Skip to content

M
mooc-rr
Commit 2c6263a0 authored by 9ff7eb902e8f0358b234efe9f0500594's avatar 9ff7eb902e8f0358b234efe9f0500594
Browse files
Options

2mm.

parent d5199851
Show whitespace changes
Inline Side-by-side
Showing with 346 additions and 214 deletions
module3/exo1/2mm-a.svg
View file @ 2c6263a0
......@@ -27,39 +27,39 @@ z
" style="fill:#ffffff;"/>
</g>
<g id="patch_3">
<path clip-path="url(#p158c04f2b2)" d="M 60.778409 390.2
<path clip-path="url(#p7728861fe8)" d="M 60.778409 390.2
L 75.45743 390.2
L 75.45743 43.21778
L 60.778409 43.21778
L 75.45743 43.1427
L 60.778409 43.1427
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_4">
<path clip-path="url(#p158c04f2b2)" d="M 134.173514 390.2
<path clip-path="url(#p7728861fe8)" d="M 134.173514 390.2
L 148.852535 390.2
L 148.852535 48.9614
L 134.173514 48.9614
L 148.852535 49.1491
L 134.173514 49.1491
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_5">
<path clip-path="url(#p158c04f2b2)" d="M 207.568619 390.2
<path clip-path="url(#p7728861fe8)" d="M 207.568619 390.2
L 222.24764 390.2
L 222.24764 56.76972
L 207.568619 56.76972
L 222.24764 56.73218
L 207.568619 56.73218
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_6">
<path clip-path="url(#p158c04f2b2)" d="M 280.963724 390.2
<path clip-path="url(#p7728861fe8)" d="M 280.963724 390.2
L 295.642745 390.2
L 295.642745 67.20584
L 280.963724 67.20584
L 295.642745 68.2945
L 280.963724 68.2945
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_7">
<path clip-path="url(#p158c04f2b2)" d="M 354.358829 390.2
<path clip-path="url(#p7728861fe8)" d="M 354.358829 390.2
L 369.03785 390.2
L 369.03785 79.89436
L 354.358829 79.89436
......@@ -67,74 +67,74 @@ z
" style="fill:#0000ff;"/>
</g>
<g id="patch_8">
<path clip-path="url(#p158c04f2b2)" d="M 427.753934 390.2
<path clip-path="url(#p7728861fe8)" d="M 427.753934 390.2
L 442.432955 390.2
L 442.432955 94.1971
L 427.753934 94.1971
L 442.432955 95.77378
L 427.753934 95.77378
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_9">
<path clip-path="url(#p158c04f2b2)" d="M 501.149038 390.2
<path clip-path="url(#p7728861fe8)" d="M 501.149038 390.2
L 515.828059 390.2
L 515.828059 115.29458
L 501.149038 115.29458
L 515.828059 121.90162
L 501.149038 121.90162
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_10">
<path clip-path="url(#p158c04f2b2)" d="M 82.796941 390.2
<path clip-path="url(#p7728861fe8)" d="M 82.796941 390.2
L 97.475962 390.2
L 97.475962 300.62956
L 82.796941 300.62956
L 97.475962 253.47932
L 82.796941 253.47932
z
" style="fill:#ff0000;"/>
</g>
<g id="patch_11">
<path clip-path="url(#p158c04f2b2)" d="M 156.192045 390.2
<path clip-path="url(#p7728861fe8)" d="M 156.192045 390.2
L 170.871066 390.2
L 170.871066 357.69036
L 156.192045 357.69036
L 170.871066 360.65602
L 156.192045 360.65602
z
" style="fill:#ff0000;"/>
</g>
<g id="patch_12">
<path clip-path="url(#p158c04f2b2)" d="M 229.58715 390.2
<path clip-path="url(#p7728861fe8)" d="M 229.58715 390.2
L 244.266171 390.2
L 244.266171 371.95556
L 229.58715 371.95556
L 244.266171 372.51866
L 229.58715 372.51866
z
" style="fill:#ff0000;"/>
</g>
<g id="patch_13">
<path clip-path="url(#p158c04f2b2)" d="M 302.982255 390.2
<path clip-path="url(#p7728861fe8)" d="M 302.982255 390.2
L 317.661276 390.2
L 317.661276 380.6273
L 302.982255 380.6273
L 317.661276 379.6888
L 302.982255 379.6888
z
" style="fill:#ff0000;"/>
</g>
<g id="patch_14">
<path clip-path="url(#p158c04f2b2)" d="M 376.37736 390.2
<path clip-path="url(#p7728861fe8)" d="M 376.37736 390.2
L 391.056381 390.2
L 391.056381 385.01948
L 376.37736 385.01948
L 391.056381 383.55542
L 376.37736 383.55542
z
" style="fill:#ff0000;"/>
</g>
<g id="patch_15">
<path clip-path="url(#p158c04f2b2)" d="M 449.772465 390.2
<path clip-path="url(#p7728861fe8)" d="M 449.772465 390.2
L 464.451486 390.2
L 464.451486 387.1968
L 449.772465 387.1968
L 464.451486 385.35734
L 449.772465 385.35734
z
" style="fill:#ff0000;"/>
</g>
<g id="patch_16">
<path clip-path="url(#p158c04f2b2)" d="M 523.16757 390.2
<path clip-path="url(#p7728861fe8)" d="M 523.16757 390.2
L 537.846591 390.2
L 537.846591 388.323
L 523.16757 388.323
L 537.846591 386.55862
L 523.16757 386.55862
z
" style="fill:#ff0000;"/>
</g>
......@@ -144,10 +144,10 @@ z
<defs>
<path d="M 0 0
L 0 3.5
" id="mce09dd6e44" style="stroke:#000000;stroke-width:0.8;"/>
" id="m94cb025a66" style="stroke:#000000;stroke-width:0.8;"/>
</defs>
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="79.127185" xlink:href="#mce09dd6e44" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="79.127185" xlink:href="#m94cb025a66" y="390.2"/>
</g>
</g>
<g id="text_1">
......@@ -215,7 +215,7 @@ z
<g id="xtick_2">
<g id="line2d_2">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="152.52229" xlink:href="#mce09dd6e44" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="152.52229" xlink:href="#m94cb025a66" y="390.2"/>
</g>
</g>
<g id="text_2">
......@@ -271,7 +271,7 @@ z
<g id="xtick_3">
<g id="line2d_3">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="225.917395" xlink:href="#mce09dd6e44" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="225.917395" xlink:href="#m94cb025a66" y="390.2"/>
</g>
</g>
<g id="text_3">
......@@ -332,7 +332,7 @@ z
