add section Available models and languages

README.md

@@ -35,9 +35,30 @@ choco install ffmpeg
 ```
 
 
+## Available models and languages
+
+There are five model sizes, four with English-only versions, offering speed and accuracy tradeoffs. Below are the names of the available models and their approximate memory requirements and relative speed. 
+
+
+|  Size  | Parameters | English-only model | Multilingual model | Required VRAM | Relative speed |
+|:------:|:----------:|:------------------:|:------------------:|:-------------:|:--------------:|
+|  tiny  |    39 M    |     `tiny.en`      |       `tiny`       |     ~1 GB     |      ~32x      |
+|  base  |    74 M    |     `base.en`      |       `base`       |     ~1 GB     |      ~16x      |
+| small  |   244 M    |     `small.en`     |      `small`       |     ~2 GB     |      ~6x       |
+| medium |   769 M    |    `medium.en`     |      `medium`      |     ~5 GB     |      ~2x       |
+| large  |   1550 M   |        N/A         |      `large`       |    ~10 GB     |       1x       |
+
+For English-only applications, the `.en` models tend to perform better, especially for the `tiny.en` and `base.en` models. We observed that the difference becomes less significant for the `small.en` and `medium.en` models.
+
+Whisper's performance varies widely depending on the language. The figure below shows a WER breakdown by languages of Fleurs dataset, using the `large` model. More WER and BLEU scores corresponding to the other models and datasets can be found in Appendix D in [the paper](https://cdn.openai.com/papers/whisper.pdf).
+
+![WER breakdown by language](language-breakdown.svg)
+
+
+
 ## Command-line usage
 
-There are five model sizes, four with English-only versions, offering speed and accuracy tradeoffs. The following command will transcribe speech in audio files, using the `medium` model:
+The following command will transcribe speech in audio files, using the `medium` model:
 
     whisper audio.flac audio.mp3 audio.wav --model medium
 

language-breakdown.svg

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+     </g>
+     <g id="text_71">
+      <!-- Hausa -->
+      <g transform="translate(66.203125 632.493121)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-48"/>
+       <use xlink:href="#DejaVuSans-61" x="75.195312"/>
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+     </g>
+     <g id="text_72">
+      <!-- Javanese -->
+      <g transform="translate(52.548438 642.437024)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-4a"/>
+       <use xlink:href="#DejaVuSans-61" x="29.492188"/>
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+     <g id="text_73">
+      <!-- Pashto -->
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+       <use xlink:href="#DejaVuSans-50"/>
+       <use xlink:href="#DejaVuSans-61" x="55.802734"/>
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+     <g id="text_74">
+      <!-- Uzbek -->
+      <g transform="translate(66.667188 662.324829)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-55"/>
+       <use xlink:href="#DejaVuSans-7a" x="73.193359"/>
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+      <!-- Khmer -->
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+       <use xlink:href="#DejaVuSans-4b"/>
+       <use xlink:href="#DejaVuSans-68" x="65.576172"/>
+       <use xlink:href="#DejaVuSans-6d" x="128.955078"/>
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+      <!-- Georgian -->
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+       <use xlink:href="#DejaVuSans-47"/>
+       <use xlink:href="#DejaVuSans-65" x="77.490234"/>
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+      <!-- Telugu -->
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+       <use xlink:href="#DejaVuSans-54"/>
+       <use xlink:href="#DejaVuSans-65" x="44.083984"/>
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+      <!-- Malayalam -->
+      <g transform="translate(43.170313 702.100438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-4d"/>
+       <use xlink:href="#DejaVuSans-61" x="86.279297"/>
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+      <!-- Lao -->
+      <g transform="translate(79.707813 712.044341)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-4c"/>
+       <use xlink:href="#DejaVuSans-61" x="55.712891"/>
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+      <!-- Punjabi -->
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+       <use xlink:href="#DejaVuSans-75" x="58.552734"/>
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+      <!-- Somali -->
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+       <use xlink:href="#DejaVuSans-75" x="77.490234"/>
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+   <g id="text_93">
+    <!-- 4.2 -->
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+     <use xlink:href="#DejaVuSans-34"/>
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+     <use xlink:href="#DejaVuSans-34"/>
+     <use xlink:href="#DejaVuSans-2e" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-35" x="95.410156"/>
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+   <g id="text_95">
+    <!-- 4.8 -->
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+     <use xlink:href="#DejaVuSans-34"/>
+     <use xlink:href="#DejaVuSans-2e" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-38" x="95.410156"/>
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+   <g id="text_96">
+    <!-- 5.5 -->
+    <g transform="translate(200.141923 54.706936)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-35"/>
+     <use xlink:href="#DejaVuSans-2e" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-35" x="95.410156"/>
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+   <g id="text_97">
+    <!-- 6.4 -->
+    <g transform="translate(217.933224 64.650838)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-36"/>
+     <use xlink:href="#DejaVuSans-2e" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-34" x="95.410156"/>
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+   </g>
+   <g id="text_98">
+    <!-- 6.4 -->
+    <g transform="translate(218.601886 74.594741)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-36"/>
+     <use xlink:href="#DejaVuSans-2e" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-34" x="95.410156"/>
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+   </g>
+   <g id="text_99">
+    <!-- 7.2 -->
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+   <g id="text_100">
+    <!-- 7.7 -->
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+     <use xlink:href="#DejaVuSans-37"/>
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+    <!-- 8.3 -->
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+     <use xlink:href="#DejaVuSans-38"/>
+     <use xlink:href="#DejaVuSans-2e" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-33" x="95.410156"/>
