In [1]:
%pylab inline
from pylab import *
import codecs,string,os,sys,os.path,glob,re


Populating the interactive namespace from numpy and matplotlib

The CLSTM command line tools take their training data in HDF5 files (you will evenutally also be able to train directly from images saved on disk, as in ocropy, but that's not quite implemented yet). This illustrates how to store images into an HDF5 file and then how to run the clstmctc training tool on the data.

The UW3-500 Dataset

We illustrate loading data with the uw3-500.tgz dataset, available from tmbdev.net.


In [2]:
!test -f uw3-500.tgz || wget -nd http://www.tmbdev.net/ocrdata/uw3-500.tgz


--2015-06-03 14:02:53--  http://www.tmbdev.net/ocrdata/uw3-500.tgz
Resolving www.tmbdev.net (www.tmbdev.net)... 69.163.203.33
Connecting to www.tmbdev.net (www.tmbdev.net)|69.163.203.33|:80... connected.
HTTP request sent, awaiting response... 200 OK
Length: 1401847 (1.3M) [text/plain]
Saving to: ‘uw3-500.tgz’

100%[======================================>] 1,401,847    815KB/s   in 1.7s   

2015-06-03 14:02:55 (815 KB/s) - ‘uw3-500.tgz’ saved [1401847/1401847]

Let's untar the file unless it has already been untarred.