<g id="xtick_4">
<g id="line2d_4">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="299.3125" xlink:href="#mce09dd6e44" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="299.3125" xlink:href="#m94cb025a66" y="390.2"/>
</g>
</g>
<g id="text_4">
......@@ -406,7 +406,7 @@ z
<g id="xtick_5">
<g id="line2d_5">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="372.707605" xlink:href="#mce09dd6e44" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="372.707605" xlink:href="#m94cb025a66" y="390.2"/>
</g>
</g>
<g id="text_5">
......@@ -422,7 +422,7 @@ z
<g id="xtick_6">
<g id="line2d_6">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="446.10271" xlink:href="#mce09dd6e44" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="446.10271" xlink:href="#m94cb025a66" y="390.2"/>
</g>
</g>
<g id="text_6">
......@@ -439,7 +439,7 @@ z
<g id="xtick_7">
<g id="line2d_7">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="519.497815" xlink:href="#mce09dd6e44" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="519.497815" xlink:href="#m94cb025a66" y="390.2"/>
</g>
</g>
<g id="text_7">
......@@ -676,10 +676,10 @@ z
<defs>
<path d="M 0 0
L -3.5 0
" id="m8ea469a3e7" style="stroke:#000000;stroke-width:0.8;"/>
" id="m4df7e8fda8" style="stroke:#000000;stroke-width:0.8;"/>
</defs>
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="390.2"/>
</g>
</g>
<g id="text_9">
......@@ -715,7 +715,7 @@ z
<g id="ytick_2">
<g id="line2d_9">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="352.66"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="352.66"/>
</g>
</g>
<g id="text_10">
......@@ -729,7 +729,7 @@ z
<g id="ytick_3">
<g id="line2d_10">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="315.12"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="315.12"/>
</g>
</g>
<g id="text_11">
......@@ -743,7 +743,7 @@ z
<g id="ytick_4">
<g id="line2d_11">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="277.58"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="277.58"/>
</g>
</g>
<g id="text_12">
......@@ -757,7 +757,7 @@ z
<g id="ytick_5">
<g id="line2d_12">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="240.04"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="240.04"/>
</g>
</g>
<g id="text_13">
......@@ -771,7 +771,7 @@ z
<g id="ytick_6">
<g id="line2d_13">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="202.5"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="202.5"/>
</g>
</g>
<g id="text_14">
......@@ -785,7 +785,7 @@ z
<g id="ytick_7">
<g id="line2d_14">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="164.96"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="164.96"/>
</g>
</g>
<g id="text_15">
......@@ -799,7 +799,7 @@ z
<g id="ytick_8">
<g id="line2d_15">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="127.42"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="127.42"/>
</g>
</g>
<g id="text_16">
......@@ -824,7 +824,7 @@ z
<g id="ytick_9">
<g id="line2d_16">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="89.88"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="89.88"/>
</g>
</g>
<g id="text_17">
......@@ -838,7 +838,7 @@ z
<g id="ytick_10">
<g id="line2d_17">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="52.34"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="52.34"/>
</g>
</g>
<g id="text_18">
......@@ -884,7 +884,7 @@ z
<g id="ytick_11">
<g id="line2d_18">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m8ea469a3e7" y="14.8"/>
<use style="stroke:#000000;stroke-width:0.8;" x="36.925" xlink:href="#m4df7e8fda8" y="14.8"/>
</g>
</g>
<g id="text_19">
......@@ -918,7 +918,7 @@ L 561.7 14.8
" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
</g>
<g id="text_20">
<!-- 92.43% -->
<!-- 92.45% -->
<defs>
<path d="M 10.6875 12.40625
L 21 12.40625
......@@ -973,86 +973,86 @@ Q 14.59375 74.21875 22.3125 74.21875
z
" id="DejaVuSans-25"/>
</defs>
<g transform="translate(49.053076 41.138092)scale(0.1 -0.1)">
<g transform="translate(49.053076 41.063013)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-39"/>
<use x="63.623047" xlink:href="#DejaVuSans-32"/>
<use x="127.246094" xlink:href="#DejaVuSans-2e"/>
<use x="159.033203" xlink:href="#DejaVuSans-34"/>
<use x="222.65625" xlink:href="#DejaVuSans-33"/>
<use x="222.65625" xlink:href="#DejaVuSans-35"/>
<use x="286.279297" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_21">
<!-- 23.86% -->
<g transform="translate(74.741363 298.549872)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-32"/>
<use x="63.623047" xlink:href="#DejaVuSans-33"/>
<!-- 36.42% -->
<g transform="translate(74.741363 251.399632)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-33"/>
<use x="63.623047" xlink:href="#DejaVuSans-36"/>
<use x="127.246094" xlink:href="#DejaVuSans-2e"/>
<use x="159.033203" xlink:href="#DejaVuSans-38"/>
<use x="222.65625" xlink:href="#DejaVuSans-36"/>
<use x="159.033203" xlink:href="#DejaVuSans-34"/>
<use x="222.65625" xlink:href="#DejaVuSans-32"/>
<use x="286.279297" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_22">
<!-- 90.9% -->
<g transform="translate(125.629431 46.881712)scale(0.1 -0.1)">
<!-- 90.85% -->
