  420  378  377  339  365  391  418  581  783 1213 1680
+#yellow leaf (koristepensas, tuntematon)
+390  793  682  375  347  316  445  395  444  406  421  434  468  457  465  447  504  588  709  830  961 1232 1636 1958 2218 2465 2722 2853 2854 2915 2985 3021 3033 3049 2994 3038 3098 3066 3072 3052 3056 3029 2937 2961 2947 2976 2996 2975 2975 2910 2852 2701 2657 2463 2370 2277 2389 2581 2776 3086 3222
+#yellow leaf (koristepensas, tuntematon)
+390  330  531  781  672  443  697  686  679  694  716  721  776  739  749  760  761  851  989 1077 1149 1405 1744 1972 2173 2396 2581 2711 2732 2826 2865 2864 2917 2892 2903 2894 2926 2911 2970 2948 2882 2827 2792 2782 2734 2775 2786 2760 2712 2659 2598 2419 2328 2094 1990 1933 2085 2343 2702 3093 3351
+#orange leaf (koristepensas, tuntematon)
+682  396  607  500  325  300  358  388  330  323  335  344  351  341  347  343  346  353  392  409  428  475  533  542  580  599  612  606  635  647  690  783  825  893  987 1145 1322 1468 1648 1853 2014 2228 2369 2453 2469 2581 2731 2798 2857 2828 2813 2837 2851 2826 2839 2811 2833 2866 2889 3024 3056
+#yellow leaf (koristepensas, tuntematon)
+975  727  493  500  390  459  407  381  335  327  388  352  372  353  368  383  388  425  511  558  628  749  888 1029 1109 1190 1247 1278 1308 1338 1403 1451 1521 1603 1655 1796 1918 2026 2150 2249 2347 2470 2569 2602 2627 2677 2729 2796 2833 2843 2818 2759 2792 2688 2623 2612 2645 2750 2790 2967 3052
+#pink (siankaersaemoe)
+585  859  758 1094  780 1012  987 1067 1059 1034 1098 1110 1097 1040 1058 1048 1028 1014 1068 1024 1023 1025 1032 1029 1011 1007  986  973  946  906  949  923  943  949  956  998 1051 1107 1166 1242 1284 1355 1394 1438 1451 1543 1589 1588 1612 1616 1562 1534 1562 1541 1494 1492 1518 1650 1749 1907 1991
+#violet flower (petunia)
+292   66  227  313  325  332  310  319  300  268  229  193  164  137  127  104   67   50   49   37   34   34   44   32   33   31   38   41   33   34   45   44   37   42   44   49   49   67   80   89  110  130  137  145  153  171  194  223  275  321  391  464  580  720  907 1055 1230 1436 1548 1777 1933
+#white flower (petunia)
+3510 4359 4209 4408 3640 3510 3398 3582 3591 3570 3574 3567 3557 3572 3562 3592 3564 3627 3640 3633 3613 3632 3690 3653 3664 3675 3769 3719 3738 3740 3738 3674 3708 3737 3718 3700 3657 3692 3717 3711 3663 3668 3609 3675 3677 3737 3708 3732 3702 3702 3634 3644 3693 3636 3678 3689 3671 3667 3661 3688 3750
+#white flower (orvokki)
+195 1255 1175 1157 1018 1439 1675 1996 2247 2324 2391 2468 2460 2503 2526 2509 2487 2537 2535 2499 2478 2511 2552 2486 2461 2413 2425 2411 2371 2320 2373 2341 2316 2282 2254 2231 2261 2251 2293 2329 2300 2351 2362 2413 2398 2384 2439 2464 2495 2517 2512 2518 2578 2609 2601 2615 2625 2652 2670 2779 2790
+#blue flower (orvokki)
+292  528  645 1000  932 1439 1752 1947 2077 2158 2169 2153 2164 2132 2091 1993 1916 1876 1803 1702 1659 1554 1503 1425 1330 1229 1186 1134 1065 1031 1014  993  989  980  939  936  945  995 1055 1104 1180 1247 1284 1343 1349 1403 1458 1538 1634 1790 1880 2006 2218 2396 2556 2612 2735 2811 2765 2840 2877
+#violet flower (orvokki)
+195    0  152   31   22   32   77   69   45   20   27   26   13   12   14   11   15   23   16   18   16   12   16   10   16   15   13   15   15   16   14   20   14   17   15   17   15   17   17   17   23   24   29   38   36   38   37   43   58   65   70   86  113  155  222  285  405  506  645  817 1035
+#yellow flower (orvokki) 
+651 1105  569  565  613  525  427  511  448  452  438  439  467  467  444  456  487  498  527  589  615  654  819  920 1062 1198 1370 1470 1573 1656 1768 1819 1875 1931 2040 2074 2160 2225 2269 2344 2408 2395 2467 2526 2519 2575 2564 2580 2638 2663 2629 2629 2581 2570 2569 2653 2790 2836 2896 2939 2849
+#brown, dead flower (orvokki)
+838  455  645  593  569  393  351  442  381  365  416  404  390  385  392  394  402  437  469  545  570  621  695  746  771  822  865  891  903  920  934  964  974  986 1005 1015 1050 1072 1094 1118 1167 1200 1242 1245 1251 1287 1307 1366 1377 1383 1454 1451 1475 1531 1498 1566 1632 1659 1737 1723 1767
+#white flower (orvokki) 
+1024 1105  872 1101 1401 1661 2095 2569 2774 2936 3107 3079 3265 3292 3248 3260 3301 3364 3335 3402 3330 3312 3378 3391 3344 3354 3409 3383 3363 3351 3404 3414 3400 3365 3403 3343 3361 3346 3347 3401 3360 3335 3349 3422 3383 3379 3311 3334 3334 3323 3284 3325 3283 3353 3299 3298 3357 3347 3359 3303 3277
+#green leaf (orvokki)
+279   65  379  282  416  408  351  407  367  373  390  399  397  397  386  400  414  421  452  510  547  643  818  980 1124 1286 1390 1428 1461 1474 1462 1430 1363 1295 1219 1124 1056 1003  992  975  924  880  813  803  781  779  760  720  669  627  603  574  566  551  548  576  606  751  991 1286 1666