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+   <g id="text_103">
+    <!-- 8.5 -->
+    <g transform="translate(252.21904 124.314253)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-38"/>
+     <use xlink:href="#DejaVuSans-2e" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-35" x="95.410156"/>
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+    <!-- 9.4 -->
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+     <use xlink:href="#DejaVuSans-31"/>
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+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-33" x="159.033203"/>
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+   </g>
+   <g id="text_107">
+    <!-- 10.5 -->
+    <g transform="translate(278.440485 164.089863)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-30" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-35" x="159.033203"/>
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+   </g>
+   <g id="text_108">
+    <!-- 10.7 -->
+    <g transform="translate(280.47547 174.033765)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-30" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-37" x="159.033203"/>
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+   </g>
+   <g id="text_109">
+    <!-- 11.4 -->
+    <g transform="translate(287.879259 183.977668)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-31" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-34" x="159.033203"/>
+    </g>
+   </g>
+   <g id="text_110">
+    <!-- 12.2 -->
+    <g transform="translate(296.268443 193.92157)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-32" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-32" x="159.033203"/>
+    </g>
+   </g>
+   <g id="text_111">
+    <!-- 13.2 -->
+    <g transform="translate(306.553852 203.865473)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-33" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-32" x="159.033203"/>
+    </g>
+   </g>
+   <g id="text_112">
+    <!-- 15.2 -->
+    <g transform="translate(323.626941 213.809375)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-32" x="159.033203"/>
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+   </g>
+   <g id="text_113">
+    <!-- 15.4 -->
+    <g transform="translate(324.963239 223.753277)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-34" x="159.033203"/>
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+   </g>
+   <g id="text_114">
+    <!-- 15.7 -->
+    <g transform="translate(326.7788 233.69718)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-37" x="159.033203"/>
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+   <g id="text_115">
+    <!-- 15.8 -->
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+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
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+   </g>
+   <g id="text_116">
+    <!-- 16.7 -->
+    <g transform="translate(334.907972 253.584985)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-36" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-37" x="159.033203"/>
+    </g>
+   </g>
+   <g id="text_117">
+    <!-- 16.8 -->
+    <g transform="translate(335.170078 263.528887)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-36" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-38" x="159.033203"/>
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+   </g>
+   <g id="text_118">
+    <!-- 17.4 -->
+    <g transform="translate(339.737447 273.47279)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
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+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
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+     <use xlink:href="#DejaVuSans-31"/>
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+    <!-- 18.4 -->
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+     <use xlink:href="#DejaVuSans-31"/>
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+   </g>
+   <g id="text_121">
+    <!-- 18.7 -->
+    <g transform="translate(348.54348 303.304497)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
+     <use xlink:href="#DejaVuSans-38" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-37" x="159.033203"/>
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+   </g>
+   <g id="text_122">
+    <!-- 19.0 -->
+    <g transform="translate(350.199358 313.248399)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-31"/>
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+   <g id="text_123">
+    <!-- 19.6 -->
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+    <!-- 20.6 -->
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+     <use xlink:href="#DejaVuSans-32"/>
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+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-36" x="159.033203"/>
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+   </g>
+   <g id="text_126">
+    <!-- 20.7 -->
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+     <use xlink:href="#DejaVuSans-32"/>
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+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
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+    <!-- 21.0 -->
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+     <use xlink:href="#DejaVuSans-31" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-30" x="159.033203"/>
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+   </g>
+   <g id="text_128">
+    <!-- 25.0 -->
+    <g transform="translate(383.669063 372.911814)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-32"/>
+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
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+    <!-- 25.5 -->
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+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
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+     <use xlink:href="#DejaVuSans-35" x="159.033203"/>
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+   <g id="text_130">
+    <!-- 26.9 -->
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+     <use xlink:href="#DejaVuSans-36" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-39" x="159.033203"/>
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+   </g>
+   <g id="text_131">
+    <!-- 27.8 -->
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+     <use xlink:href="#DejaVuSans-32"/>
+     <use xlink:href="#DejaVuSans-37" x="63.623047"/>
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+     <use xlink:href="#DejaVuSans-38" x="159.033203"/>
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+   </g>
+   <g id="text_132">
+    <!-- 28.3 -->
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+     <use xlink:href="#DejaVuSans-38" x="63.623047"/>
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+     <use xlink:href="#DejaVuSans-33" x="159.033203"/>
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+   </g>
+   <g id="text_133">
+    <!-- 28.7 -->