<g transform="translate(122.448181 47.069413)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-39"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
<use x="127.246094" xlink:href="#DejaVuSans-2e"/>
<use x="159.033203" xlink:href="#DejaVuSans-39"/>
<use x="222.65625" xlink:href="#DejaVuSans-25"/>
<use x="159.033203" xlink:href="#DejaVuSans-38"/>
<use x="222.65625" xlink:href="#DejaVuSans-35"/>
<use x="286.279297" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_23">
<!-- 8.66% -->
<g transform="translate(151.317717 355.610672)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-38"/>
<!-- 7.87% -->
<g transform="translate(151.317717 358.576332)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-37"/>
<use x="63.623047" xlink:href="#DejaVuSans-2e"/>
<use x="95.410156" xlink:href="#DejaVuSans-36"/>
<use x="159.033203" xlink:href="#DejaVuSans-36"/>
<use x="95.410156" xlink:href="#DejaVuSans-38"/>
<use x="159.033203" xlink:href="#DejaVuSans-37"/>
<use x="222.65625" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_24">
<!-- 88.82% -->
<g transform="translate(195.843286 54.690033)scale(0.1 -0.1)">
<!-- 88.83% -->
<g transform="translate(195.843286 54.652492)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-38"/>
<use x="63.623047" xlink:href="#DejaVuSans-38"/>
<use x="127.246094" xlink:href="#DejaVuSans-2e"/>
<use x="159.033203" xlink:href="#DejaVuSans-38"/>
<use x="222.65625" xlink:href="#DejaVuSans-32"/>
<use x="222.65625" xlink:href="#DejaVuSans-33"/>
<use x="286.279297" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_25">
<!-- 4.86% -->
<g transform="translate(224.712822 369.875872)scale(0.1 -0.1)">
<!-- 4.71% -->
<g transform="translate(224.712822 370.438972)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-34"/>
<use x="63.623047" xlink:href="#DejaVuSans-2e"/>
<use x="95.410156" xlink:href="#DejaVuSans-38"/>
<use x="159.033203" xlink:href="#DejaVuSans-36"/>
<use x="95.410156" xlink:href="#DejaVuSans-37"/>
<use x="159.033203" xlink:href="#DejaVuSans-31"/>
<use x="222.65625" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_26">
<!-- 86.04% -->
<g transform="translate(269.238391 65.126152)scale(0.1 -0.1)">
<!-- 85.75% -->
<g transform="translate(269.238391 66.214812)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-38"/>
<use x="63.623047" xlink:href="#DejaVuSans-36"/>
<use x="63.623047" xlink:href="#DejaVuSans-35"/>
<use x="127.246094" xlink:href="#DejaVuSans-2e"/>
<use x="159.033203" xlink:href="#DejaVuSans-30"/>
<use x="222.65625" xlink:href="#DejaVuSans-34"/>
<use x="159.033203" xlink:href="#DejaVuSans-37"/>
<use x="222.65625" xlink:href="#DejaVuSans-35"/>
<use x="286.279297" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_27">
<!-- 2.55% -->
<g transform="translate(298.107927 378.547612)scale(0.1 -0.1)">
<!-- 2.8% -->
<g transform="translate(301.289177 377.609112)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-32"/>
<use x="63.623047" xlink:href="#DejaVuSans-2e"/>
<use x="95.410156" xlink:href="#DejaVuSans-35"/>
<use x="159.033203" xlink:href="#DejaVuSans-35"/>
<use x="222.65625" xlink:href="#DejaVuSans-25"/>
<use x="95.410156" xlink:href="#DejaVuSans-38"/>
<use x="159.033203" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_28">
......@@ -1067,53 +1067,55 @@ z
</g>
</g>
<g id="text_29">
<!-- 1.38% -->
<g transform="translate(371.503032 382.939792)scale(0.1 -0.1)">
<!-- 1.77% -->
<g transform="translate(371.503032 381.475732)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-2e"/>
<use x="95.410156" xlink:href="#DejaVuSans-33"/>
<use x="159.033203" xlink:href="#DejaVuSans-38"/>
<use x="95.410156" xlink:href="#DejaVuSans-37"/>
<use x="159.033203" xlink:href="#DejaVuSans-37"/>
<use x="222.65625" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_30">
<!-- 78.85% -->
<g transform="translate(416.0286 92.117413)scale(0.1 -0.1)">
<!-- 78.43% -->
<g transform="translate(416.0286 93.694093)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-37"/>
<use x="63.623047" xlink:href="#DejaVuSans-38"/>
<use x="127.246094" xlink:href="#DejaVuSans-2e"/>
<use x="159.033203" xlink:href="#DejaVuSans-38"/>
<use x="222.65625" xlink:href="#DejaVuSans-35"/>
<use x="159.033203" xlink:href="#DejaVuSans-34"/>
<use x="222.65625" xlink:href="#DejaVuSans-33"/>
<use x="286.279297" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_31">
<!-- 0.8% -->
<g transform="translate(448.079387 385.117112)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-30"/>
<!-- 1.29% -->
<g transform="translate(444.898137 383.277652)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-2e"/>
<use x="95.410156" xlink:href="#DejaVuSans-38"/>
<use x="159.033203" xlink:href="#DejaVuSans-25"/>
<use x="95.410156" xlink:href="#DejaVuSans-32"/>
<use x="159.033203" xlink:href="#DejaVuSans-39"/>
<use x="222.65625" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_32">
<!-- 73.23% -->
<g transform="translate(489.423705 113.214893)scale(0.1 -0.1)">
<!-- 71.47% -->
<g transform="translate(489.423705 119.821933)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-37"/>
<use x="63.623047" xlink:href="#DejaVuSans-33"/>
<use x="63.623047" xlink:href="#DejaVuSans-31"/>
<use x="127.246094" xlink:href="#DejaVuSans-2e"/>
<use x="159.033203" xlink:href="#DejaVuSans-32"/>