+#red berry (puolukka)
+279  195  152  113  175  189  133  152  195  166  160  162  166  159  153  158  159  152  136  158  146  154  148  146  159  147  153  151  156  148  156  161  165  186  184  204  238  278  330  410  488  581  674  736  776  831  868  920  973  988 1023 1040 1009 1010 1022 1024 1104 1118 1258 1345 1358
+#yellow petal (auringonkukka)
+838  780  455  537  416  102  209  228  224  166  173  186  176  163  155  167  213  255  354  477  632  896 1272 1581 1841 2122 2392 2530 2663 2758 2850 2939 2907 2989 3072 3072 3115 3196 3192 3214 3251 3170 3238 3306 3222 3224 3175 3205 3160 3182 3190 3152 3076 3112 3068 3040 3057 3087 3147 3086 3083
+#green sepal (auringonkukka)
+279  130  265  311  350  306  313  276  253  256  275  253  257  261  258  265  253  265  255  252  246  247  256  265  275  280  287  277  286  285  289  293  279  278  278  270  277  276  275  272  270  273  277  284  266  271  257  244  257  265  265  255  256  240  248  267  270  254  267  277  268
+#green berry (kataja)
+558  390  341  395  153  117   85   90   95   75   99  100  125  127  134  167  207  235  285  348  395  504  660  818  898 1022 1115 1140 1151 1157 1160 1163 1105 1076 1031  961  877  869  844  830  797  741  718  711  698  680  647  612  551  495  471  451  392  370  364  384  465  601  869 1202 1503
+#white flower (silmaeruoho) 
+558 1040 1251 1130  964 1239 1261 1250 1244 1189 1256 1261 1258 1270 1226 1223 1223 1210 1186 1174 1173 1106 1068 1087 1035  985  967  943  897  904  906  906  867  884  900  867  927  943  983 1053 1140 1212 1284 1338 1313 1364 1391 1437 1506 1590 1616 1701 1813 1919 1922 2002 2034 2026 2150 2081 2049
+#yellow leaf (maitohorsma)
+838  975  720  508  438  437  493  456  434  444  435  458  467  458  463  467  487  520  588  639  712  859 1099 1286 1494 1675 1861 1963 2070 2129 2205 2269 2251 2305 2347 2366 2409 2416 2461 2507 2514 2462 2553 2543 2501 2483 2491 2495 2446 2380 2317 2179 2072 1968 1881 1873 1995 2232 2540 2760 2983
+#brown dry leaf (maitohorsma)
+745  715  379  452  307  335  265  256  267  294  259  272  267  297  286  290  300  322  328  337  332  349  378  402  416  438  459  483  486  520  552  567  579  594  607  632  654  679  716  724  770  770  829  845  854  863  876  890  899  916  931  956  981  993 1005 1021 1089 1140 1186 1258 1261
+#light brown dry rod (koiranputki)
+2650 2405 2226 1406 1930 1818 1753 1705 1739 1769 1822 1851 1870 1959 1912 1971 2029 2082 2085 2119 2212 2253 2237 2310 2370 2388 2416 2493 2527 2565 2591 2671 2658 2703 2706 2753 2793 2790 2810 2847 2914 2941 2980 2932 2966 3051 3062 3084 3103 3098 3138 3099 3105 3164 3229 3201 3267 3191 3210 3180 3207
+#yellow flower (linnunkaali) 
+1445  520  445   92  235  265  254  175   97  121   90  104  113  119  110  116  136  205  370  491  642  910 1200 1407 1598 1808 1963 2085 2122 2136 2231 2244 2264 2298 2334 2326 2354 2370 2348 2343 2390 2405 2402 2385 2388 2365 2371 2343 2320 2337 2334 2248 2267 2247 2241 2182 2199 2256 2291 2354 2364
+#green leaf (linnunkaali)
+602    0  267  306  339  335  300  247  292  289  295  298  292  318  312  289  299  307  310  320  350  375  446  499  574  634  698  725  736  754  736  702  668  633  590  551  514  499  467  460  445  424  415  409  399  412  393  380  370  362  366  343  342  350  333  350  364  418  494  670  914
+#green leaf (poimulehti)
+843  325   89  306  365  282  265  303  282  276  292  277  276  277  279  254  284  283  299  322  319  349  448  538  631  731  829  857  888  888  868  841  797  735  675  607  554  547  522  492  480  427  419  396  395  396  401  371  354  331  312  303  311  337  330  336  373  433  530  780 1079
+#green leaf (poimulehti)
+1084  390  178  367  391  194  346  295  276  250  288  265  271  282  286  282  304  317  351  384  428  510  654  822  958 1133 1203 1296 1330 1336 1308 1301 1263 1205 1137 1072 1015  988  945  928  906  820  772  751  749  727  719  670  629  597  569  493  470  423  407  406  500  580  833 1252 1667
+#yellow leaf (poimulehti)
+0  520   89  153  365  300  404  311  303  337  393  390  405  424  414  409  429  475  527  604  675  832 1058 1236 1396 1560 1697 1790 1816 1892 1934 1977 1959 1956 1976 1986 2041 2061 2051 2094 2105 2095 2088 2069 2059 2084 2084 2042 2038 2003 1932 1860 1674 1525 1404 1373 1498 1723 2024 2397 2521
+#brown dry leaf (poimulehti)
+964  520  223  244  261  247  196  199  200  207  202  198  209  204  207  222  205  218  213  212  224  218  230  235  251  250  245  250  263  273  271  275  281  264  274  288  287  307  303  307  323  304  335  335  346  345  347  348  370  364  380  393  384  407  419  421  419  433  431  461  465
+#orange leaf (koristepensas, tuntematon)
