From 4fb10dde2b81233b15d3476444d1fc7abed83c29 Mon Sep 17 00:00:00 2001 From: redpony Date: Fri, 20 Aug 2010 03:53:10 +0000 Subject: add llh figure git-svn-id: https://ws10smt.googlecode.com/svn/trunk@602 ec762483-ff6d-05da-a07a-a48fb63a330f --- report/morphology/morphology.tex | 2 +- report/np_clustering.tex | 17 +- report/pyp_clustering/llh.R | 6 + report/pyp_clustering/llh.dat | 101 +++ report/pyp_clustering/llh.pdf | 1279 ++++++++++++++++++++++++++++++++++++++ 5 files changed, 1399 insertions(+), 6 deletions(-) create mode 100644 report/pyp_clustering/llh.R create mode 100644 report/pyp_clustering/llh.dat create mode 100644 report/pyp_clustering/llh.pdf diff --git a/report/morphology/morphology.tex b/report/morphology/morphology.tex index a7287801..80ce9fe2 100644 --- a/report/morphology/morphology.tex +++ b/report/morphology/morphology.tex @@ -269,7 +269,7 @@ In general, it is also clear that the alignment of the segmented sentence pair i \subfigure[Before segmentation]{\includegraphics[scale=1]{morphology/al_orig}} \hspace{10mm} \subfigure[After segmentation]{\includegraphics[scale=1]{morphology/al_segm}} - \caption{Alignment errors increase under segmentation. (English: \glossa{Nothing may be changed about that.})} + \caption{Alignment errors increase under segmentation. (English: {\emph Nothing may be changed about that.})} \label{fig:m_alignment_error} \end{figure} diff --git a/report/np_clustering.tex b/report/np_clustering.tex index 41afc4b9..55910b53 100644 --- a/report/np_clustering.tex +++ b/report/np_clustering.tex @@ -58,12 +58,19 @@ c_{-1}c_1 |& z & \sim \phi^{\textrm{\emph{inner}}}_z \\ \section{Inference} -Inference in the nonparametric clustering models was performed using Gibbs sampling \citep{geman:1984}, with the continuous parameters ($\theta_{\p}$, $\phi_z$, etc.) integrated out \citep{blunsom:2009}. For the experiments reported below, we sampled for 1,000 iterations. The initial state of the sampler was created by assigning every context in a phrase entirely to a random category. - -Values for the PYP hyperparameters were resampled after every 10 samples of the Gibbs sampler using the range doubling slice sampling technique \citep{neal:2000,johnson:2009}. +Inference in the nonparametric clustering models was performed using Gibbs sampling \citep{geman:1984}, with the continuous parameters ($\theta_{\p}$, $\phi_z$, etc.) integrated out \citep{blunsom:2009}. For the experiments reported below, we sampled for 1,000 iterations. The initial state of the sampler was created by assigning every context in a phrase entirely to a random category. Values for the PYP hyperparameters were resampled after every 10 samples of the Gibbs sampler using the range doubling slice sampling technique \citep{neal:2000,johnson:2009}. Figure~\ref{fig:llh} shows the log-likelihood of the model measured after every 10 samples on an example run of the Urdu-English data with two different numbers of categories. The final sample drawn from the model was used to estimate $p(z|\textbf{c},\p)$, and each phrase occurrence was labelled with the $z$ that maximized this probability. +\begin{figure} +\begin{center} +\includegraphics[scale=0.75]{pyp_clustering/llh.pdf} +\vspace{-0.3cm} +\end{center} +\caption{Log-likelihood versus number of samples with 10 categories (red circles) and 25 categories (blue diamonds) on the Urdu data, 1 target word on either side, hierarchical $\theta_0$, uniform $\phi_0$.