<use x="222.65625" xlink:href="#DejaVuSans-33"/>
<use x="159.033203" xlink:href="#DejaVuSans-34"/>
<use x="222.65625" xlink:href="#DejaVuSans-37"/>
<use x="286.279297" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="text_33">
<!-- 0.5% -->
<g transform="translate(521.474492 386.243313)scale(0.1 -0.1)">
<!-- 0.97% -->
<g transform="translate(518.293242 384.478932)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-30"/>
<use x="63.623047" xlink:href="#DejaVuSans-2e"/>
<use x="95.410156" xlink:href="#DejaVuSans-35"/>
<use x="159.033203" xlink:href="#DejaVuSans-25"/>
<use x="95.410156" xlink:href="#DejaVuSans-39"/>
<use x="159.033203" xlink:href="#DejaVuSans-37"/>
<use x="222.65625" xlink:href="#DejaVuSans-25"/>
</g>
</g>
<g id="legend_1">
......@@ -1341,7 +1343,7 @@ z
</g>
</g>
<defs>
<clipPath id="p158c04f2b2">
<clipPath id="p7728861fe8">
<rect height="375.4" width="524.775" x="36.925" y="14.8"/>
</clipPath>
</defs>
......
module3/exo1/2mm-b.svg
View file @ 2c6263a0
......@@ -27,58 +27,58 @@ z
" style="fill:#ffffff;"/>
</g>
<g id="patch_3">
<path clip-path="url(#p7332c26648)" d="M 68.056818 390.2
<path clip-path="url(#p5f2e6bf9ca)" d="M 68.056818 390.2
L 90.444264 390.2
L 90.444264 225.024
L 68.056818 225.024
L 90.444264 321.376667
L 68.056818 321.376667
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_4">
<path clip-path="url(#p7332c26648)" d="M 142.681638 390.2
<path clip-path="url(#p5f2e6bf9ca)" d="M 142.681638 390.2
L 165.069084 390.2
L 165.069084 210.008
L 142.681638 210.008
L 165.069084 158.703333
L 142.681638 158.703333
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_5">
<path clip-path="url(#p7332c26648)" d="M 217.306457 390.2
<path clip-path="url(#p5f2e6bf9ca)" d="M 217.306457 390.2
L 239.693903 390.2
L 239.693903 194.992
L 217.306457 194.992
L 239.693903 152.446667
L 217.306457 152.446667
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_6">
<path clip-path="url(#p7332c26648)" d="M 291.931277 390.2
<path clip-path="url(#p5f2e6bf9ca)" d="M 291.931277 390.2
L 314.318723 390.2
L 314.318723 179.976
L 291.931277 179.976
L 314.318723 146.19
L 291.931277 146.19
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_7">
<path clip-path="url(#p7332c26648)" d="M 366.556097 390.2
<path clip-path="url(#p5f2e6bf9ca)" d="M 366.556097 390.2
L 388.943543 390.2
L 388.943543 164.96
L 366.556097 164.96
L 388.943543 133.676667
L 366.556097 133.676667
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_8">
<path clip-path="url(#p7332c26648)" d="M 441.180916 390.2
<path clip-path="url(#p5f2e6bf9ca)" d="M 441.180916 390.2
L 463.568362 390.2
L 463.568362 149.944
L 441.180916 149.944
L 463.568362 114.906667
L 441.180916 114.906667
z
" style="fill:#0000ff;"/>
</g>
<g id="patch_9">
<path clip-path="url(#p7332c26648)" d="M 515.805736 390.2
<path clip-path="url(#p5f2e6bf9ca)" d="M 515.805736 390.2
L 538.193182 390.2
L 538.193182 134.928
L 515.805736 134.928
L 538.193182 77.366667
L 515.805736 77.366667
z
" style="fill:#0000ff;"/>
</g>
......@@ -88,10 +88,10 @@ z
<defs>
<path d="M 0 0
L 0 3.5
" id="m24083f90fd" style="stroke:#000000;stroke-width:0.8;"/>
" id="mfbd1d33f60" style="stroke:#000000;stroke-width:0.8;"/>
</defs>
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="79.250541" xlink:href="#m24083f90fd" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="79.250541" xlink:href="#mfbd1d33f60" y="390.2"/>
</g>
</g>
<g id="text_1">
......@@ -159,7 +159,7 @@ z
<g id="xtick_2">
<g id="line2d_2">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="153.875361" xlink:href="#m24083f90fd" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="153.875361" xlink:href="#mfbd1d33f60" y="390.2"/>
</g>
</g>
<g id="text_2">
......@@ -215,7 +215,7 @@ z
<g id="xtick_3">
<g id="line2d_3">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="228.50018" xlink:href="#m24083f90fd" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="228.50018" xlink:href="#mfbd1d33f60" y="390.2"/>
</g>
</g>
<g id="text_3">
......@@ -276,7 +276,7 @@ z
<g id="xtick_4">
<g id="line2d_4">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="303.125" xlink:href="#m24083f90fd" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="303.125" xlink:href="#mfbd1d33f60" y="390.2"/>
</g>
</g>
<g id="text_4">
......@@ -350,7 +350,7 @@ z
<g id="xtick_5">
<g id="line2d_5">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="377.74982" xlink:href="#m24083f90fd" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="377.74982" xlink:href="#mfbd1d33f60" y="390.2"/>
</g>
</g>
<g id="text_5">
......@@ -366,7 +366,7 @@ z
<g id="xtick_6">
<g id="line2d_6">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="452.374639" xlink:href="#m24083f90fd" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="452.374639" xlink:href="#mfbd1d33f60" y="390.2"/>
</g>
</g>
<g id="text_6">
......@@ -383,7 +383,7 @@ z
<g id="xtick_7">
<g id="line2d_7">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="526.999459" xlink:href="#m24083f90fd" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="526.999459" xlink:href="#mfbd1d33f60" y="390.2"/>
</g>
</g>
<g id="text_7">
......@@ -620,10 +620,10 @@ z
<defs>
<path d="M 0 0
L -3.5 0
" id="m23bf960d5e" style="stroke:#000000;stroke-width:0.8;"/>
" id="m6843e55f5a" style="stroke:#000000;stroke-width:0.8;"/>
</defs>
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m23bf960d5e" y="390.2"/>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="390.2"/>
</g>
</g>
<g id="text_9">
......@@ -659,12 +659,12 @@ z
<g id="ytick_2">
<g id="line2d_9">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m23bf960d5e" y="315.12"/>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="358.916667"/>
</g>
</g>
<g id="text_10">
<!-- 5 -->
<g transform="translate(31.1875 318.919219)scale(0.1 -0.1)">
<g transform="translate(31.1875 362.715885)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-35"/>
</g>
</g>
......@@ -672,12 +672,12 @@ z
<g id="ytick_3">
<g id="line2d_10">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m23bf960d5e" y="240.04"/>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="327.633333"/>
</g>
</g>
<g id="text_11">
<!-- 10 -->
<g transform="translate(24.825 243.839219)scale(0.1 -0.1)">
<g transform="translate(24.825 331.432552)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
</g>
......@@ -686,12 +686,12 @@ z
<g id="ytick_4">
<g id="line2d_11">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m23bf960d5e" y="164.96"/>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="296.35"/>
</g>
</g>
<g id="text_12">
<!-- 15 -->
<g transform="translate(24.825 168.759219)scale(0.1 -0.1)">
<g transform="translate(24.825 300.149219)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-35"/>
</g>
......@@ -700,12 +700,12 @@ z
<g id="ytick_5">
<g id="line2d_12">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m23bf960d5e" y="89.88"/>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="265.066667"/>
</g>
</g>
<g id="text_13">
<!-- 20 -->
<g transform="translate(24.825 93.679219)scale(0.1 -0.1)">
<g transform="translate(24.825 268.865885)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-32"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
</g>
......@@ -714,18 +714,116 @@ z
<g id="ytick_6">
<g id="line2d_13">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m23bf960d5e" y="14.8"/>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="233.783333"/>
</g>
</g>
<g id="text_14">
<!-- 25 -->
<g transform="translate(24.825 18.599219)scale(0.1 -0.1)">
<g transform="translate(24.825 237.582552)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-32"/>
<use x="63.623047" xlink:href="#DejaVuSans-35"/>
</g>
</g>
</g>
<g id="ytick_7">
<g id="line2d_14">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="202.5"/>
</g>
</g>
<g id="text_15">
<!-- 30 -->
<g transform="translate(24.825 206.299219)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-33"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
</g>
</g>
</g>
<g id="ytick_8">
<g id="line2d_15">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="171.216667"/>
</g>
</g>
<g id="text_16">
<!-- 35 -->
<g transform="translate(24.825 175.015885)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-33"/>
<use x="63.623047" xlink:href="#DejaVuSans-35"/>
</g>
</g>
</g>
<g id="ytick_9">
<g id="line2d_16">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="139.933333"/>
</g>
</g>
<g id="text_17">
<!-- 40 -->
<g transform="translate(24.825 143.732552)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-34"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
</g>
</g>
</g>
<g id="ytick_10">
<g id="line2d_17">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="108.65"/>
</g>
</g>
<g id="text_18">
<!-- 45 -->
<g transform="translate(24.825 112.449219)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-34"/>
<use x="63.623047" xlink:href="#DejaVuSans-35"/>
</g>
</g>
</g>
<g id="ytick_11">
<g id="line2d_18">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="77.366667"/>
</g>
</g>
<g id="text_19">
<!-- 50 -->
<g transform="translate(24.825 81.165885)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-35"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
</g>
</g>
</g>
<g id="ytick_12">
<g id="line2d_19">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="46.083333"/>
</g>
</g>
<g id="text_20">
<!-- 55 -->
<g transform="translate(24.825 49.882552)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-35"/>
<use x="63.623047" xlink:href="#DejaVuSans-35"/>
</g>
</g>
</g>
<g id="ytick_13">
<g id="line2d_20">
<g>
<use style="stroke:#000000;stroke-width:0.8;" x="44.55" xlink:href="#m6843e55f5a" y="14.8"/>
</g>
</g>
<g id="text_21">
<!-- 60 -->
<g transform="translate(24.825 18.599219)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-36"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
</g>
</g>
</g>
<g id="text_22">
<!-- Reuse distance -->
<defs>
<path d="M 44.390625 34.1875
......@@ -868,7 +966,7 @@ Q 45.0625 54.296875 48.78125 52.59375
z
" id="DejaVuSans-63"/>
</defs>
<g transform="translate(18.745313 240.673438)rotate(-90)scale(0.1 -0.1)">
<g transform="translate(18.745313 240.673437)rotate(-90)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-52"/>
<use x="69.419922" xlink:href="#DejaVuSans-65"/>
<use x="130.943359" xlink:href="#DejaVuSans-75"/>
......@@ -906,50 +1004,15 @@ L 561.7 390.2
L 561.7 14.8
" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
</g>
<g id="text_16">
<g id="text_23">
<!-- 11 -->
<g transform="translate(72.888041 222.944312)scale(0.1 -0.1)">
<g transform="translate(72.888041 319.296979)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-31"/>
</g>
</g>
<g id="text_17">
<!-- 12 -->
<g transform="translate(147.512861 207.928312)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-32"/>
</g>
</g>
<g id="text_18">
<!-- 13 -->
<g transform="translate(222.13768 192.912312)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-33"/>
</g>
</g>
<g id="text_19">
<!-- 14 -->
<g transform="translate(296.7625 177.896312)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-34"/>
</g>
</g>
<g id="text_20">
<!-- 15 -->
<g transform="translate(371.38732 162.880313)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-35"/>
</g>
</g>
<g id="text_21">
<!-- 16 -->
<g transform="translate(446.012139 147.864312)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<use x="63.623047" xlink:href="#DejaVuSans-36"/>
</g>
</g>
<g id="text_22">
<!-- 17 -->
<g id="text_24">
<!-- 37 -->
<defs>
<path d="M 8.203125 72.90625
L 55.078125 72.90625
......@@ -961,15 +1024,82 @@ L 8.203125 64.59375
z
" id="DejaVuSans-37"/>
</defs>
<g transform="translate(520.636959 132.848313)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-31"/>
<g transform="translate(147.512861 156.623646)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-33"/>
<use x="63.623047" xlink:href="#DejaVuSans-37"/>
</g>
</g>
<g id="text_25">
<!-- 38 -->
<g transform="translate(222.13768 150.366979)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-33"/>
<use x="63.623047" xlink:href="#DejaVuSans-38"/>
</g>
</g>
<g id="text_26">
<!-- 39 -->
<defs>
<path d="M 10.984375 1.515625
L 10.984375 10.5
Q 14.703125 8.734375 18.5 7.8125
Q 22.3125 6.890625 25.984375 6.890625
Q 35.75 6.890625 40.890625 13.453125
Q 46.046875 20.015625 46.78125 33.40625
Q 43.953125 29.203125 39.59375 26.953125
Q 35.25 24.703125 29.984375 24.703125
Q 19.046875 24.703125 12.671875 31.3125
Q 6.296875 37.9375 6.296875 49.421875
Q 6.296875 60.640625 12.9375 67.421875
Q 19.578125 74.21875 30.609375 74.21875
Q 43.265625 74.21875 49.921875 64.515625
Q 56.59375 54.828125 56.59375 36.375
Q 56.59375 19.140625 48.40625 8.859375
Q 40.234375 -1.421875 26.421875 -1.421875
Q 22.703125 -1.421875 18.890625 -0.6875
Q 15.09375 0.046875 10.984375 1.515625
z
M 30.609375 32.421875
Q 37.25 32.421875 41.125 36.953125
Q 45.015625 41.5 45.015625 49.421875
Q 45.015625 57.28125 41.125 61.84375
Q 37.25 66.40625 30.609375 66.40625
Q 23.96875 66.40625 20.09375 61.84375
Q 16.21875 57.28125 16.21875 49.421875
Q 16.21875 41.5 20.09375 36.953125
Q 23.96875 32.421875 30.609375 32.421875
z
" id="DejaVuSans-39"/>
</defs>
<g transform="translate(296.7625 144.110312)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-33"/>
<use x="63.623047" xlink:href="#DejaVuSans-39"/>
</g>
</g>
<g id="text_27">
<!-- 41 -->
<g transform="translate(371.38732 131.596979)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-34"/>
<use x="63.623047" xlink:href="#DejaVuSans-31"/>
</g>
</g>
<g id="text_28">
<!-- 44 -->
<g transform="translate(446.012139 112.826979)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-34"/>
<use x="63.623047" xlink:href="#DejaVuSans-34"/>
</g>
</g>
<g id="text_29">
<!-- 50 -->
<g transform="translate(520.636959 75.286979)scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-35"/>
<use x="63.623047" xlink:href="#DejaVuSans-30"/>
</g>
</g>
</g>
</g>
<defs>
<clipPath id="p7332c26648">
<clipPath id="p5f2e6bf9ca">
<rect height="375.4" width="517.15" x="44.55" y="14.8"/>
</clipPath>
</defs>
......
module3/exo1/Test.ipynb
View file @ 2c6263a0
......@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": 51,
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
......@@ -12,24 +12,24 @@
},
{
"cell_type": "code",
"execution_count": 52,
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"used_page = np.array([92.43, 90.9, 88.82, 86.04, 82.66, 78.85, 73.23]) # Taux de page utilisé\n",
"miss_rate = np.array([23.86, 8.66, 4.86, 2.55, 1.38, 0.8, 0.5]) # Taux de miss\n",
"used_page = np.array([92.45, 90.85, 88.83, 85.75, 82.66, 78.43, 71.47]) # Taux de page utilisé\n",
"miss_rate = np.array([36.42, 7.87, 4.71, 2.8, 1.77, 1.29, 0.97]) # Taux de miss\n",
"\n",
"reuse_distance = np.array([11, 12, 13, 14, 15, 16, 17]) # Reuse distance"
"reuse_distance = np.array([11, 37, 38, 39, 41, 44, 50]) # Reuse distance"
]
},
{
"cell_type": "code",
"execution_count": 62,
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"image/png": "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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
......@@ -81,12 +81,12 @@
},
{
"cell_type": "code",
"execution_count": 63,
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAGoCAYAAABL+58oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XuUnXV97/H3N4SL3I1kaJoBo5abBDLSKRJpR4GCFqkgreJIlTgKYo1HKd6QVSUeWd5Qe470INRwsdooQhCkGEAgoD0gTDCGcDAimAIagVQUFAsGvueP55mwEyaZnSF79sxvv19rzZq9f/t59vOd39p7z2f/nssvMhNJkqSSTGp3AZIkSZubAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnFaFnAiYreIuCEi7oqIOyPivXX7GRHx84hYWv8c2aoaJElSZ4pWXQcnIqYB0zLz9ojYAVgCHAO8EfhtZp7Vkg1LkqSON7lVT5yZq4BV9e3HIuIuYHqrtidJkjSkZSM462wkYgZwEzAT+AdgDvAoMAicmpmPDLPOScBJANttt92f7r333i2vU5IkjW9LlixZnZlTR1qu5QEnIrYHbgTOzMyFEbErsBpI4H9S7cYa2Nhz9Pb25uDgYEvrlCRJ419ELMnM3pGWa+lZVBGxJXAp8LXMXAiQmQ9m5lOZ+TTwL8CBraxBkiR1nlaeRRXAfOCuzPx8Q/u0hsVeDyxvVQ2SJKkztewgY+Bg4C3AHRGxtG77CNAfET1Uu6hWAu9sYQ2SJKkDtfIsqu8DMcxDV7Vqm5IkSeCVjCVJUoEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4LQs4EbFbRNwQEXdFxJ0R8d66fUpEXBsRd9e/n9+qGiRJUmdq5QjOGuDUzNwHOAh4d0S8FPgwcF1m7gFcV9+XJEnabFoWcDJzVWbeXt9+DLgLmA4cDVxUL3YRcEyrapAkSZ1pTI7BiYgZwMuAHwC7ZuYqqEIQ0LWBdU6KiMGIGHz44YfHokxJklSIlgeciNgeuBR4X2Y+2ux6mXleZvZmZu/UqVNbV6AkSSpOSwNORGxJFW6+lpkL6+YHI2Ja/fg04KFW1iBJkjpPK8+iCmA+cFdmfr7hoSuAE+rbJwCXt6oGSZLUmSa38LkPBt4C3BERS+u2jwCfAi6OiLcD9wFvaGENkiSpA7Us4GTm94HYwMOHtWq7kiRJXslYkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJkrTWwMAAXV1dzJw5c23bcccdR09PDz09PcyYMYOenp42Vticye0uQJIkjR9z5sxh7ty5vPWtb13b9o1vfGPt7VNPPZWddtqpHaVtEgOOJElaq6+vj5UrVw77WGZy8cUXc/31149tUaPgLipJktSU733ve+y6667sscce7S5lRAYcSZLUlAULFtDf39/uMpriLipJkjSiNWvWsHDhQpYsWdLuUpriCI4kSRrRd7/7Xfbee2+6u7vbXUpTDDiSJGmt/v5+Zs+ezYoVK+ju7mb+/PkAfP3rX58wu6cAIjPbXcOIent7c3BwsN1lSJKkNouIJZnZO9JyjuBIkqTieJCxJEkdKKJ1zz0edg45giNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJKkjjAwMEBXVxczZ85cp/2LX/wie+21F/vuuy8f/OAH21SdNjcDjiSpI8yZM4dFixat03bDDTdw+eWXs2zZMu68807e//73t6k6bW4GHElSR+jr62PKlCnrtJ1zzjl8+MMfZuuttwagq6urHaWpBQw4kqSO9ZOf/ITvfe97vPzlL+eVr3wlt912W7tL0mbihf4kSR1rzZo1PPLII9xyyy3cdtttvPGNb+Tee+8lWnkVPI0JR3AkSR2ru7ubY489lojgwAMPZNKkSaxevbrdZWkzMOBIkjrWMcccw/XXXw9Uu6uefPJJdtlllzZXpc3BXVSSpI7Q39/P4sWLWb16Nd3d3cybN4+BgQEGBgaYOXMmW221FRdddJG7pwoROR5mxBpBb29vDg4OtrsMSZKKMVEn24yIJZnZO9Jy7qKSJEnFcReVJKkorRqZmAA7PNTAERxJklQcA44kSSqOAUeSJBXHgCNJkopjwJGkCWxgYICuri5mzpy5tu2MM85g+vTp9PT00NPTw1VXXdXGCqX2MOBI0gQ2Z84cFi1a9Kz2U045haVLl7J06VKOPPLINlQmtZcBR5ImsL6+PqZMmdLuMqRxx4AjSQU6++yz2X///RkYGOCRRx5pdznSmDPgSFJh3vWud3HPPfewdOlSpk2bxqmnntrukqQxZ8CRpMLsuuuubLHFFkyaNIkTTzyRW2+9td0lSWOuZQEnIs6PiIciYnlD2xkR8fOIWFr/eOSbJG1mq1atWnv7sssuW+cMK6lTtHIuqguBs4GvrNf+hcw8q4XblaSO0d/fz+LFi1m9ejXd3d3MmzePxYsXs3TpUiKCGTNmcO6557a7TGnMtSzgZOZNETGjVc8vSYIFCxY8q+3tb397GyqRxpd2HIMzNyKW1buwnt+G7UuSpMKNdcA5B3gJ0AOsAj63oQUj4qSIGIyIwYcffnis6pOkcSmiNT9SqUYMOBGxa0TMj4jv1PdfGhGjGv/MzAcz86nMfBr4F+DAjSx7Xmb2Zmbv1KlTR7M5SZLUoZoZwbkQuBr44/r+T4D3jWZjETGt4e7rgeUbWlaSJGm0mjnIeJfMvDgiTgPIzDUR8dRIK0XEAuBVwC4R8QDwMeBVEdEDJLASeOdoC5ckSdqQZgLO7yLiBVShhIg4CPjNSCtlZv8wzfM3rTxJkqRN18wuqn8ArgBeEhH/QXVdm/e0tCpJHW1gYICurq5hL1B31llnERGsXr26DZVJmihGDDiZeTvwSuAVVLuU9s3MZa0uTFLnmjNnDosWLXpW+/3338+1117L7rvv3oaqJE0kzZxF9W5g+8y8MzOXA9tHxN+3vjRJnaqvr48pU6Y8q/2UU07hM5/5DOH5zZJG0MwuqhMz89dDdzLzEeDE1pUkSc92xRVXMH36dGbNmtXuUiRNAM0cZDwpIiIzhw4y3gLYqrVlSdIzHn/8cc4880yuueaadpciaYJoZgTnauDiiDgsIg4FFgDP3jkuSS1yzz338LOf/YxZs2YxY8YMHnjgAQ444AB++ctftrs0SeNUMyM4H6I6uPhdQADXAF9uZVGS1Gi//fbjoYceWnt/xowZDA4Osssuu7SxKknjWTNnUT2dmedk5t9m5t9k5rmZOeKF/iRptPr7+5k9ezYrVqygu7ub+fO9hJakTTPiCE5EHAycAbywXj6AzMwXt7Y0SZ1qwYIFG3185cqVY1OIpAmrmV1U84FTgCWAIzeSJGncaybg/CYzv9PySiR1nFZezqY671NSp2om4NwQEZ8FFgJPDDXWVziWJEkad5oJOC+vf/c2tCVw6OYvR5Ik6bkbMeBk5iFjUYgkSdLm0swIDhHxWmBfYJuhtsz8eKuKkiRJei6amWzzS8BxwHuoThF/A9Up45I20cDAAF1dXcycOXNt2z/+4z+y//7709PTwxFHHMEvfvGLNlYoSWVoZqqGV2TmW4FHMnMeMBvYrbVlSWWaM2cOixatO9PJBz7wAZYtW8bSpUs56qij+PjHHRyVpOeqmYDz+/r34xHxx8AfgBe1riSpXH19fUyZMmWdth133HHt7d/97ndEK8+dlqQO0cwxOFdGxM7AZ4Hbqc6gci4qaTM6/fTT+cpXvsJOO+3EDTfc0O5yJGnCa2YE5zOZ+evMvJTq2Ju9gU+0tiyps5x55pncf//9HH/88Zx99tntLkeSJrxmAs7NQzcy84nM/E1jm6TN581vfjOXXnppu8uQpAlvg7uoIuKPgOnA8yLiZVRnUAHsCGw7BrVJHeHuu+9mjz32AOCKK65g7733bnNFkjTxbewYnFcDc4Bu4HM8E3AeAz7S2rKkMvX397N48WJWr15Nd3c38+bN46qrrmLFihVMmjSJF77whXzpS19qd5mSNOFFjjAjXUT8TX38Tdv09vbm4OBgO0uQ1AJOttm8VvVVaf0E9lWzJur7LyKWZGbvSMs1cwxOd0TsGJUvR8TtEXHEZqhRkiSpJZoJOAOZ+ShwBNAFvA34VEurkia4iNb8SJKa00zAGfpYPRK4IDN/1NAmSZI07jQTcJZExDVUAefqiNgBeLq1ZUmSJI1eM1cyfjvQA9ybmY9HxAuodlNJkiSNSxu7Ds7emfljqnAD8GLnyJEkSRPBxkZwTgVOpLoGzvoSOLQlFWnCGRgY4Morr6Srq4vly5cD1QzZ3/72t9lqq614yUtewgUXXMDOO+/c5kolSZ1ig8fgZOaJ9e9Dhvkx3GitOXPmsGjRonXaDj/8cJYvX86yZcvYc889+eQnP9mm6iRJnWhju6iO3diKmblw85ejiaivr4+VK1eu03bEEc9cKumggw7ikksuGeOqJEmdbGO7qP66/t0FvAK4vr5/CLAYMOCoKeeffz7HHXdcu8uQJHWQDQaczHwbQERcCbw0M1fV96cB/zw25WmiO/PMM5k8eTLHH398u0uRJHWQZk4TnzEUbmoPAnu2qB4V5KKLLuLKK6/kuuuuwzPwJEljqZmAszgirgYWUJ099SbghpZWpQlv0aJFfPrTn+bGG29k2223bXc5kqQOM+KVjDNzLvAlYBbVNXHOy8z3tLowTRz9/f3Mnj2bFStW0N3dzfz585k7dy6PPfYYhx9+OD09PZx88sntLlOS1EEiJ8D87729vTk4ONjuMqSmtWqP3AR4u26SVu65tK+aU1o/gX3VrIn6/ouIJZnZO9JyzcxFJUmSNKE0cwyOBPitSJI0cTQ1ghMRz4uIvVpdjCRJ0uYwYsCJiL8GlgKL6vs9EXFFqwuTJEkarWZGcM4ADgR+DZCZS4EZrStJkiTpuWkm4KzJzN+0vBJJkqTNpJmAszwi3gxsERF7RMQXgf/b4rrabmBggK6uLmbOnLm27Zvf/Cb77rsvkyZNwtPWJUkav5oJOO8B9gWeoLqa8aPA+1pZ1HgwZ84cFi1atE7bzJkzWbhwIX19fW2qSpIkNWPE08Qz83HgdOD0iNgC2C4z/7vllbVZX18fK1euXKdtn332aU8xkiRpkzRzFtW/RcSOEbEdcCewIiI+0PrSJEmSRqeZXVQvzcxHgWOAq4Ddgbe0tCpJkqTnoJmAs2VEbEkVcC7PzD9QzSouSZI0LjUTcM4FVgLbATdFxAupDjSWJEkal0YMOJn5vzNzemYemZX/BA4Zg9raqr+/n9mzZ7NixQq6u7uZP38+l112Gd3d3dx888289rWv5dWvfnW7y5QkScOIHGGmw4j46HDtmfnxllQ0jN7e3vS6M+3nZJvNs6+a06p+AvuqWaX1E9hXzZqo77+IWJKZvSMt18xs4r9ruL0NcBRw12gLkyRJarVmroPzucb7EXEWUMxkmxM1wUqSpA1r5iDj9W0LvHhzFyJJkrS5jDiCExF38Mxp4VsAU4ExO/5GkiRpUzVzDM5RDbfXAA9m5poW1SNJkvScNXOa+H8CuwGHZubPgZ0j4kUtr0ySJGmUmpmL6mPAh4DT6qatgK+2sihJkqTnopmDjF8PvI76dPHM/AWwQyuLkiRJei6aCThPZnU1wASoZxWXJEkat5oJOBdHxLlUx96cCHwX+HJry5IkSRq9Zi70d1ZEHE41weZewEcz89qWVyZJkjRKzZwmTh1orgWIiC0i4vjM/FpLK5MkSRqlDe6iiogdI+K0iDg7Io6IylzgXuCNIz1xRJwfEQ9FxPKGtikRcW1E3F3/fv7m+TMkSZKesbFjcP6VapfUHcA7gGuANwBHZ+bRTTz3hcBr1mv7MHBdZu4BXFfflyRJ2qw2tovqxZm5H0BEfBlYDeyemY8188SZeVNEzFiv+WjgVfXti4DFVNfYkSRJ2mw2NoLzh6EbmfkU8LNmw81G7JqZq+rnXAV0PcfnkyRJepaNjeDMiohH69sBPK++H0Bm5o6tLCwiTgJOAth9991buSlJklSYDY7gZOYWmblj/bNDZk5uuD3acPNgREwDqH8/tJHtn5eZvZnZO3Xq1FFuTpIkdaJmLvS3OV0BnFDfPgG4fIy3L0mSOkDLAk5ELABuBvaKiAci4u3Ap4DDI+Ju4PD6viRJ0mbV1IX+RiMz+zfw0GGt2qYkSRKM/S4qSZKkljPgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEmt2OjEbESeAx4CliTmb3tqEOSJJWpLQGndkhmrm7j9iVJUqHcRSVJkorTroCTwDURsSQiThpugYg4KSIGI2Lw4YcfHuPyJEnSRNaugHNwZh4A/BXw7ojoW3+BzDwvM3szs3fq1KljX6EkSZqw2hJwMvMX9e+HgMuAA9tRhyRJKtOYB5yI2C4idhi6DRwBLB/rOiRJUrnacRbVrsBlETG0/X/LzEVtqEOSJBVqzANOZt4LzBrr7UqSpM7haeKSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUnLYEnIh4TUSsiIifRsSH21GDJEkq15gHnIjYAvhn4K+AlwL9EfHSsa5DkiSVqx0jOAcCP83MezPzSeDrwNFtqEOSJBVqchu2OR24v+H+A8DL118oIk4CTqrv/jYiVoxBbc3YBVjdzIIRLa5kfLOfmmdfNc++ao791Dz7qjlN9xO0vK9e2MxC7Qg4w/3Z+ayGzPOA81pfzqaJiMHM7G13HeOd/dQ8+6p59lVz7Kfm2VfNmYj91I5dVA8AuzXc7wZ+0YY6JElSodoRcG4D9oiIF0XEVsCbgCvaUIckSSrUmO+iysw1ETEXuBrYAjg/M+8c6zqeg3G322ycsp+aZ181z75qjv3UPPuqOROunyLzWYe/SJIkTWheyViSJBXHgCNJkopjwBlGRGwRET+MiCvr+xdGxN/Wt6fUj72tvVW2V0ScEhF3RsTyiFgQEdvYT5WIOD8iHoqI5eu1v6eeouTOiPhM3faqoddZff8TEXF1RGw91nW3Q/26uTUiflT3y7y6/bMR8eOIWBYRl0XEznV7x/ZXROwcEZfU/XJXRMxueOz9EZERsUt9v6P6abj33EZeQ1tGxEURcUfdj6c1rLOyoQ//NCJ+FhEvG/u/qDUiYreIuKH+u++MiPfW7WdExM8jYmn9c2TDOvtHxM318ndExDZ1+7jvKwPO8N4L3LV+Y0TsRHVw9HmZecGYVzVORMR04H8AvZk5k+pg8Tc1PN7p/XQh8JrGhog4hOqK3ftn5r7AWeuvFBGnAwcDx2TmE2NQ53jwBHBoZs4CeoDXRMRBwLXAzMzcH/gJcNr6K3Zgf/0vYFFm7g3Mov6MiojdgMOB+4ZbqUP66ULWe8+x4dfQG4CtM3M/4E+Bd0bEjMYVI2J/4BLguMz8YevKHnNrgFMzcx/gIODdDVMlfSEze+qfqwAiYjLwVeDk+nPrVcAfGp9wPPeVAWc9EdENvBb48noPbQ98B/i3zDynXjbqbwnL62R73BiX206TgefVb4BteeZaRh3fT5l5E/Cr9ZrfBXxq6B9MZj7U+GBEnAocCfx1Zv6+bjusHgW7o/6GWty376z8tr67Zf2TmXlNZq6p22+hul7WWp3WXxGxI9AHzAfIzCcz89f1w18APsgwF0ztlH4a7j23kddQAtvVn13PA54EHm1YdR/gW8BbMvNWWDsi/a16NOiW+p/6hJOZqzLz9vr2Y1QhefpGVjkCWJaZP6rX+a/MfKrh8XHdVwacZ/snqg+Lp9dr/zzw/cz8QkPbsVTfOmcBfwl8NiKmjUmVbZSZP6cagbgPWAX8JjOvqR+2n4a3J/AXEfGDiLgxIv6s4bGDgZOBvxr6Z18PA19I9a1oP6pA+a4xrnlMRLVLeCnwEHBtZv5gvUUGqELzkE7srxcDDwMX1OHkyxGxXUS8Dvj50D+g9XRiP21I42voEuB3VJ9d9wFnZWZjOLocmJuZ329omwf8sB4N+gjwldaX3Fr1qNXLgKH329w6lJwfEc+v2/YEst69eXtEfHC9pxnXfWXAaRARRwEPZeaSYR6+Hjg6Iroa2v4cWJCZT2Xmg8CNwJ8Ns25R6hf/0cCLgD+m+jb0d/XD9tPwJgPPpxoW/gBwccTa2Vp+SjWFyRENy+8F/Cwzf1Lfv4jqG3xx6tdFD9U37AMjYubQY/XulTXA1xpW6cT+mgwcAJyTmS+j+gd9BnA68NENrNOJ/fQsw7yGDgSeovrsehFwakS8uGGV7wLviIgtGtr+HPhXgMy8HnhBvSt+QoqI7YFLgfdl5qPAOcBLqL6IrgI+Vy86mepvP77+/fqIOKzhqcZ1Xxlw1nUw8LqIWEk1y/mhEfHV+rGvU70IroqIHeq2Tp167S+pPiQfzsw/AAuBV9SP2U/DewBYWO+SuZVqhHCX+rEHqXYjfKE+Vgc6sM/qXS6LqY+liIgTgKOA43PdC3Z1Yn89ADzQMLp1CVXgeRHwo/ozqxu4PSL+qF6mE/tpHRt4Db2Z6limP9S7iv8DaJxjaW79+/80PtUwTz8hLyIXEVtShZuvZeZCgMx8sP6i8TTwL1QhEKrX3Y2ZuTozHweuonrdDRnXfWXAaZCZp2Vmd2bOoDpo9vrM/LuGx/8JuA64LKppJm4CjquH2KdSfRO6tQ2lj7X7gIMiYtt6FOIwGg7Ktp+G9S3gUICI2BPYioaZeetv1McCX42IHuDHwIyI+JN6kbdQjXwVJSKmxjNntzyPKjz/OCJeA3wIeF39wbqOTuuvzPwlcH9E7FU3HQbcnpldmTmj/sx6ADigXnZovY7qp0YbeQ3dR/XlNSJiO6pR1R83PP400A/sFREfr9tuohrFICJeBayuRz4mlPrzej5wV2Z+vqG98ZCB1wNDZ6NdDexff9ZPBl4J/L+GZcd1X7VjNvEJLTM/FBEXUA3BvRmYDfyIKqF+sPHDpVSZ+YOIuAS4nWro94dUl/E+t2GZju2niFhAdbbBLhHxAPAx4Hzg/KhOY30SOCEz85m9VJCZt0V1Wv0VwCHA24Bv1h8stwFfGtM/ZGxMAy6qh7gnARdn5pUR8VNga+Dauo9uycyTG1fswP56D/C1+kvDvVR/74g6oZ828J47jeFfQ/8MXED1TzyACzJzWePzZeYTEXE0cGNEPEi1O/CCiFgGPA6cMBZ/VwscTBVq76iPe4PqOJn+OgAnsBJ4J0BmPhIRn6d6nSRwVWb+e+MTjue+cqoGSZJUHHdRSZKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFH0gZFxAvimRmGfxnrzji81QbWuToidoiIyRHx67rtTxpOSx1NHZ+IiPeNdn1Jncfr4EjaoMz8L6rLtxMRZwC/zcxnzYS+3jqvrpf380VS2ziCI2lUIuLbEbEkIu6MiHc0tD8wdHXiDaw3OSI+HxG3RjW53zs2sNxHI2JFRFwL7NHQvkc9SrQkIm6qrwy9/rqZAfovAAACY0lEQVSfiIiLIuKGiLg7Igbq9h0j4vqoJg5cFtX8c0PrzIuIH0fEtRHxjaERo2a2J2n88RuWpNE6ITN/FRHbAoMRcWlmPtLEeidRTWp7YERsDdwSEddk5n1DC0TEgcDfUI0ebQUsBW6uHz4PeEdm3hMRBwNns+6EkkP2o5ojbUeqOZr+HfgVcHRmPhbVhLD/AVwZEQdRzVk0i+rqt6PZnqRxxIAjabROiYjX1be7qWYjHmxivSOAfSLiTfX9nahGaO5rWKYPuDQzfw/8PiK+DVCPDB0EXNowzcWGPse+lZn/Dfx3RNxENYP9NcCnI+LPqebR2S0idqGaAflbmfkE8EREXDmK7UkaR3yjStpkEfGXVCHkoMz8fUR8H9im2dWBv8/M60ZYbrh5ZIJq8r6eJraz/voJvJUqUB2QmWvqeYu2YcOzbG/K9iSNIx6DI2k0dgJ+VYebfalGR5p1NfD3QwchR8ReUc0k3ugm4NiI2CYidqTafUS9C2xVRLy+XndSRMzawHaOiYit6xGav6AaXdqJavfYmog4HJheL/t94HX18jsAR45ie5LGEQOOpNH4d2DbiPgR8FHgB5uw7rnA3cDSenb1c1hvNDkzbwUuo5qB/ptUgWfIm4CT623fSR1+hnEb8B2qY2k+lpkPUs1u/4qIGATeUNdBZt4MLAKWAZfU6/5mE7cnaRxxNnFJxYmIT1DtWvqnTVhn+8z8bURsRzWic0JmLmtZkZJaymNwJKkyPyL2ojom53zDjTSxOYIjSZKK4zE4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKK8/8Bst1ioooH3aEAAAAASUVORK5CYII=\n",
"image/png": "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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
......@@ -117,8 +117,8 @@
"for i in range(len(numerical_indices)):\n",
" plt.text(numerical_indices[i], A[i], str(A[i]), ha='center', va='bottom')\n",
"\n",
"plt.ylim(0, 25)\n",
"plt.yticks(range(0, 26, 5))\n",
"plt.ylim(0, 60)\n",
"plt.yticks(range(0, 61, 5))\n",
"\n",
"plt.tight_layout()\n",
"\n",
......
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment