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From Frank Scholten <fr...@frankscholten.nl>
Subject Re: MAHOUT 0.9 Release - New URL
Date Wed, 22 Jan 2014 22:36:41 GMT
Updated trunk and Streaming K-Means works in sequential mode:

Average distance in cluster 0 [45]: 15835.645959
Average distance in cluster 1 [2]: 12655.384293
Cluster 2 is has 1 data point. Need atleast 2 data points in a cluster for
OnlineSummarizer.
Average distance in cluster 3 [12]: 16639.304306
Average distance in cluster 4 [12466]: 1765.051250
Average distance in cluster 5 [613]: 7968.987864
Average distance in cluster 6 [453]: 11678.351990
Average distance in cluster 7 [7848]: 3475.257237
Average distance in cluster 8 [137]: 14040.611024
Cluster 9 is has 1 data point. Need atleast 2 data points in a cluster for
OnlineSummarizer.
Num clusters: 10; maxDistance: 111156.247816
[Dunn Index] First: 0.002786
[Davies-Bouldin Index] First: 53.915866
Jan 22, 2014 11:29:51 PM org.slf4j.impl.JCLLoggerAdapter info
INFO: Program took 33654 ms (Minutes: 0.5609)
cluster,distance.mean,distance.sd
,distance.q0,distance.q1,distance.q2,distance.q3,distance.q4,count,is.train
0,15835.645959,4305.418183,-6094.066658,13494.967198,14908.353662,19013.936496,25229.795662,45,train
1,12655.384293,12655.384293,-12655.384293,0.000000,12655.384293,25310.768587,37966.152880,2,train
3,16639.304306,8137.858191,76.596986,23652.805218,17032.177174,21993.360359,26116.861135,12,train
4,1765.051250,1912.041786,53.833129,665.221968,1398.456928,2116.252442,91200.149803,12466,train
5,7968.987864,3283.509392,3106.173001,5444.653631,7154.854277,9475.107969,20961.123807,613,train
6,11678.351990,3986.046231,80.428556,8688.530291,10657.331417,13992.879084,25697.590999,453,train
7,3475.257237,2849.263422,244.613872,1701.937225,2645.839526,4362.384712,111156.247816,7848,train
8,14040.611024,3847.956007,-4400.223235,11295.103900,13063.847142,16227.853884,22973.712042,137,train



On Wed, Jan 22, 2014 at 10:45 PM, Suneel Marthi <suneel_marthi@yahoo.com>wrote:

> Thanks Andrew. I'll put a Release out soon.
>
>
>
>
> On Wednesday, January 22, 2014 3:52 PM, Andrew Palumbo <ap.dev@outlook.com>
> wrote:
>
>
> Everything seems to run well on my local machine:
>
> Checked out revision 1560364.
>
> CentOS 6
> Apache Maven 3.1.2-SNAPSHOT
> Java version: 1.6.0_45, vendor: Sun Microsystems Inc.
> Java home: /usr/java/jdk1.6.0_45/jre
> OS name: "linux", version: "2.6.32-358.23.2.el6.x86_64", arch: "amd64",
> family: "unix"
> Hadoop 2.2.0
>
>
> mvn clean compile -DSkipTests [OK-Several Warnings]
> mvn clean test [PASSED ALL]
> mvn clean install -DskipTests [OK]
>
>
> $MAHOUT_LOCAL=true
>
> classify-20newsgroups.sh->1 [Accuracy    89.3529%]
> classify-20newsgroups.sh->2 [Accuracy    90.8317%]
> classify-20newsgroups.sh->3 [Accuracy    76.2746%]
> classify-20newsgroups.sh->4 [cleans up]
>
> cluster-reuters.sh->1 [20 clusters]  -kmeans
> cluster-reuters.sh->2 [INFO: 20 clusters]  -fkmeans
> cluster-reuters.sh->3 [OK]  -lda
> cluster-reuters.sh->4 [10 (9) clusters- see attached]  -streaming kmeans
>
> ./cluster-syntheticcontrol.sh->1 [INFO: Wrote 6 clusters]
> ./cluster-syntheticcontrol.sh->2 [INFO: Wrote 6 clusters]
> ./cluster-syntheticcontrol.sh->3 [INFO: Wrote 6 clusters]
>
> ./factorize-movielens-1M.sh /home/andy/test_data/ml-1m/ratings.dat [RMSE
> is: 0.851264570339848]
>
>
>
>
> Attached is full output of cluster-reuters.sh->4 Streaming K-Means.
>
>
>
> From cluster-reuters.sh->4 Streaming K-Means:
>
> Cluster 0 is has 1 data point. Need atleast 2 data points in a cluster for
> OnlineSummarizer.
> Average distance in cluster 1 [2816]: 3438.913758
> Average distance in cluster 2 [112]: 20617.345993
> Average distance in cluster 3 [4]: 32504.085379
> Average distance in cluster 4 [435]: 18476.579935
> Average distance in cluster 5 [27]: 21153.167574
> Average distance in cluster 6 [15480]: 2040.864416
> Average distance in cluster 7 [1711]: 5281.742482
> Average distance in cluster 8 [964]: 15762.976239
> Average distance in cluster 9 [28]: 19762.109632
> Num clusters: 10; maxDistance: 107106.379648
>
>
>
>
> [Dunn Index] First: 0.002272
> [Davies-Bouldin Index] First: 57.871266
> Jan 22, 2014 12:14:47 PM org.slf4j.impl.JCLLoggerAdapter info
> INFO: Program took 77695 ms (Minutes: 1.2949166666666667)
> cluster,distance.mean,distance.sd
> ,distance.q0,distance.q1,distance.q2,distance.q3,distance.q4,count,is.train
> 1,3438.913758
> ,2430.072640,250.635051,1793.254765,2908.356638,4444.702564,22173.892767,2816,train
>
> 2,20617.345993,3978.577827,-8306.835555,17787.685767,19584.319120,22864.637511,37305.829397,112,train
>
> 3,32504.085379,29250.558538,-12174.296092,12174.296092,36522.888276,26372.137172,107106.379648,4,train
>
> 4,18476.579935,3600.742072,-7212.729374,15841.995992,17431.838259,20066.610494,40205.090209,435,train
>
> 5,21153.167574,4963.661797,-8880.583978,19729.348269,21251.400944,24588.743549,27926.248558,27,train
>
> 6,2040.864416,2007.719699,53.622493,841.033934,1571.121917,2396.407672,18967.768820,15480,train
>
> 7,5281.742482,3083.071478,1933.759989,3216.929268,4074.689928,6371.577109,20292.193673,1711,train
>
> 8,15762.976239,3158.956443,65.031208,13511.867700,14744.029626,17287.006957,31483.809655,964,train
>
> 9,19762.109632,4355.120345,-8902.814641,18669.317253,20712.227220,21602.660490,27452.910312,28,train
>
>
>
>
>
> > From: ap.dev@outlook.com
> > To: dev@mahout.apache.org; user@mahout.apache.org
> > Subject: RE: MAHOUT 0.9 Release - New URL
> > Date: Wed, 22 Jan 2014 09:37:06 -0500
> >
> > will do!
> >
> > > Date: Wed, 22 Jan 2014 01:24:05 -0800
> > > From: suneel_marthi@yahoo.com
> > > Subject: Re: MAHOUT 0.9 Release - New URL
> > > To: dev@mahout.apache.org; user@mahout.apache.org
> > >
> > > Andrew M., Andrew P. and others,
> > >
> > > Sebastian and me fixed a few issues today (for 0.9):
> > >
> > > a) Removed asf-email-examples.sh script and few other scripts that
> should have been removed. Also removed references/invocations to algorithms
> that have been removed from the codebase.
> > > b) Fixed the issue with Streaming Kmeans clustering and checked in the
> code.
> > > c) Resurrected Frequent Pattern Mining implementation for 0.9.
> > >
> > > Please checkout the latest code from trunk, run a build locally and
> run thru the example scripts.
> > >
> > > Thanks and Regards.
> > >
> > >
> > >
> > >
> > >
> > >
> > > On Wednesday, January 22, 2014 12:11 AM, Andrew Musselman <
> andrew.musselman@gmail.com> wrote:
> > >
> > > *factorize-movielens-1M.sh:*
> > > RMSE is:
> > >
> > > 0.8519064098265133
> > >
> > >
> > > Sample recommendations:
> > >
> > > 2229
> > >
> [2197:4.4961276,527:4.4309845,2972:4.4180074,318:4.379484,572:4.312696,3092:4.249903]
> > > 5848
> > >
> [1900:4.6775646,3787:4.6623707,632:4.641377,2609:4.608225,3808:4.6058936,2998:4.6057487]
> > > 3728
> > >
> [572:4.951382,47:4.748921,874:4.6945343,1563:4.679901,3314:4.6621537,50:4.655838]
> > > 1252
> > >
> [53:5.0,3816:4.9664702,3077:4.9494777,213:4.94007,3808:4.9060082,978:4.8568053]
> > > 634
> > >
> [572:5.0,3092:4.779557,1872:4.72024,2687:4.629712,2125:4.615142,3853:4.5261393]
> > > 5516
>  [572:5.0,2197:5.0,3092:5.0,318:4.908213,356:4.885,3844:4.8237453]
> > > 2276    [1204:5.0,572:5.0,912:5.0,1250:5.0,1272:4.999891,1262:4.989652]
> > > 4219
> > >
> [53:4.8112006,598:4.775032,858:4.761604,572:4.7579737,1219:4.680987,1221:4.6604886]
> > > 91      [1198:5.0,2762:5.0,1207:5.0,1234:5.0,318:5.0,260:5.0]
> > > 502
> > >
> [953:5.0,260:4.9800477,1234:4.869403,1198:4.8527064,1207:4.8497486,3469:4.847286]
> > >
> > > factorize-netflix.sh:
> > > References a no-longer-available data set that Netflix took down after
> the
> > > competition; should at least mention that the data set is no longer
> > > "online" at least.
> > >
> > >
> > > On Tue, Jan 21, 2014 at 8:05 PM, Andrew Musselman <
> > > andrew.musselman@gmail.com> wrote:
> > >
> > > > *clustering-syntheticcontrol.sh*
> > > >
> > > > *Canopy:*
> > > > [snip]
> > > >         1.0 : [distance-squared=1740.681000315628]: [35.486, 25.600,
> > > > 29.914, 30.200, 27.654, 28.647, 26.582, 32.941, 34.728, 29.047,
> 34.706,
> > > > 34.764, 28.816, 30.271, 25.784, 25.035, 35.436, 29.075, 24.267,
> 24.625,
> > > > 28.162, 26.218, 28.773, 28.966, 28.802, 34.292, 26.211, 33.363,
> 32.920,
> > > > 31.891, 34.504, 32.686, 24.327, 35.981, 31.390, 10.832, 20.238,
> 10.051,
> > > > 14.877, 10.570, 19.603, 14.544, 10.667, 16.470, 19.007, 10.352,
> 13.473,
> > > > 12.196, 10.684, 16.620, 20.434, 17.069, 18.744, 9.599, 11.195,
> 12.002,
> > > > 10.017, 17.149, 14.850, 10.890]
> > > >         1.0 : [distance-squared=1455.363773097357]: [31.022, 28.140,
> > > > 26.730, 26.570, 29.561, 26.966, 28.049, 25.673, 33.721, 26.275,
> 30.410,
> > > > 31.101, 24.019, 35.659, 25.253, 25.932, 28.618, 32.423, 33.666,
> 33.745,
> > > > 35.118, 29.164, 25.477, 31.947, 35.491, 30.730, 25.820, 24.651,
> 25.528,
> > > > 31.343, 29.005, 31.825, 26.891, 28.194, 31.429, 16.935, 8.070,
> 16.604,
> > > > 14.743, 10.342, 8.155, 10.395, 17.689, 16.791, 14.138, 15.761, 6.787,
> > > > 13.062, 16.660, 15.021, 9.891, 9.216, 11.550, 8.877, 18.220, 9.477,
> 10.342,
> > > > 16.430, 11.898, 15.366]
> > > >         1.0 : [distance-squared=1679.9304895378882]: [29.625, 25.503,
> > > > 31.598, 31.466, 33.549, 28.294, 28.924, 30.692, 25.330, 26.873,
> 31.817,
> > > > 24.267, 31.387, 31.654, 34.849, 29.251, 28.272, 35.781, 31.472,
> 32.322,
> > > > 28.508, 29.867, 31.474, 29.153, 24.125, 25.376, 15.918, 22.231,
> 18.264,
> > > > 24.582, 18.679, 26.370, 24.154, 25.902, 24.800, 17.273, 25.463,
> 22.296,
> > > > 26.876, 24.511, 25.702, 21.356, 25.968, 15.507, 24.281, 25.025,
> 21.750,
> > > > 16.837, 15.079, 17.333, 26.747, 18.880, 21.332, 23.692, 22.310,
> 19.136,
> > > > 15.285, 22.528, 20.657, 24.129]
> > > >         1.0 : [distance-squared=2044.2887801683828]: [27.414, 25.397,
> > > > 26.460, 31.978, 26.125, 27.463, 30.489, 34.929, 27.558, 30.686,
> 27.511,
> > > > 32.269, 32.834, 27.129, 24.991, 32.610, 25.387, 32.674, 34.607,
> 33.519,
> > > > 29.012, 28.705, 32.116, 29.121, 26.424, 33.452, 33.623, 29.457,
> 35.025,
> > > > 26.607, 34.442, 34.847, 28.897, 34.439, 32.011, 34.816, 27.773,
> 11.549,