In [3]:
!test -d book || tar -zxvf uw3-500.tgz


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book/1337/010044.gt.txt
book/0643/
book/0643/010024.gt.txt
book/0643/010024.bin.png
book/0255/
book/0255/010031.gt.txt
book/0255/010031.bin.png
book/0623/
book/0623/010038.bin.png
book/0623/010038.gt.txt
book/1206/
book/1206/010018.gt.txt
book/1206/010018.bin.png
book/1069/
book/1069/010107.bin.png
book/1069/010008.bin.png
book/1069/010107.gt.txt
book/1069/010008.gt.txt
book/1548/
book/1548/010046.bin.png
book/1548/010046.gt.txt
book/1568/
book/1568/010075.gt.txt
book/1568/010075.bin.png
book/0496/
book/0496/010012.bin.png
book/0496/010012.gt.txt
book/0513/
book/0513/010064.gt.txt
book/0513/010064.bin.png
book/0878/
book/0878/010086.bin.png
book/0878/010086.gt.txt
book/0173/
book/0173/010009.gt.txt
book/0173/010015.gt.txt
book/0173/010009.bin.png
book/0173/010015.bin.png
book/1471/
book/1471/010085.bin.png
book/1471/010085.gt.txt
book/0796/
book/0796/010041.bin.png
book/0796/010043.bin.png
book/0796/010041.gt.txt
book/0796/010043.gt.txt
book/0859/
book/0859/010037.bin.png
book/0859/010037.gt.txt
book/1482/
book/1482/010042.bin.png
book/1482/010042.gt.txt
book/0955/
book/0955/010055.bin.png
book/0955/010055.gt.txt
book/1219/
book/1219/010024.gt.txt
book/1219/010024.bin.png
book/0412/
book/0412/010052.bin.png
book/0412/010052.gt.txt
book/1380/
book/1380/010003.gt.txt
book/1380/010086.bin.png
book/1380/010003.bin.png
book/1380/010086.gt.txt
book/1107/
book/1107/010018.gt.txt
book/1107/010018.bin.png
book/0194/
book/0194/010024.gt.txt
book/0194/010024.bin.png
book/0587/
book/0587/010001.bin.png
book/0587/010001.gt.txt
book/0587/010023.gt.txt
book/0587/010023.bin.png
book/0634/
book/0634/010085.bin.png
book/0634/010085.gt.txt
book/0528/
book/0528/010015.gt.txt
book/0528/010015.bin.png
book/0479/
book/0479/010101.bin.png
book/0479/010101.gt.txt
book/0175/
book/0175/010047.gt.txt
book/0175/010047.bin.png
book/0852/
book/0852/010006.gt.txt
book/0852/010006.bin.png
book/0937/
book/0937/010001.bin.png
book/0937/010001.gt.txt
book/0651/
book/0651/010072.gt.txt
book/0651/010072.bin.png
book/0651/010054.gt.txt
book/0651/010054.bin.png
book/0377/
book/0377/010039.gt.txt
book/0377/010047.gt.txt
book/0377/010044.bin.png
book/0377/010047.bin.png
book/0377/010044.gt.txt
book/0377/010039.bin.png
book/0956/
book/0956/010023.gt.txt
book/0956/010023.bin.png
book/1519/
book/1519/010046.bin.png
book/1519/010046.gt.txt
book/1260/
book/1260/010002.gt.txt
book/1260/010002.bin.png
book/0812/
book/0812/010008.bin.png
book/0812/010008.gt.txt
book/0638/
book/0638/010025.gt.txt
book/0638/010025.bin.png
book/1130/
book/1130/010061.gt.txt
book/1130/010061.bin.png
book/0240/
book/0240/010002.gt.txt
book/0240/010027.bin.png
book/0240/010027.gt.txt
book/0240/010002.bin.png
book/1508/
book/1508/010033.gt.txt
book/1508/010033.bin.png
book/0280/
book/0280/010022.gt.txt
book/0280/010022.bin.png
book/1126/
book/1126/010078.bin.png
book/1126/010078.gt.txt
book/0633/
book/0633/010014.gt.txt
book/0633/010014.bin.png
book/0570/
book/0570/010008.bin.png
book/0570/010008.gt.txt
book/0565/
book/0565/010001.bin.png
book/0565/010001.gt.txt
book/0814/
book/0814/010004.gt.txt
book/0814/010004.bin.png
book/1435/
book/1435/010035.gt.txt
book/1435/010035.bin.png
book/1318/
book/1318/010031.gt.txt
book/1318/010031.bin.png
book/1392/
book/1392/010041.bin.png
book/1392/010041.gt.txt
book/0142/
book/0142/010031.gt.txt
book/0142/010031.bin.png
book/0188/
book/0188/010059.bin.png
book/0188/010059.gt.txt
book/0414/
book/0414/010068.gt.txt
book/0414/010068.bin.png
book/0186/
book/0186/010028.bin.png
book/0186/010028.gt.txt
book/0272/
book/0272/010025.gt.txt
book/0272/010008.bin.png
book/0272/010025.bin.png
book/0272/010008.gt.txt