+241  195  223  489  574  565  634  605  574  613  645  636  644  628  621  603  614  654  676  719  776  795  862  879  918  918  955  980 1013 1055 1132 1225 1258 1362 1427 1579 1796 1936 2079 2258 2440 2597 2728 2790 2777 2857 2923 2991 3031 3040 3037 3094 3066 3023 3093 3044 3082 3085 3147 3226 3192
+#green leaf (kanukka)
+241  325  490  336  287  353  369  335  309  298  310  323  319  313  314  326  319  335  324  343  381  412  516  637  719  851  940 1030 1047 1074 1061 1040 1002  982  913  847  805  766  749  717  698  659  627  595  607  578  576  565  525  472  472  438  410  388  379  386  419  496  691 1007 1349
+#red leaf (kanukka)
+723  195  445  397  522  441  450  462  412  393  393  378  368  396  376  391  367  380  385  384  375  371  364  367  368  362  341  375  356  357  369  368  366  372  365  374  374  397  414  450  481  543  644  691  739  848  985 1132 1312 1453 1560 1685 1779 1935 2050 2097 2202 2210 2288 2372 2353
+#reddish brown leaf (kanukka)
+723  390  623  611  835  512  634  645  612  552  569  582  604  588  571  555  557  538  546  544  531  545  528  526  525  520  525  501  500  515  518  524  556  551  557  585  633  669  691  762  814  891  981 1013 1068 1141 1249 1351 1482 1580 1644 1700 1859 1973 2082 2135 2193 2182 2245 2333 2353
+#green leaf (keltano)
+1445  715  801  672  443  406  531  518  504  488  501  475  496  472  471  490  466  490  502  481  517  540  580  601  670  743  785  831  851  863  850  823  785  750  722  673  664  648  623  595  603  581  571  544  548  527  536  548  546  522  518  493  491  518  521  529  540  570  662  812 1072
+#green leaf (korvakeltano)
+361  585  534  367  339  318  265  287  292  293  335  301  309  328  305  307  330  328  322  347  368  383  434  518  617  693  763  784  803  814  800  792  727  686  641  594  548  517  506  476  478  462  442  407  401  390  397  384  356  327  334  333  321  326  333  350  382  446  533  730 1045
+#yellow leaf (keltano)
+843  780 1113  489  391  777  750  765  769  785  828  883  958  948  952  941  992 1173 1330 1485 1576 1776 1938 1998 2117 2147 2178 2284 2304 2296 2316 2348 2332 2365 2384 2389 2366 2370 2365 2392 2421 2431 2456 2439 2375 2399 2431 2416 2440 2417 2412 2343 2358 2345 2369 2328 2387 2362 2419 2475 2495
+#green leaf (koiranheisi)
+843  520  490  520  469  582  404  422  406  384  400  371  392  378  379  377  385  400  437  454  494  589  718  822  946 1088 1185 1257 1305 1287 1295 1291 1239 1205 1180 1114 1055 1028 1002  989  979  943  926  880  864  858  835  814  744  682  651  608  595  535  555  575  634  767  994 1372 1723
+#red berry (koiranheisi)
+0  260  134   61   52   71  115   40   49   43   32   43   35   35   29   28   29   32   33   21   27   22   32   34   39   48   44   46   39   53   66   80   95  114  145  215  290  359  432  521  606  704  776  795  785  840  916  923  997 1011 1017 1061 1068 1069 1085 1087 1113 1116 1070 1099 1109
+#green moss (nuotiosammal)
+120   65  134   31  209  124  104   96   97   95   76   79   83   93   83   95   95  104  117  127  140  161  214  252  290  310  328  343  347  373  365  351  347  343  311  301  285  283  263  256  255  251  257  235  227  224  233  208  194  186  165  160  151  149  157  161  185  243  309  425  543
+#brown moss (nuotiosammal)
+482  260  178   92  104   88   92   40   43   52   58   64   70   63   67   67   62   76   82   82   91   96  104  116  135  141  142  155  168  179  198  199  193  201  212  218  226  240  242  238  255  265  277  266  265  283  289  275  289  277  291  288  277  252  262  260  264  299  375  411  446
+#black soil
+0    0   89  122   52   53  104  127  130  134  137  137  134  136  138  139  134  140  142  148  154  153  152  150  151  156  153  166  154  171  163  163  166  166  169  169  166  174  174  170  170  168  176  177  176  174  179  180  180  183  177  193  178  187  194  193  182  196  184  195  195
+#gray lichen (nahkajaekaelae)
+1204  585 1113  733  600  653  715  685  726  682  713  691  719  691  683  693  711  715  701  700  720  697  706  696  723  714  726  738  729  735  737  739  742  746  746  761  743  735  722  717  728  749  721  712  705  737  733  758  780  785  775  771  755  744  743  742  755  779  849  940 1042
+#yellow leaf (tuomi)
+1668  630  443  515  521  468  438  269  336  332  354  350  351  363  367  364  364  399  433  479  537  648  827 1030 1240 1425 1629 1743 1813 1874 1918 1952 1971 1981 1976 1971 1944 1974 1976 1956 1955 1897 1854 1878 1860 1824 1815 1792 1718 1655 1602 1577 1394 1255 1154 1113 1200 1419 1771 2088 2361
+#black berry (tuomi)