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+    <!-- 29.2 -->
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+     <use xlink:href="#DejaVuSans-32"/>
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+    <!-- 30.2 -->
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+     <use xlink:href="#DejaVuSans-33"/>
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+     <use xlink:href="#DejaVuSans-32" x="159.033203"/>
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+   <g id="text_136">
+    <!-- 35.2 -->
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+    <!-- 36.1 -->
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+    <!-- 36.6 -->
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+     <use xlink:href="#DejaVuSans-33"/>
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+   <g id="text_139">
+    <!-- 42.6 -->
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+     <use xlink:href="#DejaVuSans-32" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-36" x="159.033203"/>
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+   </g>
+   <g id="text_140">
+    <!-- 43.0 -->
+    <g transform="translate(449.187159 492.238643)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-34"/>
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+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-30" x="159.033203"/>
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+   <g id="text_141">
+    <!-- 43.7 -->
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+     <use xlink:href="#DejaVuSans-34"/>
+     <use xlink:href="#DejaVuSans-33" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-37" x="159.033203"/>
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+   </g>
+   <g id="text_142">
+    <!-- 43.8 -->
+    <g transform="translate(451.388349 512.126448)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-34"/>
+     <use xlink:href="#DejaVuSans-33" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-38" x="159.033203"/>
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+   </g>
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+    <!-- 45.7 -->
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+     <use xlink:href="#DejaVuSans-34"/>
+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-37" x="159.033203"/>
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+   </g>
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+    <!-- 47.9 -->
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+     <use xlink:href="#DejaVuSans-34"/>
+     <use xlink:href="#DejaVuSans-37" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-39" x="159.033203"/>
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+   </g>
+   <g id="text_145">
+    <!-- 52.2 -->
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+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-32" x="159.033203"/>
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+   </g>
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+    <!-- 53.7 -->
+    <g transform="translate(476.275962 551.902058)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-35"/>
+     <use xlink:href="#DejaVuSans-33" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-37" x="159.033203"/>
+    </g>
+   </g>
+   <g id="text_147">
+    <!-- 56.6 -->
+    <g transform="translate(482.511219 561.84596)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-35"/>
+     <use xlink:href="#DejaVuSans-36" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-36" x="159.033203"/>
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+   </g>
+   <g id="text_148">
+    <!-- 69.8 -->
+    <g transform="translate(507.870078 571.789863)scale(0.1 -0.1)">
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+     <use xlink:href="#DejaVuSans-39" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-38" x="159.033203"/>
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+   </g>
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+    <!-- 74.5 -->
+    <g transform="translate(515.89116 581.733765)scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-37"/>
+     <use xlink:href="#DejaVuSans-34" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-35" x="159.033203"/>
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+   </g>
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+    <!-- 75.9 -->
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+     <use xlink:href="#DejaVuSans-35" x="63.623047"/>
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+    <!-- 86.5 -->
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+     <use xlink:href="#DejaVuSans-36" x="63.623047"/>
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+    <!-- 87.0 -->
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+     <use xlink:href="#DejaVuSans-37" x="63.623047"/>
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+    <!-- 87.0 -->
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+     <use xlink:href="#DejaVuSans-37" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-30" x="159.033203"/>
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+    <!-- 92.7 -->
+    <g transform="translate(542.264789 651.341082)scale(0.1 -0.1)">
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+     <use xlink:href="#DejaVuSans-32" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
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+    <!-- 93.3 -->
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+     <use xlink:href="#DejaVuSans-33" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
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+    <!-- 96.0 -->
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+     <use xlink:href="#DejaVuSans-36" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-2e" x="127.246094"/>
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+    <!-- 100.5 -->
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+     <use xlink:href="#DejaVuSans-30" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-2e" x="190.869141"/>
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+     <use xlink:href="#DejaVuSans-30" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-2e" x="190.869141"/>
+     <use xlink:href="#DejaVuSans-36" x="222.65625"/>
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+   </g>
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+    <!-- 101.4 -->
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+     <use xlink:href="#DejaVuSans-30" x="63.623047"/>
+     <use xlink:href="#DejaVuSans-31" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-2e" x="190.869141"/>
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+    <!-- 101.6 -->
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+     <use xlink:href="#DejaVuSans-31" x="127.246094"/>
+     <use xlink:href="#DejaVuSans-2e" x="190.869141"/>
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+    <!-- 102.8 -->
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