> > > > 20.219, 19.678, 14.715, 14.384, 15.556, 9.573, 10.636, 16.639,
> 17.236,
> > > > 19.643, 18.317, 15.323, 19.106, 11.455, 16.888, 18.269, 11.583,
> 14.118,
> > > > 20.229, 11.131, 9.980, 10.720]
> > > >         1.0 : [distance-squared=1385.3154063160764]: [35.899, 26.672,
> > > > 34.191, 35.827, 25.101, 24.856, 25.814, 30.630, 34.212, 32.587,
> 31.032,
> > > > 34.304, 24.555, 35.870, 30.683, 29.058, 28.637, 29.855, 32.037,
> 32.979,
> > > > 26.118, 26.107, 25.096, 22.703, 17.698, 16.281, 18.186, 24.016,
> 24.553,
> > > > 21.452, 15.836, 21.311, 20.879, 22.559, 21.694, 25.856, 20.533,
> 21.542,
> > > > 25.766, 26.018, 20.820, 24.959, 18.959, 23.346, 16.068, 22.836,
> 21.939,
> > > > 25.722, 19.671, 26.299, 21.879, 16.002, 15.288, 16.946, 17.534,
> 16.846,
> > > > 16.546, 15.927, 18.084, 17.475]
> > > >         1.0 : [distance-squared=1920.6376615603585]: [24.538, 24.280,
> > > > 28.281, 27.132, 26.662, 32.110, 32.810, 30.483, 35.859, 25.387,
> 31.301,
> > > > 25.429, 26.866, 30.852, 24.478, 25.665, 25.296, 30.263, 29.657,
> 25.295,
> > > > 25.022, 35.264, 26.109, 9.600, 12.675, 16.575, 19.760, 13.349,
> 18.137,
> > > > 7.993, 16.751, 16.341, 15.349, 9.476, 9.943, 16.609, 12.331, 8.645,
> 19.457,
> > > > 10.836, 10.349, 9.726, 14.575, 18.959, 15.822, 17.364, 11.915,
> 13.762,
> > > > 12.402, 19.628, 19.644, 11.524, 15.419, 12.670, 13.116, 8.235,
> 12.042,
> > > > 19.310, 12.999, 17.460]
> > > >         1.0 : [distance-squared=2192.939571172661]: [34.335, 30.938,
> > > > 31.953, 31.146, 24.519, 24.393, 27.696, 29.874, 26.767, 33.089,
> 31.371,
> > > > 26.233, 26.383, 35.661, 32.663, 27.685, 29.277, 31.761, 34.650,
> 24.940,
> > > > 33.434, 26.849, 28.714, 26.581, 34.825, 34.026, 8.823, 12.634,
> 12.694,
> > > > 6.279, 13.644, 16.651, 18.078, 7.975, 9.274, 9.208, 12.879, 12.729,
> 6.976,
> > > > 17.832, 13.330, 6.326, 12.131, 11.842, 16.716, 10.425, 9.445, 14.400,
> > > > 15.696, 11.028, 10.608, 15.190, 9.076, 17.909, 9.846, 15.013, 13.913,
> > > > 11.743, 11.699, 10.152]
> > > > Jan 22, 2014 3:50:29 AM org.slf4j.impl.JCLLoggerAdapter info
> > > > INFO: Wrote 6 clusters
> > > > Jan 22, 2014 3:50:29 AM org.slf4j.impl.JCLLoggerAdapter info
> > > > INFO: Program took 5827 ms (Minutes: 0.09711666666666667)
> > > >
> > > > *K-means:*
> > > > [snip]
> > > >         1.0 : [distance-squared=2873.881301031739]: [26.369, 37.791,
> > > > 41.839, 39.694, 36.728, 35.079, 30.668, 24.755, 20.610, 18.885,
> 15.459,
> > > > 14.074, 19.117, 34.230, 32.202, 40.715, 39.543, 37.193, 39.448,
> 30.829,
> > > > 25.273, 22.324, 19.801, 13.505, 17.462, 24.287, 27.398, 38.577,
> 42.108,
> > > > 41.947, 43.987, 41.331, 28.958, 23.664, 20.308, 22.244, 12.149,
> 15.768,
> > > > 18.964, 32.579, 33.202, 36.205, 42.364, 40.601, 35.415, 39.576,
> 33.145,
> > > > 19.936, 23.062, 19.053, 24.383, 19.611, 25.218, 38.860, 36.570,
> 38.964,
> > > > 36.946, 36.900, 32.593, 31.563]
> > > >         1.0 : [distance-squared=2525.8924241648783]: [35.389, 31.178,
> > > > 40.041, 43.034, 49.524, 40.942, 42.369, 30.153, 26.253, 23.178,
> 19.885,
> > > > 19.693, 21.837, 26.858, 23.533, 29.798, 43.401, 43.349, 48.238,
> 43.868,
> > > > 44.017, 28.056, 25.284, 22.737, 13.703, 14.023, 22.115, 23.720,
> 25.478,
> > > > 37.870, 37.868, 46.954, 43.135, 41.286, 37.269, 29.347, 24.312,
> 21.743,
> > > > 19.152, 21.668, 10.882, 16.147, 30.020, 28.472, 38.716, 44.620,
> 47.847,
> > > > 48.846, 39.361, 38.449, 33.105, 19.935, 14.961, 12.149, 12.630,
> 13.459,
> > > > 18.967, 35.473, 30.146, 45.527]
> > > >         1.0 : [distance-squared=2392.7171990886272]: [27.662, 37.199,
> > > > 39.158, 44.264, 46.473, 40.178, 38.728, 24.412, 25.155, 15.938,
> 13.125,
> > > > 16.867, 13.875, 29.969, 34.322, 40.870, 44.225, 47.594, 47.607,
> 44.751,
> > > > 39.813, 32.461, 16.646, 16.305, 21.256, 20.627, 19.267, 31.901,
> 34.995,
> > > > 43.643, 43.152, 47.125, 48.524, 33.131, 32.697, 20.300, 14.350,
> 18.330,
> > > > 12.155, 11.261, 19.701, 29.313, 30.457, 39.914, 49.543, 49.851,
> 46.445,
> > > > 39.561, 28.860, 22.486, 13.967, 10.006, 11.715, 15.945, 21.348,
> 25.439,
> > > > 41.024, 37.105, 45.623, 43.589]
> > > >         1.0 : [distance-squared=1419.8378244373016]: [25.784, 34.129,
> > > > 42.659, 37.176, 35.961, 34.307, 32.108, 29.749, 25.047, 17.455,
> 24.652,
> > > > 25.311, 22.995, 30.256, 25.955, 28.426, 34.556, 40.386, 39.642,
> 40.566,
> > > > 32.612, 34.091, 26.033, 25.668, 26.545, 17.338, 24.980, 20.134,
> 27.542,
> > > > 36.612, 31.855, 37.947, 39.736, 33.535, 36.607, 37.479, 32.612,
> 22.262,
> > > > 20.662, 16.124, 24.547, 27.686, 21.747, 27.198, 31.259, 40.569,
> 37.067,
> > > > 34.465, 34.730, 33.371, 23.060, 30.162, 22.022, 22.216, 14.812,
> 19.357,
> > > > 24.508, 34.432, 32.155, 34.839]
> > > >         1.0 : [distance-squared=4186.814512311335]: [25.870, 39.195,
> > > > 36.908, 47.052, 47.384, 40.741, 42.494, 30.282, 25.834, 17.650,
> 16.004,
> > > > 17.895, 13.321, 19.045, 27.440, 31.911, 39.208, 43.622, 41.567,
> 44.815,
> > > > 44.921, 35.422, 35.477, 23.190, 17.859, 14.684, 23.504, 23.141,
> 21.746,
> > > > 30.816, 31.361, 37.015, 38.094, 46.688, 47.681, 43.777, 39.652,
> 31.701,
> > > > 23.767, 22.265, 22.654, 22.327, 19.195, 21.163, 29.602, 27.563,
> 36.244,
> > > > 38.859, 44.234, 42.352, 42.160, 40.172, 30.094, 21.092, 25.193,
> 13.096,
> > > > 18.111, 14.754, 27.386, 27.026]
> > > >         1.0 : [distance-squared=1544.4011543572997]: [28.075, 41.784,
> > > > 42.120, 38.735, 44.320, 34.316, 32.212, 31.868, 24.301, 14.547,
> 17.178,
> > > > 22.279, 24.357, 31.011, 31.444, 34.837, 46.550, 48.301, 38.859,
> 42.363,
> > > > 35.657, 31.499, 19.794, 12.124, 15.371, 12.436, 15.763, 24.679,
> 32.597,
> > > > 43.004, 36.616, 38.935, 42.954, 34.957, 36.183, 28.177, 16.326,
> 14.988,
> > > > 10.680, 22.728, 24.075, 24.058, 36.616, 43.982, 39.198, 40.118,
> 40.078,
> > > > 34.752, 34.018, 23.750, 18.374, 12.251, 15.539, 18.699, 28.973,
> 24.044,
> > > > 39.404, 38.034, 46.458, 44.432]
> > > >         1.0 : [distance-squared=825.9338725427806]: [33.670, 38.675,
> > > > 39.742, 41.989, 37.291, 43.975, 31.909, 25.878, 31.080, 15.858,
> 13.950,
> > > > 23.097, 19.983, 21.692, 31.579, 38.570, 33.376, 38.843, 41.936,
> 33.534,
> > > > 39.195, 32.897, 25.343, 18.523, 15.089, 17.771, 22.614, 25.313,
> 23.687,
> > > > 29.010, 41.995, 35.712, 40.872, 41.669, 32.156, 25.162, 24.980,
> 23.705,
> > > > 18.413, 20.975, 14.906, 26.171, 30.165, 27.818, 35.083, 39.514,
> 37.851,
> > > > 33.967, 32.338, 34.977, 26.589, 28.079, 19.597, 24.669, 23.098,
> 25.685,
> > > > 28.215, 34.940, 36.910, 39.749]
> > > > Jan 22, 2014 4:01:31 AM org.slf4j.impl.JCLLoggerAdapter info
> > > > INFO: Wrote 6 clusters
> > > > Jan 22, 2014 4:01:31 AM org.slf4j.impl.JCLLoggerAdapter info
> > > > INFO: Program took 16902 ms (Minutes: 0.2817)
> > > >
> > > > *Fuzzy k-means:*
> > > > [snip]
> > > >         1.0 : [distance-squared=971.7369782121968]: [29.625, 25.503,
> > > > 31.598, 31.466, 33.549, 28.294, 28.924, 30.692, 25.330, 26.873,
> 31.817,
> > > > 24.267, 31.387, 31.654, 34.849, 29.251, 28.272, 35.781, 31.472,
> 32.322,
> > > > 28.508, 29.867, 31.474, 29.153, 24.125, 25.376, 15.918, 22.231,
> 18.264,
> > > > 24.582, 18.679, 26.370, 24.154, 25.902, 24.800, 17.273, 25.463,
> 22.296,
> > > > 26.876, 24.511, 25.702, 21.356, 25.968, 15.507, 24.281, 25.025,
> 21.750,
> > > > 16.837, 15.079, 17.333, 26.747, 18.880, 21.332, 23.692, 22.310,
> 19.136,
> > > > 15.285, 22.528, 20.657, 24.129]
> > > >         1.0 : [distance-squared=2054.618163154475]: [27.414, 25.397,
> > > > 26.460, 31.978, 26.125, 27.463, 30.489, 34.929, 27.558, 30.686,
> 27.511,
> > > > 32.269, 32.834, 27.129, 24.991, 32.610, 25.387, 32.674, 34.607,
> 33.519,
> > > > 29.012, 28.705, 32.116, 29.121, 26.424, 33.452, 33.623, 29.457,
> 35.025,
> > > > 26.607, 34.442, 34.847, 28.897, 34.439, 32.011, 34.816, 27.773,
> 11.549,
> > > > 20.219, 19.678, 14.715, 14.384, 15.556, 9.573, 10.636, 16.639,
> 17.236,
> > > > 19.643, 18.317, 15.323, 19.106, 11.455, 16.888, 18.269, 11.583,
> 14.118,
> > > > 20.229, 11.131, 9.980, 10.720]
> > > >         1.0 : [distance-squared=954.6503560728597]: [35.899, 26.672,
> > > > 34.191, 35.827, 25.101, 24.856, 25.814, 30.630, 34.212, 32.587,
> 31.032,
> > > > 34.304, 24.555, 35.870, 30.683, 29.058, 28.637, 29.855, 32.037,
> 32.979,
> > > > 26.118, 26.107, 25.096, 22.703, 17.698, 16.281, 18.186, 24.016,
> 24.553,
> > > > 21.452, 15.836, 21.311, 20.879, 22.559, 21.694, 25.856, 20.533,
> 21.542,
> > > > 25.766, 26.018, 20.820, 24.959, 18.959, 23.346, 16.068, 22.836,
> 21.939,
> > > > 25.722, 19.671, 26.299, 21.879, 16.002, 15.288, 16.946, 17.534,
> 16.846,
> > > > 16.546, 15.927, 18.084, 17.475]
> > > >         1.0 : [distance-squared=2817.9170498632957]: [24.538, 24.280,
> > > > 28.281, 27.132, 26.662, 32.110, 32.810, 30.483, 35.859, 25.387,
> 31.301,
> > > > 25.429, 26.866, 30.852, 24.478, 25.665, 25.296, 30.263, 29.657,
> 25.295,
> > > > 25.022, 35.264, 26.109, 9.600, 12.675, 16.575, 19.760, 13.349,
> 18.137,
> > > > 7.993, 16.751, 16.341, 15.349, 9.476, 9.943, 16.609, 12.331, 8.645,
> 19.457,
> > > > 10.836, 10.349, 9.726, 14.575, 18.959, 15.822, 17.364, 11.915,
> 13.762,
> > > > 12.402, 19.628, 19.644, 11.524, 15.419, 12.670, 13.116, 8.235,
> 12.042,
> > > > 19.310, 12.999, 17.460]
> > > >         1.0 : [distance-squared=3472.3684696871424]: [34.335, 30.938,
> > > > 31.953, 31.146, 24.519, 24.393, 27.696, 29.874, 26.767, 33.089,
> 31.371,
> > > > 26.233, 26.383, 35.661, 32.663, 27.685, 29.277, 31.761, 34.650,
> 24.940,
> > > > 33.434, 26.849, 28.714, 26.581, 34.825, 34.026, 8.823, 12.634,
> 12.694,
> > > > 6.279, 13.644, 16.651, 18.078, 7.975, 9.274, 9.208, 12.879, 12.729,
> 6.976,
> > > > 17.832, 13.330, 6.326, 12.131, 11.842, 16.716, 10.425, 9.445, 14.400,
> > > > 15.696, 11.028, 10.608, 15.190, 9.076, 17.909, 9.846, 15.013, 13.913,
> > > > 11.743, 11.699, 10.152]
> > > > Jan 22, 2014 4:03:56 AM org.slf4j.impl.JCLLoggerAdapter info
> > > > INFO: Wrote 6 clusters
> > > > Jan 22, 2014 4:03:56 AM org.slf4j.impl.JCLLoggerAdapter info
> > > > INFO: Program took 106615 ms (Minutes: 1.7769166666666667)
> > > >
> > > > *Dirichlet and Meanshift:*
> > > > Already detailed in M-1400, deprecated jobs still referenced.
> > > >
> > > >
> > > >
> > > > On Tue, Jan 21, 2014 at 6:20 PM, Andrew Musselman <
> > > > andrew.musselman@gmail.com> wrote:
> > > >
> > > >> *cluster-reuters.sh*
> > > >> *k-means:*
> > > >>
> > > >> [snip]
> > > >> :VL-19482{n=913 c=[0.06:0.011, 0.1:0.007, 0.13:0.010, 0.25:0.016,
> > > >> 0.38:0.020, 0.4:0.007, 0.5:0.032, 0
> > > >>         Top Terms:
> > > >>                 banks                                   =>
> > > >> 3.841823268955143
> > > >>                 bank                                    =>
> > > >>  3.80633066361209
> > > >>                 debt                                    =>
> > > >>  3.28065219870794
> > > >>                 said                                    =>
> > > >>  2.5965700942088583
> > > >>                 he                                      =>
> > > >> 2.335682813857497
> > > >>                 foreign                                 =>
> > > >>  2.2217853688201403
> > > >>                 billion                                 =>
> > > >>  2.1970193848291335
> > > >>                 would                                   =>
> > > >>  1.9932392063955617
> > > >>                 loans                                   =>
> > > >>  1.9309276792854233
> > > >>                 interest                                =>
> > > >>  1.787324501938
> > > >>                 have                                    =>
> > > >> 1.762981951432578
> > > >>                 its                                     =>
> > > >>  1.7615109954971866
> > > >>                 which                                   =>
> > > >>  1.5822081148036862
> > > >>                 has                                     =>
> > > >>  1.5600708189041956
> > > >>                 dlrs                                    =>
> > > >>  1.5571038313005996
> > > >>                 finance                                 =>
> > > >>  1.5539758811252924
> > > >>                 new                                     =>
> > > >>  1.5176015811577555
> > > >>                 had                                     =>
> > > >>  1.5138723701401844
> > > >>                 brazil                                  =>
> > > >>  1.5083369853593172
> > > >>                 payments                                =>
> > > >>  1.4539044255886517
> > > >>         Weight : [props - optional]:  Point:
> > > >>
> > > >> :VL-7320{n=2726 c=[0:0.003, 0.1:0.010, 0.2:0.007, 0.3:0.009,
> 0.4:0.007,
> > > >> 0.40:0.003, 0.5:0.009, 0.57:0
> > > >>         Top Terms:
> > > >>                 vs                                      =>
> > > >> 6.126130791333171
> > > >>                 net                                     =>
> > > >> 4.012191567277523
> > > >>                 cts                                     =>
> > > >> 3.822006848832744
> > > >>                 shr                                     =>
> > > >>  3.6786004856764527
> > > >>                 mln                                     =>
> > > >>  2.9011643584038698
> > > >>                 loss                                    =>
> > > >> 2.788368861463607
> > > >>                 qtr                                     =>
> > > >> 2.714140225051522
> > > >>                 revs                                    =>
> > > >>  2.4739861236454717
> > > >>                 profit                                  =>
> > > >>  1.8146888090247015
> > > >>                 note                                    =>
> > > >>  1.7977163272138388
> > > >>                 dlrs                                    =>
> > > >>  1.6164390808155846
> > > >>                 avg                                     =>
> > > >>  1.3901765773336587
> > > >>                 shrs                                    =>
> > > >>  1.3856326531419314
> > > >>                 mths                                    =>
> > > >>  1.3168717272038506
> > > >>                 4th                                     =>
> > > >>  1.2161158425617289
> > > >>                 oper                                    =>
> > > >> 1.182419473776814
> > > >>                 year                                    =>
> > > >> 1.178086061733047
> > > >>                 nine                                    =>
> > > >>  1.0670554836445316
> > > >>                 3rd                                     =>
> > > >> 1.041334410056592
> > > >>                 inc                                     =>
> > > >>  1.0019361981554935
> > > >>         Weight : [props - optional]:  Point:
> > > >>
> > > >>
> > > >> Inter-Cluster Density: 0.45562152681859414
> > > >> Intra-Cluster Density: 0.6952712632167628
> > > >> CDbw Inter-Cluster Density: 0.0
> > > >> CDbw Intra-Cluster Density: 16.486930227598684
> > > >> CDbw Separation: 194.49005884464628
> > > >>
> > > >> *fuzzy k-means:*
> > > >> :SV-18539{n=1039 c=[0:0.026, 0.003:0.001, 0.006913:0.001,
> 0.007050:0.001,
> > > >> 0.01:0.005, 0.02:0.002, 0.0
> > > >>         Top Terms:
> > > >>                 said                                    =>
> > > >>  1.8665592354713065
> > > >>                 its                                     =>
> > > >>  1.1335212213411592
> > > >>                 pct                                     =>
> > > >>  1.0862816801353348
> > > >>                 dlrs                                    =>
> > > >>  1.0854998884993752
> > > >>                 mln                                     =>
> > > >> 1.043163996400643
> > > >>                 from                                    =>
> > > >>  0.9684961110525736
> > > >>                 has                                     =>
> > > >> 0.912161511978058
> > > >>                 company                                 =>
> > > >>  0.8754186972808333
> > > >>                 mar                                     =>
> > > >>  0.8675333452422878
> > > >>                 inc                                     =>
> > > >>  0.7678617590362815
> > > >>                 would                                   =>
> > > >>  0.7610968883652675
> > > >>                 he                                      =>
> > > >>  0.7459988770503974
> > > >>                 which                                   =>
> > > >>  0.7435613119406804
> > > >>                 year                                    =>
> > > >>  0.7302840632748394
> > > >>                 u.s                                     =>
> > > >>  0.7281061062439116
> > > >>                 shares                                  =>
> > > >>  0.7260764102983083
> > > >>                 corp                                    =>
> > > >>  0.7179807367808658
> > > >>                 new                                     =>
> > > >>  0.7044203783157115
> > > >>                 stock                                   =>
> > > >>  0.6962010978721442
> > > >>                 have                                    =>
> > > >>  0.6464265467298506
> > > >> :SV-9431{n=1034 c=[0:0.023, 0.003:0.001, 0.006913:0.001,
> 0.007050:0.001,
> > > >> 0.01:0.004, 0.02:0.002, 0.02
> > > >>         Top Terms:
> > > >>                 said                                    =>
> > > >> 1.864911184196927
> > > >>                 dlrs                                    =>
> > > >> 1.199286689822081
> > > >>                 mln                                     =>
> > > >>  1.1802134783562215
> > > >>                 pct                                     =>
> > > >>  1.1529704214798124
> > > >>                 its                                     =>
> > > >>  1.1184398851519701
> > > >>                 from                                    =>
> > > >> 1.016647848050332
> > > >>                 company                                 =>
> > > >> 0.894703604722841
> > > >>                 mar                                     =>
> > > >> 0.879986159541356
> > > >>                 has                                     =>
> > > >>  0.8642799128491316
> > > >>                 year                                    =>
> > > >>  0.8271823503717782
> > > >>                 inc                                     =>
> > > >>  0.7871293745341424
> > > >>                 corp                                    =>
> > > >> 0.737705498468879
> > > >>                 which                                   =>
> > > >> 0.722975201852743
> > > >>                 would                                   =>
> > > >> 0.708000816484415
> > > >>                 u.s                                     =>
> > > >>  0.7073294276173905
> > > >>                 billion                                 =>
> > > >>  0.7055723996916351
> > > >>                 he                                      =>
> > > >>  0.7042684217823294
> > > >>                 new                                     =>
> > > >>  0.6834737905434939
> > > >>                 shares                                  =>
> > > >>  0.6753327384172428
> > > >>                 stock                                   =>
> > > >>  0.6576225144041699
> > > >> :SV-4785{n=1044 c=[0:0.023, 0.003:0.001, 0.006913:0.001,
> 0.007050:0.001,
> > > >> 0.01:0.006, 0.02:0.002, 0.02
> > > >>         Top Terms:
> > > >>                 said                                    =>
> > > >>  1.8796076179735086
> > > >>                 its                                     =>
> > > >> 1.172025965452378
> > > >>                 dlrs                                    =>
> > > >> 1.130422792460914
> > > >>                 pct                                     =>
> > > >> 1.082038255241358
> > > >>                 mln                                     =>
> > > >>  1.0772146872767114
> > > >>                 company                                 =>
> > > >>  0.9662235879639138
> > > >>                 from                                    =>
> > > >>  0.9473172871605616
> > > >>                 has                                     =>
> > > >>  0.9224712965830099
> > > >>                 mar                                     =>
> > > >>  0.8769325856924421
> > > >>                 inc                                     =>
> > > >>  0.8360245257169788
> > > >>                 shares                                  =>
> > > >>  0.8334595641384324
> > > >>                 stock                                   =>
> > > >>  0.7704621839612175
> > > >>                 corp                                    =>
> > > >>  0.7682400250301806
> > > >>                 which                                   =>
> > > >>  0.7389988207856137
> > > >>                 would                                   =>
> > > >>  0.7339708917389389
> > > >>                 year                                    =>
> > > >>  0.7088414843731325
> > > >>                 new                                     =>
> > > >>  0.7038109468655172
> > > >>                 he                                      =>
> > > >>  0.6993994455501005
> > > >>                 u.s                                     =>
> > > >>  0.6772649147622415
> > > >>                 share                                   =>
> > > >>  0.6241804830055171
> > > >>
> > > >> *lda:*
> > > >>
> > > >> [snip]
> > > >> 21539
> > > >>
> {0.02:0.7071698119320297,0.01:0.09185661419250732,0.055:0.05559716236030052,0:0.04416624482186779,0.046:0.04110903741109505,0.10:0.036664417789754995,0.073:0.009543544335363714,0.006913:0.0050293341354450535,0.007050:0.004031353935388081,0.003:0.0019163134919350053}
> > > >> 21540
> > > >>
> {0.04:0.4289840457590362,0.006913:0.3764552842292379,0.03:0.14201700033942147,0.025:0.031492533562460345,0.01:0.0057428959027208,0.0625:0.005563615996288134,0.007050:0.004410121345864598,0.02:0.003315679992182833,0.06:0.0010680133665222197,0.057:2.6908116668663575E-4}
> > > >> 21541
> > > >>
> {0:0.6323790020346274,0.02:0.282038438551802,0.06:0.05929917592183956,0.046:0.021922159161082488,0.025:0.003123559949176154,0.1:6.163861804777446E-4,0.057:1.1513607281652563E-4,0.077:7.546641269535658E-5,0.05:6.020069105221075E-5,0.04:5.727546417602751E-5}
> > > >> 21542
> > > >>
> {0.06:0.7916202902993545,0.003:0.12474538653424426,0.03:0.0516187501990535,0.073:0.013078206873952192,0.077:0.006874558859394474,0.1:0.004726257215175674,0.07:0.0029954110394770084,0.02:0.0015535221634909381,0.0625:8.057802584933225E-4,0.006913:5.349608183182145E-4}
> > > >> 21543
> > > >>
> {0.03:0.8557703918728101,0.007050:0.0884696514495358,0.01:0.02386217742025169,0.055:0.01794750983209314,0.046:0.007244240662980594,0.02:0.0025021610305199344,0.1:0.0011795344808501283,0.0625:9.555718731181631E-4,0.077:8.384080940465597E-4,0.003:2.4480111447900804E-4}
> > > >> 21544
> > > >>
> {0.006913:0.6497351267772595,0.03:0.2586364130498913,0.003:0.0845308091084703,0.05:0.003488921831506818,0.0625:0.0011991059579690732,0.06:5.301659535652308E-4,0.055:3.152013670552699E-4,0.025:3.11949418681945E-4,0.02:2.2346509541410544E-4,0.057:1.727741085612565E-4}
> > > >> 21545
> > > >>
> {0.07:0.24937001680778675,0.03:0.22854680579732564,0.1:0.22068070811382484,0.05:0.21891358916881656,0.06:0.04971205462818302,0.046:0.029384231252419384,0.025:0.0014118858333346275,0.0625:0.0012321257282372393,0.073:3.1606402052550454E-4,0.04:1.1662985389192366E-4}
> > > >> 21546
> > > >>
> {0.006913:0.652435612545713,0.073:0.24282539253890825,0.003:0.055020663101050894,0.046:0.01978650831133704,0.04:0.011699600233998459,0.02:0.006822518565048025,0.05:0.0042733514779345234,0.025:0.0020768247329981497,0.03:0.0015466188524926666,0:0.0010433788491090747}
> > > >> 21547
> > > >>
> {0.1:0.935072008706917,0.077:0.040616382672055494,0.046:0.023138054104883225,0.06:3.42252302356326E-4,0.03:2.672247473681925E-4,0.007050:9.004419280457053E-5,0.006913:7.844271097106069E-5,0.04:7.198835322717653E-5,0.073:5.8017696474244885E-5,0.02:4.474316852571109E-5}
> > > >> 21548
> > > >>
> {0.006913:0.4510141547325999,0.03:0.21472666934984877,0.07:0.15060570743672352,0.046:0.08216181853028293,0.05:0.07498297963542139,0.077:0.01401215532342401,0.04:0.006135722806477439,0.073:0.0031124469556872442,0.02:0.001327252389650958,0.025:4.5167404646311124E-4}
> > > >> 21549
> > > >>
> {0.077:0.5249260290096315,0:0.27520186965742544,0.073:0.08959570186504386,0.057:0.05063809804337512,0.02:0.045313417578343,0.03:0.00856024297303885,0.06:0.0034039136814002697,0.07:8.611323331226122E-4,0.05:3.9387255234958607E-4,0.04:3.454752498776842E-4}