+0    0    0    0   25   17   21    7    0    0    3    0    5    5    7    7    6   10   10   10    6    4    6    6    6    6    7    9    7    8    7    3    7    6    5    5    3    3    8    9    6    7    8    5    7   10    8   10   11   14   23   24   23   24   21   27   34   54  101  144  218
+#green fruit (maenty)
+758  394  295  200  273  167  160  131  124  117  118  106  104   93  105  106  111  114  119  123  128  154  172  191  220  223  244  266  258  258  280  267  269  251  245  239  230  228  223  219  213  211  198  184  194  192  184  181  162  156  141  145  146  144  139  145  187  242  304  399  533
+#brown fruit (maenty)
+758  315    0  200  298  234  160  160  227  227  229  227  234  229  221  238  248  244  247  249  249  263  266  278  292  295  298  306  320  345  341  344  369  377  395  411  416  434  461  479  502  520  544  567  570  588  634  647  676  682  696  729  765  790  807  837  853  866  892  933  947
+#green neadle (maenty)
+303  157  332  229  323  301  396  385  357  356  330  350  357  361  355  349  364  380  390  392  407  418  452  488  547  577  624  613  626  632  604  603  585  564  531  516  482  480  472  457  457  431  422  417  423  411  414  400  383  379  364  369  379  358  358  375  388  430  506  668  798
+#yellow leaf (koivu)
+0  157  332  659  372  602  567  553  595  628  674  665  665  662  659  673  698  717  788  861  950 1072 1317 1547 1766 1946 2170 2331 2400 2528 2579 2625 2691 2699 2746 2810 2830 2885 2954 2916 2969 2993 3008 2980 2992 3034 3015 2967 3062 3029 3033 3062 3014 3007 3035 2982 3021 3029 3029 3078 3141
+#yellow leaf (koivu)
+1062  472  553  830  745  702  738  698  672  685  702  680  721  669  672  684  713  750  774  815  856  982 1154 1321 1542 1727 1948 2079 2183 2287 2345 2380 2422 2478 2433 2476 2494 2501 2524 2507 2534 2541 2505 2500 2495 2516 2526 2480 2447 2393 2363 2332 2247 2157 2068 2087 2220 2395 2650 2846 2985
+#green leaf (koivu)
+1213  787  516  544  496  501  524  487  522  531  542  544  548  533  538  527  569  552  574  600  640  696  839  971 1134 1303 1468 1528 1575 1613 1598 1566 1568 1515 1477 1388 1333 1332 1274 1257 1217 1156 1087 1072 1065 1048 1024 1029  984  941  879  816  770  727  678  706  764  899 1154 1571 1995
+#brown, dry leaf (koivu)
+758  394  258  544  496  535  406  407  398  401  427  427  423  416  435  435  437  459  435  473  487  496  494  513  560  540  568  588  609  635  619  669  687  688  690  714  726  763  771  794  816  841  855  855  892  894  913  933  967 1038 1009 1021 1076 1067 1077 1102 1114 1135 1145 1151 1168
+#brown, dry leaf (koivu)
+0  315  221  172  174  301  278  284  300  259  292  285  278  275  271  282  295  296  285  295  286  298  310  309  313  321  325  333  316  335  336  341  334  340  333  342  339  353  354  351  361  377  379  373  381  373  392  408  404  411  431  439  459  458  446  468  465  478  477  487  479
+#yellow leaf (lehmus)
+1213  315  406  401  472  318  364  320  336  356  368  382  410  433  428  459  447  488  536  608  650  831 1041 1229 1434 1627 1845 1905 1969 2053 2105 2129 2193 2196 2193 2226 2252 2271 2267 2234 2292 2279 2271 2263 2263 2309 2304 2220 2175 2115 2027 2002 1954 1888 1824 1877 2004 2231 2460 2645 2749
+#orange leaf (lehmus)
+1062  866  443  544  496  485  492  458  450  425  458  477  497  461  451  481  454  500  515  538  529  593  638  670  686  711  718  729  741  760  796  833  895  958 1016 1128 1246 1344 1450 1505 1596 1636 1621 1631 1627 1628 1658 1583 1486 1415 1322 1265 1159 1062  975  974 1063 1326 1736 2141 2568
+#brown, dry leaf (lehmus)
+758  236  148  430  347  435  438  495  439  454  472  471  461  459  458  479  492  482  499  513  520  545  567  594  623  647  698  717  744  792  803  834  864  876  916  932  963 1013 1025 1060 1099 1118 1153 1175 1207 1242 1268 1266 1284 1305 1305 1304 1353 1360 1330 1332 1413 1502 1610 1682 1737
+#yellow leaf (lehmus)
+1668  709  221  401  397  301  310  342  346  296  340  350  362  368  365  373  375  411  467  495  549  669  860 1032 1204 1379 1562 1657 1740 1822 1855 1882 1939 1953 1992 2035 2035 2079 2027 2079 2067 2098 2081 2106 2124 2100 2098 2025 1928 1858 1772 1763 1729 1679 1605 1666 1915 2222 2485 2645 2724
+#orange leaf (mustikka)
+1062  236  369  344  124  267  364  364  398  429  441  424  438  440  435  417  441  455  481  477  481  529  542  553  557  586  592  602  611  652  676  739  793  858  923 1044 1188 1307 1433 1585 1650 1716 1677 1717 1731 1754 1771 1747 1714 1677 1579 1480 1371 1242 1119 1072 1226 1464 1799 2205 2405
+#green leaf (mustikka)
+910  551  221  229  347  334  438  400  429  413  420  435  451  426  449  441  488  494  534  580  640  726  877 1011 1147 1257 1378 1415 1456 1468 1454 1444 1435 1354 1319 1297 1223 1185 1192 1146 1107 1061  992  984  964  981  971  921  861  808  761  722  654  591  582  574  669  830 1104 1463 1817