} +\label{fig:llh} +\end{figure} + \section{Experiments} This section reports a number of experiments carried out to test the quality of the grammars learned using our nonparametric cluster models. We evaluate them primarily in terms of their performance on translation tasks. Translation quality evaluation is reported using case-insensitive \textsc{bleu} \citep{bleu} with the number of references used depending on the experimental condition (refer to details in the discussion of the corpora used below). @@ -109,7 +116,7 @@ Random ($K=25$) & 55.4 & 19.7 \\ Random ($K=50$) & 55.3 & 19.6 \\ \hline Supervised \citep{samt} & 57.8 & 24.5 \\ -POS-only & TODO & 22.3 \\ +POS-only & 56.2 & 22.3 \\ \end{tabular} \end{center} \label{tab:npbaselines} @@ -127,7 +134,7 @@ Because the margin of improvement from the 1-category baseline to the supervised \hline Single category (baseline) & 57.0 & 21.1 \\ \hline -$K=10$ & 56.4 & \\ +$K=10$ & 56.4 & 21.2 \\ $K=25$ & 57.5 & 22.0 \\ $K=50$ & 56.2 & \\ \end{tabular} diff --git a/report/pyp_clustering/llh.R b/report/pyp_clustering/llh.R new file mode 100644 index 00000000..907fc647 --- /dev/null +++ b/report/pyp_clustering/llh.R @@ -0,0 +1,6 @@ +data <- read.table("/Users/redpony/ws10smt/report/pyp_clustering/llh.dat", sep=" ", header=TRUE) +attach(data) +pdf("llh.pdf") +plot(Samples,C25,type="o",pch=23,col="blue",ylab="LLH") +lines(Samples,C10,type="o",col="red") +dev.off() diff --git a/report/pyp_clustering/llh.dat b/report/pyp_clustering/llh.dat new file mode 100644 index 00000000..0b987b72 --- /dev/null +++ b/report/pyp_clustering/llh.dat @@ -0,0 +1,101 @@ +Samples C10 C25 +10 -14282758.4 -13689119.1 +20 -13210316.08 -12776298.29 +30 -12699905.02 -12346718.13 +40 -12426553.15 -12135706.38 +50 -12233584.59 -11895981.69 +60 -12160280.57 -11740597.58 +70 -12086983.91 -11619881.06 +80 -12023087.48 -11529775.62 +90 -11985465.06 -11466665.79 +100 -11962901.87 -11425971.54 +110 -11932864.31 -11391824.7 +120 -11927850.08 -11385243.8 +130 -11888950.2 -11353123.79 +140 -11887155.53 -11323030.37 +150 -11865651.79 -11317107.27 +160 -11864051.3 -11303436.51 +170 -11859850.7 -11269290.93 +180 -11858849.04 -11266028.58 +190 -11853173.39 -11255877.79 +200 -11846163.06 -11237349.09 +210 -11825886.48 -11233842.13 +220 -11804553.84 -11225028.99 +230 -11799576.79 -11220091.61 +240 -11791579.77 -11225438.65 +250 -11786746.41 -11231112.53 +260 -11781193.82 -11210248.76 +270 -11773117.73 -11206966.06 +280 -11757885.86 -11220618.44 +290 -11766073.98 -11206860.17 +300 -11766038.31 -11211057.65 +310 -11757649.11 -11206050.69 +320 -11756018.71 -11196007.14 +330 -11753992.82 -11195939.54 +340 -11736632.47 -11199761.04 +350 -11740141.42 -11195031.08 +360 -11732361.62 -11183529.92 +370 -11742712.18 -11185824.05 +380 -11753807.19 -11183609.24 +390 -11740765.85 -11201645.67 +400 -11726783.53 -11195937.93 +410 -11705268.45 -11195167.73 +420 -11704855.7 -11187544.63 +430 -11700184.94 -11189057.78 +440 -11695595.38 -11182929.8 +450 -11706275.81 -11186811.86 +460 -11682816.94 -11182764.06 +470 -11699266.65 -11185773.92 +480 -11690587.54 -11181398.01 +490 -11688426.03 -11173447.95 +500 -11695292.09 -11156059.74 +510 -11689217.62 -11155512.87 +520 -11698017.4 -11172791.37 +530 -11694884.48 -11154632.37 +540 -11688919.05 -11156732.99 +550 -11691510.72 -11153659.02 +560 -11695991.84 -11151936.29 +570 -11698965.91 -11156390.06 +580 -11703052.54 -11152442.33 +590 -11703954.45 -11148163.01 +600 -11707308.66 -11146911.39 +610 -11711839.21 -11141578.69 +620 -11705084.46 -11138108.53 +630 -11702203.93 -11141497.85 +640 -11699769.36 -11144830.31 +650 -11695195.29 -11140054.57 +660 -11689776.31 -11128736.68 +670 -11686688.63 -11133363.86 +680 -11687056.17 -11138606.88 +690 -11683928.51 -11127176.69 +700 -11675207.45 -11113181.82 +710 -11678865.02 -11114991.57 +720 -11663993.58 -11106009.03 +730 -11653391.7 -11113577.46 +740 -11643963.17 -11120842.56 +750 -11657830.5 -11111176.56 +760 -11640212.02 -11102195.83 +770 -11627752.14 -11114706.83 +780 -11654454 -11123697.97 +790 -11649786.53 -11102903.62 +800 -11650854.46 -11100390.17 +810 -11648917.59 -11087037.97 +820 -11647306.16 -11108470.8 +830 -11646495.22 -11113765.15 +840 -11635530.9 -11107715.08 +850 -11632975.36 -11108388.03 +860 -11640956.57 -11112060.45 +870 -11629400.46 -11107145.34 +880 -11622388.83 -11104625.45 +890 -11637207.76 -11110117.67 +900 -11617132.33 -11107941.25 +910 -11632402.85 -11110187.52 +920 -11639537.44 -11106565.25 +930 -11634270.04 -11109103.8 +940 -11632258.66 -11109555.93 +950 -11621338.84 -11120469.76 +960 -11625169.22 -11108971.32 +970 -11629463.17 -11109270.37 +980 -11622657.22 -11114332.59 +990 -11619776.65 -11111593.24 +1000 -11618193.28 -11107731.37 diff --git a/report/pyp_clustering/llh.pdf b/report/pyp_clustering/llh.pdf new file mode 100644 index 00000000..ad209b20 --- /dev/null +++ b/report/pyp_clustering/llh.pdf @@ -0,0 +1,1279 @@ +%PDF-1.4 +%âãÏÓ\r +1 0 obj +<< +/CreationDate (D:20100819233914) +/ModDate (D:20100819233914) +/Title (R Graphics Output) +/Producer (R 2.11.1) +/Creator (R) +>> +endobj +2 0 obj +<< +/Type /Catalog +/Pages 3 0 R +>> +endobj +5 0 obj +<< +/Type /Page +/Parent 3 0 R +/Contents 6 0 R +/Resources 4 0 R +>> +endobj +6 0 obj +<< +/Length 7 0 R +>> +stream +1 J 1 j q +Q q 59.04 73.44 414.72 371.52 re W n +0.000 0.000 1.000 RG +0.75 w +[] 0 d +1 J +1 j +10.00 M +74.40 87.20 m +78.28 207.88 l +82.16 264.67 l +86.04 292.56 l +89.92 324.26 l +93.79 344.80 l +97.67 360.76 l +101.55 372.67 l +105.43 381.01 l +109.31 386.39 l +113.19 390.91 l +117.07 391.78 l +120.95 396.02 l +124.82 400.00 l +128.70 400.78 l +132.58 402.59 l +136.46 407.11 l +140.34 407.54 l +144.22 408.88 l +148.10 411.33 l +151.98 411.79 l +155.85 412.96 l +159.73 413.61 l +163.61 412.90 l +167.49 412.15 l +171.37 414.91 l +175.25 415.35 l +179.13 413.54 l +183.01 415.36 l +186.88 414.80 l +190.76 415.47 l +194.64 416.79 l +198.52 416.80 l +202.40 416.30 l +206.28 416.92 l +210.16 418.44 l +214.04 418.14 l +217.92 418.43 l +221.79 416.05 l +225.67 416.80 l +229.55 416.91 l +233.43 417.91 l +237.31 417.71 l +241.19 418.52 l +245.07 418.01 l +248.95 418.54 l +252.82 418.15 l +256.70 418.73 l +260.58 419.78 l +264.46 422.08 l +268.34 422.15 l +272.22 419.86 l +276.10 422.26 l +279.98 421.99 l +283.85 422.39 l +287.73 422.62 l +291.61 422.03 l +295.49 422.55 l +299.37 423.12 l +303.25 423.28 l +307.13 423.99 l +311.01 424.45 l +314.88 424.00 l +318.76 423.56 l +322.64 424.19 l +326.52 425.69 l +330.40 425.08 l +334.28 424.38 l +338.16 425.89 l +342.04 427.74 l +345.92 427.50 l +349.79 428.69 l +353.67 427.69 l +357.55 426.73 l +361.43 428.01 l +365.31 429.20 l +369.19 427.54 l +373.07 426.35 l +376.95 429.10 l +380.82 429.43 l +384.70 431.20 l +388.58 428.37 l +392.46 427.67 l +396.34 428.47 l +400.22 428.38 l +404.10 427.89 l +407.98 428.54 l +411.85 428.87 l +415.73 428.15 l +419.61 428.44 l +423.49 428.14 l +427.37 428.62 l +431.25 428.28 l +435.13 428.22 l +439.01 426.78 l +442.88 428.30 l +446.76 428.26 l +450.64 427.59 l +454.52 427.95 l +458.40 428.46 l +S +74.40 83.82 m +77.78 87.20 l +74.40 90.58 l +71.02 87.20 l +74.40 83.82 l +S +78.28 204.49 m +81.66 207.88 l +78.28 211.26 l +74.89 207.88 l +78.28 204.49 l +S +82.16 261.28 m +85.54 264.67 l +82.16 268.05 l +78.77 264.67 l +82.16 261.28 l +S +86.04 289.18 m +89.42 292.56 l +86.04 295.95 l +82.65 292.56 l +86.04 289.18 l +S +89.92 320.87 m +93.30 324.26 l +89.92 327.64 l +86.53 324.26 l +89.92 320.87 l +S +93.79 341.41 m +97.18 344.80 l +93.79 348.18 l +90.41 344.80 l +93.79 341.41 l +S +97.67 357.37 m +101.06 360.76 l +97.67 364.14 l +94.29 360.76 l +97.67 357.37 l +S +101.55 369.29 m +104.94 372.67 l +101.55 376.05 l +98.17 372.67 l +101.55 369.29 l +S +105.43 377.63 m +108.81 381.01 l +105.43 384.40 l +102.05 381.01 l +105.43 377.63 l +S +109.31 383.01 m +112.69 386.39 l +109.31 389.78 l +105.93 386.39 l +109.31 383.01 l +S +113.19 387.52 m +116.57 390.91 l +113.19 394.29 l +109.80 390.91 l +113.19 387.52 l +S +117.07 388.39 m +120.45 391.78 l +117.07 395.16 l +113.68 391.78 l +117.07 388.39 l +S +120.95 392.64 m +124.33 396.02 l +120.95 399.41 l +117.56 396.02 l +120.95 392.64 l +S +124.82 396.62 m +128.21 400.00 l +124.82 403.39 l +121.44 400.00 l +124.82 396.62 l +S +128.70 397.40 m +132.09 400.78 l +128.70 404.17 l +125.32 400.78 l +128.70 397.40 l +S +132.58 399.21 m +135.97 402.59 l +132.58 405.98 l +129.20 402.59 l +132.58 399.21 l +S +136.46 403.72 m +139.84 407.11 l +136.46 410.49 l +133.08 407.11 l +136.46 403.72 l +S +140.34 404.15 m +143.72 407.54 l +140.34 410.92 l +136.96 407.54 l +140.34 404.15 l +S +144.22 405.50 m +147.60 408.88 l +144.22 412.26 l +140.83 408.88 l +144.22 405.50 l +S +148.10 407.94 m +151.48 411.33 l +148.10 414.71 l +144.71 411.33 l +148.10 407.94 l +S +151.98 408.41 m +155.36 411.79 l +151.98 415.18 l +148.59 411.79 l +151.98 408.41 l +S +155.85 409.57 m +159.24 412.96 l +155.85 416.34 l +152.47 412.96 l +155.85 409.57 l +S +159.73 410.23 m +163.12 413.61 l +159.73 416.99 l +156.35 413.61 l +159.73 410.23 l +S +163.61 409.52 m +167.00 412.90 l +163.61 416.29 l +160.23 412.90 l +163.61 409.52 l +S +167.49 408.77 m +170.87 412.15 l +167.49 415.54 l +164.11 412.15 l +167.49 408.77 l +S +171.37 411.53 m +174.75 414.91 l +171.37 418.30 l +167.99 414.91 l +171.37 411.53 l +S +175.25 411.96 m +178.63 415.35 l +175.25 418.73 l +171.86 415.35 l +175.25 411.96 l +S +179.13 410.16 m +182.51 413.54 l +179.13 416.92 l +175.74 413.54 l +179.13 410.16 l +S +183.01 411.98 m +186.39 415.36 l +183.01 418.74 l +179.62 415.36 l +183.01 411.98 l +S +186.88 411.42 m +190.27 414.80 l +186.88 418.19 l +183.50 414.80 l +186.88 411.42 l +S +190.76 412.08 m +194.15 415.47 l +190.76 418.85 l +187.38 415.47 l +190.76 412.08 l +S +194.64 413.41 m +198.03 416.79 l +194.64 420.18 l +191.26 416.79 l +194.64 413.41 l +S +198.52 413.42 m +201.91 416.80 l +198.52 420.19 l +195.14 416.80 l +198.52 413.42 l +S +202.40 412.91 m +205.78 416.30 l +202.40 419.68 l +199.02 416.30 l +202.40 412.91 l +S +206.28 413.54 m +209.66 416.92 l +206.28 420.31 l +202.89 416.92 l +206.28 413.54 l +S +210.16 415.06 m +213.54 418.44 l +210.16 421.83 l +206.77 418.44 l +210.16 415.06 l +S +214.04 414.76 m +217.42 418.14 l +214.04 421.52 l +210.65 418.14 l +214.04 414.76 l +S +217.92 415.05 m +221.30 418.43 l +217.92 421.82 l +214.53 418.43 l +217.92 415.05 l +S +221.79 412.66 m +225.18 416.05 l +221.79 419.43 l +218.41 416.05 l +221.79 412.66 l +S +225.67 413.42 m +229.06 416.80 l +225.67 420.19 l +222.29 416.80 l +225.67 413.42 l +S +229.55 413.52 m +232.94 416.91 l +229.55 420.29 l +226.17 416.91 l +229.55 413.52 l +S +233.43 414.53 m +236.81 417.91 l +233.43 421.30 l +230.05 417.91 l +233.43 414.53 l +S +237.31 414.33 m +240.69 417.71 l +237.31 421.10 l +233.93 417.71 l +237.31 414.33 l +S +241.19 415.14 m +244.57 418.52 l +241.19 421.91 l +237.80 418.52 l +241.19 415.14 l +S +245.07 414.63 m +248.45 418.01 l +245.07 421.39 l +241.68 418.01 l +245.07 414.63 l +S +248.95 415.16 m +252.33 418.54 l +248.95 421.93 l +245.56 418.54 l +248.95 415.16 l +S +252.82 414.76 m +256.21 418.15 l +252.82 421.53 l +249.44 418.15 l +252.82 414.76 l +S +256.70 415.34 m +260.09 418.73 l +256.70 422.11 l +253.32 418.73 l +256.70 415.34 l +S +260.58 416.39 m +263.97 419.78 l +260.58 423.16 l +257.20 419.78 l +260.58 416.39 l +S +264.46 418.69 m +267.84 422.08 l +264.46 425.46 l +261.08 422.08 l +264.46 418.69 l +S +268.34 418.76 m +271.72 422.15 l +268.34 425.53 l +264.96 422.15 l +268.34 418.76 l +S +272.22 416.48 m +275.60 419.86 l +272.22 423.25 l +268.83 419.86 l +272.22 416.48 l +S +276.10 418.88 m +279.48 422.26 l +276.10 425.65 l +272.71 422.26 l +276.10 418.88 l +S +279.98 418.60 m +283.36 421.99 l +279.98 