> > > >> 21550
> > > >>
> {0.077:0.8319708524327014,0.007050:0.16001430652201168,0.0625:0.0024884528530674226,0.03:0.0024228964094551416,0.006913:0.0010048446080994332,0.025:5.974607168723063E-4,0.06:2.7741593377792194E-4,0.057:2.2975316663437597E-4,0.073:2.1769059479546598E-4,0.01:1.4945234676270913E-4}
> > > >> 21551
> > > >>
> {0:0.43298549949426596,0.07:0.30407459462158964,0.0625:0.15744077685124136,0.01:0.06385977925647884,0.025:0.020205557109867888,0.04:0.013226123091680062,0.055:0.006501562964287696,0.073:5.871897881404074E-4,0.003:4.554836644848264E-4,0.05:2.0489216962221778E-4}
> > > >> 21552
> > > >>
> {0.06:0.7383744333942458,0.02:0.07321126682102753,0.07:0.05910378841288311,0.10:0.056907223730939045,0:0.02739559786902668,0.055:0.02228913751272657,0.1:0.00943274247398869,0.073:0.007301445750018608,0.03:0.0027711985062277246,0.046:0.0022569760697531112}
> > > >> 21553
> > > >>
> {0.006913:0.9383779606743132,0.07:0.018356074893823605,0.1:0.017572502072403694,0.025:0.011031848455352145,0.02:0.007110054905474798,0.10:0.0032390933761145377,0.01:0.0022676909091530165,0.06:6.35712654913703E-4,0.003:3.037608224814005E-4,0.0625:2.569989005512836E-4}
> > > >> 21554
> > > >>
> {0.02:0.4740260172915081,0.03:0.3264871353578654,0.003:0.12383071192450323,0:0.0387913487693229,0.046:0.013922363892934853,0.01:0.01115832101415319,0.055:0.004438529958216764,0.006913:0.0031112721201723413,0.025:0.002399946628810436,0.073:6.131643125523258E-4}
> > > >> 21555
> > > >>
> {0.01:0.42396888624053325,0.057:0.2876207419392007,0.055:0.13436747721404915,0.10:0.0923627978966975,0.05:0.030530372962547347,0.003:0.008404234144369286,0.006913:0.007605013189108045,0.007050:0.005108825532219537,0.0625:0.004651573366090424,0.025:0.002180181204608079}
> > > >> 21556
> > > >>
> {0.02:0.9634685201058687,0.077:0.02816791882994464,0.003:0.007368001305747207,0.01:4.6299664334060455E-4,0.055:6.358811991095171E-5,0.06:5.5240076581247115E-5,0.03:5.231350505975146E-5,0.073:4.4773553407989E-5,0:3.6810457882911134E-5,0.006913:3.469265861451538E-5}
> > > >> 21557
> > > >>
> {0.06:0.9993947051352264,0.05:2.53296407549323E-4,0.03:9.647254237540585E-5,0.04:4.3439270433017595E-5,0.006913:3.354681491698619E-5,0.046:2.8586727566416525E-5,0.007050:2.5584606074089293E-5,0.02:2.2477243875316502E-5,0:1.9194783598477564E-5,0.073:1.6900267481892075E-5}
> > > >> 21558
> > > >>
> {0.06:0.9985073788555696,0.03:8.033091100049725E-4,0.02:1.1953766739610202E-4,0.1:9.257610652171745E-5,0.006913:6.903783269939522E-5,0.04:5.7960967280609926E-5,0.07:5.5767050956214925E-5,0.046:4.857027337508731E-5,0.007050:3.5964741541364354E-5,0.057:3.538185773175377E-5}
> > > >> 21559
> > > >>
> {0.006913:0.5411158302162348,0.073:0.10595054605908563,0.04:0.10013413310674449,0.007050:0.08891690362990352,0.003:0.08028744789933502,0.03:0.07779866329563544,0.025:0.0024314950846438975,0.0625:0.0018111845757907532,0.077:5.019763638644379E-4,0.055:2.6705221435486376E-4}
> > > >> 21560
> > > >>
> {0.06:0.9978884964462115,0.03:9.139179655096763E-4,0.02:6.066525825847198E-4,0.04:3.2209695809936266E-4,0.006913:7.970816960964983E-5,0.007050:5.58984012266038E-5,0.046:1.545206468939752E-5,0.077:1.5319891034946036E-5,0:1.5223193391279898E-5,0.073:1.1687759018690983E-5}
> > > >> 21561
> > > >>
> {0.06:0.8704787441462888,0.007050:0.09131090501970876,0.0625:0.03778566273654969,0.046:8.111987924033587E-5,0.01:6.397000919080148E-5,0.1:4.979138875277178E-5,0.073:2.7942853854174412E-5,0.03:2.762357950066146E-5,0.077:2.6820742114533983E-5,0.025:2.6208487691114472E-5}
> > > >> 21562
> > > >>
> {0.06:0.9625603310705717,0.02:0.01708933716171641,0.007050:0.011374975845817934,0.07:0.00482114999912725,0.057:0.003310531318631415,0.077:2.568457462720504E-4,0.025:1.3439876933758153E-4,0.1:1.0512433283405881E-4,0:8.737443941062146E-5,0.046:5.9284232059258864E-5}
> > > >> 21563
> > > >>
> {0.06:0.9996809273982157,0.046:1.6325482120709976E-4,0.02:2.1084598024339765E-5,0.006913:1.7901242019979392E-5,0.04:1.3991162886383784E-5,0.03:1.3682157013015017E-5,0.077:1.3602492456590212E-5,0.007050:1.206712606141859E-5,0.1:1.0231842284246997E-5,0.057:7.704725064510759E-6}
> > > >> 21564
> > > >>
> {0.06:0.9997861963976675,0.03:2.7140899197995276E-5,0.077:2.4456158311423386E-5,0.04:1.7952818233846462E-5,0.02:1.6334455815684533E-5,0.006913:1.4910843270220926E-5,0.073:1.4893553937733922E-5,0.1:1.2545291899719683E-5,0.007050:1.2337617858874285E-5,0.07:1.121302251254011E-5}
> > > >> 21565
> > > >>
> {0.006913:0.5047832315246878,0.007050:0.2502505818382197,0.04:0.09937533960784072,0.03:0.05332716291468396,0.0625:0.035738976624857435,0.05:0.023139962103851885,0.1:0.01510786357969295,0.025:0.01294816540331917,0.06:0.003589347327961106,0.073:4.8607269023994543E-4}
> > > >> 21566
> > > >>
> {0.03:0.865579490292393,0.073:0.065013560785593,0.077:0.056622094108767465,0.046:0.006811842330071251,0.057:0.0021561477140846267,0.01:0.0013149375957061502,0.04:7.456782721333958E-4,0.05:6.412995789267404E-4,0:2.107021879325011E-4,0.007050:1.8121393989190674E-4}
> > > >> 21567
> > > >>
> {0.077:0.6528663315309344,0.03:0.2794089480653573,0.025:0.060214953606503134,0.003:0.0029851203917978303,0.01:0.002840784719750811,0.007050:5.508511345707982E-4,0.02:3.3395642786457786E-4,0.07:1.7452781529689483E-4,0.055:1.541344869853217E-4,0.046:1.0154945247629696E-4}
> > > >> 21568
> > > >>
> {0.057:0.7925855379581803,0.03:0.2036907633660934,0.06:0.002283924010657722,0.046:0.0011125177332923534,0.10:6.706442563331911E-5,0.02:3.9070227131596934E-5,0.07:3.266094677087569E-5,0.1:2.3436639268605713E-5,0.077:2.318067689954084E-5,0.006913:2.273173553155518E-5}
> > > >> 21569
> > > >>
> {0.06:0.7223525910216753,0.1:0.22280373045161775,0.04:0.04239924319412595,0.02:0.006529556700876843,0.007050:0.004661124794787862,0.10:2.017974034648702E-4,0.05:2.017516118028694E-4,0.025:1.583677755896652E-4,0.006913:1.1939663934259253E-4,0:8.736457986006156E-5}
> > > >> 21570
> > > >>
> {0.073:0.5321098304788365,0.006913:0.3897385574581158,0.02:0.051125703897749404,0.077:0.012417023254098358,0.01:0.006491518762040415,0.03:0.005434610908750246,0.055:9.352347087701305E-4,0.06:5.239363525283659E-4,0.10:4.4114444135088393E-4,0.003:2.2360302221231853E-4}
> > > >> 21571
> > > >>
> {0.06:0.9074255414695478,0.05:0.08971808812931319,0.02:0.0019124104766371694,0.1:2.581234320438502E-4,0.073:1.9041498001195312E-4,0.046:8.348355382104383E-5,0.006913:5.748062878632201E-5,0.057:4.8979196235823963E-5,0.04:4.4005272512340306E-5,0.03:4.1089625609562384E-5}
> > > >> 21572
> > > >>
> {0.06:0.7216888928389846,0.04:0.1955684645266304,0.006913:0.08235454447065854,0.1:9.82899034505965E-5,0.046:4.9184577303445956E-5,0.05:4.021965070167039E-5,0.007050:3.081280652634891E-5,0.073:2.791145099471127E-5,0.02:1.95681856192452E-5,0:1.9037190007395713E-5}
> > > >> 21573
> > > >>
> {0.05:0.8568971411565196,0.046:0.12909436895238377,0.06:0.012704234652048044,0.04:2.472784666357729E-4,0.055:2.1886698996361582E-4,0.1:1.1974451444757112E-4,0.0625:9.082357988309755E-5,0.07:9.030017229129562E-5,0.03:7.268045692763623E-5,0.073:6.607926928741721E-5}
> > > >> 21574
> > > >>
> {0.046:0.5619466458628039,0.006913:0.184782367089353,0.0625:0.09726566772972363,0.003:0.09534816862353344,0.02:0.015692927163565275,0.073:0.015492017672231727,0.01:0.01411218625979968,0.007050:0.01037341031640615,0.055:0.0020124341216292752,0:0.0013828685922332715}
> > > >> 21575
> > > >>
> {0.05:0.3167681189235041,0.06:0.2879333280436204,0.046:0.22584628506521745,0.003:0.15994241628395953,0.0625:0.006482994028630967,0.1:0.0016773104050919493,0.055:4.8725015996676173E-4,0.03:2.432893903382962E-4,0.025:1.6015914759364425E-4,0.006913:1.0021292427951807E-4}
> > > >> 21576
> > > >>
> {0.077:0.2407816981967022,0.003:0.18594668103110193,0.10:0.14951775492012523,0.0625:0.09241152906714677,0.007050:0.08997645163280943,0.057:0.07102865286733068,0.055:0.048046579920457584,0.05:0.03776387140040494,0.073:0.033355081179026046,0.006913:0.015980584385115525}
> > > >> 21577
> > > >>
> {0.06:0.9599074612361259,0.1:0.03694135499501186,0.04:0.0021941315048273186,0.057:4.7070027358666304E-4,0.02:1.8231606308803002E-4,0.0625:6.234942557920162E-5,0.006913:5.159011604129561E-5,0.046:3.9832812943124216E-5,0.007050:3.0380683715134534E-5,0.05:2.8920851352755496E-5}
> > > >>
> > > >>
> > > >> *Streaming k-means:*
> > > >>
> > > >> [snip]
> > > >> INFO: Number of Centroids: 0
> > > >> Jan 22, 2014 1:52:22 AM org.apache.hadoop.mapred.LocalJobRunner$Job
> run
> > > >> WARNING: job_local23982482_0001
> > > >> java.lang.IllegalArgumentException: Must have nonzero number of
> training
> > > >> and test vectors. Asked for %.1f %% of %d vectors for test
> > > >> [10.000000149011612, 0]
> > > >>         at
> > > >>
> com.google.common.base.Preconditions.checkArgument(Preconditions.java:120)
> > > >>         at
> > > >>
> org.apache.mahout.clustering.streaming.cluster.BallKMeans.splitTrainTest(BallKMeans.java:176)
> > > >>         at
> > > >>
> org.apache.mahout.clustering.streaming.cluster.BallKMeans.cluster(BallKMeans.java:192)
> > > >>         at
> > > >>
> org.apache.mahout.clustering.streaming.mapreduce.StreamingKMeansReducer.getBestCentroids(StreamingKMeansReducer.java:107)
> > > >>         at
> > > >>
> org.apache.mahout.clustering.streaming.mapreduce.StreamingKMeansReducer.reduce(StreamingKMeansReducer.java:73)
> > > >>         at
> > > >>
> org.apache.mahout.clustering.streaming.mapreduce.StreamingKMeansReducer.reduce(StreamingKMeansReducer.java:37)
> > > >>         at org.apache.hadoop.mapreduce.Reducer.run(Reducer.java:177)
> > > >>         at
> > > >>
> org.apache.hadoop.mapred.ReduceTask.runNewReducer(ReduceTask.java:649)
> > > >>         at
> org.apache.hadoop.mapred.ReduceTask.run(ReduceTask.java:418)
> > > >>         at
> > > >>
> org.apache.hadoop.mapred.LocalJobRunner$Job.run(LocalJobRunner.java:398)
> > > >>
> > > >> [snip]
> > > >>
> > > >> WARNING: No qualcluster.props found on classpath, will use
> command-line
> > > >> arguments only
> > > >> Num clusters: 0; maxDistance: 0.000000
> > > >> [Dunn Index] First: Infinity
> > > >> [Davies-Bouldin Index] First: NaN
> > > >> Jan 22, 2014 1:52:24 AM org.slf4j.impl.JCLLoggerAdapter info
> > > >> INFO: Program took 535 ms (Minutes: 0.008916666666666666)
> > > >> cluster,distance.mean,distance.sd
> > > >>
> ,distance.q0,distance.q1,distance.q2,distance.q3,distance.q4,count,is.train
> > > >>
> > > >>
> > > >> On Tue, Jan 21, 2014 at 1:47 PM, Andrew Musselman <
> > > >> andrew.musselman@gmail.com> wrote:
> > > >>
> > > >>> *classify-20newsgroups.sh*
> > > >>>
> > > >>> *Complementary naive bayes:*
> > > >>> =======================================================
> > > >>> Summary
> > > >>> -------------------------------------------------------
> > > >>> Correctly Classified Instances          :      11207       98.9406%
> > > >>> Incorrectly Classified Instances        :        120        1.0594%
> > > >>> Total Classified Instances              :      11327
> > > >>>
> > > >>> =======================================================
> > > >>> Confusion Matrix
> > > >>> -------------------------------------------------------
> > > >>> a       b       c       d       e       f       g       h       i
> > > >>> j       k       l       m       n       o       p       q       r
>       s
> > > >>>    t        <--Classified as
> > > >>> 475     0       0       1       0       0       0       0       0
> > > >>> 0       0       0       0       0       1       0       1       0
>       0
> > > >>>    0         |  478         a     = alt.atheism
> > > >>> 0       597     1       1       0       1       1       0       0
> > > >>> 0       0       1       0       2       1       0       0       0
>       0
> > > >>>    0         |  605         b     = comp.graphics
> > > >>> 0       1       620     3       0       1       0       0       0
> > > >>> 0       0       1       0       0       1       0       0       0
>       0
> > > >>>    0         |  627         c     = comp.os.ms-windows.misc
> > > >>> 1       1       1       593     2       0       0       0       0
> > > >>> 0       0       0       0       0       0       1       0       0
>       0
> > > >>>    0         |  599         d     = comp.sys.ibm.pc.hardware
> > > >>> 0       1       1       0       568     0       1       0       0
> > > >>> 0       1       1       2       0       0       0       0       1
>       0
> > > >>>    0         |  576         e     = comp.sys.mac.hardware
> > > >>> 0       4       2       0       0       581     0       0       0
> > > >>> 0       0       0       0       0       0       0       0       0
>       0
> > > >>>    0         |  587         f     = comp.windows.x
> > > >>> 0       0       0       1       2       0       571     3       0
> > > >>> 0       1       1       4       1       0       0       0       0
>       0
> > > >>>    0         |  584         g     = misc.forsale
> > > >>> 0       0       0       1       0       0       0       589     1
> > > >>> 0       0       1       1       0       0       0       0       0
>       0
> > > >>>    0         |  593         h     = rec.autos
> > > >>> 0       0       0       0       0       0       0       1       565
> > > >>> 0       0       0       0       0       1       0       0       0
>       0
> > > >>>    0         |  567         i     = rec.motorcycles
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 600     2       0       0       0       1       0       0       0
>       0
> > > >>>    0         |  603         j     = rec.sport.baseball
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 1       584     0       0       0       0       0       0       0
>       0
> > > >>>    0         |  585         k     = rec.sport.hockey
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       579     0       0       0       0       0       1
>       0
> > > >>>    0         |  580         l     = sci.crypt
> > > >>> 0       0       0       1       3       0       2       0       0
> > > >>> 2       0       0       567     1       2       1       0       0
>       0
> > > >>>    0         |  579         m     = sci.electronics
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       0       1       605     0       0       0       0
>       0
> > > >>>    0         |  606         n     = sci.med
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       0       602     0       0       0
>       0
> > > >>>    0         |  602         o     = sci.space
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       1       0       602     0       0
>       1
> > > >>>    0         |  604         p     = soc.religion.christian
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       0       0       0       556     0
>       0
> > > >>>    0         |  556         q     = talk.politics.mideast
> > > >>> 0       0       1       0       0       0       0       0       0
> > > >>> 0       0       1       0       0       1       0       0
> 568     0
> > > >>>    0         |  571         r     = talk.politics.guns
> > > >>> 11      0       0       0       0       0       0       0       0
> > > >>> 1       0       0       0       1       3       8       1       4
>       338
> > > >>>    2         |  369         s     = talk.religion.misc
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       1       0       0       0       1       0       3       4
>       0
> > > >>>    447       |  456         t     = talk.politics.misc
> > > >>>
> > > >>> =======================================================
> > > >>> Statistics
> > > >>> -------------------------------------------------------
> > > >>> Kappa                                       0.9806
> > > >>> Accuracy                                   98.9406%
> > > >>> Reliability                                94.0932%
> > > >>> Reliability (standard deviation)            0.2163
> > > >>>
> > > >>> Jan 21, 2014 6:37:28 PM org.slf4j.impl.JCLLoggerAdapter info
> > > >>> INFO: Program took 15870 ms (Minutes: 0.2645)
> > > >>> + echo 'Testing on holdout set'
> > > >>> Testing on holdout set
> > > >>> + ./bin/mahout testnb -i
> /tmp/mahout-work-ec2-user/20news-test-vectors
> > > >>> -m /tmp/mahout-work-ec2-user/model -l
> /tmp/mahout-work-ec2-user/labelindex
> > > >>> -ow -o /tmp/mahout-work-ec2-user/20news-testing -c
> > > >>>
> > > >>> [snip]
> > > >>>
> > > >>> INFO: Complementary Results:
> > > >>> =======================================================
> > > >>> Summary
> > > >>> -------------------------------------------------------
> > > >>> Correctly Classified Instances          :       6715       89.3071%
> > > >>> Incorrectly Classified Instances        :        804       10.6929%
> > > >>> Total Classified Instances              :       7519
> > > >>>
> > > >>> =======================================================
> > > >>> Confusion Matrix
> > > >>> -------------------------------------------------------
> > > >>> a       b       c       d       e       f       g       h       i
> > > >>> j       k       l       m       n       o       p       q       r
>       s
> > > >>>    t        <--Classified as
> > > >>> 298     0       0       0       0       0       0       0       0
> > > >>> 1       0       0       0       1       2       5       1       0
>       13
> > > >>>     0         |  321         a     = alt.atheism
> > > >>> 0       298     11      6       1       12      2       2       1
> > > >>> 1       3       8       3       4       2       4       1       4
>       4
> > > >>>    1         |  368         b     = comp.graphics
> > > >>> 1       17      286     16      4       9       6       3       2
> > > >>> 0       1       0       1       7       1       0       2       1
>       0
> > > >>>    1         |  358         c     = comp.os.ms-windows.misc
> > > >>> 2       6       11      309     9       5       14      8       1
> > > >>> 0       2       0       6       4       2       0       1       2
>       1
> > > >>>    0         |  383         d     = comp.sys.ibm.pc.hardware
> > > >>> 0       10      8       7       334     7       5       5       2
> > > >>> 0       3       0       2       1       1       0       1       1
>       0
> > > >>>    0         |  387         e     = comp.sys.mac.hardware
> > > >>> 1       13      7       8       2       355     2       0       2
> > > >>> 0       0       5       1       1       3       0       0       1
>       0
> > > >>>    0         |  401         f     = comp.windows.x
> > > >>> 0       7       11      29      12      9       268     16      8
> > > >>> 4       3       2       6       4       2       1       3       1
>       2
> > > >>>    3         |  391         g     = misc.forsale
> > > >>> 0       1       0       0       3       0       7       362     8
> > > >>> 2       2       1       2       0       2       0       1       2
>       0
> > > >>>    4         |  397         h     = rec.autos
> > > >>> 0       0       0       1       0       0       1       0       423
> > > >>> 0       0       0       2       1       0       1       0       0
>       0
> > > >>>    0         |  429         i     = rec.motorcycles
> > > >>> 0       0       1       0       0       0       0       2       2
> > > >>> 371     8       0       2       3       0       2       0       0
>       0
> > > >>>    0         |  391         j     = rec.sport.baseball
> > > >>> 0       0       1       0       0       0       1       0       0
> > > >>> 2       409     0       0       0       0       0       0       0
>       0
> > > >>>    1         |  414         k     = rec.sport.hockey
> > > >>> 0       0       1       2       1       0       1       0       0
> > > >>> 0       0       404     0       0       0       0       0       1
>       0
> > > >>>    1         |  411         l     = sci.crypt
> > > >>> 0       5       4       11      1       3       7       9       2
> > > >>> 5       3       3       339     2       6       0       1       1
>       2
> > > >>>    1         |  405         m     = sci.electronics
> > > >>> 0       4       0       1       0       0       0       1       0
> > > >>> 1       1       0       3       367     3       1       2       0
>       0
> > > >>>    0         |  384         n     = sci.med
> > > >>> 0       1       2       0       1       0       2       0       0
> > > >>> 1       0       0       1       1       375     0       1       0
>       0
> > > >>>    0         |  385         o     = sci.space
> > > >>> 4       2       1       1       0       0       1       1       2
> > > >>> 0       0       1       1       5       1       367     4       0
>       1
> > > >>>    1         |  393         p     = soc.religion.christian
> > > >>> 0       1       0       0       0       0       0       0       0
> > > >>> 2       0       0       0       0       0       2       378     0
>       1
> > > >>>    0         |  384         q     = talk.politics.mideast
> > > >>> 0       0       0       0       0       2       1       1       1
> > > >>> 1       0       3       0       3       0       0       2
> 319     2
> > > >>>    4         |  339         r     = talk.politics.guns
> > > >>> 32      0       0       1       0       0       0       0       0
> > > >>> 1       1       1       0       2       2       26      5       7
>       175
> > > >>>    6         |  259         s     = talk.religion.misc
> > > >>> 0       0       0       2       0       0       0       0       0
> > > >>> 1       2       2       0       1       2       1       10      18
>      2
> > > >>>    278       |  319         t     = talk.politics.misc
> > > >>>
> > > >>> =======================================================
> > > >>> Statistics
> > > >>> -------------------------------------------------------
> > > >>> Kappa                                       0.8594
> > > >>> Accuracy                                   89.3071%
> > > >>> Reliability                                 84.611%
> > > >>> Reliability (standard deviation)            0.2148
> > > >>>
> > > >>> Jan 21, 2014 6:37:39 PM org.slf4j.impl.JCLLoggerAdapter info
> > > >>> INFO: Program took 10840 ms (Minutes: 0.18066666666666667)
> > > >>>
> > > >>>
> > > >>> *Naive bayes:*
> > > >>> INFO: Standard NB Results:
> > > >>> =======================================================
> > > >>> Summary
> > > >>> -------------------------------------------------------
> > > >>> Correctly Classified Instances          :      11286       99.0869%
> > > >>> Incorrectly Classified Instances        :        104        0.9131%
> > > >>> Total Classified Instances              :      11390
> > > >>>
> > > >>> =======================================================
> > > >>> Confusion Matrix
> > > >>> -------------------------------------------------------
> > > >>> a       b       c       d       e       f       g       h       i
> > > >>> j       k       l       m       n       o       p       q       r
>       s
> > > >>>    t        <--Classified as
> > > >>> 474     0       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       0       0       0       0       0
>       2
> > > >>>    1         |  477         a     = alt.atheism
> > > >>> 0       566     0       2       0       1       0       0       0
> > > >>> 0       0       0       0       0       0       0       0       0
>       0
> > > >>>    0         |  569         b     = comp.graphics
> > > >>> 0       10      590     29      2       4       1       0       0
> > > >>> 0       0       0       1       0       0       0       0       0
>       0
> > > >>>    1         |  638         c     = comp.os.ms-windows.misc
> > > >>> 0       0       0       596     0       0       0       0       0
> > > >>> 0       0       0       0       0       0       0       0       0
>       0
> > > >>>    0         |  596         d     = comp.sys.ibm.pc.hardware
> > > >>> 0       0       0       0       575     0       1       0       0
> > > >>> 0       0       0       1       0       0       0       0       0
>       0
> > > >>>    0         |  577         e     = comp.sys.mac.hardware
> > > >>> 0       2       2       2       0       593     1       0       0
> > > >>> 0       0       0       0       0       1       0       0       0
>       0
> > > >>>    0         |  601         f     = comp.windows.x
> > > >>> 0       0       0       1       0       0       589     1       0
> > > >>> 0       1       0       2       0       0       0       0       0
>       0
> > > >>>    0         |  594         g     = misc.forsale
> > > >>> 0       0       0       0       0       0       0       594     0
> > > >>> 0       0       0       0       0       0       0       0       0
>       0
> > > >>>    0         |  594         h     = rec.autos
> > > >>> 0       0       0       0       0       0       0       0       611
> > > >>> 0       0       0       0       0       0       0       0       0
>       0
> > > >>>    0         |  611         i     = rec.motorcycles
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 616     1       0       0       0       0       0       0       0
>       0
> > > >>>    0         |  617         j     = rec.sport.baseball
> > > >>> 0       0       0       0       0       0       1       0       0
> > > >>> 0       620     0       0       0       0       0       0       0
>       0
> > > >>>    0         |  621         k     = rec.sport.hockey
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       580     0       0       0       0       0       1
>       0
> > > >>>    0         |  581         l     = sci.crypt
> > > >>> 0       0       0       3       1       0       0       0       0
> > > >>> 0       0       0       571     0       0       0       0       0
>       0
> > > >>>    0         |  575         m     = sci.electronics
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       0       2       583     0       0       0       0
>       0
> > > >>>    0         |  585         n     = sci.med
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       1       599     0       0       0
>       0
> > > >>>    0         |  600         o     = sci.space
> > > >>> 0       1       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       0       0       615     0       0
>       0
> > > >>>    0         |  616         p     = soc.religion.christian
> > > >>> 1       0       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       0       0       1       560     0
>       0
> > > >>>    0         |  562         q     = talk.politics.mideast
> > > >>> 0       0       1       0       0       0       0       0       0
> > > >>> 0       0       1       0       0       0       0       0
> 548     0
> > > >>>    1         |  551         r     = talk.politics.guns
> > > >>> 10      0       0       0       0       0       0       0       0
> > > >>> 0       0       0       0       0       1       1       0       2
>       344
> > > >>>    1         |  359         s     = talk.religion.misc
> > > >>> 0       0       0       0       0       0       0       0       0
> > > >>> 0       0       1       1       0       0       0       0       2
>       0
> > > >>>    462       |  466         t     = talk.politics.misc
> > > >>>
> > > >>> =======================================================
> > > >>> Statistics
> > > >>> -------------------------------------------------------
> > > >>> Kappa                                       0.9847
> > > >>>  Accuracy                                   99.0869%
> > > >>> Reliability                                94.3334%
> > > >>> Reliability (standard deviation)            0.2169
> > > >>>
> > > >>> Jan 21, 2014 9:30:25 PM org.slf4j.impl.JCLLoggerAdapter info
> > > >>> INFO: Program took 14304 ms (Minutes: 0.2384)
> > > >>> + echo 'Testing on holdout set'
> > > >>> Testing on holdout set
> > > >>>
> > > >>> [snip]
> > > >>>
> > > >>> INFO: Standard NB Results:
> > > >>> =======================================================
> > > >>> Summary
> > > >>> -------------------------------------------------------
> > > >>> Correctly Classified Instances          :       6718       90.1019%
> > > >>> Incorrectly Classified Instances        :        738        9.8981%
> > > >>> Total Classified Instances              :       7456
> > > >>>
> > > >>> =======================================================
> > > >>> Confusion Matrix
> > > >>> -------------------------------------------------------
> > > >>> a       b       c       d       e       f       g       h       i
> > > >>> j       k       l       m       n       o       p       q       r
>       s
> > > >>>    t        <--Classified as
> > > >>> 294     0       0       0       0       0       0       0       0
> > > >>> 0       0       2       0       1       1       6       1       1
>       16
> > > >>>     0         |  322         a     = alt.atheism
> > > >>> 0       345     6       14      6       11      6       0       0
> > > >>> 0       0       5       7       1       3       0       0       0
>       0
> > > >>>    0         |  404         b     = comp.graphics
> > > >>> 2       29      177     78      22      19      9       1       0
> > > >>> 0       0       4       2       0       1       1       0       0
>       1
> > > >>>    1         |  347         c     = comp.os.ms-windows.misc
> > > >>> 1       9       2       335     18      2       10      0       0
> > > >>> 0       1       0       8       0       0       0       0       0
>       0
> > > >>>    0         |  386         d     = comp.sys.ibm.pc.hardware
> > > >>> 1       4       2       13      347     3       5       1       0
> > > >>> 0       1       0       7       1       0       0       0       1
>       0
> > > >>>    0         |  386         e     = comp.sys.mac.hardware
> > > >>> 0       20      0       4       0       352     4       0       0
> > > >>> 0       0       0       1       1       3       0       1       0
>       1
> > > >>>    0         |  387         f     = comp.windows.x
> > > >>> 0       2       0       21      5       1       323     7       2
> > > >>> 2       0       2       12      0       3       0       0       0
>       0
> > > >>>    1         |  381         g     = misc.forsale
> > > >>> 0       1       0       0       1       0       15      363     8
> > > >>> 1       0       0       4       1       0       0       0       1
>       0
> > > >>>    1         |  396         h     = rec.autos
> > > >>> 0       1       0       0       0       0       6       6       370
> > > >>> 0       0       0       0       1       0       0       0       0
>       1
> > > >>>    0         |  385         i     = rec.motorcycles
> > > >>> 1       0       0       1       1       0       2       1       2
> > > >>> 362     5       0       2       0       0       0       0       0
>       0
> > > >>>    0         |  377         j     = rec.sport.baseball
> > > >>> 0       0       0       1       2       0       0       0       0
> > > >>> 3       371     0       0       0       0       0       0       0
>       0
> > > >>>    1         |  378         k     = rec.sport.hockey
> > > >>> 0       3       1       0       1       0       2       0       0
> > > >>> 0       0       396     0       1       0       0       1       1
>       1
> > > >>>    3         |  410         l     = sci.crypt
> > > >>> 0       7       0       7       7       2       6       4       0
> > > >>> 0       0       1       369     2       2       0       0       0
>       0
> > > >>>    2         |  409         m     = sci.electronics
> > > >>> 0       3       0       2       1       0       2       0       0
> > > >>> 0       0       1       4       383     4       0       0       1
>       0
> > > >>>    4         |  405         n     = sci.med
> > > >>> 0       5       0       0       1       0       3       0       0
> > > >>> 0       0       0       1       0       374     1       0       0
>       1
> > > >>>    1         |  387         o     = sci.space
> > > >>> 6       2       0       1       1       0       0       1       0
> > > >>> 1       0       0       1       5       0       352     2       1
>       7
> > > >>>    1         |  381         p     = soc.religion.christian
> > > >>> 1       1       0       0       0       0       0       0       0
> > > >>> 0       1       0       0       0       0       0       373     1
>       0
> > > >>>    1         |  378         q     = talk.politics.mideast
> > > >>> 0       0       0       0       0       0       1       0       1
> > > >>> 0       0       2       0       0       0       0       0
> 346     2
> > > >>>    7         |  359         r     = talk.politics.guns
> > > >>> 26      1       0       1       0       0       0       2       0
> > > >>> 1       1       0       0       1       1       20      2       6
>       200
> > > >>>    7         |  269         s     = talk.religion.misc
> > > >>> 1       0       0       0       0       0       0       2       0
> > > >>> 0       1       0       0       2       2       0       1       14
>      0
> > > >>>    286       |  309         t     = talk.politics.misc
> > > >>>
> > > >>> =======================================================
> > > >>> Statistics
> > > >>> -------------------------------------------------------
> > > >>> Kappa                                       0.8726
> > > >>> Accuracy                                   90.1019%
> > > >>> Reliability                                85.4491%
> > > >>> Reliability (standard deviation)            0.2222
> > > >>>
> > > >>> Jan 21, 2014 9:30:37 PM org.slf4j.impl.JCLLoggerAdapter info
> > > >>> INFO: Program took 10878 ms (Minutes: 0.1813)
> > > >>>
> > > >>> *SGD:*
> > > >>> 7532 test files
> > > >>>
> > > >>> =======================================================
> > > >>> Summary
> > > >>> -------------------------------------------------------
> > > >>> Correctly Classified Instances          :       5649            75%
> > > >>> Incorrectly Classified Instances        :       1883            25%
> > > >>> Total Classified Instances              :       7532
> > > >>>
> > > >>> =======================================================
> > > >>> Confusion Matrix
> > > >>> -------------------------------------------------------
> > > >>> a       b       c       d       e       f       g       h       i
> > > >>> j       k       l       m       n       o       p       q       r
>       s
> > > >>>    t        <--Classified as
> > > >>> 186     6       3       10      5       0       33      4       13
> > > >>>  15      7       1       24      15      3       15      5       5
>       29
> > > >>>     15        |  394         a     = sci.space
> > > >>> 5       309     0       3       2       5       0       0       0
> > > >>> 1       9       21      2       0       0       18      4       4
>       1
> > > >>>    1         |  385         b     = comp.sys.mac.hardware
> > > >>> 4       1       101     3       0       1       63      0       7
> > > >>> 0       1       1       5       16      3       0       3       7
>       1
> > > >>>    34        |  251         c     = talk.religion.misc
> > > >>> 11      12      1       265     1       10      3       0       0
> > > >>> 17      10      11      5       2       0       11      3       6
>       21
> > > >>>     0         |  389         d     = comp.graphics
> > > >>> 2       1       1       0       349     2       3       0       3
> > > >>> 2       6       1       5       1       0       2       15      2
>       1
> > > >>>    2         |  398         e     = rec.motorcycles
> > > >>> 7       20      3       19      2       254     6       0       2
> > > >>> 11      2       39      7       2       0       4       2       2
>       9
> > > >>>    3         |  394         f     = comp.os.ms-windows.misc
> > > >>> 2       1       13      0       0       0       247     0       1
> > > >>> 1       3       0       6       2       4       0       2       3
>       5
> > > >>>    29        |  319         g     = alt.atheism
> > > >>> 1       1       0       0       2       0       2       361     0
> > > >>> 1       2       0       2       0       0       1       3       22
>      0
> > > >>>    1         |  399         h     = rec.sport.hockey
> > > >>> 3       0       3       1       0       0       5       0       161
> > > >>> 0       1       2       12      102     0       0       1       2
>       11
> > > >>>     6         |  310         i     = talk.politics.misc
> > > >>> 2       8       0       19      0       19      0       0       1
> > > >>> 294     10      11      4       2       0       5       0       3
>       11
> > > >>>     6         |  395         j     = comp.windows.x
> > > >>> 2       10      0       1       1       0       0       0       0
> > > >>> 1       347     13      2       1       0       5       3       2
>       2
> > > >>>    0         |  390         k     = misc.forsale
> > > >>> 1       36      0       6       1       25      0       0       1
> > > >>> 6       10      257     2       1       0       34      6       0
>       6
> > > >>>    0         |  392         l     = comp.sys.ibm.pc.hardware
> > > >>> 2       2       2       2       1       0       12      0       0
> > > >>> 6       10      4       312     5       2       13      11      3
>       3
> > > >>>    6         |  396         m     = sci.med
> > > >>> 2       0       3       2       1       0       0       1       13
> > > >>>  0       5       1       2       314     2       0       2       2
>       10
> > > >>>     4         |  364         n     = talk.politics.guns
> > > >>> 1       0       2       1       1       0       34      1       33
> > > >>>  1       3       0       1       8       271     1       4       5
>       6
> > > >>>      3         |  376         o     = talk.politics.mideast
> > > >>> 3       14      0       8       2       8       3       1       1
> > > >>> 7       12      29      6       2       1       245     13      2
>       32
> > > >>>     4         |  393         p     = sci.electronics
> > > >>> 3       3       0       2       11      0       1       0       2
> > > >>> 1       11      6       4       2       0       11      330     4
>       4
> > > >>>    1         |  396         q     = rec.autos
> > > >>> 0       0       1       0       1       0       4       12      3
> > > >>> 1       3       0       0       0       0       5       6
> 359     1
> > > >>>    1         |  397         r     = rec.sport.baseball
> > > >>> 0       1       0       0       0       1       0       0       3
> > > >>> 3       0       0       3       2       1       6       1       6
>       366
> > > >>>    3         |  396         s     = sci.crypt
> > > >>> 0       2       11      1       1       0       40      0       1
> > > >>> 2       3       4       2       1       0       5       0       2
>       2
> > > >>>    321       |  398         t     = soc.religion.christian
> > > >>>
> > > >>> =======================================================
> > > >>> Statistics
> > > >>> -------------------------------------------------------
> > > >>> Kappa                                       0.7073
> > > >>> Accuracy                                        75%
> > > >>> Reliability                                70.6238%
> > > >>> Reliability (standard deviation)            0.2187
> > > >>> Log-likelihood                mean      :    -1.1182
> > > >>>                               25%-ile   :    -1.6911
> > > >>>                               75%-ile   :    -0.0803
> > > >>>
> > > >>> Jan 21, 2014 9:46:39 PM org.slf4j.impl.JCLLoggerAdapter info
> > > >>> INFO: Program took 10783 ms (Minutes: 0.17971666666666666)
> > > >>>
> > > >>>
> > > >>>
> > > >>>
> > > >>> On Tue, Jan 21, 2014 at 1:08 PM, Suneel Marthi <
> suneel_marthi@yahoo.com>wrote:
> > > >>>
> > > >>>> Thanks Andrew for reporting that. I rolled back the release to
> fix this
> > > >>>> and few other issues.
> > > >>>>
> > > >>>> We have removed asf-examples*.sh from trunk as the sample file at
> the
> > > >>>> url mentioned in ur email is not available.
> > > >>>> This is something we need to fix and restore in 1.0.
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>> On Tuesday, January 21, 2014 3:21 PM, Andrew Palumbo <
> > > >>>> ap.dev@outlook.com> wrote:
> > > >>>>
> > > >>>> from the asf-email-examples.sh script:
> > > >>>>
> > > >>>> # You will need to download or otherwise obtain some or all of the
> > > >>>> Amazon ASF Em
> > > >>>> ail Public Dataset (
> http://aws.amazon.com/datasets/7791434387204566)
> > > >>>> to use this
> > > >>>> script.
> > > >>>> # To obtain a full copy you will need to launch an EC2 instance
> and
> > > >>>> mount the da
> > > >>>> taset to download it, otherwise you can get a sample of it at
> > > >>>> #
> > > >>>>
> http://www.lucidimagination.com/devzone/technical-articles/scaling-mahout
> > > >>>>
> > > >>>> It looks like the:
> > > >>>>
> > > >>>>
> http://www.lucidimagination.com/devzone/technical-articles/scaling-mahout
> > > >>>>
> > > >>>> link is down.
> > > >>>>
> > > >>>> Is there somewhere else that we can get a subset of the ASF
> emails?
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>> Date: Tue, 21 Jan 2014 09:48:06 -0800
> > > >>>> > Subject: Re: MAHOUT 0.9 Release - New URL
> > > >>>> > From: andrew.musselman@gmail.com
> > > >>>> > To: dev@mahout.apache.org
> > > >>>> >
> > > >>>> > Sure thing; continuing to smoke test the other examples tonight
> > > >>>> >
> > > >>>> >
> > > >>>> > On Tue, Jan 21, 2014 at 9:23 AM, Suneel Marthi <
> > > >>>> suneel_marthi@yahoo.com>wrote:
> > > >>>> >
> > > >>>> > > Thanks Andrew M., see that some of the example scripts need
> to be
> > > >>>> fixed as
> > > >>>> > > they still refer to the deprecated algorithms.
> > > >>>> > > See that the Streaming KMeans has failed for you as well.
> > > >>>> > >
> > > >>>> > > I'll be rolling back the release today to fix these issues.
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > > On Tuesday, January 21, 2014 1:22 AM, Andrew Musselman <
> > > >>>> > > andrew.musselman@gmail.com> wrote:
> > > >>>> > >
> > > >>>> > > Builds on Ubuntu 12.04 from tarball and zip, and on AWS's
> default
> > > >>>> 64-bit
> > > >>>> > > Linux AMI from tarball.
> > > >>>> > >
> > > >>>> > > All tests pass.
> > > >>>> > >
> > > >>>> > > *Output of examples:*
> > > >>>> > > *asf-email-examples.sh, run on mahout.apache.org
> > > >>>> > > <http://mahout.apache.org>:*
> > > >>>> > > *recommendations:*
> > > >>>> > > [ec2-user@ip-10-73-146-199 bin]$ hadoop fs -cat
> > > >>>> > > /user/ec2-user/asf-output/prefs/recommendations/part-r-00000
>  | less
> > > >>>> > > 1
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [21935:1.0,23122:1.0,24084:1.0,26397:1.0,1755:1.0,20743:1.0,13428:1.0,19483:1.0,24067:1.0]
> > > >>>> > > 4
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [14372:1.0,28069:1.0,12258:1.0,18412:1.0,26707:1.0,14610:1.0,2909:1.0,14777:1.0,11792:1.0,26764:1.0]
> > > >>>> > > 6
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [5442:1.0,18416:1.0,17554:1.0,14610:1.0,16767:1.0,16740:1.0,26743:1.0,11792:1.0,26707:1.0,28116:1.0]
> > > >>>> > > 8
> > > >>>> > >     [12758:1.0,19409:1.0,11112:1.0]
> > > >>>> > > 11
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [25890:1.0,26743:1.0,9122:1.0,14512:1.0,28116:1.0,17499:1.0,14976:1.0,14561:1.0,3686:1.0,26707:1.0]
> > > >>>> > > 14
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [29596:1.0,25567:1.0,19520:1.0,26327:1.0,13809:1.0,29435:1.0,17331:1.0,17290:1.0,17819:1.0,3829:1.0]
> > > >>>> > > 15
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [15355:1.0,15322:1.0,23191:1.0,7990:1.0,15318:1.0,15236:1.0,17789:1.0,15286:1.0,20916:1.0,2812:1.0]
> > > >>>> > > 16
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [23647:1.0,18137:1.0,1692:1.0,11490:1.0,4303:1.0,12906:1.0,5120:1.0,29503:1.0,19409:1.0,27700:1.0]
> > > >>>> > > 18
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [29738:1.0,12070:1.0,24078:1.0,19449:1.0,17819:1.0,11549:1.0,25410:1.0,15228:1.0,24930:1.0,23708:1.0]
> > > >>>> > > 19
>  [28008:1.0,18416:1.0,2909:1.0,29250:1.0,28023:1.0,14974:1.0]
> > > >>>> > > 20
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> [19313:1.0,3464:1.0,12394:1.0,18665:1.0,16601:1.0,25816:1.0,10212:1.0,11626:1.0,18577:1.0,16734:1.0]
> > > >>>> > > [snip]
> > > >>>> > >
> > > >>>> > > *clustering; kmeans:*
> > > >>>> > > [snip]
> > > >>>> > >         Weight : [props - optional]:  Point:
> > > >>>> > >         1.0 :
> > > >>>> > >  [distance-squared=1.0193102046188427]:
> > > >>>> > >
> /commits/200802.gz/20835820.1202052180347.JavaMail.www-data@brutus=
> > > >>>> > > [1065:0.195, 1977:0.355, 2246:0.091, 3008:0.078, 5336:0.110,
> > > >>>> 7573:0.204,
> > > >>>> > > 7683:0.126, 7715:0.365, 7812:0.180, 7832:0.075, 8268:0.093,
> > > >>>> 9779:0.159,
> > > >>>> > > 10257:0.133, 10972:0.158, 11663:0.143, 15313:0.065,
> 17007:0.244,
> > > >>>> > > 19359:0.183, 19399:0.338, 19525:0.139, 20224:0.140,
> 24649:0.095,
> > > >>>> > > 25003:0.076, 29143:0.156, 30459:0.075, 31537:0.156,
> 31559:0.075,
> > > >>>> > > 31668:0.139, 33208:0.117, 33425:0.218, 36491:0.075,
> 38378:0.130,
> > > >>>> > > 39789:0.110, 40743:0.190, 45775:0.086]
> > > >>>> > >         1.0 : [distance-squared=0.9823018320457279]:
> > > >>>> > >
> /commits/200808.gz/1722278226.1219149603005.JavaMail.www-data@brutus=
> > > >>>> > > [1065:0.188, 2246:0.088, 3008:0.076, 3620:0.239, 5200:0.104,
> > > >>>> 5336:0.106,
> > > >>>> > > 6404:0.088, 7552:0.335, 7683:0.122, 7715:0.376, 7812:0.173,
> > > >>>> 7832:0.072,
> > > >>>> > > 10257:0.128, 11663:0.195, 15313:0.063, 16660:0.094,
> 19359:0.177,
> > > >>>> > > 19525:0.134, 19551:0.101, 20025:0.183, 21233:0.098,
> 24649:0.092,
> > > >>>> > > 25003:0.112, 27650:0.283, 27653:0.216, 29143:0.150,
> 30459:0.072,
> > > >>>> > > 30868:0.208, 31559:0.126, 31565:0.203, 33208:0.113,
> 36491:0.073,
> > > >>>> > > 36610:0.141, 36767:0.208, 38378:0.125, 39789:0.106,
> 45775:0.083]
> > > >>>> > >         1.0 : [distance-squared=0.9509142993214911]:
> > > >>>> > >
> > > >>>>
> /commits/201006.gz/5844140.863.1277658000780.JavaMail.confluence@thor =
> > > >>>> > > [648:0.100, 914:0.066, 2040:0.076, 2246:0.078, 3008:0.048,
> > > >>>> > >  4419:0.076,
> > > >>>> > > 4452:0.070, 5200:0.065, 5203:0.140, 5336:0.067, 6404:0.056,
> > > >>>> 7235:0.048,
> > > >>>> > > 7310:0.077, 7464:0.067, 7471:0.060, 7489:0.093, 7505:0.123,
> > > >>>> 7683:0.077,
> > > >>>> > > 7715:0.145, 7814:0.072, 7912:0.155, 8268:0.098, 9835:0.118,
> > > >>>> 10225:0.081,
> > > >>>> > > 10257:0.114, 11127:0.112, 11510:0.086, 11589:0.139,
> 11663:0.087,
> > > >>>> > > 12641:0.117, 13837:0.052, 14030:0.062, 14089:0.051,
> 14352:0.061,
> > > >>>> > > 14396:0.185, 17015:0.115, 17240:0.097, 18767:0.149,
> 19774:0.124,
> > > >>>> > > 20346:0.159, 21233:0.075, 23657:0.089, 23939:0.078,
> 23974:0.105,
> > > >>>> > > 23998:0.146, 24962:0.122, 25003:0.093, 25084:0.151,
> 25128:0.052,
> > > >>>> > > 29143:0.095, 30459:0.046, 30806:0.075, 31559:0.046,
> 31727:0.104,
> > > >>>> > > 31895:0.105, 31900:0.153, 32149:0.079, 32993:0.069,
> 33112:0.177,
> > > >>>> > > 33208:0.101, 33351:0.089, 33533:0.079, 33638:0.042,
> 35795:0.066,
> > > >>>> > > 36189:0.078, 36491:0.046, 36500:0.093, 36625:0.200,
> 37111:0.071,
> > > >>>> > > 39336:0.079, 39789:0.067, 39933:0.073, 39967:0.079,
> 41155:0.167,
> > > >>>> > > 41280:0.065, 41696:0.072, 41947:0.118,
> > > >>>> > >  43685:0.086, 44077:0.308,
> > > >>>> > > 44353:0.215, 44423:0.085, 45215:0.151, 45775:0.052,
> 46766:0.074,
> > > >>>> > > 47823:0.082, 48120:0.080, 48212:0.109, 48436:0.110]
> > > >>>> > > [snip]
> > > >>>> > >
> > > >>>> > > *clustering; dirichlet:*
> > > >>>> > > Get this complaint:
> > > >>>> > > Running Dirichlet with K = 8
> > > >>>> > > Running on hadoop, using
> /home/ec2-user/hadoop-1.2.1/bin/hadoop and
> > > >>>> > > HADOOP_CONF_DIR=
> > > >>>> > > MAHOUT-JOB:
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> /home/ec2-user/mahout-distribution-0.9/examples/target/mahout-examples-0.9-job.jar
> > > >>>> > > 14/01/21 05:16:35 WARN driver.MahoutDriver: Unable to add
> class:
> > > >>>> dirichlet
> > > >>>> > > 14/01/21 05:16:35 WARN driver.MahoutDriver: No dirichlet.props
> > > >>>> found on
> > > >>>> > > classpath, will use command-line arguments only
> > > >>>> > > Unknown program 'dirichlet' chosen.
> > > >>>> > >
> > > >>>> > > *clustering: minhash:*
> > > >>>> > > Running Minhash
> > > >>>> > > Running on hadoop, using
> /home/ec2-user/hadoop-1.2.1/bin/hadoop and
> > > >>>> > > HADOOP_CONF_DIR=
> > > >>>> > > MAHOUT-JOB:
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> /home/ec2-user/mahout-distribution-0.9/examples/target/mahout-examples-0.9-job.jar
> > > >>>> > > 14/01/21 05:17:27 WARN
> > > >>>> > >  driver.MahoutDriver: Unable to add class: minhash
> > > >>>> > > 14/01/21 05:17:27 WARN driver.MahoutDriver: No minhash.props
> found
> > > >>>> on
> > > >>>> > > classpath, will use command-line arguments only
> > > >>>> > > Unknown program 'minhash' chosen.
> > > >>>> > >
> > > >>>> > > *classification; standard:*
> > > >>>> > > =======================================================
> > > >>>> > > Summary
> > > >>>> > > -------------------------------------------------------
> > > >>>> > > Correctly Classified Instances          :       5384
> 87.7874%
> > > >>>> > > Incorrectly Classified Instances        :        749
> 12.2126%
> > > >>>> > > Total Classified Instances              :       6133
> > > >>>> > >
> > > >>>> > > =======================================================
> > > >>>> > > Confusion Matrix
> > > >>>> > > -------------------------------------------------------
> > > >>>> > > a       b       c       d
> > > >>>> > >     <--Classified as
> > > >>>> > > 2949    7       531     25       |  3512        a     = dev
> > > >>>> > > 0       0       0       0        |  0           b     =
> general
> > > >>>> > > 99      8       1763    8        |  1878        c     = user
> > > >>>> > > 41      1       29      672      |  743         d     =
> commits
> > > >>>> > >
> > > >>>> > > =======================================================
> > > >>>> > > Statistics
> > > >>>> > > -------------------------------------------------------
> > > >>>> > > Kappa
> > > >>>> > >  0.7877
> > > >>>> > > Accuracy                                   87.7874%
> > > >>>> > > Reliability                                 53.658%
> > > >>>> > > Reliability (standard deviation)            0.4911
> > > >>>> > >
> > > >>>> > > *classification; complementary:*
> > > >>>> > > =======================================================
> > > >>>> > > Summary
> > > >>>> > > -------------------------------------------------------
> > > >>>> > > Correctly Classified Instances          :       5530
> 90.1679%
> > > >>>> > > Incorrectly Classified Instances        :        603
>  9.8321%
> > > >>>> > > Total Classified Instances              :
> > > >>>> > >  6133
> > > >>>> > >
> > > >>>> > > =======================================================
> > > >>>> > > Confusion Matrix
> > > >>>> > > -------------------------------------------------------
> > > >>>> > > a       b       c       d       <--Classified as
> > > >>>> > > 3168    0       276     68       |  3512        a     = dev
> > > >>>> > > 0       0       0       0        |  0           b     =
> general
> > > >>>> > > 196     0       1652    30       |  1878        c     = user
> > > >>>> > > 25      0       8       710      |  743         d     =
> > > >>>> > >  commits
> > > >>>> > >
> > > >>>> > > =======================================================
> > > >>>> > > Statistics
> > > >>>> > > -------------------------------------------------------
> > > >>>> > > Kappa                                       0.8259
> > > >>>> > > Accuracy                                   90.1679%
> > > >>>> > > Reliability                                54.7459%
> > > >>>> > > Reliability (standard deviation)            0.5005
> > > >>>> > >
> > > >>>> > > 14/01/21 05:28:42 INFO driver.MahoutDriver: Program took
> 20901 ms
> > > >>>> (Minutes:
> > > >>>> > > 0.34836666666666666)
> > > >>>> > >
> > > >>>> > > *classification; sgd, with three categories:*
> > > >>>> > > Running SGD Training
> > > >>>> > > Running on hadoop, using
> /home/ec2-user/hadoop-1.2.1/bin/hadoop
> > > >>>> > >  and
> > > >>>> > > HADOOP_CONF_DIR=
> > > >>>> > > MAHOUT-JOB:
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> /home/ec2-user/mahout-distribution-0.9/examples/target/mahout-examples-0.9-job.jar
> > > >>>> > > 14/01/21 05:58:00 WARN driver.MahoutDriver: No
> > > >>>> > > org.apache.mahout.classifier.sgd.TrainASFEmail.props found on
> > > >>>> classpath,
> > > >>>> > > will use command-line arguments only
> > > >>>> > > 14/01/21 05:58:00 INFO common.AbstractJob: Command line
> arguments:
> > > >>>> > > {--cardinality=[100000], --categories=[3],
> --endPhase=[2147483647],
> > > >>>> > > --input=[asf-output/classification/sgd/splits/mapRedOut/],
> > > >>>> > > --output=[asf-output/classification/sgd/models],
> --poolSize=[5],
> > > >>>> > > --startPhase=[0], --tempDir=[temp], --threads=[20]}
> > > >>>> > > 24168 training files
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   1
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
> > > >>>> > >  2
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   3
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   4
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   6
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   8
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   10
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00
> > > >>>> > >    0.00    0.00    0.0000000       0.0000000       12
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   15
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   20
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   25
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   30
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000
> > > >>>> > >     0.0000000       40
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   50
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   60
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   70
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   80
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   100
> > > >>>> > > 0.000
> > > >>>> > >  0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   120
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   140
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   150
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   200
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   250
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00
> > > >>>> > >  0.00    0.00    0.0000000       0.0000000       300
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   400
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   500
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   600
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000       0.0000000
>   700
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.00    0.00    0.00    0.00    0.0000000
> > > >>>> > >  0.0000000       800
> > > >>>> > > 0.000   0.00    none
> > > >>>> > > 0.13    32659.00        12672.00        82.50   1.3512194e-08
> > > >>>> > > 1.0019413e-08   1000    -0.607  75.78   none
> > > >>>> > > 0.13    32659.00        12672.00        82.50   1.3512194e-08
> > > >>>> > > 1.0019413e-08   1200    -0.607  75.78   none
> > > >>>> > > 0.13    32659.00        12672.00        82.50   1.3512194e-08
> > > >>>> > > 1.0019413e-08   1400    -0.607  75.78   none
> > > >>>> > > 0.13    32659.00        12672.00        82.50   1.3512194e-08
> > > >>>> > > 1.0019413e-08   1500    -0.607  75.78   none
> > > >>>> > > 0.24    43686.00        17924.00        329.50
> > > >>>> > >  1.0571799e-08
> > > >>>> > > 1.0032261e-08   2000    -0.487  82.65   none
> > > >>>> > > 0.24    49753.00        21610.00        330.71  1.3770070e-08
> > > >>>> > > 1.0011902e-08   2500    -0.439  83.90   none
> > > >>>> > > 0.24    49753.00        21610.00        330.71  1.3770070e-08
> > > >>>> > > 1.0011902e-08   3000    -0.439  83.90   none
> > > >>>> > > 0.32    50635.00        28531.00        437.09  1.0551175e-08
> > > >>>> > > 1.0000001e-08   4000    -0.351  88.14   none
> > > >>>> > > 0.32    50635.00        32642.00        437.09  1.0551175e-08
> > > >>>> > > 1.0000000e-08   5000    -0.378  87.10   none
> > > >>>> > > 0.32    50635.00        36461.00        437.09
> > > >>>> > >  1.0556652e-08
> > > >>>> > > 1.0000001e-08   6000    -0.372  86.89   none
> > > >>>> > > 0.32    50635.00        37768.00        437.09  1.0576742e-08
> > > >>>> > > 1.0000001e-08   7000    -0.334  89.26   none
> > > >>>> > > 0.32    50635.00        38807.00        437.09  1.0576742e-08
> > > >>>> > > 1.0000000e-08   8000    -0.368  87.52   none
> > > >>>> > > 0.32    50635.00        44731.00        437.09  1.0576716e-08
> > > >>>> > > 1.0000000e-08   10000   -0.374  87.39   none
> > > >>>> > > 0.32    50635.00        45672.00        437.09  1.0576716e-08
> > > >>>> > > 1.0000000e-08   12000   -0.298  88.26   none
> > > >>>> > > Exception in thread "main" java.lang.IllegalStateException:
> > > >>>> > > java.lang.ArrayIndexOutOfBoundsException:
> > > >>>> > >  2
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.AdaptiveLogisticRegression.trainWithBufferedExamples(AdaptiveLogisticRegression.java:175)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.AdaptiveLogisticRegression.train(AdaptiveLogisticRegression.java:147)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.AdaptiveLogisticRegression.train(AdaptiveLogisticRegression.java:132)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.TrainASFEmail.run(TrainASFEmail.java:109)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.TrainASFEmail.main(TrainASFEmail.java:142)
> > > >>>> > >         at sun.reflect.NativeMethodAccessorImpl.invoke0(Native
> > > >>>> Method)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57)
> > > >>>> > >
> > > >>>> > >  at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
> > > >>>> > >         at java.lang.reflect.Method.invoke(Method.java:622)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.hadoop.util.ProgramDriver$ProgramDescription.invoke(ProgramDriver.java:68)
> > > >>>> > >         at
> > > >>>> > >
> org.apache.hadoop.util.ProgramDriver.driver(ProgramDriver.java:139)
> > > >>>> > >         at
> > > >>>> > >
> org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:195)
> > > >>>> > >         at sun.reflect.NativeMethodAccessorImpl.invoke0(Native
> > > >>>> Method)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
> > > >>>> > >         at java.lang.reflect.Method.invoke(Method.java:622)
> > > >>>> > >         at
> > > >>>> > >  org.apache.hadoop.util.RunJar.main(RunJar.java:160)
> > > >>>> > > Caused by: java.lang.ArrayIndexOutOfBoundsException: 2
> > > >>>> > >         at
> > > >>>> > >
> org.apache.mahout.math.DenseVector.setQuick(DenseVector.java:141)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.DefaultGradient.apply(DefaultGradient.java:44)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.AbstractOnlineLogisticRegression.train(AbstractOnlineLogisticRegression.java:167)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.CrossFoldLearner.train(CrossFoldLearner.java:137)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.AdaptiveLogisticRegression$Wrapper.train(AdaptiveLogisticRegression.java:444)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.AdaptiveLogisticRegression$1.apply(AdaptiveLogisticRegression.java:158)
> > > >>>> > >
> > > >>>> > >  at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.classifier.sgd.AdaptiveLogisticRegression$1.apply(AdaptiveLogisticRegression.java:153)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.ep.EvolutionaryProcess$1.call(EvolutionaryProcess.java:148)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> org.apache.mahout.ep.EvolutionaryProcess$1.call(EvolutionaryProcess.java:145)
> > > >>>> > >         at
> > > >>>> > >
> java.util.concurrent.FutureTask$Sync.innerRun(FutureTask.java:334)
> > > >>>> > >         at
> java.util.concurrent.FutureTask.run(FutureTask.java:166)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1146)
> > > >>>> > >         at
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
> > > >>>> > >         at java.lang.Thread.run(Thread.java:701)
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > >
> > > >>>> > > On Mon, Jan 20, 2014 at 9:37 AM, Andrew Musselman <
> > > >>>> > > andrew.musselman@gmail.com> wrote:
> > > >>>> > >
> > > >>>> > > > Trying out the build today
> > > >>>> > > >
> > > >>>> > > >
> > > >>>> > > > On Mon, Jan 20, 2014 at 6:00 AM, Suneel Marthi <
> > > >>>> suneel_marthi@yahoo.com
> > > >>>> > > >wrote:
> > > >>>> > > >
> > > >>>> > > >> This is an issue (trivial one though) that needs to be
> fixed for
> > > >>>> 0.9
> > > >>>> > > >> Release, will be rerolling the release today (in the next
> few
> > > >>>> hrs) and
> > > >>>> > > >> putting out a new release candidate in staging.
> > > >>>> > > >>
> > > >>>> > > >> Thanks for reporting this Andrew P.
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >> On Monday, January 20, 2014 12:34 AM, Andrew Palumbo <
> > > >>>> > > ap.dev@outlook.com>
> > > >>>> > > >> wrote:
> > > >>>> > > >>
> > > >>>> > > >> I ran through the tests with on a CentOS VM
> > > >>>> > >  AMD64 2 cores 4 GB RAM.  Had
> > > >>>> > > >> a bit of trouble getting the Hadoop natives to compile and
> > > >>>> therefore may
> > > >>>> > > >> have run into some problems because of the hadoop setup.
>  Ran
> > > >>>> into some
> > > >>>> > > >> problems in the example scripts.  Particularly with
> > > >>>> > > >> ./cluster-syntheticcontrol.sh ->4,5.  I will run through
> the
> > > >>>> rest of the
> > > >>>> > > >> examples when im sure I've got hadoop setup right.
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >> Apache Maven 3.1.2-SNAPSHOT
> > > >>>> > > >> Java version: 1.6.0_45, vendor: Sun Microsystems Inc.
> > > >>>> > > >> Java home: /usr/java/jdk1.6.0_45/jre
> > > >>>> > > >> OS name: "linux", version: "2.6.32-358.23.2.el6.x86_64",
> arch:
> > > >>>> "amd64",
> > > >>>> > > >> family: "unix"
> > > >>>> > > >> $MAHOUT_LOCAL=true
> > > >>>> > > >> Hadoop 2.2.0
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >> a) Verify that u can unpack the release (tar or zip)
> ...passed
> > > >>>> (tar)
> > > >>>> > > >> [passed ]
> > > >>>> > > >>
> > > >>>> > > >> b) Verify u r able to compile the
> > > >>>> > >  distro
> > > >>>> > > >>
> > > >>>> > > >>     mvn compile- [passed with warnings]
> > > >>>> > > >>
> > > >>>> > > >>     [WARNING]  Expected all dependencies to require Scala
> > > >>>> version: 2.9.3
> > > >>>> > > >>     [WARNING]  org.apache.mahout:mahout-math-scala:0.9
> requires
> > > >>>> scala
> > > >>>> > > >> version: 2.9.3
> > > >>>> > > >>     [WARNING]  org.scalatest:scalatest_2.9.2:1.9.1
> requires scala
> > > >>>> > > >> version: 2.9.2
> > > >>>> > > >>     [WARNING] Multiple versions of scala libraries
> detected!
> > > >>>> > > >>
> > > >>>> > > >> c)  Run through the unit tests: mvn clean test
> > > >>>> > > >>     mvn clean test [passed]
> > > >>>> > > >>
> > > >>>> > > >> d) Run the
> > > >>>> > > >>  example scripts under $MAHOUT_HOME/examples/bin.
> > > >>>> > > >> Please run through all the different options in each script
> > > >>>> > > >>
> > > >>>> > > >>     Running example scripts with $MAHOUT_LOCAL=true
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > >  ./cluster-syntheticcontrol.sh ->1 [works]
> > > >>>> > > >>     ./cluster-syntheticcontrol.sh ->2 [works]
> > > >>>> > > >>     ./cluster-syntheticcontrol.sh ->3 [works]
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>     ./cluster-syntheticcontrol.sh ->4 [exits, throws
> exception]
> > > >>>> > > >>     [...]
> > > >>>> > > >>     WARNING: Unable to add class:
> > > >>>> > > >> org.apache.mahout.clustering.syntheticcontrol.dirichlet.Job
> > > >>>> > > >>     java.lang.ClassNotFoundException:
> > > >>>> > > >> org.apache.mahout.clustering.syntheticcontrol.dirichlet.Job
> > > >>>> > > >>         at
> > > >>>> > > >>  java.net.URLClassLoader$1.run(URLClassLoader.java:202)
> > > >>>> > > >>         at
> java.security.AccessController.doPrivileged(Native
> > > >>>> Method)
> > > >>>> > > >>         at
> > > >>>> java.net.URLClassLoader.findClass(URLClassLoader.java:190)
> > > >>>> > > >>         at
> > > >>>> > >  java.lang.ClassLoader.loadClass(ClassLoader.java:306)
> > > >>>> > > >>         at
> > > >>>> sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
> > > >>>> > > >>         at
> java.lang.ClassLoader.loadClass(ClassLoader.java:247)
> > > >>>> > > >>         at java.lang.Class.forName0(Native Method)
> > > >>>> > > >>         at java.lang.Class.forName(Class.java:171)
> > > >>>> > > >>         at
> > > >>>> > > >>
> > > >>>>
> org.apache.mahout.driver.MahoutDriver.addClass(MahoutDriver.java:237)
> > > >>>> > > >>         at
> > > >>>> > > >>
> > > >>>> org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:128)
> > > >>>> > > >>     Jan 19, 2014 7:55:31 PM
> org.slf4j.impl.JCLLoggerAdapter warn
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>     ./cluster-syntheticcontrol.sh ->5 [exits, throws
> exception]
> > > >>>> > > >>
> > > >>>> > > >>     WARNING: Unable to add class:
> > > >>>> > > >>
> > > >>>> > >  org.apache.mahout.clustering.syntheticcontrol.meanshift.Job
> > > >>>> > > >>     java.lang.ClassNotFoundException:
> > > >>>> > > >> org.apache.mahout.clustering.syntheticcontrol.meanshift.Job
> > > >>>> > > >>         at
> java.net.URLClassLoader$1.run(URLClassLoader.java:202)
> > > >>>> > > >>         at
> java.security.AccessController.doPrivileged(Native
> > > >>>> Method)
> > > >>>> > > >>         at
> > > >>>> java.net.URLClassLoader.findClass(URLClassLoader.java:190)
> > > >>>> > > >>         at
> java.lang.ClassLoader.loadClass(ClassLoader.java:306)
> > > >>>> > > >>         at
> > > >>>> sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
> > > >>>> > > >>         at
> java.lang.ClassLoader.loadClass(ClassLoader.java:247)
> > > >>>> > > >>         at java.lang.Class.forName0(Native Method)
> > > >>>> > > >>         at
> > > >>>> > >  java.lang.Class.forName(Class.java:171)
> > > >>>> > > >>         at
> > > >>>> > > >>
> > > >>>>
> org.apache.mahout.driver.MahoutDriver.addClass(MahoutDriver.java:237)
> > > >>>> > > >>         at
> > > >>>> > > >>
> org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:128)
> > > >>>> > > >>     Jan 19, 2014 7:59:51 PM
> org.slf4j.impl.JCLLoggerAdapter warn
> > > >>>> > > >>     WARNING: No
> > > >>>> > > >>
> > > >>>> org.apache.mahout.clustering.syntheticcontrol.meanshift.Job.props
> found
> > > >>>> > > on
> > > >>>> > > >> classpath, will use command-line arguments only
> > > >>>> > > >>     Unknown program
> > > >>>> > > >>
>  'org.apache.mahout.clustering.syntheticcontrol.meanshift.Job'
> > > >>>> chosen.
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>     ./classify-20newsgroups.sh ->1 [works]
> > > >>>> > > >>     ./classify-20newsgroups.sh ->2 [works]
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>     cluster-reuters.sh ->1 [works]
> > > >>>> > > >>
> > > >>>> > >  cluster-reuters.sh ->2 [works]
> > > >>>> > > >>     cluster-reuters.sh ->3 [works]
> > > >>>> > > >>
> > > >>>> > > >>     Same error as noted previosly in the thread:
> > > >>>> > > >>
> > > >>>> > > >>     cluster-reuters.sh ->4 [0 clusters]
> > > >>>> > > >>
> > > >>>> > > >>     [...]
> > > >>>> > > >>
> > > >>>> > > >>     WARNING: No qualcluster.props found on classpath, will
> use
> > > >>>> > > >> command-line arguments only
> > > >>>> > > >>     Num clusters: 0; maxDistance: 0.000000
> > > >>>> > > >>     [Dunn Index]
> > > >>>> > > >>  First: Infinity
> > > >>>> > > >>     [Davies-Bouldin Index] First: NaN
> > > >>>> > > >>     Jan 19, 2014 7:13:57 PM
> org.slf4j.impl.JCLLoggerAdapter info
> > > >>>> > > >>     INFO: Program took 669 ms (Minutes: 0.01115)
> > > >>>> > > >>     cluster,distance.mean,distance.sd
> > > >>>> > > >>
> > > >>>> > >
> > > >>>> > >
> > > >>>>
> ,distance.q0,distance.q1,distance.q2,distance.q3,distance.q4,count,is.train
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >>
> > > >>>> > > >> > Date: Thu, 16 Jan 2014 06:41:09 -0800
> > > >>>> > > >> > From: suneel_marthi@yahoo.com
> > > >>>> > > >> > Subject: MAHOUT 0.9 Release - New URL
> > > >>>> > > >> > To: user@mahout.apache.org; dev@mahout.apache.org
> > > >>>> > > >> >
> > > >>>> > > >> > Third time's a Charm!!!
> > > >>>> > > >> >
> > > >>>> > > >> >
> > > >>>> > > >> > Here's the new URL for Mahout 0.9 Release:
> > > >>>> > > >> >
> > > >>>> > > >>
> > > >>>> > >
> > > >>>>
> https://repository.apache.org/content/repositories/orgapachemahout-1002/org/apache/mahout/mahout-distribution/0.9/
> > > >>>> > > >> >
> > > >>>> > > >> > For those volunteering to test this, some of the things
> to be
> > > >>>> > > verified:
> > > >>>> > > >> >
> > > >>>> > > >> > a) Verify that u can unpack the release (tar or zip)
> > > >>>> > > >> > b) Verify u r able to compile the distro
> > > >>>> > > >> > c)  Run through the unit tests: mvn clean test
> > > >>>> > > >> > d) Run the example scripts
> > > >>>> > > >>  under $MAHOUT_HOME/examples/bin. Please run through all
> the
> > > >>>> different
> > > >>>> > > >> options in each script.
> > > >>>> > > >> >
> > > >>>> > > >> >
> > > >>>> > > >> > Committers
> > > >>>> > > >> >  and PMC members:
> > > >>>> > > >> > ---------------------------------------
> > > >>>> > > >> >
> > > >>>> > > >> > Need 'at least 3 +1 votes' for the Release to pass.
> > > >>>> > > >> >
> > > >>>> > > >> >
> > > >>>> > > >> > Thanks and
> > > >>>> > >  Regards.
> > > >>>> > > >>
> > > >>>> > > >
> > > >>>> > > >
> > > >>>> > >
> > > >>>>
> > > >>>
> > > >>>
> > > >>
> > > >
> >
>

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