+#red leaf (mustikka)
+758  236  295   86  298  267  246  240  274  251  267  244  257  253  258  245  255  246  236  245  255  259  245  244  255  256  256  245  234  246  244  249  241  254  254  256  260  270  297  334  391  479  555  629  685  774  886  990 1129 1212 1227 1299 1341 1336 1314 1357 1433 1541 1651 1786 1875
+#yellow leaf (pihlaja)
+1062  394  443  430  347  368  428  335  336  352  361  338  354  351  340  335  383  397  437  469  512  638  817 1015 1223 1441 1631 1743 1832 1922 2017 2039 2130 2205 2262 2338 2369 2445 2523 2527 2562 2593 2515 2533 2563 2587 2597 2573 2575 2580 2502 2415 2290 2157 2030 1986 2070 2279 2580 2773 2880
+#orange leaf (pihlaja)
+0  394  184   86  149  201  267  269  248  247  240  256  267  277  253  256  263  263  269  283  294  321  362  396  446  461  480  486  513  515  539  556  608  636  676  755  824  915  995 1100 1256 1388 1499 1593 1667 1773 1920 2027 2116 2190 2219 2328 2361 2432 2399 2399 2441 2527 2565 2564 2633
+#red leaf (pihlaja)
+0  236  221  172  248  167  182  189  202  166  195  191  188  182  180  183  176  170  180  178  177  177  174  178  180  179  177  185  186  194  200  210  211  225  235  275  357  440  525  623  748  836  889  927  949  985 1046 1075 1050 1007  946  898  808  732  646  624  741  932 1259 1618 1962
+#red leaf (pihlaja)
+910  709  295  344  323  234  225  233  212  227  222  206  204  201  214  216  218  213  216  204  202  206  214  214  222  221  229  225  219  228  227  231  238  243  264  286  328  400  444  556  705  831  938 1039 1088 1206 1329 1422 1510 1596 1625 1705 1707 1752 1792 1811 1844 1870 1951 1954 1962
+#brown leaf (pihlaja)
+455  394  295  258  248  167  246  218  233  194  219  197  191  201  180  192  205  186  200  198  189  189  197  187  196  195  198  197  192  189  195  189  198  205  229  227  242  276  299  335  372  408  420  442  454  464  493  495  449  440  403  372  341  288  286  287  319  436  651 1007 1447
+#black, dry leaf (pihlaja)
+0   79  111  172  174  201  214  211  207  207  191  200  196  206  196  194  203  207  204  208  210  212  211  208  209  219  222  224  231  241  232  244  249  250  267  264  262  269  282  277  289  284  279  302  289  308  313  315  310  325  313  319  356  340  331  347  356  352  364  373  352
+#red berry (pihlaja)
+0    0    0    0   25   84  128   87  165  130  167  147  155  146  148  165  158  159  164  160  158  158  157  157  173  173  179  195  210  234  264  302  349  386  461  572  735  886 1038 1216 1376 1521 1607 1691 1728 1769 1842 1843 1865 1910 1881 1920 1909 1909 1891 1879 1915 1879 1878 1843 1832
+#brown, old berry (pihlaja)
+758  315  258  430  248  301  299  247  259  259  271  265  265  277  269  276  274  271  289  279  286  302  318  316  348  350  379  408  416  443  457  467  487  486  504  511  535  559  580  598  615  641  635  620  643  685  683  682  706  720  714  717  735  737  729  733  750  744  775  765  751
+#orange leaf (terttuselja)
+0    0  111   57  124  134  182  225  227  255  285  271  290  287  267  267  274  277  299  287  294  305  304  320  323  308  328  333  335  353  357  375  382  414  434  474  548  585  670  755  842  977 1011 1056 1103 1170 1244 1270 1293 1298 1245 1214 1113 1036  927  908 1037 1314 1568 1876 2129
+#red berry (terttuselja)
+152  236  221  115   99  100   75   80   78   57   59   62   64   65   68   71   66   68   69   69   64   62   67   68   68   72   76   72   75   68   72   75   70   74   74   91   96  113  124  153  184  223  230  249  260  280  301  300  317  314  320  338  318  314  315  315  319  320  335  346  330
+#green leaf (paju)
+1668  551  516  773  993  819  962  895  936  915  986  974  935  947  937  935  995  992 1069 1095 1181 1317 1547 1751 1996 2215 2475 2581 2629 2678 2696 2669 2715 2696 2612 2593 2499 2447 2506 2413 2408 2364 2235 2166 2215 2237 2201 2171 2069 1993 1885 1825 1717 1525 1477 1439 1548 1834 2223 2648 2956
+#yellow leaf (paju)
+2882 1417  516  916  670  903  802  880  853  822  854  874  863  849  852  869  927  945 1033 1091 1191 1399 1667 1923 2201 2464 2733 2886 2927 3028 3042 3047 3123 3113 3112 3137 3109 3121 3109 3136 3128 3090 3028 2977 3069 3051 3097 3056 2975 2917 2847 2820 2711 2563 2433 2426 2524 2712 3026 3259 3341
+#yellow leaf (paju)
+1668 1417  996  830  893  986  952  931  967  952  948 1000 1008 1002  978 1030 1004 1071 1164 1199 1283 1428 1667 1893 2082 2282 2489 2572 2650 2763 2808 2802 2871 2894 2927 2962 2987 3002 3015 2978 3040 3059 3055 3053 3091 3106 3180 3147 3185 3194 3119 3177 3184 3159 3123 3105 3188 3148 3191 3132 3185
+#brown leaf (paju)
+1213  630  590  573  472  485  503  451  486  470  490  480  481  478  494  490  518  531  536  544  566  576  611  621  661  686  729  762  804  841  886  920  965  990 1008 1089 1126 1162 1201 1254 1306 1349 1367 1390 1396 1451 1476 1494 1505 1564 1577 1620 1596 1608 1621 1628 1697 1735 1780 1789 1814
+#white leaf (vadelma)
+0  866 1107  888 1439 1337 1379 1418 1515 1511 1525 1553 1543 1578 1586 1573 1623 1575 1619 1629 1608 1650 1656 1645 1719 1732 1762 1759 1757 1769 1773 1764 1771 1776 1776 1785 1766 1764 1758 1742 1762 1762 1755 1738 1744 1769 1765 1743 1731 1722 1711 1731 1734 1705 1637 1655 1691 1700 1736 1816 1897
+#brown leaf (vadelma) 
+455  709  332  229  223  217  214  204  233  211  226  221  224  218  237  225  240  240  247  249  245  253  260  256  272  276  290  290  294  301  305  302  306  314  314  331  336  338  342  351  346  349  366  352  379  382  398  406  400  397  392  396  391  390  409  399  416  439  455  534  555
+#brown, old leaf (voikukka)
+303  236  332  258  323  201  289  298  295  308  320  321  313  301  301  307  302  318  313  315  321  323  322  335  338  330  328  335  335  325  334  344  342  356  355  374  381  400  426  459  494  503  520  511  539  555  575  540  510  508  492  466  452  418  398  419  451  579  749 1020 1367
+#red leaf (voikukka)
+303  236  111  286  397  368  289  262  269  275  285  265  280  265  269  267  272  242  245  243  245  231  235  235  226  217  213  210  214  219  215  216  234  235  234  256  282  306  322  368  443  523  598  677  727  827  955 1037 1146 1255 1275 1376 1439 1428 1445 1442 1525 1622 1739 1843 1951
+#gray, dry leaf (kielo)
+1972 2362 1918 1604 2010 2106 2085 2015 2068 2074 2202 2250 2277 2269 2270 2299 2331 2375 2399 2395 2410 2510 2556 2582 2693 2748 2785 2833 2836 2846 2861 2877 2918 2929 2927 2929 2919 2957 2970 2941 2986 3033 2923 2931 3029 3015 3049 2987 3051 3034 2938 2996 3050 3065 3010 2957 3024 2990 2988 3034 3032
+#green leaf (koristeviinimarjapensas)
+1972  945  701  601  496  535  385  349  357  340  340  338  331  320  326  344  336  341  358  348  358  358  385  418  433  468  487  491  498  530  533  529  534  528  525  533  519  519  520  510  510  523  510  521  519  523  547  515  493  474  461  452  444  431  433  421  477  556  730  983 1255
+#orange leaf (koristeviinimarjapensas)
+1820  709  627  659  571  685  545  509  512  559  587  568  558  559  574  576  589  581  623  671  691  772  863  903  988 1021 1070 1099 1129 1155 1195 1221 1275 1303 1343 1425 1488 1565 1623 1695 1776 1823 1846 1883 1920 1986 2035 2025 1958 1975 1913 1871 1805 1697 1662 1630 1729 1873 2131 2346 2535
+#red leaf (koristeviinimarjapensas)
+1062  945  258  515  372  301  321  327  315  316  313  306  293  299  292  291  280  285  307  269  272  272  283  265  285  273  280  275  286  270  284  282  293  309  306  324  368  392  453  544  666  772  864  956 1041 1141 1300 1386 1459 1560 1572 1652 1669 1658 1664 1625 1766 1959 2153 2326 2434
+#orange leaf (koristepensas, tuntematon)
+1062  315  295  401  596  518  599  531  589  551  601  615  629  648  615  646  659  672  732  699  755  813  865  890  925  955  999  996  990 1021 1088 1123 1188 1214 1294 1413 1504 1605 1710 1806 1954 2052 2119 2171 2283 2364 2461 2449 2454 2528 2518 2528 2504 2523 2498 2470 2516 2572 2647 2655 2680
+#yellow leaf (koristepensas, tuntematon)
+2730 1339  959 1060  819  869  930  960 1029 1081 1105 1124 1169 1171 1183 1233 1267 1340 1459 1554 1649 1831 2048 2215 2334 2436 2562 2611 2590 2651 2684 2700 2753 2776 2803 2820 2796 2869 2931 2923 2947 2928 2872 2874 2941 2963 3033 2979 2904 3007 2915 2943 2893 2916 2853 2826 2814 2894 2950 2971 2996
+#yellow leaf (koristepensas, tuntematon)
+910  551  996  945 1142 1120 1165 1084 1169 1183 1292 1362 1431 1441 1486 1564 1629 1712 1858 1957 2081 2245 2470 2624 2769 2866 2942 2988 2971 3025 3045 3005 3084 3109 3087 3101 3095 3103 3126 3109 3093 3090 3050 3039 3120 3148 3160 3058 3060 3075 3033 2994 2972 2947 2949 2867 2946 2951 2998 3004 3079
+#yellow leaf (vaahtera)
+303 1024  590  487  546  351  406  407  445  429  417  468  463  459  490  474  512  517  631  675  753  899 1133 1291 1394 1559 1762 1878 1976 2068 2174 2226 2319 2383 2424 2495 2550 2595 2657 2645 2726 2780 2745 2763 2818 2874 2914 2890 2870 2953 2838 2888 2908 2963 2912 2848 2972 2924 2931 2947 2952
+#yellow leaf (vaahtera)
+0  472  516  487  546  535  513  495  517  579  580  603  581  607  588  602  614  659  748  784  891 1126 1434 1681 1932 2118 2349 2440 2499 2627 2698 2700 2753 2783 2836 2882 2895 2940 2992 2952 3013 3049 2996 3007 3093 3064 3156 3080 3009 3088 3024 3037 3067 3096 3035 3020 3032 3026 3058 3051 3061
+#yellow leaf (vaahtera)
+1062  787  627  974  844 1086  941 1011  988 1057 1146 1227 1291 1353 1422 1456 1537 1606 1704 1724 1791 1932 2020 2060 2199 2243 2296 2410 2426 2510 2588 2603 2689 2713 2724 2806 2809 2879 2928 2926 2993 3021 2984 2971 3032 3096 3098 3080 3081 3174 3068 3112 3153 3130 3136 3080 3150 3157 3124 3138 3145
+#orange leaf (vaahtera)
+1517  551  664  659  521  585  460  385  424  389  375  374  359  380  371  373  379  387  378  394  405  416  463  496  536  542  577  579  619  642  678  710  777  829  894 1035 1174 1334 1484 1611 1798 1941 2012 2065 2135 2229 2286 2317 2332 2357 2323 2330 2292 2236 2137 2093 2180 2240 2368 2487 2528
+#red leaf (vaahtera)
+758  551  516  659  596  719  652  611  620  612  643  641  624  600  597  589  595  589  612  578  590  584  599  585  596  610  597  581  583  590  603  610  618  655  678  722  815  900  994 1084 1171 1249 1243 1283 1290 1320 1357 1291 1193 1147 1074 1041 1020  968  860  864  942 1102 1448 1900 2271
+#brown leaf (vaahtera)
+3033 1181  849  745  794  568  588  582  543  567  608  597  606  619  618  649  672  699  746  778  784  858  892  973 1035 1050 1171 1241 1238 1312 1397 1416 1450 1491 1539 1605 1650 1715 1749 1800 1876 1897 1907 1920 1959 1995 2080 2066 2062 2151 2096 2183 2217 2228 2233 2246 2323 2333 2381 2363 2372
+#brown leaf (vaahtera)
+1820 1102  406  258  397  435  267  298  279  255  299  256  283  280  276  276  298  308  317  331  368  391  433  473  519  568  657  694  727  812  891  931 1004 1018 1068 1143 1196 1266 1314 1350 1423 1467 1482 1523 1579 1662 1710 1690 1733 1777 1774 1840 1843 1912 1963 1967 2036 2016 2074 2108 2111
+#brown leaf (vaahtera)
+758  866  406  458  447  468  503  473  398  441  455  459  425  442  444  432  465  457  451  453  455  475  498  490  519  527  565  588  614  646  691  695  718  750  793  842  883  915  981 1016 1075 1133 1135 1180 1231 1271 1317 1351 1382 1499 1472 1526 1585 1600 1686 1726 1772 1801 1840 1896 1919
+#brown leaf (vaahtera)
+303  157  332  258  273  234  257  240  259  259  278  300  275  270  276  278  278  273  285  297  298  294  314  331  348  348  379  370  381  404  417  423  433  448  460  480  493  511  522  545  578  607  608  625  649  668  713  726  736  786  788  823  836  876  863  889  945  968  996 1051 1085
+#red leaf (pihlaja)
+910  315  221  200  199  234  267  255  238  235  229  244  242  232  219  232  242  234  230  220  224  224  228  231  232  230  236  232  217  219  232  228  228  229  232  253  262  287  306  337  378  410  428  429  462  489  521  503  498  508  466  449  404  395  374  361  399  514  734 1061 1400
--- a/statred/ass2/pca_main.py
+++ b/statred/ass2/pca_main.py
+#!/usr/bin/env python
+"""
+File:         PCA_Main.py
+Class:        Statistisch Redeneren 2011
+Author:       Joris Stork
+Student nr:   6185320
+Created:      18 April 2011
+Modified:     18 April 2011
+
+The main routine for the PCA lab exercise, and the PCA() function, which reads
+in the relevant data, performs a PCA analysis, displays a 'scree diagram'.
+"""
+
+import sys
+from pylab import eigh, argsort
+import pickle
+
+# choose number of relevant principal components by looking at scree diagram
+K_VALUE = 6
+DETAIL_D = 25
+SCREE_FILE = 'figure_1_scree.pdf'
+IMAGE_FILE = 'trui.png'
+EV_FILE = 'eigenvectors'
+BIG_MATRIX_FILE = 'big_matrix'
+MEAN_FILE = 'mean'
+welcome = '*** The PCA programme ***'
+
+# R v.d. Boomgaard's wrapper to return the eigenvalues in sorted order
+def sorted_eig(M):
+    d,U = eigh(M)
+    # store sorted index numbers in si
+    si = argsort(d)[-1::-1]
+    # use sorted index numbers to place elements from d in sorted order
+    d = d[si]
+    # so the same with columns of U
+    U = U[:,si]
+    print 'Sorted the eigenvalues and eigenvectors.'
+    return (d,U)
+
+# converts the data file into a matrix (credit: R.vd.Boomgaard)
+def PCA(img, scree_file, ev_file, mean_file, big_matrix_file):
+
+    # load the image data
+    img = img
+    print 'Loaded the image file.'
+    n,N = img.shape
+
+    # nr of details of size DETAIL_D X DETAIL_D in an n X m image
+    nr_details = (n - DETAIL_D + 1) * (N - DETAIL_D + 1)
+
+    # nr of variables in a detail
+    detail_size = DETAIL_D * DETAIL_D
+
+    # matrix whose columns are the (nr_details) details of the image
+    big_m = zeros((detail_size, nr_details), dtype='float')
+
+    printer = 0
+
+    # populate big_m with all details from img: one detail per column
+    sys.stdout.write('Populating the big matrix with all details')
+    sys.stdout.flush()
+    for i in range (nr_details):
+        for j in range (detail_size):
+            printer += 1
+            x =  (int(j / DETAIL_D) % DETAIL_D) + int(i / (N - DETAIL_D + 1))
+            y =  (j % DETAIL_D) + (i % (N - DETAIL_D))
+            big_m[j, i] = img[x, y]
+            if ((printer % 1000000) == 0):
+                sys.stdout.write('.')
+                sys.stdout.flush()
+    print ' Done.'
+
+    #
+    # now we're going to derive the covariance matrix of our big matrix using an
+    # incremental, memory-saving method:
+    #
+
+    # matrix that holds the running sum of each detail multiplied by its transpose
+    sigma_runner = zeros((detail_size, detail_size), dtype = 'float')
+
+    # vector that holds the running sum of the details
+    mean_runner = zeros((detail_size, 1), dtype = 'float').flatten(1)
+
+    # incrementally compute the runner
+    sys.stdout.write('Incrementally calculating Sigma and mean')
+    for i in range (nr_details):
+        sigma_runner = sigma_runner + big_m[:,i] * big_m[:,i].reshape(detail_size,1)
+        mean_runner = add(big_m[:,i], mean_runner)
+        if (i % 2000 == 0):
+            sys.stdout.write('.')
+            sys.stdout.flush()
+    print ' Done.'
+
+    bigm_mean = mean_runner / nr_details
+    temp = sigma_runner - nr_details * (bigm_mean * bigm_mean.reshape(detail_size,1))
+    Sigma = temp / (nr_details - 1)
+
+    # calculate eigenvalues and eigenvectors
+    d, U = sorted_eig(Sigma)
+
+    # plot (ordered) eigenvalues, save to pdf file
+    plot(d)
+    savefig(scree_file)
+
+    print '%s%s' % ('Saved scree diagram to ', scree_file)
+
+    file = open(big_matrix_file, 'w')
+    pickle.dump(big_m, file)
+
+    print '%s%s' % ('Saved matrix of image details to ', big_matrix_file)
+
+    file = open(ev_file, 'w')
+    pickle.dump(U, file)
+
+    print '%s%s' % ('Saved eigenvectors to ', ev_file)
+
+    file = open(mean_file, 'w')
+    pickle.dump(bigm_mean, file)
+
+    print '%s%s' % ('Saved mean to ', mean_file)
+
+    return U
+
+if __name__ == '__main__':
+    print "\n",welcome
+    img = imread(IMAGE_FILE)
+    U = PCA(img, SCREE_FILE, EV_FILE, MEAN_FILE, BIG_MATRIX_FILE)
+    #eigenimages(U, K_VALUE)
+    #reconstruct(K_VALUE, (40,70))
+
--- a/statred/ass2/reconstruct.py
+++ b/statred/ass2/reconstruct.py
+#!/usr/bin/env python
+"""
+File:         Reconstruct.py
+Class:        Statistisch Redeneren 2011
+Author:       Joris Stork
+Student nr:   6185320
+Created:      18 April 2011
+Modified:     18 April 2011
+
+performs reconstruction
+"""
+
+import pickle
+from pylab import figure, subplot, gray, imshow, dot
+REC_IMG_FILE = 'figure_3_3_details.pdf'
+SCREE_FILE = 'figure_3_1_scree.pdf'
+BIG_MATRIX_FILE = 'big_matrix'
+EV_FILE = 'eigenvectors'
+MEAN_FILE = 'mean'
+E_IMAGES_FILE = 'figure_3_2_eigen_images.pdf'
+welcome = '*** Reconstructor ***'
+NR_COMPONENTS = 6
+DETAIL_NR = 10123
+DETAIL_D = 25
+
+
+# performs reconstruction
+def reconstruct(k, detail_nr):
+
+    # load a sample of the full image
+    file = open(BIG_MATRIX_FILE, 'r')
+    big_m = pickle.load(file)
+    print 'big_m'
+    print big_m.shape
+    detail = big_m[:, detail_nr]
+    print '%s%s%s' % ('Loaded image detail from file: \'', BIG_MATRIX_FILE,'\'')
+
+    # load eigenvectors generated by pca_main
+    file = open(EV_FILE, 'r')
+    U = pickle.load(file)
+    print '%s%s%s' % ('Loaded eigenvectors from file: \'', EV_FILE,'\'')
+
+    # load mean generated by pca_main
+    file = open(MEAN_FILE, 'r')
+    bigm_mean = pickle.load(file)
+    print '%s%s%s' % ('Loaded eigenvectors from file: \'', MEAN_FILE,'\'')
+
+    # translate + transform detail to eigenbasis + remove last (detail size - k) elements
+    temp = detail - bigm_mean
+    eig_detail = dot(U.transpose(), temp)
+    print 'eig_detail'
+    print eig_detail.shape
+    eig_detail_k = eig_detail[0:k]
+
+    # transform + translate back to reconstruct
+    kU = U[:,0:k]
+    reconstructed = dot(kU, eig_detail_k)
+    reconstructed = reconstructed + bigm_mean
+    reconstructed = reconstructed.reshape(DETAIL_D, DETAIL_D)
+
+    # plot original detail and reconstructed detail side by side, save to file
+    detail = detail.reshape(DETAIL_D, DETAIL_D)
+    fig3 = figure(3)
+    subplot(1,2,1)
+    imshow(detail)
+    gray()
+    subplot(1,2,2)
+    imshow(reconstructed)
+    gray()
+    fig3.savefig(REC_IMG_FILE)
+    print '%s%s%s' % ('Saved detail and reconstructed detail to: \'',
+            REC_IMG_FILE,'\'')
+
+if __name__ == '__main__':
+    print "\n",welcome
+    reconstruct(NR_COMPONENTS, DETAIL_NR)
--- a/statred/ass2/trui.png
+++ b/statred/ass2/trui.png