425.37 l +276.59 421.99 l +279.98 418.60 l +S +283.85 419.01 m +287.24 422.39 l +283.85 425.78 l +280.47 422.39 l +283.85 419.01 l +S +287.73 419.24 m +291.12 422.62 l +287.73 426.00 l +284.35 422.62 l +287.73 419.24 l +S +291.61 418.65 m +295.00 422.03 l +291.61 425.42 l +288.23 422.03 l +291.61 418.65 l +S +295.49 419.17 m +298.87 422.55 l +295.49 425.94 l +292.11 422.55 l +295.49 419.17 l +S +299.37 419.74 m +302.75 423.12 l +299.37 426.50 l +295.99 423.12 l +299.37 419.74 l +S +303.25 419.90 m +306.63 423.28 l +303.25 426.67 l +299.86 423.28 l +303.25 419.90 l +S +307.13 420.61 m +310.51 423.99 l +307.13 427.37 l +303.74 423.99 l +307.13 420.61 l +S +311.01 421.06 m +314.39 424.45 l +311.01 427.83 l +307.62 424.45 l +311.01 421.06 l +S +314.88 420.62 m +318.27 424.00 l +314.88 427.38 l +311.50 424.00 l +314.88 420.62 l +S +318.76 420.18 m +322.15 423.56 l +318.76 426.94 l +315.38 423.56 l +318.76 420.18 l +S +322.64 420.81 m +326.03 424.19 l +322.64 427.58 l +319.26 424.19 l +322.64 420.81 l +S +326.52 422.30 m +329.91 425.69 l +326.52 429.07 l +323.14 425.69 l +326.52 422.30 l +S +330.40 421.69 m +333.78 425.08 l +330.40 428.46 l +327.02 425.08 l +330.40 421.69 l +S +334.28 421.00 m +337.66 424.38 l +334.28 427.77 l +330.89 424.38 l +334.28 421.00 l +S +338.16 422.51 m +341.54 425.89 l +338.16 429.28 l +334.77 425.89 l +338.16 422.51 l +S +342.04 424.36 m +345.42 427.74 l +342.04 431.13 l +338.65 427.74 l +342.04 424.36 l +S +345.92 424.12 m +349.30 427.50 l +345.92 430.89 l +342.53 427.50 l +345.92 424.12 l +S +349.79 425.31 m +353.18 428.69 l +349.79 432.08 l +346.41 428.69 l +349.79 425.31 l +S +353.67 424.31 m +357.06 427.69 l +353.67 431.08 l +350.29 427.69 l +353.67 424.31 l +S +357.55 423.35 m +360.94 426.73 l +357.55 430.11 l +354.17 426.73 l +357.55 423.35 l +S +361.43 424.62 m +364.81 428.01 l +361.43 431.39 l +358.05 428.01 l +361.43 424.62 l +S +365.31 425.81 m +368.69 429.20 l +365.31 432.58 l +361.93 429.20 l +365.31 425.81 l +S +369.19 424.16 m +372.57 427.54 l +369.19 430.93 l +365.80 427.54 l +369.19 424.16 l +S +373.07 422.97 m +376.45 426.35 l +373.07 429.74 l +369.68 426.35 l +373.07 422.97 l +S +376.95 425.72 m +380.33 429.10 l +376.95 432.49 l +373.56 429.10 l +376.95 425.72 l +S +380.82 426.05 m +384.21 429.43 l +380.82 432.82 l +377.44 429.43 l +380.82 426.05 l +S +384.70 427.82 m +388.09 431.20 l +384.70 434.58 l +381.32 431.20 l +384.70 427.82 l +S +388.58 424.98 m +391.97 428.37 l +388.58 431.75 l +385.20 428.37 l +388.58 424.98 l +S +392.46 424.28 m +395.84 427.67 l +392.46 431.05 l +389.08 427.67 l +392.46 424.28 l +S +396.34 425.08 m +399.72 428.47 l +396.34 431.85 l +392.96 428.47 l +396.34 425.08 l +S +400.22 424.99 m +403.60 428.38 l +400.22 431.76 l +396.83 428.38 l +400.22 424.99 l +S +404.10 424.51 m +407.48 427.89 l +404.10 431.28 l +400.71 427.89 l +404.10 424.51 l +S +407.98 425.16 m +411.36 428.54 l +407.98 431.93 l +404.59 428.54 l +407.98 425.16 l +S +411.85 425.49 m +415.24 428.87 l +411.85 432.26 l +408.47 428.87 l +411.85 425.49 l +S +415.73 424.76 m +419.12 428.15 l +415.73 431.53 l +412.35 428.15 l +415.73 424.76 l +S +419.61 425.05 m +423.00 428.44 l +419.61 431.82 l +416.23 428.44 l +419.61 425.05 l +S +423.49 424.76 m +426.87 428.14 l +423.49 431.52 l +420.11 428.14 l +423.49 424.76 l +S +427.37 425.23 m +430.75 428.62 l +427.37 432.00 l +423.99 428.62 l +427.37 425.23 l +S +431.25 424.90 m +434.63 428.28 l +431.25 431.67 l +427.86 428.28 l +431.25 424.90 l +S +435.13 424.84 m +438.51 428.22 l +435.13 431.61 l +431.74 428.22 l +435.13 424.84 l +S +439.01 423.40 m +442.39 426.78 l +439.01 430.16 l +435.62 426.78 l +439.01 423.40 l +S +442.88 424.92 m +446.27 428.30 l +442.88 431.68 l +439.50 428.30 l +442.88 424.92 l +S +446.76 424.88 m +450.15 428.26 l +446.76 431.64 l +443.38 428.26 l +446.76 424.88 l +S +450.64 424.21 m +454.03 427.59 l +450.64 430.98 l +447.26 427.59 l +450.64 424.21 l +S +454.52 424.57 m +457.91 427.95 l +454.52 431.34 l +451.14 427.95 l +454.52 424.57 l +S +458.40 425.08 m +461.78 428.46 l +458.40 431.85 l +455.02 428.46 l +458.40 425.08 l +S +Q q +0.000 0.000 0.000 RG +0.75 w +[] 0 d +1 J +1 j +10.00 M +70.52 73.44 m 458.40 73.44 l S +70.52 73.44 m 70.52 66.24 l S +148.10 73.44 m 148.10 66.24 l S +225.67 73.44 m 225.67 66.24 l S +303.25 73.44 m 303.25 66.24 l S +380.82 73.44 m 380.82 66.24 l S +458.40 73.44 m 458.40 66.24 l S +BT +0.000 0.000 0.000 rg +/F2 1 Tf 12.00 0.00 -0.00 12.00 67.19 47.52 Tm (0) Tj +ET +BT +/F2 1 Tf 12.00 0.00 -0.00 12.00 138.09 47.52 Tm (200) Tj +ET +BT +/F2 1 Tf 12.00 0.00 -0.00 12.00 215.66 47.52 Tm (400) Tj +ET +BT +/F2 1 Tf 12.00 0.00 -0.00 12.00 293.24 47.52 Tm (600) Tj +ET +BT +/F2 1 Tf 12.00 0.00 -0.00 12.00 370.82 47.52 Tm (800) Tj +ET +BT +/F2 1 Tf 12.00 0.00 -0.00 12.00 445.06 47.52 Tm (1000) Tj +ET +59.04 112.20 m 59.04 442.71 l S +59.04 112.20 m 51.84 112.20 l S +59.04 178.30 m 51.84 178.30 l S +59.04 244.40 m 51.84 244.40 l S +59.04 310.50 m 51.84 310.50 l S +59.04 376.61 m 51.84 376.61 l S +59.04 442.71 m 51.84 442.71 l S +BT +/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 82.01 Tm (-13500000) Tj +ET +BT +/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 214.21 Tm (-12500000) Tj +ET +BT +/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 346.41 Tm (-11500000) Tj +ET +59.04 73.44 m +473.76 73.44 l +473.76 444.96 l +59.04 444.96 l +59.04 73.44 l +S +Q q +BT +0.000 0.000 0.000 rg +/F2 1 Tf 12.00 0.00 -0.00 12.00 243.06 18.72 Tm (Samples) Tj +ET +BT +/F2 1 Tf 0.00 12.00 -12.00 0.00 12.96 248.20 Tm (LLH) Tj +ET +Q q 59.04 73.44 414.72 371.52 re W n +1.000 0.000 0.000 RG +0.75 w +[] 0 d +1 J +1 j +10.00 M +74.40 8.72 m +78.28 150.50 l +82.16 217.98 l +86.04 254.11 l +89.92 279.62 l +93.79 289.32 l +97.67 299.01 l +101.55 307.45 l +105.43 312.43 l +109.31 315.41 l +113.19 319.38 l +117.07 320.04 l +120.95 325.19 l +124.82 325.42 l +128.70 328.27 l +132.58 328.48 l +136.46 329.03 l +140.34 329.17 l +144.22 329.92 l +148.10 330.84 l +151.98 333.52 l +155.85 336.34 l +159.73 337.00 l +163.61 338.06 l +167.49 338.70 l +171.37 339.43 l +175.25 340.50 l +179.13 342.51 l +183.01 341.43 l +186.88 341.43 l +190.76 342.54 l +194.64 342.76 l +198.52 343.03 l +202.40 345.32 l +206.28 344.86 l +210.16 345.89 l +214.04 344.52 l +217.92 343.05 l +221.79 344.78 l +225.67 346.62 l +229.55 349.47 l +233.43 349.52 l +237.31 350.14 l +241.19 350.75 l +245.07 349.34 l +248.95 352.44 l +252.82 350.26 l +256.70 351.41 l +260.58 351.70 l +264.46 350.79 l +268.34 351.59 l +272.22 350.43 l +276.10 350.84 l +279.98 351.63 l +283.85 351.29 l +287.73 350.70 l +291.61 350.30 l +295.49 349.76 l +299.37 349.64 l +303.25 349.20 l +307.13 348.60 l +311.01 349.49 l +314.88 349.87 l +318.76 350.20 l +322.64 350.80 l +326.52 351.52 l +330.40 351.93 l +334.28 351.88 l +338.16 352.29 l +342.04 353.44 l +345.92 352.96 l +349.79 354.93 l +353.67 356.33 l +357.55 357.57 l +361.43 355.74 l +365.31 358.07 l +369.19 359.72 l +373.07 356.19 l +376.95 356.80 l +380.82 356.66 l +384.70 356.92 l +388.58 357.13 l +392.46 357.24 l +396.34 358.69 l +400.22 359.03 l +404.10 357.97 l +407.98 359.50 l +411.85 360.43 l +415.73 358.47 l +419.61 361.12 l +423.49 359.10 l +427.37 358.16 l +431.25 358.85 l +435.13 359.12 l +439.01 360.56 l +442.88 360.06 l +446.76 359.49 l +450.64 360.39 l +454.52 360.77 l +458.40 360.98 l +S +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 71.44 6.12 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 75.32 147.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 79.20 215.38 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 83.07 251.52 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 86.95 277.03 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 90.83 286.72 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 94.71 296.41 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 98.59 304.86 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 102.47 309.83 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 106.35 312.81 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 110.23 316.78 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 114.10 317.45 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 117.98 322.59 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 121.86 322.83 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 125.74 325.67 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 129.62 325.88 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 133.50 326.44 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 137.38 326.57 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 141.26 327.32 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 145.14 328.25 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 149.01 330.93 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 152.89 333.75 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 156.77 334.41 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 160.65 335.46 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 164.53 336.10 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 168.41 336.84 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 172.29 337.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 176.17 339.92 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 180.04 338.83 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 183.92 338.84 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 187.80 339.95 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 191.68 340.16 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 195.56 340.43 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 199.44 342.73 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 203.32 342.26 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 207.20 343.29 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 211.07 341.92 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 214.95 340.46 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 218.83 342.18 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 222.71 344.03 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 226.59 346.87 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 230.47 346.93 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 234.35 347.55 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 238.23 348.15 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 242.10 346.74 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 245.98 349.84 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 249.86 347.67 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 253.74 348.81 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 257.62 349.10 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 261.50 348.19 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 265.38 349.00 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 269.26 347.83 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 273.14 348.25 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 277.01 349.03 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 280.89 348.69 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 284.77 348.10 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 288.65 347.71 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 292.53 347.17 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 296.41 347.05 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 300.29 346.60 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 304.17 346.00 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 308.04 346.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 311.92 347.28 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 315.80 347.60 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 319.68 348.21 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 323.56 348.92 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 327.44 349.33 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 331.32 349.28 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 335.20 349.69 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 339.07 350.85 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 342.95 350.36 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 346.83 352.33 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 350.71 353.73 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 354.59 354.98 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 358.47 353.14 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 362.35 355.47 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 366.23 357.12 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 370.10 353.59 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 373.98 354.21 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 377.86 354.07 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 381.74 354.32 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 385.62 354.54 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 389.50 354.64 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 393.38 356.09 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 397.26 356.43 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 401.14 355.38 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 405.01 356.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 408.89 357.83 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 412.77 355.87 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 416.65 358.53 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 420.53 356.51 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 424.41 355.56 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 428.29 356.26 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 432.17 356.53 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 436.04 357.97 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 439.92 357.46 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 443.80 356.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 447.68 357.79 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 451.56 358.18 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 7.48 0 0 7.48 455.44 358.38 Tm (l) Tj 0 Tr +ET +Q +endstream +endobj +7 0 obj +19159 +endobj +3 0 obj +<< +/Type /Pages +/Kids [ +5 0 R +] +/Count 1 +/MediaBox [0 0 504 504] +>> +endobj +4 0 obj +<< +/ProcSet [/PDF /Text] +/Font << /F1 9 0 R /F2 10 0 R >> +/ExtGState << >> +>> +endobj +8 0 obj +<< +/Type /Encoding +/BaseEncoding /WinAnsiEncoding +/Differences [ 45/minus 96/quoteleft +144/dotlessi /grave /acute /circumflex /tilde /macron /breve /dotaccent +/dieresis /.notdef /ring /cedilla /.notdef /hungarumlaut /ogonek /caron /space] +>> +endobj +9 0 obj +<< +/Type /Font +/Subtype /Type1 +/Name /F1 +/BaseFont /ZapfDingbats +>> +endobj +10 0 obj << +/Type /Font +/Subtype /Type1 +/Name /F2 +/BaseFont /Helvetica +/Encoding 8 0 R +>> endobj +xref +0 11 +0000000000 65535 f +0000000021 00000 n +0000000164 00000 n +0000019526 00000 n +0000019609 00000 n +0000000213 00000 n +0000000293 00000 n +0000019505 00000 n +0000019702 00000 n +0000019959 00000 n +0000020042 00000 n +trailer +<< +/Size 11 +/Info 1 0 R +/Root 2 0 R +>> +startxref +20139 +%%EOF -- cgit v1.2.3