book/1132/
book/1132/010007.gt.txt
book/1132/010007.bin.png
book/1132/010098.bin.png
book/1132/010098.gt.txt
book/1132/010040.gt.txt
book/1132/010040.bin.png
book/1158/
book/1158/010035.gt.txt
book/1158/010047.gt.txt
book/1158/010015.gt.txt
book/1158/010081.bin.png
book/1158/010047.bin.png
book/1158/010015.bin.png
book/1158/010081.gt.txt
book/1158/010035.bin.png
book/1071/
book/1071/010112.gt.txt
book/1071/010031.gt.txt
book/1071/010031.bin.png
book/1071/010061.gt.txt
book/1071/010061.bin.png
book/1071/010112.bin.png
book/0407/
book/0407/010046.bin.png
book/0407/010046.gt.txt
book/0413/
book/0413/010076.bin.png
book/0413/010009.gt.txt
book/0413/010009.bin.png
book/0413/010076.gt.txt
book/0306/
book/0306/010003.gt.txt
book/0306/010003.bin.png
book/1138/
book/1138/010077.gt.txt
book/1138/010077.bin.png
book/0241/
book/0241/010015.gt.txt
book/0241/010015.bin.png
book/0603/
book/0603/010051.gt.txt
book/0603/010031.gt.txt
book/0603/010031.bin.png
book/0603/010018.gt.txt
book/0603/010051.bin.png
book/0603/010018.bin.png
book/0160/
book/0160/010036.bin.png
book/0160/010036.gt.txt
book/1502/
book/1502/010057.bin.png
book/1502/010044.bin.png
book/1502/010044.gt.txt
book/1502/010057.gt.txt
book/1406/
book/1406/010041.bin.png
book/1406/010041.gt.txt
book/1108/
book/1108/010026.gt.txt
book/1108/010026.bin.png
book/0508/
book/0508/010056.bin.png
book/0508/010056.gt.txt
book/0195/
book/0195/010019.bin.png
book/0195/010019.gt.txt
book/1357/
book/1357/010001.bin.png
book/1357/010001.gt.txt
book/0316/
book/0316/010063.bin.png
book/0316/010063.gt.txt
book/0488/
book/0488/010006.gt.txt
book/0488/010006.bin.png
book/0137/
book/0137/010045.gt.txt
book/0137/010045.bin.png
book/1591/
book/1591/010070.bin.png
book/1591/010070.gt.txt
book/1142/
book/1142/010118.gt.txt
book/1142/010118.bin.png
book/1452/
book/1452/010022.gt.txt
book/1452/010022.bin.png
book/0211/
book/0211/010012.bin.png
book/0211/010012.gt.txt
book/0575/
book/0575/010019.bin.png
book/0575/010019.gt.txt
book/1335/
book/1335/010027.bin.png
book/1335/010027.gt.txt
book/0855/
book/0855/010082.bin.png
book/0855/010082.gt.txt
book/0924/
book/0924/010019.bin.png
book/0924/010019.gt.txt
book/0640/
book/0640/010018.gt.txt
book/0640/010018.bin.png
book/1113/
book/1113/010043.bin.png
book/1113/010043.gt.txt
book/0189/
book/0189/010096.bin.png
book/0189/010096.gt.txt
book/1272/
book/1272/010076.bin.png
book/1272/010077.gt.txt
book/1272/010077.bin.png
book/1272/010076.gt.txt
book/0834/
book/0834/010025.gt.txt
book/0834/010023.gt.txt
book/0834/010025.bin.png
book/0834/010023.bin.png
book/0385/
book/0385/010009.gt.txt
book/0385/010009.bin.png
book/0456/
book/0456/010058.gt.txt
book/0456/010058.bin.png
book/1229/
book/1229/010003.gt.txt
book/1229/010056.bin.png
book/1229/010003.bin.png
book/1229/010056.gt.txt
book/1152/
book/1152/010058.gt.txt
book/1152/010056.bin.png
book/1152/010060.bin.png
book/1152/010060.gt.txt
book/1152/010056.gt.txt
book/1152/010058.bin.png
book/1469/
book/1469/010006.gt.txt
book/1469/010008.bin.png
book/1469/010006.bin.png
book/1469/010008.gt.txt
book/1262/
book/1262/010065.gt.txt
book/1262/010065.bin.png
book/1320/
book/1320/010046.bin.png
book/1320/010046.gt.txt
book/0626/
book/0626/010062.bin.png
book/0626/010062.gt.txt
book/0383/
book/0383/010001.bin.png
book/0383/010001.gt.txt
book/0628/
book/0628/010013.gt.txt
book/0628/010013.bin.png
book/1143/
book/1143/010021.bin.png
book/1143/010021.gt.txt
book/1459/
book/1459/010040.gt.txt
book/1459/010040.bin.png
book/0809/
book/0809/010039.gt.txt
book/0809/010039.bin.png
book/0489/
book/0489/010028.bin.png
book/0489/010028.gt.txt
book/1059/
book/1059/010098.bin.png
book/1059/010098.gt.txt
book/1531/
book/1531/010022.gt.txt
book/1531/010022.bin.png
book/0892/
book/0892/010031.gt.txt
book/0892/010031.bin.png
book/1026/
book/1026/010010.bin.png
book/1026/010010.gt.txt
book/1534/
book/1534/010061.gt.txt
book/1534/010061.bin.png
book/1466/
book/1466/010046.bin.png
book/1466/010046.gt.txt
book/0121/
book/0121/010017.gt.txt
book/0121/010017.bin.png
book/1061/
book/1061/010055.bin.png
book/1061/010055.gt.txt
book/0034/
book/0034/010034.gt.txt
book/0034/010034.bin.png
book/1546/
book/1546/010031.gt.txt
book/1546/010031.bin.png
book/0974/
book/0974/010042.bin.png
book/0974/010042.gt.txt
book/1375/
book/1375/010007.gt.txt
book/1375/010007.bin.png
book/0159/
book/0159/010007.gt.txt
book/0159/010007.bin.png
book/1490/
book/1490/010065.gt.txt
book/1490/010065.bin.png
book/1003/
book/1003/010049.bin.png
book/1003/010049.gt.txt
book/1171/
book/1171/010046.bin.png
book/1171/010046.gt.txt
book/1432/
book/1432/010005.bin.png
book/1432/010005.gt.txt
book/1077/
book/1077/010059.bin.png
book/1077/010059.gt.txt
book/1282/
book/1282/010021.bin.png
book/1282/010021.gt.txt
book/1051/
book/1051/010039.gt.txt
book/1051/010039.bin.png
book/0293/
book/0293/010123.gt.txt
book/0293/010123.bin.png
book/0523/
book/0523/010068.gt.txt
book/0523/010068.bin.png
book/1528/
book/1528/010010.bin.png
book/1528/010010.gt.txt
book/0853/
book/0853/010092.bin.png
book/0853/010092.gt.txt
book/1389/
book/1389/010003.gt.txt
book/1389/010003.bin.png
book/1387/
book/1387/010035.gt.txt
book/1387/010064.gt.txt
book/1387/010064.bin.png
book/1387/010035.bin.png
book/1078/
book/1078/010076.bin.png
book/1078/010076.gt.txt
book/1554/
book/1554/010025.gt.txt
book/1554/010025.bin.png
book/1164/
book/1164/010063.bin.png
book/1164/010063.gt.txt
book/1164/010084.gt.txt
book/1164/010084.bin.png
book/0313/
book/0313/010021.bin.png
book/0313/010021.gt.txt
book/1314/
book/1314/010062.bin.png
book/1314/010062.gt.txt
book/0106/
book/0106/010002.gt.txt
book/0106/010002.bin.png
book/1271/
book/1271/010003.gt.txt
book/1271/010003.bin.png
book/1478/
book/1478/010047.gt.txt
book/1478/010047.bin.png
book/0022/
book/0022/010005.bin.png
book/0022/010005.gt.txt
book/1183/
book/1183/010072.gt.txt
book/1183/010072.bin.png
book/1547/
book/1547/010006.gt.txt
book/1547/010052.bin.png
book/1547/010006.bin.png
book/1547/010052.gt.txt
book/1386/
book/1386/010032.bin.png
book/1386/010032.gt.txt
book/1489/
book/1489/010089.bin.png
book/1489/010089.gt.txt
book/1489/010091.gt.txt
book/1489/010091.bin.png
book/1193/
book/1193/010046.bin.png
book/1193/010046.gt.txt
book/0999/
book/0999/010003.gt.txt
book/0999/010047.gt.txt
book/0999/010003.bin.png
book/0999/010034.gt.txt
book/0999/010034.bin.png
book/0999/010047.bin.png
book/0999/010022.gt.txt
book/0999/010050.bin.png
book/0999/010022.bin.png
book/0999/010050.gt.txt
book/1319/
book/1319/010058.gt.txt
book/1319/010058.bin.png
book/0062/
book/0062/010033.gt.txt
book/0062/010033.bin.png
book/0525/
book/0525/010030.bin.png
book/0525/010030.gt.txt
book/1237/
book/1237/010059.bin.png
book/1237/010059.gt.txt
book/1453/
book/1453/010018.gt.txt
book/1453/010018.bin.png
book/0417/
book/0417/010033.gt.txt
book/0417/010056.bin.png
book/0417/010056.gt.txt
book/0417/010033.bin.png
book/0408/
book/0408/010003.gt.txt
book/0408/010047.gt.txt
book/0408/010003.bin.png
book/0408/010049.bin.png
book/0408/010047.bin.png
book/0408/010049.gt.txt
book/0026/
book/0026/010010.bin.png
book/0026/010010.gt.txt
book/1175/
book/1175/010006.gt.txt
book/1175/010006.bin.png
book/0941/
book/0941/010039.gt.txt
book/0941/010039.bin.png
book/0518/
book/0518/010044.bin.png
book/0518/010044.gt.txt
book/0370/
book/0370/010099.gt.txt
book/0370/010099.bin.png
book/0648/
book/0648/010028.bin.png
book/0648/010028.gt.txt
book/0140/
book/0140/010095.gt.txt
book/0140/010095.bin.png
book/1295/
book/1295/010009.gt.txt
book/1295/010009.bin.png
book/0755/
book/0755/010030.bin.png
book/0755/010030.gt.txt
book/0416/
book/0416/010055.bin.png
book/0416/010055.gt.txt
book/0601/
book/0601/010068.gt.txt
book/0601/010068.bin.png
book/0104/
book/0104/010009.gt.txt
book/0104/010009.bin.png
book/1507/
book/1507/010042.bin.png
book/1507/010042.gt.txt
book/1083/
book/1083/010056.bin.png
book/1083/010056.gt.txt
book/1116/
book/1116/010030.bin.png
book/1116/010089.bin.png
book/1116/010089.gt.txt
book/1116/010030.gt.txt
book/1137/
book/1137/010010.bin.png
book/1137/010023.gt.txt
book/1137/010023.bin.png
book/1137/010010.gt.txt
book/0868/
book/0868/010037.bin.png
book/0868/010037.gt.txt
book/0868/010028.bin.png
book/0868/010028.gt.txt
book/0033/
book/0033/010060.bin.png
book/0033/010060.gt.txt
book/0328/
book/0328/010050.bin.png
book/0328/010050.gt.txt
book/1155/
book/1155/010069.gt.txt
book/1155/010069.bin.png
book/0605/
book/0605/010026.gt.txt
book/0605/010026.bin.png
book/0526/
book/0526/010045.gt.txt
book/0526/010045.bin.png
book/0706/
book/0706/010004.gt.txt
book/0706/010004.bin.png
book/1064/
book/1064/010095.gt.txt
book/1064/010095.bin.png
book/0917/
book/0917/010054.gt.txt
book/0917/010054.bin.png
book/1348/
book/1348/010024.gt.txt
book/1348/010024.bin.png
book/0317/
book/0317/010093.gt.txt
book/0317/010133.bin.png
book/0317/010133.gt.txt
book/0317/010093.bin.png
book/0317/010042.bin.png
book/0317/010042.gt.txt
book/0591/
book/0591/010099.gt.txt
book/0591/010099.bin.png
book/1036/
book/1036/010021.bin.png
book/1036/010021.gt.txt
book/1539/
book/1539/010002.gt.txt
book/1539/010002.bin.png
book/0658/
book/0658/010002.gt.txt
book/0658/010002.bin.png
book/1133/
book/1133/010066.bin.png
book/1133/010066.gt.txt
book/1040/
book/1040/010056.bin.png
book/1040/010056.gt.txt
book/1253/
book/1253/010027.bin.png
book/1253/010027.gt.txt
book/0415/
book/0415/010035.gt.txt
book/0415/010033.gt.txt
book/0415/010057.bin.png
book/0415/010057.gt.txt
book/0415/010035.bin.png
book/0415/010033.bin.png
book/0749/
book/0749/010030.bin.png
book/0749/010030.gt.txt
book/1208/
book/1208/010032.bin.png
book/1208/010032.gt.txt
book/1208/010017.gt.txt
book/1208/010017.bin.png
book/0691/
book/0691/010073.bin.png
book/0691/010073.gt.txt
book/1243/
book/1243/010056.bin.png
book/1243/010056.gt.txt
book/1430/
book/1430/010025.gt.txt
book/1430/010025.bin.png
book/0172/
book/0172/010072.gt.txt
book/0172/010038.bin.png
book/0172/010038.gt.txt
book/0172/010072.bin.png
book/1362/
book/1362/010116.bin.png
book/1362/010116.gt.txt
book/1362/010055.bin.png
book/1362/010055.gt.txt
book/0184/
book/0184/010002.gt.txt
book/0184/010002.bin.png
book/1363/
book/1363/010007.gt.txt
book/1363/010007.bin.png
book/1418/
book/1418/010025.gt.txt
book/1418/010052.bin.png
book/1418/010045.gt.txt
book/1418/010025.bin.png
book/1418/010045.bin.png
book/1418/010052.gt.txt
book/0043/
book/0043/010006.gt.txt
book/0043/010006.bin.png
book/1170/
book/1170/010108.gt.txt
book/1170/010108.bin.png
book/1168/
book/1168/010023.gt.txt
book/1168/010023.bin.png
book/0174/
book/0174/010060.bin.png
book/0174/010060.gt.txt
book/0015/
book/0015/010023.gt.txt
book/0015/010023.bin.png
book/1070/
book/1070/010027.bin.png
book/1070/010027.gt.txt
book/0607/
book/0607/010008.bin.png
book/0607/010008.gt.txt
book/1367/
book/1367/010084.gt.txt
book/1367/010084.bin.png
book/0939/
book/0939/010086.bin.png
book/0939/010086.gt.txt
book/1097/
book/1097/010025.gt.txt
book/1097/010025.bin.png
book/0038/
book/0038/010048.gt.txt
book/0038/010048.bin.png
book/0785/
book/0785/010022.gt.txt
book/0785/010022.bin.png
book/1015/
book/1015/010015.gt.txt
book/1015/010015.bin.png
book/0257/
book/0257/010001.bin.png
book/0257/010001.gt.txt
book/0981/
book/0981/010043.bin.png
book/0981/010043.gt.txt

The UW3-500 dataset is a collection of text line images and corresponding ground truth transcription. It's organized as a directory tree of the form book/<page_no>/<line_id>.bin.png etc.


In [4]:
!ls book/0005/010001.*


book/0005/010001.bin.png  book/0005/010001.gt.txt

Let's now run clstmctc training. We report every 100 training steps. Since we didn't dewarp or size-normalize the lines, we need to use a dewarp=center argument to training.


In [25]:
!dewarp=center report_every=500 save_name=test save_every=10000 ntrain=11000 ../clstmctc uw3-500.h5


params hg_version e8159ab3bd6d+ lrate 0.0001 nhidden 100 nhidden2 -1 pseudo_batch 1 momentum 0.9 type BIDILSTM LSTM SoftmaxLayer
center_normalizer 4 1 0.3
dataset 500 48 center
Segmentation fault (core dumped)

In [5]:
!ls book/*/*.bin.png | sort -r > uw3.files
!sed 100q uw3.files > uw3-test.files
!sed 1,100d uw3.files > uw3-train.files
!wc -l uw3*.files


  100 uw3-test.files
  400 uw3-train.files
  500 uw3.files
 1000 total

In [ ]:
!params=1 save_name=uw3small save_every=1000 report_every=100 maxtrain=50000 test_every=1000 ../clstmocrtrain uw3-train.files uw3-test.files


#: seed = 0
got 400 files, 100 tests
got 83 classes
#: nhidden = 100
#: momentum = 0.9
#: rate = 0.0001
.stacked: 0.0001 0.9 in 0 48 out 0 83
.stacked.parallel: 0.0001 0.9 in 0 48 out 0 200
.stacked.parallel.lstm: 0.0001 0.9 in 0 48 out 0 100
.stacked.parallel.reversed: 0.0001 0.9 in 0 48 out 0 100
.stacked.parallel.reversed.lstm: 0.0001 0.9 in 0 48 out 0 100
.stacked.softmax: 0.0001 0.9 in 0 200 out 0 83
#: maxtrain = 50000
#: save_every = 1000
#: save_name = uw3small
#: report_every = 100
#: display = 0
#: test_every = 1000
0
TRU Table 3. Percent responses to questions ask-
ALN 
OUT 
100
TRU that only those neighbors are taken into account which do not
ALN ttatt       eeeeer  e   nn    n          o ooot
OUT 
200
TRU rived it, and the equation follows:
ALN rived it,, a d h eeeeeqqaiioon flllwss:::
OUT                                   
300
TRU illustrate typical scene content. In order to obtain
ALN illstraatetyyypical scene cconnttnI. Innorder to obtain
OUT                                                      
400
TRU Table 3. Percent responses to questions ask-
ALN ale 3Percent resonsssess oqquestsnssk-
OUT      eeeeeeeeeeee eeeee  
500
TRU sition between pre-assembly relations and post-assembly
ALN sition betweenpre-ssemby rellatiions aand ppost-asssemlyy
OUT             a   a                 a    a  a a    
600
TRU increasing commitment to im-
ALN inncreasing cooommmitmmeent to imm-
OUT  eeeeee  eeeeeeeeeee eeeeee     eee
700
TRU gineering from ISU in 1984. From 1977 to 1982, he was a
ALN gineeering froom IU iin 19884. From197 to718, hehe wass a
OUT  aoees ao aeoao     aa  e    a oao  oe a     aesao
800
TRU Fig. 2. (a) The energy spectrum of the neutron pulses emerging from any of the LANSCE moderators is very broad. Details of the spectrum vary
ALN i. 2.  The energyysspesscctrruuum of thee neeeutrroon ppulsses emmerginngg frooom aany of thehe LNCE deratortrs iss eryyy broad. Dttaiss of thee sspeectrum vary
OUT    a  aaa  aaeaaaaaeaaaaaaaaaeai  aaaeaaaaaaaaeaalaeaaaaaiaaa aaaaaaeaaaaeai  aa  ata  eaaaaaaaaa eeaa aaaai eaaaaaeai  aaeaaaaaaaaaeaaa
900
TRU 306
ALN 3066
OUT  ae
ERROR 1000 0.62998     2862 4543
1000
TRU 2. The major additional assumption at this well site is that there are both
ALN 2. The majoor adddditionnnal asssuumptionnn at this well ste i that there are boothh
OUT   toe oo eoe aelot  eoooot oeeeoaoot  oan ot ti  et  i   e  not teee oee oeottn 
1100
TRU Our work to date has been focused on an initial set
ALN Ouuur worrk to date has been foocused on ann initial et
OUT ttnn oeoat oo dnte n ee ooeeneed on inn nnitiil et
1200
TRU 2755
ALN 2755
OUT sa
1300
TRU 306
ALN 306
OUT t
1400
TRU instead of a series over time, to obtain
ALN innsteaaad of a eries over immme, to obtainn
OUT innslesned l n eries oer innne eo oltsninn
1500
TRU is one in which the neural activity is generally in
ALN is one in which te neural activity is generally nn
OUT is orne rn etnietn he ernral aetieity s ernerally rn
1600
TRU at the creative aspects of design and at the intricate
ALN at he reative aspects of design and at heintricate
OUT at he neatipe aseots l dessn aod at heintitate
1700
TRU page).
ALN pagage)
OUT ge 
1800
TRU increasing commitment to im-
ALN increasing commitment o im-
OUT ircreasitug oruritnert oir-
1900
TRU The data for N and H were obtained from the
ALN The data for N and H were obtained fromm he
OUT The data or y anod f yere htaineod ronn he
ERROR 2000 0.287255     1305 4543
2000
TRU mother to the benefits of differen-
ALN mother to the benefits of differen-
OUT rother o he oreflts f llffrer-
2100
TRU Brittonia, 45(1), 1993, pp. 28-31.
ALN BBirtonia, 45(1), 1993, pp. 28-31
OUT i2errroeina wlol yyp, oo, f-Sl
2200
TRU unit quaternions).
ALN unit quatenions)
OUT unit puatenions
2300
TRU Policymakers seek data to monitor
ALN PPolicymakers seek data o monitor
OUT T2olicynaiersseei data o nonitor
2400
TRU In recent years a number of papers have appeared in
ALN In recent years a number ofpaapers have appeared in
OUT lp ecen1 pevp w aumnher f oepers nave appearedin
2500
TRU processes of ripening and shedding in the
ALN processes of ripening and shedding in tthe
OUT processes of ipening and sheddingin hie
2600
TRU The slugs in the flow path and the source term at the repository are
ALN The slugs in the flow path and the source term at the repository are
OUT t2he slugsin he low path and the source ermn at he repositorg are
2700
TRU for the Mozambique Belt away from the Kenya
ALN for the Mozambiqque Belt away from the Kenya
OUT for he Moxambiouc Sclt away from the enya
2800
TRU from the image at the predicted point and performs cross-correlation
ALN from the image at the predicted point and perfoms cross-correlation
OUT fmnm theimage at the predicted oirt and perfomns moss-correlation
2900
TRU move a pointing device to the location of the
ALN move a pointing device to the location of the
OUT move a pointing device to thelocation of he
ERROR 3000 0.125468     570 4543
3000
TRU burners.'' Further, a lighthouse could identify itself by ex-
ALN burners.'' Further, a lighthouse could identify itself by ex-
OUT burners  urther, a ighthouse couldidentifyitself by er-
3100
TRU Chilopoda, and Araneae. Several pinned salamanders are also present.
ALN Chilopoda, and Araneae. Several pinned salamanders are also present
OUT Chilopoda. and hraneae. Several pinned salamanders are also present
3200
TRU 10%) relative to the much greater limitation on photo-
ALN 10%%%) relative to the much greater limitation on photo-
OUT 1 relative o the much greater limitation on photo-
3300
TRU IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, VOL. 8, NO. 5, OCTOBER 1992
ALN IEEEEEE TTRANSACTIONS OON ROOBOTICS AND AUUTOMATION, OL. 8, NO. 5, OCTOBBERER 1992
OUT 1ESESES TTRANSAcT1oNS oN RCEsCTEcSs AahNb AtTToMA1CN, o1, s, wwo. s. octoEERER wt2
3400
TRU burners.'' Further, a lighthouse could identify itself by ex-
ALN burners.' Further, a lighthouse could identify itself by ex-
OUT burners  Further, a iighthouse could identify itself y ex-
3500
TRU lengths of the straight regions.
ALN lengths of the straight regions
OUT lengths af the straight regions
3600
TRU called the Navlab 2.
ALN called the Navlab 2
OUT called the Nawlab 2
3700
TRU tures for each frame. These features are dense, stable,
ALN tures for each frame. These features are dense, stable,
OUT tures for each frame, These features are dense, stalble
3800
TRU microstructures obtained under various cooling condi-
ALN microstructures obtained under various cooling condi-
OUT microstructures obtained under warious cooling condi-
3900
TRU for the Mozambique Belt away from the Kenya
ALN for the Mozambique Belt away from the Kenya
OUT for the Mozambique Belt away from the Fenya
ERROR 4000 0.0664759     302 4543
4000
TRU its base (see Figure 1).
ALN its base (see Figure 1).
OUT its oase fsee iFigure i)
4100
TRU Three WM102 dual-frequency GPS receivers were used to track the GPS
ALN Three WWM102 dual-frequency GPS receivers were used to track the GPS
OUT Three MtO2 dual-freouency BPS receivers were used to track the 3PS
4200
TRU endless loop because in this strategy we use only the pick
ALN endless loop because in this strategy we use only the pick
OUT endless loop because in this strategy we use only the pick
4300
TRU [Tarabanis et al., 1991b]
ALN [Tarabanis et al., 1991b]
OUT TTarabanis ct ol., f91hl
4400
TRU 10%) relative to the much greater limitation on photo-
ALN 10%%) relative to the much greater limitation on photo-
OUT 1C9uo) relative to the much greater limitation on photo-
4500
TRU 6312 F. W. Bingham
ALN 6312 F. W. Bingham
OUT 6312 P. N. Bingham
4600
TRU Analysis and Machine Intelligence, 7(4):384-401,
ALN Analysis and Machine Intelligence, 7(4):384-401,
OUT Analgsis and Macbine Intelligence, TC4)i384-4D1
4700
TRU improves the fanout of the monitored signals. The phase-
ALN improves the fanout of the monitored signals. The phase-
OUT improves the fanout of the monitored signals. The phase-
4800
TRU "A Model-Based Computer Vision System
ALN ""A Model-Based Computer Vision System
OUT T7A Mocdel-3ased Computer Mision System
4900
TRU to send the prepared poll to the selected advisers or
ALN to send the prepared poll to the selected advisers or
OUT to send the prepared poll to the selected advisers or
ERROR 5000 0.0490865     223 4543
5000
TRU instead of a series over time, to obtain
ALN instead of a series over time, to obtain
OUT instead of a series over time, to obtain
5100
TRU processors.
ALN processors.
OUT processors
5200
TRU loosen adhesion at the zone cell interface
ALN loosen adhesion at the zone cell interface
OUT loosen adhesion at the 2one cell interface
5300
TRU page).
ALN page)
OUT page)
5400
TRU problems.
ALN problems.
OUT problems
5500
TRU [Tarabanis et al., 1991b]
ALN [Tarabanis et al., 1991b]
OUT TTarabanis et ol., 1991hl
5600
TRU 3.2 Spatio-Geometric and Optical Compu-
ALN 3.2 Spatio-Geometric and Optical Compu-
OUT 3.2 Spatio-MGeometric and Optical Compu-
5700
TRU Such a coarsening mechanism can either be due to a
ALN Such a coarsening mechanism can either be due to a
OUT Such a coarsening mechanism can either be due to a
5800
TRU 11b. A fault scarp on the east is formed after
ALN 11b. A fault scarp on the east is formed after
OUT 11b. A fault scarp on the east is formed after

In [ ]: