I have 8 RTX GPUs. When run p2pBandwidthLatencyTest, The latencies between GPU0 and GPU1, GPU2 and GPU3, GPU4 and GPU5, GPU6 and GPU7 is 40,000 times slower than other pairs:
P2P=Enabled Latency (P2P Writes) Matrix (us)
GPU 0 1 2 3 4 5 6 7
0 1.80 49354.72 1.70 1.70 1.74 1.74 1.74 1.72
1 49354.84 1.37 1.70 1.69 1.74 1.76 1.73 1.72
2 1.88 1.81 1.73 49355.00 1.79 1.76 1.76 1.75
3 1.88 1.79 49354.85 1.33 3.79 3.84 3.88 3.91
4 1.89 1.88 1.90 1.87 1.72 49354.96 3.49 3.56
5 2.30 1.93 1.88 1.89 49354.89 1.32 3.63 3.60
6 2.55 2.53 2.37 2.29 2.24 2.26 3.50 49354.77
7 2.30 2.27 2.29 1.87 1.82 1.83 49354.85 1.36
Compare it with when peer-to-peer is disabled:
P2P=Disabled Latency Matrix (us)
GPU 0 1 2 3 4 5 6 7
0 1.80 14.31 13.86 13.49 14.52 13.89 13.58 13.58
1 13.71 1.82 14.44 13.95 14.65 13.62 15.05 15.20
2 13.38 14.23 1.73 16.59 13.77 15.44 14.10 13.64
3 12.68 15.62 12.50 1.77 14.92 15.01 15.17 14.87
4 13.51 13.60 15.09 13.40 1.27 12.48 12.68 19.47
5 14.92 13.84 13.42 13.42 16.53 1.30 16.37 16.60
6 14.29 13.62 14.66 13.62 14.90 13.70 1.32 14.33
7 14.26 13.42 14.35 13.53 16.89 14.26 17.03 1.36
Is this normal?
It turns out the super slow peer-to-peer is abnormal.
After I disable IOMMU (Intel VT-d) in the BIOS, the problem is gone:
P2P=Enabled Latency (P2P Writes) Matrix (us)
GPU 0 1 2 3 4 5 6 7
0 1.34 1.22 1.68 1.69 1.71 1.70 1.75 1.73
1 1.20 1.38 1.70 1.67 1.71 1.75 1.75 1.72
2 1.69 1.67 1.29 1.20 1.73 1.75 1.75 1.75
3 1.69 1.66 1.17 1.29 1.74 1.75 1.72 1.73
4 1.72 1.76 1.74 1.70 1.32 1.13 1.66 1.70
5 1.74 1.73 1.75 1.74 1.18 1.28 1.67 1.69
6 1.75 1.74 1.74 1.72 1.67 1.68 1.31 1.19
7 1.76 1.75 1.73 1.73 1.67 1.69 1.18 1.32
It seems the problem is the same as or is very similar to discussions in:
https://github.com/pytorch/pytorch/issues/1637
https://github.com/pytorch/pytorch/issues/24081
A few possible solutions are mentioned in the discussions:
Disable IOMMU:
https://github.com/pytorch/pytorch/issues/1637#issuecomment-338268158
https://github.com/pytorch/pytorch/issues/1637#issuecomment-401422046
Disable ACS:
https://github.com/pytorch/pytorch/issues/24081#issuecomment-557074611
https://github.com/pytorch/pytorch/issues/24081#issuecomment-547976127
My system having the problem only had IOMMU enabled in the BIOS. ACS was not turned on as lspci -vvv | grep ACS got back nothing.
==============================
Background on I/O MMU:
https://en.wikipedia.org/wiki/X86_virtualization#I/O_MMU_virtualization_(AMD-Vi_and_Intel_VT-d)
It's part of the x86 virtualization. It's the virtualization done by the chipset. Besides the name IOMMU, it's also called AMD-Vi or Intel VT-d. Not to be confused with AMD-V and Intel VT-x which are virtualization via the CPU.
Here is my svg:
<?xml version="1.0" encoding="UTF-8"?>
<svg width="26px" height="25px" viewBox="0 0 26 25" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
<title>942D01BD-6ABD-40A0-BDEA-7F90A7757FFA</title>
<desc>Created with sketchtool.</desc>
<g id="Page-1" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd">
<g id="Your-orders---empty" transform="translate(-1169.000000, -521.000000)" fill="#E05432">
<g id="Message" transform="translate(838.000000, 248.000000)">
<path d="M341.217177,294.432739 C345.070507,292.148372 348.717567,289.648004 351.270153,286.509453 C354.999898,281.923699 354.99812,276.812345 353.451987,271.727827 C353.07679,270.495316 350.505533,271.016989 350.88073,272.250155 C352.385965,277.204418 352.212592,282.00879 348.270353,286.325525 C346.026282,288.782693 343.055822,290.818988 339.927992,292.691645 C340.976233,289.816222 340.880211,286.761453 339.578579,283.813375 C339.049569,282.616864 336.473866,283.12872 337.006433,284.335704 C338.631695,288.017528 338.19515,291.739935 335.795488,295.070268 C335.791931,295.072886 335.787486,295.074849 335.78393,295.077468 C335.433627,295.273832 335.266477,295.534996 335.231803,295.800087 C335.069988,295.997106 334.905506,296.192815 334.729465,296.385906 C333.931949,297.262999 335.448742,298.131582 336.553884,297.729691 C340.873988,296.158124 345.383468,295.608305 350.164121,295.972233 C351.869402,296.101833 351.856954,294.137539 350.164121,294.008593 C347.076301,293.773611 344.104952,293.927429 341.217177,294.432739 Z" id="Fill-1" transform="translate(344.466634, 284.427408) rotate(15.000000) translate(-344.466634, -284.427408) "></path>
</g>
</g>
</g>
</svg>
So I would like to remove the title and the desc tag in order to clean the code, but then I have the following error:
Failed to compile with 1 errors 13:43:56
error in ./src/assets/img/arrow-red.svg
Module build failed (from ./node_modules/file-loader/dist/cjs.js):
Error: ENOENT: no such file or directory, open '/Users/user.name/Sites/client/src/assets/img/arrow-red.svg'
My question is the following, can we delete the title and the desc tag from a SVG ? if no is there a way to clean the code ?
Thanks !
At the minimum you can reduce all the transforms and groups like so:
<?xml version="1.0" encoding="utf-8"?>
<svg width="26px" height="25px" viewBox="0 0 26 25" version="1.1" xmlns="http://www.w3.org/2000/svg">
<title>942D01BD-6ABD-40A0-BDEA-7F90A7757FFA</title>
<desc>Created with sketchtool.</desc>
<path d="M 7.7 20.2 C 12.1 19 16.2 17.5 19.5 15.2 C 24.3 11.7 25.6 6.8 25.5 1.5 C 25.4 0.2 22.8 0 22.8 1.4 C 23 6.5 21.6 11.1 16.7 14.2 C 13.8 16 10.5 17.2 6.9 18.2 C 8.7 15.7 9.4 12.8 8.9 9.6 C 8.7 8.2 6.1 8.1 6.3 9.4 C 6.9 13.4 5.5 16.8 2.3 19.5 C 2.3 19.5 2.3 19.5 2.3 19.5 C 1.9 19.6 1.7 19.8 1.6 20 C 1.4 20.2 1.2 20.3 0.9 20.5 C -0.1 21.1 1.2 22.3 2.4 22.2 C 7 21.9 11.5 22.5 16 24.1 C 17.6 24.6 18.1 22.7 16.5 22.2 C 13.6 21.2 10.7 20.5 7.7 20.2 Z" id="Fill-1" fill="#E05432" stroke="none" stroke-width="1" fill-rule="evenodd"/>
</svg>
However, there's no reason that removing those elements should cause a problem, unless theres something special your code does with the title. Run the snippet below...
<svg xmlns="http://www.w3.org/2000/svg" width="26" height="25" viewBox="0 0 26 25">
<path d="M 7.7 20.2 C 12.1 19 16.2 17.5 19.5 15.2 C 24.3 11.7 25.6 6.8 25.5 1.5 C 25.4 0.2 22.8 0 22.8 1.4 C 23 6.5 21.6 11.1 16.7 14.2 C 13.8 16 10.5 17.2 6.9 18.2 C 8.7 15.7 9.4 12.8 8.9 9.6 C 8.7 8.2 6.1 8.1 6.3 9.4 C 6.9 13.4 5.5 16.8 2.3 19.5 C 2.3 19.5 2.3 19.5 2.3 19.5 C 1.9 19.6 1.7 19.8 1.6 20 C 1.4 20.2 1.2 20.3 0.9 20.5 C -0.1 21.1 1.2 22.3 2.4 22.2 C 7 21.9 11.5 22.5 16 24.1 C 17.6 24.6 18.1 22.7 16.5 22.2 C 13.6 21.2 10.7 20.5 7.7 20.2 Z" id="Fill-1" fill="#E05432" stroke="none" stroke-width="1" fill-rule="evenodd"/>
</svg>
Here is (a part of) my SVG:
<svg version="1.1" xmlns="http://www.w3.org/2000/svg" width="900" height="400">
<style>
path, rect { fill: #EEEEEE; stroke: #CCCCCC; stroke-width: 1; }
path:hover, rect:hover { fill: #33CCFF; }
path.connector, path.connector:hover { fill: none; }
text { font-family: sans-serif; fill: #666666; }
</style>
<!-- New York -->
<path id="NY" d="m 824.6 181.8 -1.1 -1 -2.6 -0.2 -2.3 -1.9 -1.6 -6.1 -3.5 0.1 -2.4 -2.7 -19.4 4.4 -43 8.7 -7.5 1.2 -0.7 -6.5 1.4 -1.1 1.3 -1.1 1 -1.6 1.8 -1.1 1.9 -1.8 0.5 -1.6 2.1 -2.7 1.1 -1 -0.2 -1 -1.3 -3.1 -1.8 -0.2 -1.9 -6.1 2.9 -1.8 4.4 -1.5 4 -1.3 3.2 -0.5 6.3 -0.2 1.9 1.3 1.6 0.2 2.1 -1.3 2.6 -1.1 5.2 -0.5 2.1 -1.8 1.8 -3.2 1.6 -1.9 2.1 0 1.9 -1.1 0.2 -2.3 -1.5 -2.1 -0.3 -1.5 1.1 -2.1 0 -1.5 -1.8 0 -1.8 -0.8 -0.8 -1.1 -0.2 -2.6 5.8 -5.5 0.6 -0.8 1.5 -2.9 2.9 -4.5 2.7 -3.7 2.1 -2.4 2.4 -1.8 3.1 -1.2 5.5 -1.3 3.2 0.2 4.5 -1.5 7.6 -2.1 0.5 5 2.4 6.5 0.8 5.2 -1 3.9 2.6 4.5 0.8 2.1 -0.8 2.9 2.9 1.3 0.6 0.3 3.1 11 -0.5 5.1 -0.5 10.8 0.8 5.5 0.8 3.6 1.5 7.3 0 8.1 -1.1 2.3 1.8 2 0.8 1.7 -1.9 1.8 0.3 1.3 1.3 -0.3 1.5 -1.3 2.3 -2.6 1.1 -0.6 1.6 0.6 2.3 0.2 7.9 -3.9 2.9 -2.7 1.3 -1.5 4.2 1.6 -3.4 3.6 -3.9 2.9 -7.1 5.3 -2.6 1 -5.8 1.9 -4 1.1 -1.2 -0.5 -0.2 -3.7 0.5 -2.7 -0.2 -2.1 -2.8 -1.7 -4.5 -1 -3.9 -1.1 -3.7 -1.8 z" />
<text x="802" y="157.3">
<tspan x="802" y="157.3">NY</tspan>
</text>
<!-- Michigan -->
<g id="MI">
<path d="m697.9 177.2 -3.2 -8.2 -2.3 -9.1 -2.4 -3.2 -2.6 -1.8 -1.6 1.1 -3.9 1.8 -1.9 5 -2.7 3.7 -1.1 0.6 -1.5 -0.6c0 0 -2.6 -1.5 -2.4 -2.1 0.2 -0.6 0.5 -5 0.5 -5l3.4 -1.3 0.8 -3.4 0.6 -2.6 2.4 -1.6 -0.3 -10 -1.6 -2.3 -1.3 -0.8 -0.8 -2.1 0.8 -0.8 1.6 0.3 0.2 -1.6 -2.4 -2.3 -1.3 -2.6 -2.6 0 -4.5 -1.5 -5.5 -3.4 -2.7 0 -0.6 0.6 -1 -0.5 -3.1 -2.3 -2.9 1.8 -2.9 2.3 0.3 3.6 1 0.3 2.1 0.5 0.5 0.8 -2.6 0.8 -2.6 0.3 -1.5 1.8 -0.3 2.1 0.3 1.6 0.3 5.5 -3.6 2.1 -0.6 -0.2 0 -4.2 1.3 -2.4 0.6 -2.4 -0.8 -0.8 -1.9 0.8 -1 4.2 -2.7 1.1 -1.8 1.9 -0.2 1 0.6 0.8 -0.6 2.6 -2.3 0.5 0 1.1 0.8 2.4 -1.1 6.1 -1.6 4 0.6 4.7 0.5 1.1 -0.8 2.4 -0.3 0.8 -0.3 2.7 3.6 6 2.9 6.5 1.5 4.8 -0.8 4.7 -1 6 -2.4 5.2 -0.3 2.7 -3.3 3.1 4.4 -0.2 21.4 -2.3 7.3 -1 0.1 1.7 6.9 -1.2 10.3 -1.5 3.9 -0.5 0.1 -0.6 0.2 -1.5 2.1 -3.7 2 -1.7 -0.2 -5.1 1.6 -1.6 1.1 -0.3 0.2 -3.6 1.5 -3 1.1 0.6 0.2 0.6 0.8 0.2 1.9 -1 -0.3 -9.5z" />
<path d="m581.6 82.1 1.8 -2.1 2.2 -0.8 5.4 -3.9 2.3 -0.6 0.5 0.5 -5.1 5.1 -3.3 1.9 -2.1 0.9 -1.6 -1.1zm86.2 32.1 0.6 2.5 3.2 0.2 1.3 -1.2c0 0 -0.1 -1.5 -0.4 -1.6 -0.3 -0.2 -1.6 -1.9 -1.6 -1.9l-2.2 0.2 -1.6 0.2 -0.3 1.1 1 0.5zm-100.3 -3 0.7 -0.6 2.7 -0.8 3.6 -2.3 0 -1 0.6 -0.6 6 -1 2.4 -1.9 4.4 -2.1 0.2 -1.3 1.9 -2.9 1.8 -0.8 1.3 -1.8 2.3 -2.3 4.4 -2.4 4.7 -0.5 1.1 1.1 -0.3 1 -3.7 1 -1.5 3.1 -2.3 0.8 -0.5 2.4 -2.4 3.2 -0.3 2.6 0.8 0.5 1 -1.1 3.6 -2.9 1.3 1.3 2.3 0 3.2 1 1.5 1.1 1.5 3.1 2.7 2.7 3.9 -0.2 1.5 -1 1.6 1.3 1.6 0.5 1.3 -0.8 1.1 0 1.6 -1 4 -3.6 3.4 -1.1 6.6 -0.3 4.5 -1.9 2.6 -1.3 1.5 0.2 0 5.7 0.5 0.3 2.9 0.8 1.9 -0.5 6.1 -1.6 1.1 -1.1 1.5 0.5 0 7 3.2 3.1 1.3 0.6 1.3 1 -1.3 0.3 -0.8 -0.3 -3.7 -0.5 -2.1 0.6 -2.3 -0.2 -3.2 1.5 -1.8 0 -5.8 -1.3 -5.2 0.2 -1.9 2.6 -7 0.6 -2.4 0.8 -1.1 3.1 -1.3 1.1 -0.5 -0.2 -1.5 -1.6 -4.5 2.4 -0.6 0 -1.1 -1.6 -0.8 0.2 -1.9 4.4 -1 4 -3.2 7 -1.2 -1 -1.4 -1 -1.9 -10.3 -3.5 -1.4 -2.1 -2.3 -12.1 -2.7 -2.9 -1 -8.2 -2.2 -7.9 -1.1 -3.7 -5.1z" />
</g>
<text x="642.6" y="182.6">
<tspan x="642.6" y="182.6">MI</tspan>
</text>
<!-- Vermont -->
<g>
<path d="m 838.7 147.2 0.3 -5.3 -2.9 -10.8 -0.6 -0.3 -2.9 -1.3 0.8 -2.9 -0.8 -2.1 -2.7 -4.6 1 -3.9 -0.8 -5.2 -2.4 -6.5 -0.8 -4.9 26.4 -6.7 0.3 5.5 1.9 2.7 0 4 -3.7 5.1 -2.6 1.1 -0 1.1 1.3 1.5 -0.3 8.1 -0.6 9.3 -0.2 5.6 1 1.3 -0.2 4.6 -0.5 1.7 1 0.7 -7.4 1.5 -4.5 0.7 z" id="VT" />
<rect rx="5.2" ry="5" y="39.2" x="722.8" height="30" width="55" />
</g>
<text x="738" y="61.6">
<tspan x="738" y="61.6">VT</tspan>
</text>
<path d="m 838.4 96.9 0 -15.6 -88.1 0 0 -12.1" class="connector" />
<!-- New Hampshire -->
<g>
<path d="m 875 135.5 0.9 -1.1 1.1 -3.3 -2.5 -0.9 -0.5 -3.1 -3.9 -1.1 -0.3 -2.7 -7.3 -23.4 -4.6 -14.5 -0.9 -0 -0.6 1.6 -0.6 -0.5 -1 -1 -1.5 1.9 -0 5 0.3 5.7 1.9 2.7 0 4 -3.7 5.1 -2.6 1.1 0 1.1 1.1 1.8 0 8.6 -0.8 9.2 -0.2 4.8 1 1.3 -0.2 4.5 -0.5 1.8 1 0.7 16.8 -4.4 2.2 -0.6 1.8 -2.8 3.6 -1.6 z"id="NH" />
<rect rx="5.2" ry="5" y="39.2" x="788.2" height="30" width="55" />
</g>
<text x="802.1" y="61.6">
<tspan x="802.1" y="61.6">NH</tspan>
</text>
<path d="m 855.5 86.9 0 -32.7 -12.3 0" class="connector" />
</svg>
Notice that the mouse over only affects the path or label that is below the mouse. I want the following behavior:
Group the paths and labels (rect + text) inside one hyperlink e.g. ... so that clicking the path or label open the corresponding page
Hovering the mouse over the label activates the corresponding path(s) and vice-versa
The SVG will be parsed and hyperlinks will be added using an XML parser so hacks are not acceptable.
Here's one take on this.
<svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="900" height="400">
<style>
a {
fill: #EEEEEE;
stroke: #CCCCCC;
stroke-width: 1;
}
a:hover {
fill: #33CCFF;
}
path.connector {
fill: none;
stroke: #CCCCCC;
stroke-width: 1;
}
a:hover path.connector {
stroke: #33CCFF;
}
text {
font-family: sans-serif;
fill: #666666;
pointer-events: none;
}
</style>
<!-- New York -->
<a xlink:href="/NY/">
<path id="NY" d="m 824.6 181.8 -1.1 -1 -2.6 -0.2 -2.3 -1.9 -1.6 -6.1 -3.5 0.1 -2.4 -2.7 -19.4 4.4 -43 8.7 -7.5 1.2 -0.7 -6.5 1.4 -1.1 1.3 -1.1 1 -1.6 1.8 -1.1 1.9 -1.8 0.5 -1.6 2.1 -2.7 1.1 -1 -0.2 -1 -1.3 -3.1 -1.8 -0.2 -1.9 -6.1 2.9 -1.8 4.4 -1.5 4 -1.3 3.2 -0.5 6.3 -0.2 1.9 1.3 1.6 0.2 2.1 -1.3 2.6 -1.1 5.2 -0.5 2.1 -1.8 1.8 -3.2 1.6 -1.9 2.1 0 1.9 -1.1 0.2 -2.3 -1.5 -2.1 -0.3 -1.5 1.1 -2.1 0 -1.5 -1.8 0 -1.8 -0.8 -0.8 -1.1 -0.2 -2.6 5.8 -5.5 0.6 -0.8 1.5 -2.9 2.9 -4.5 2.7 -3.7 2.1 -2.4 2.4 -1.8 3.1 -1.2 5.5 -1.3 3.2 0.2 4.5 -1.5 7.6 -2.1 0.5 5 2.4 6.5 0.8 5.2 -1 3.9 2.6 4.5 0.8 2.1 -0.8 2.9 2.9 1.3 0.6 0.3 3.1 11 -0.5 5.1 -0.5 10.8 0.8 5.5 0.8 3.6 1.5 7.3 0 8.1 -1.1 2.3 1.8 2 0.8 1.7 -1.9 1.8 0.3 1.3 1.3 -0.3 1.5 -1.3 2.3 -2.6 1.1 -0.6 1.6 0.6 2.3 0.2 7.9 -3.9 2.9 -2.7 1.3 -1.5 4.2 1.6 -3.4 3.6 -3.9 2.9 -7.1 5.3 -2.6 1 -5.8 1.9 -4 1.1 -1.2 -0.5 -0.2 -3.7 0.5 -2.7 -0.2 -2.1 -2.8 -1.7 -4.5 -1 -3.9 -1.1 -3.7 -1.8 z"/>
</a>
<text x="802" y="157.3">
<tspan x="802" y="157.3">NY</tspan>
</text>
<!-- Michigan -->
<a id="MI" xlink:href="/MI/">
<path d="m697.9 177.2 -3.2 -8.2 -2.3 -9.1 -2.4 -3.2 -2.6 -1.8 -1.6 1.1 -3.9 1.8 -1.9 5 -2.7 3.7 -1.1 0.6 -1.5 -0.6c0 0 -2.6 -1.5 -2.4 -2.1 0.2 -0.6 0.5 -5 0.5 -5l3.4 -1.3 0.8 -3.4 0.6 -2.6 2.4 -1.6 -0.3 -10 -1.6 -2.3 -1.3 -0.8 -0.8 -2.1 0.8 -0.8 1.6 0.3 0.2 -1.6 -2.4 -2.3 -1.3 -2.6 -2.6 0 -4.5 -1.5 -5.5 -3.4 -2.7 0 -0.6 0.6 -1 -0.5 -3.1 -2.3 -2.9 1.8 -2.9 2.3 0.3 3.6 1 0.3 2.1 0.5 0.5 0.8 -2.6 0.8 -2.6 0.3 -1.5 1.8 -0.3 2.1 0.3 1.6 0.3 5.5 -3.6 2.1 -0.6 -0.2 0 -4.2 1.3 -2.4 0.6 -2.4 -0.8 -0.8 -1.9 0.8 -1 4.2 -2.7 1.1 -1.8 1.9 -0.2 1 0.6 0.8 -0.6 2.6 -2.3 0.5 0 1.1 0.8 2.4 -1.1 6.1 -1.6 4 0.6 4.7 0.5 1.1 -0.8 2.4 -0.3 0.8 -0.3 2.7 3.6 6 2.9 6.5 1.5 4.8 -0.8 4.7 -1 6 -2.4 5.2 -0.3 2.7 -3.3 3.1 4.4 -0.2 21.4 -2.3 7.3 -1 0.1 1.7 6.9 -1.2 10.3 -1.5 3.9 -0.5 0.1 -0.6 0.2 -1.5 2.1 -3.7 2 -1.7 -0.2 -5.1 1.6 -1.6 1.1 -0.3 0.2 -3.6 1.5 -3 1.1 0.6 0.2 0.6 0.8 0.2 1.9 -1 -0.3 -9.5z"/>
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I have growth data of trees for the month of June across multiple years. Around the beginning of June in 2012, 2013 and 2014, I planted seeds and went back to those seeds near the end of the month to see if the seeds germinated and the tree was alive, or didn't germinate and the tree was dead. For each sample (each seed), the number of growing days were calculated.
Sample_ID Tree_Type Check_Date Growing_Days Status Max_Temp Min_Temp Mean_Temp Total_mm_Rain
1 Spruce 25-06-2012 16 Alive
2 Spruce 28-06-2012 25 Alive
3 Fir 23-06-2012 19 Dead
4 Spruce 29-06-2012 23 Alive
5 Fir 28-06-2012 16 Alive
6 Fir 25-06-2013 18 Alive
7 Fir 26-06-2013 15 Dead
8 Spruce 28-06-2013 17 Alive
9 Fir 30-06-2013 24 Dead
10 Fir 27-06-2013 19 Alive
11 Spruce 21-06-2014 16 Alive
12 Fir 24-06-2014 18 Alive
13 Fir 28-06-2014 14 Dead
14 Spruce 29-06-2014 18 Alive
15 Spruce 30-06-2014 15 Dead
What I would like to is see how weather affected my trees. I have pulled historical weather data as a separate dataframe and would like to add to each sample row the Total_mm_Rain that fell during the growing days, along with Max, Min and Mean Temperatures of that growing period.
Date Max_Temp Min_Temp Mean_Temp Total_mm_Rain
01-05-2012 9 3 6 0
02-05-2012 9 2.5 5.8 0
03-05-2012 9.5 -2.5 3.5 4.6
04-05-2012 11 2.5 6.8 0.6
05-05-2012 10 2 6 1.8
06-05-2012 14 -2 6 0
07-05-2012 18 -2 8 0
08-05-2012 21.5 1 11.3 0
09-05-2012 17.5 4.5 11 2.8
10-05-2012 8 0.5 4.3 0
11-05-2012 14.5 -6 4.3 0
12-05-2012 19.5 -3 8.3 0
13-05-2012 23.5 -1 11.3 0
14-05-2012 25 0.5 12.8 0
15-05-2012 27.5 1.5 14.5 0
16-05-2012 24 2.5 13.3 0
17-05-2012 15.5 4.5 10 10
18-05-2012 12.5 2 7.3 0.4
19-05-2012 15 -2 6.5 0
20-05-2012 17.5 -2 7.8 0.4
21-05-2012 15.5 6.5 11 2.2
22-05-2012 12.5 8 10.3 0.4
23-05-2012 14 5 9.5 9.6
24-05-2012 10 1 5.5 1
25-05-2012 11 3 7 3
26-05-2012 13 2 7.5 0
27-05-2012 11.5 3 7.3 0
28-05-2012 17.5 3 10.3 1.2
29-05-2012 15.5 4 9.8 0.2
30-05-2012 17.6 4 10.8 0
31-05-2012 16 6.5 11.3 0.2
01-05-2013 11.5 -4.9 3.3 0
02-05-2013 17.1 -4.5 6.3 2
03-05-2013 15 5.1 10.1 0
04-05-2013 18.9 -0.2 9.4 0
05-05-2013 24.2 -1.8 11.2 0
06-05-2013 26.6 -0.1 13.3 0
07-05-2013 21.9 1.5 11.7 0
08-05-2013 24.6 4.9 14.8 0
09-05-2013 25.5 0.9 13.2 0
10-05-2013 21.4 2 11.7 0
11-05-2013 26.2 3.9 15.1 0
12-05-2013 25 4.5 14.8 0.2
13-05-2013 19.9 10.2 15.1 11
14-05-2013 13.1 5 9.1 0.2
15-05-2013 17.2 -1.7 7.8 0
16-05-2013 15.3 4.1 9.7 0
17-05-2013 18.6 2.4 10.5 1.6
18-05-2013 15.5 3 9.3 5.6
19-05-2013 12.7 5.6 9.2 1
20-05-2013 22 5 13.5 0
21-05-2013 21.9 1.9 11.9 0
22-05-2013 12 7 9.5 24.8
23-05-2013 7.3 0.1 3.7 4.6
24-05-2013 12.3 1.5 6.9 0.2
25-05-2013 13.7 3.7 8.7 0
26-05-2013 19 -1.5 8.8 0
27-05-2013 20 3.5 11.8 0
28-05-2013 17 5.5 11.3 0
29-05-2013 20.1 7 13.6 0.8
30-05-2013 13.5 7.5 10.5 2.4
31-05-2013 9.9 7 8.5 7.8
01-06-2014 8.8 -1 3.9 3.6
02-06-2014 11.4 0.5 6 0
03-06-2014 11.6 -0.7 5.5 0
04-06-2014 16.9 -3.6 6.7 0
05-06-2014 19.6 -2.3 8.7 0
06-06-2014 16.7 0.9 8.8 0
07-06-2014 9.3 5 7.2 1
08-06-2014 10.1 2.8 6.5 0.4
09-06-2014 13.3 -5.2 4.1 0
10-06-2014 16 -4.3 5.9 0
11-06-2014 17 -1.5 7.8 1.6
12-06-2014 13.9 4.7 9.3 0.3
13-06-2014 16.5 -3.4 6.6 0
14-06-2014 22.9 -2.3 10.3 0
15-06-2014 27 0.6 13.8 0
16-06-2014 29.6 4.1 16.9 0
17-06-2014 29.1 3.3 16.2 0
18-06-2014 28.1 5.6 16.9 0
19-06-2014 25.9 8.1 17 0.2
20-06-2014 15.9 8.7 12.3 3.1
21-06-2014 21.3 8.8 15.1 0.4
22-06-2014 23.7 6.7 15.2 6.9
23-06-2014 18.4 9.3 13.9 0
24-06-2014 18.2 4 11.1 6.4
25-06-2014 16 6.5 11.3 10
26-06-2014 12.2 3.6 7.9 1.9
27-06-2014 11.6 3.5 7.6 2.6
28-06-2014 13.7 4.4 9.1 5.6
29-06-2014 11.7 5.5 8.6 3.4
30-06-2014 17.4 7 12.2 0
I have tried using table functions as well as diving into the idea of converting dates to numbers (as in excel) and summing based on dates as numbers instead of dates, but this is above my knowledge of R.
I have multiple number of rows. I want to change into column wise.
My data
PondCrop DOC ABW TargetABW
01PA01-18 7 0 0.21
01PA01-18 15 0.59 0.77
01PA01-18 22 1.24 1.5
01PA01-18 28 0.92 2.6
01PA01-18 35 1.82 3.7
01PA01-18 42 2.6 4.8
01PA01-18 49 3.62 5.9
01PA01-18 56 4.64 7
01PA01-18 63 5.54 8.1
01PA01-18 66 6.24 8.1
01PA01-18 73 7.25 9.2
01PA02-18 7 0 0.21
01PA02-18 15 0.59 0.77
01PA02-18 22 1.24 1.5
01PA02-18 28 0.87 2.6
01PA02-18 35 1.8 3.7
01PA02-18 42 2.4 4.8
01PA02-18 49 3.51 5.9
01PA02-18 56 4.6 7
01PA02-18 63 5.51 8.1
01PA02-18 66 6.53 8.1
01PA02-18 73 7.42 9.2
01PA03-18 14 0.53 0.77
01PA03-18 21 1.14 1.5
01PA03-18 27 0.91 1.5
01PA03-18 34 1.67 2.6
01PA03-18 41 2.2 3.7
01PA03-18 48 3.24 4.8
01PA03-18 55 4.31 5.9
01PA03-18 62 4.94 7
01PA03-18 65 5.44 8.1
01PA03-18 72 6.41 9.2
01PA04-18 14 0.53 0.77
01PA04-18 21 1.14 1.5
01PA04-18 27 0.9 1.5
01PA04-18 34 1.52 2.6
01PA04-18 41 1.9 3.7
01PA04-18 48 2.6 4.8
01PA04-18 55 3.52 5.9
01PA04-18 62 4.21 7
01PA04-18 65 4.82 8.1
01PA04-18 72 5.87 9.2
01PA05-18 14 0.53 0.77
01PA05-18 21 1.14 1.5
01PA05-18 27 0.92 1.5
01PA05-18 34 1.49 2.6
01PA05-18 41 1.91 3.7
01PA05-18 48 2.64 4.8
01PA05-18 55 3.69 5.9
01PA05-18 62 4.19 7
01PA05-18 65 4.72 8.1
01PA05-18 72 5.74 9.2
01PA06-18 13 0.48 0.21
01PA06-18 20 1.04 0.77
01PA06-18 26 0.74 1.5
01PA06-18 33 1.25 2.6
01PA06-18 40 1.82 3.7
01PA06-18 47 3.12 4.8
01PA06-18 54 4.4 5.9
01PA06-18 61 5.44 7
01PA06-18 64 6.46 8.1
01PA06-18 71 7.3 9.2
01PA07-18 13 0.48 0.21
01PA07-18 20 1.04 0.77
01PA07-18 26 0.72 1.5
01PA07-18 33 1.32 2.6
01PA07-18 40 1.84 3.7
01PA07-18 47 3.05 4.8
01PA07-18 54 4.12 5.9
01PA07-18 61 5.21 7
01PA07-18 64 6 8.1
01PA07-18 71 6.9 9.2
01PA08-18 13 0.48 0.21
01PA08-18 20 1.04 0.77
01PA08-18 26 0.7 1.5
01PA08-18 33 1.3 2.6
01PA08-18 40 1.8 3.7
01PA08-18 47 3.07 4.8
01PA08-18 54 3.72 5.9
01PA08-18 61 4.52 7
01PA08-18 64 5.11 8.1
01PA08-18 71 5.87 9.2
01PA09-18 13 0.48 0.21
01PA09-18 20 1.04 0.77
01PA09-18 26 0.71 1.5
01PA09-18 33 1.22 2.6
01PA09-18 40 1.85 3.7
01PA09-18 47 2.9 4.8
01PA09-18 54 3.74 5.9
01PA09-18 61 4.4 7
01PA09-18 64 4.92 8.1
01PA09-18 71 5.78 9.2
01PB01-19 8 0 0.21
01PB01-19 15 0 0.77
01PB01-19 23 0.94 1.5
01PB01-19 30 1.85 2.6
01PB01-19 36 2.5 3.7
01PB01-19 43 3.1 4.8
01PB01-19 50 3.74 5.9
01PB01-19 57 5.05 7
01PB01-19 64 6.18 8.1
01PB01-19 71 7.03 9.2
01PB01-19 74 7.87 9.2
01PB01-19 81 8.41 10.3
01PB02-19 8 0 0.21
01PB02-19 15 0 0.77
01PB02-19 23 0.98 1.5
01PB02-19 30 1.82 2.6
01PB02-19 36 2.6 3.7
01PB02-19 43 3.4 4.8
01PB02-19 50 4 5.9
01PB02-19 57 5.5 7
01PB02-19 64 6.72 8.1
01PB02-19 71 7.5 9.2
01PB02-19 74 8.43 9.2
01PB02-19 81 9.6 10.3
01PB03-19 8 0 0.21
01PB03-19 15 0 0.77
01PB03-19 23 0.92 1.5
01PB03-19 30 1.88 2.6
01PB03-19 36 2.51 3.7
01PB03-19 43 3 4.8
01PB03-19 50 3.4 5.9
01PB03-19 57 5.03 7
01PB03-19 64 6.27 8.1
01PB03-19 71 7.32 9.2
01PB03-19 74 8.2 9.2
01PB03-19 81 9.6 10.3
01PB04-19 13 0 0.21
01PB04-19 21 1.14 1.5
01PB04-19 28 0.93 2.6
01PB04-19 34 1.3 2.6
01PB04-19 41 2.1 3.7
01PB04-19 48 2.9 4.8
01PB04-19 55 3.7 5.9
01PB04-19 62 4.49 7
01PB04-19 69 5.3 8.1
01PB04-19 72 6.08 9.2
01PB04-19 79 7.55 10.3
01PB05-19 13 0 0.21
01PB05-19 21 1.14 1.5
01PB05-19 28 0.83 2.6
01PB05-19 34 1.41 2.6
01PB05-19 41 1.9 3.7
01PB05-19 48 2.6 4.8
01PB05-19 55 3.37 5.9
01PB05-19 62 4.32 7
01PB05-19 69 5.03 8.1
01PB05-19 72 5.84 9.2
01PB05-19 79 6.9 10.3
01PB06-19 13 0 0.21
01PB06-19 21 1.14 1.5
01PB06-19 28 0.86 2.6
01PB06-19 34 1.4 2.6
01PB06-19 41 2.2 3.7
01PB06-19 48 2.9 4.8
01PB06-19 55 3.5 5.9
01PB06-19 62 4.61 7
01PB06-19 69 5.3 8.1
01PB06-19 72 6.18 9.2
01PB06-19 79 7.06 10.3
01PB07-19 12 0 0.21
01PB07-19 20 1.04 0.77
01PB07-19 27 0.85 1.5
01PB07-19 33 1.06 2.6
01PB07-19 40 1.96 3.7
01PB07-19 47 2.6 4.8
01PB07-19 54 3.45 5.9
01PB07-19 61 4.23 7
01PB07-19 68 5.04 8.1
01PB07-19 71 5.85 9.2
01PB07-19 78 6.7 10.3
01PB08-19 12 0 0.21
01PB08-19 20 1.04 0.77
01PB08-19 27 0.85 1.5
01PB08-19 33 1.2 2.6
01PB08-19 40 1.9 3.7
01PB08-19 47 2.7 4.8
01PB08-19 54 3.62 5.9
01PB08-19 61 4.49 7
01PB08-19 68 5.13 8.1
01PB08-19 71 6 9.2
01PB08-19 78 6.9 10.3
01PB09-19 12 0 0.21
01PB09-19 20 1.04 0.77
01PB09-19 27 0.78 1.5
01PB09-19 33 1.4 2.6
01PB09-19 40 2 3.7
01PB09-19 47 2.7 4.8
01PB09-19 54 3.86 5.9
01PB09-19 61 5.47 7
01PB09-19 68 6.03 8.1
01PB09-19 71 6.9 9.2
01PB09-19 78 7.5 10.3
01PC01-19 8 0 0.21
01PC01-19 15 0 0.77
01PC01-19 23 1.34 1.5
01PC01-19 30 1.77 2.6
01PC01-19 36 2.1 3.7
01PC01-19 43 3.2 4.8
01PC01-19 50 3.7 5.9
01PC01-19 57 4.6 7
01PC01-19 64 5.5 8.1
01PC01-19 71 6 9.2
01PC01-19 74 7 9.2
01PC01-19 81 7.4 10.3
01PC02-19 7 0 0.21
01PC02-19 14 0 0.77
01PC02-19 22 1.24 1.5
01PC02-19 29 1.56 2.6
01PC02-19 35 2.4 3.7
01PC02-19 42 3.1 4.8
01PC02-19 49 3.5 5.9
01PC02-19 56 4.34 7
01PC02-19 63 5.3 8.1
01PC02-19 70 6.2 9.2
01PC02-19 73 7 9.2
01PC02-19 80 7.85 10.3
01PC03-19 7 0 0.21
01PC03-19 14 0 0.77
01PC03-19 22 1.24 1.5
01PC03-19 29 1.62 2.6
01PC03-19 35 2.2 3.7
01PC03-19 42 2.6 4.8
01PC03-19 49 3.1 5.9
01PC03-19 56 4.1 7
01PC03-19 63 5 8.1
01PC03-19 70 5.9 9.2
01PC03-19 73 6.5 9.2
01PC03-19 80 7.6 10.3
01PC04-20 13 0 0.21
01PC04-20 21 1.14 1.5
01PC04-20 28 0.81 2.6
01PC04-20 34 1.5 2.6
01PC04-20 41 2.2 3.7
01PC04-20 48 2.9 4.8
01PC04-20 55 3.4 5.9
01PC04-20 62 4.5 7
01PC04-20 69 5 8.1
01PC04-20 72 6 9.2
01PC04-20 79 6.9 10.3
01PC05-19 13 0 0.21
01PC05-19 21 1.14 1.5
01PC05-19 28 0.88 2.6
01PC05-19 34 1.22 2.6
01PC05-19 41 2 3.7
01PC05-19 48 2.54 4.8
01PC05-19 55 3.1 5.9
01PC05-19 62 4.2 7
01PC05-19 69 4.6 8.1
01PC05-19 72 5.5 9.2
01PC05-19 79 6.2 10.3
01PC06-19 11 0 0.21
01PC06-19 19 0.94 0.77
01PC06-19 26 0.85 1.5
01PC06-19 32 1.05 2.6
01PC06-19 39 2.3 3.7
01PC06-19 46 2.9 4.8
01PC06-19 53 3.8 5.9
01PC06-19 60 4.3 7
01PC06-19 67 5 8.1
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01PC06-19 77 6.8 10.3
01PC07-19 11 0 0.21
01PC07-19 19 0.94 0.77
01PC07-19 26 0.79 1.5
01PC07-19 32 1.4 2.6
01PC07-19 39 1.98 3.7
01PC07-19 46 2.7 4.8
01PC07-19 53 3 5.9
01PC07-19 60 3.9 7
01PC07-19 67 5 8.1
01PC07-19 70 5.6 9.2
01PC07-19 77 6.14 10.3
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01PC08-19 19 0.94 0.77
01PC08-19 26 0.9 1.5
01PC08-19 32 1.2 2.6
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01PC08-19 46 2.5 4.8
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01PC09-20 32 1.2 2.6
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01PC09-20 46 2.65 4.8
01PC09-20 53 3 5.9
01PC09-20 60 4.18 7
01PC09-20 67 5 8.1
01PC09-20 70 5.8 9.2
01PC09-20 77 6.4 10.3
01PD01-09 10 0 0.21
01PD01-09 18 0.84 0.77
01PD01-09 25 0.78 1.5
01PD01-09 31 1.02 2.6
01PD01-09 38 1.92 3.7
01PD01-09 45 2.52 4.8
01PD01-09 52 3.4 5.9
01PD01-09 59 4.11 7
01PD01-09 66 5.03 8.1
01PD01-09 69 5.7 8.1
01PD01-09 76 6.7 9.2
01PD02-09 10 0 0.21
01PD02-09 18 0.84 0.77
01PD02-09 25 0.8 1.5
01PD02-09 31 1.03 2.6
01PD02-09 38 1.88 3.7
01PD02-09 45 2.47 4.8
01PD02-09 52 3.33 5.9
01PD02-09 59 4.04 7
01PD02-09 66 4.85 8.1
01PD02-09 69 5.6 8.1
01PD02-09 76 6.45 9.2
01PD03-09 10 0 0.21
01PD03-09 18 0.84 0.77
01PD03-09 25 0.81 1.5
01PD03-09 31 0.99 2.6
01PD03-09 38 1.8 3.7
01PD03-09 45 2.45 4.8
01PD03-09 52 3.14 5.9
01PD03-09 59 4.01 7
01PD03-09 66 4.91 8.1
01PD03-09 69 5.5 8.1
01PD03-09 76 6.5 9.2
01PD04-09 8 0 0.21
01PD04-09 16 0.64 0.77
01PD04-09 23 0.67 1.5
01PD04-09 29 0.96 2.6
01PD04-09 36 1.9 3.7
01PD04-09 43 2.53 4.8
01PD04-09 50 3.26 5.9
01PD04-09 57 4.38 7
01PD04-09 64 5.42 8.1
01PD04-09 67 6.03 8.1
01PD04-09 74 6.6 9.2
01PD05-09 8 0 0.21
01PD05-09 16 0.64 0.77
01PD05-09 23 0.7 1.5
01PD05-09 29 1.02 2.6
01PD05-09 36 2.07 3.7
01PD05-09 43 2.72 4.8
01PD05-09 50 3.6 5.9
01PD05-09 57 4.56 7
01PD05-09 64 5.52 8.1
01PD05-09 67 6.2 8.1
01PD05-09 74 6.9 9.2
01PD08-09 8 0 0.21
01PD08-09 16 0.64 0.77
01PD08-09 23 0.86 1.5
01PD08-09 29 1.34 2.6
01PD08-09 36 2.23 3.7
01PD08-09 43 2.77 4.8
01PD08-09 50 3.79 5.9
01PD08-09 57 4.59 7
01PD08-09 64 5.62 8.1
01PD08-09 67 5.97 8.1
01PD08-09 74 7 9.2
01PD09-09 8 0 0.21
01PD09-09 16 0.64 0.77
01PD09-09 23 0.82 1.5
01PD09-09 29 1.34 2.6
01PD09-09 36 2.35 3.7
01PD09-09 43 2.79 4.8
01PD09-09 50 3.82 5.9
01PD09-09 57 4.64 7
01PD09-09 64 5.65 8.1
01PD09-09 67 6.04 8.1
01PD09-09 74 7.04 9.2
01PD10-10 14 0.53 0.77
01PD10-10 21 1.14 1.5
01PD10-10 27 0.89 1.5
01PD10-10 34 1.69 2.6
01PD10-10 41 2.31 3.7
01PD10-10 48 3.14 4.8
01PD10-10 55 4.2 5.9
01PD10-10 62 5.22 7
01PD10-10 65 5.82 8.1
01PD10-10 72 6.84 9.2
03PA01-17 11 0.37 0.21
03PA01-17 18 0.84 0.77
03PA01-17 24 0.75 1.5
03PA01-17 31 1.65 2.6
03PA01-17 38 2.5 3.7
03PA01-17 45 3.45 4.8
03PA01-17 52 4.1 5.9
03PA01-17 59 4.56 7
03PA01-17 62 4.8 7
03PA01-17 69 5.6 8.1
03PA02-17 11 0.37 0.21
03PA02-17 18 0.84 0.77
03PA02-17 24 0.55 1.5
03PA02-17 31 1.5 2.6
03PA02-17 38 2.3 3.7
03PA02-17 45 3.3 4.8
03PA02-17 52 4.4 5.9
03PA02-17 59 5.06 7
03PA02-17 62 5.5 7
03PA02-17 69 6.4 8.1
03PA03-17 11 0.37 0.21
03PA03-17 18 0.84 0.77
03PA03-17 24 0.65 1.5
03PA03-17 31 1.7 2.6
03PA03-17 38 2.16 3.7
03PA03-17 45 3.1 4.8
03PA03-17 52 4.3 5.9
03PA03-17 59 6.14 7
03PA03-17 62 6.5 7
03PA03-17 69 7.3 8.1
03PA04-16 11 0.37 0.21
03PA04-16 18 0.84 0.77
03PA04-16 24 0.45 1.5
03PA04-16 31 1.4 2.6
03PA04-16 38 2.1 3.7
03PA04-16 45 2.95 4.8
03PA04-16 52 4 5.9
03PA04-16 59 4.23 7
03PA04-16 62 4.7 7
03PA04-16 69 5.6 8.1
03PA05-16 9 0.26 0.21
03PA05-16 16 0.64 0.77
03PA05-16 22 1.34 1.5
03PA05-16 29 1.35 2.6
03PA05-16 36 2.2 3.7
03PA05-16 43 3.15 4.8
03PA05-16 50 3.9 5.9
03PA05-16 57 4.46 7
03PA05-16 60 4.8 7
03PA05-16 67 5.8 8.1
03PA06-16 7 0.19 0.21
03PA06-16 14 0.53 0.77
03PA06-16 20 1.14 0.77
03PA06-16 27 0.65 1.5
03PA06-16 34 1.4 2.6
03PA06-16 41 2.6 3.7
03PA06-16 48 3.7 4.8
03PA06-16 55 4.44 5.9
03PA06-16 58 4.85 7
03PA06-16 65 6 8.1
03PA07-16 8 0.22 0.21
03PA07-16 14 0.59 0.77
03PA07-16 21 0.55 1.5
03PA07-16 28 1.25 2.6
03PA07-16 35 2.4 3.7
03PA07-16 42 3.5 4.8
03PA07-16 49 4.18 5.9
03PA07-16 52 4.55 5.9
03PA07-16 59 5.7 7
03PA08-17 8 0.22 0.21
03PA08-17 14 0.59 0.77
03PA08-17 21 0.68 1.5
03PA08-17 28 1.5 2.6
03PA08-17 35 2.65 3.7
03PA08-17 42 3.9 4.8
03PA08-17 49 5.3 5.9
03PA08-17 52 5.8 5.9
03PA08-17 59 7.6 7
03PB02-16 7 0.19 0.21
03PB02-16 14 0.53 0.77
03PB02-16 20 1.14 0.77
03PB02-16 27 0.7 1.5
03PB02-16 34 1.6 2.6
03PB02-16 41 2.6 3.7
03PB02-16 48 3 4.8
03PB02-16 55 4.22 5.9
03PB02-16 58 4.65 7
03PB02-16 65 5.8 8.1
03PB05-16 13 0.48 0.21
03PB05-16 19 1.04 0.77
03PB05-16 26 0.9 1.5
03PB05-16 33 1.5 2.6
03PB05-16 40 2.5 3.7
03PB05-16 47 3.1 4.8
03PB05-16 54 3.78 5.9
03PB05-16 57 4.45 7
03PB05-16 64 5.6 8.1
03PB06-16 13 0.48 0.21
03PB06-16 19 1.04 0.77
03PB06-16 26 0.9 1.5
03PB06-16 33 1.7 2.6
03PB06-16 40 2.5 3.7
03PB06-16 47 3 4.8
03PB06-16 54 3.47 5.9
03PB06-16 57 4.1 7
03PB06-16 64 5 8.1
03PB07-16 13 0.48 0.21
03PB07-16 19 1.04 0.77
03PB07-16 26 0.7 1.5
03PB07-16 33 1.6 2.6
03PB07-16 40 2.4 3.7
03PB07-16 47 3 4.8
03PB07-16 54 3.5 5.9
03PB07-16 57 4 7
03PB07-16 64 4.8 8.1
03PB08-15 12 0.42 0.21
03PB08-15 18 0.94 0.77
03PB08-15 25 0.9 1.5
03PB08-15 32 1.5 2.6
03PB08-15 39 2.6 3.7
03PB08-15 46 3.1 4.8
03PB08-15 53 5.66 5.9
03PB08-15 56 6.1 7
03PB08-15 63 7 8.1
03PC01-16 7 0.22 0.21
03PC01-16 10 0.37 0.21
03PC01-16 17 0.84 0.77
03PC02-16 12 0.42 0.21
03PC02-16 18 0.94 0.77
03PC02-16 25 1.01 1.5
03PC02-16 32 1.73 2.6
03PC02-16 39 2.59 3.7
03PC02-16 46 3.25 4.8
03PC02-16 53 3.82 5.9
03PC02-16 56 4.15 7
03PC02-16 63 5.33 8.1
03PC03-16 9 0.26 0.21
03PC03-16 15 0.64 0.77
03PC03-16 22 1.01 1.5
03PC03-16 29 1.84 2.6
03PC03-16 36 2.31 3.7
03PC03-16 43 3.32 4.8
03PC03-16 50 4.77 5.9
03PC03-16 53 5.1 5.9
03PC03-16 60 5.57 7
03PC04-15 9 0.26 0.21
03PC04-15 15 0.64 0.77
03PC04-15 22 0.99 1.5
03PC04-15 29 1.83 2.6
03PC04-15 36 2.25 3.7
03PC04-15 43 3.23 4.8
03PC04-15 50 4.82 5.9
03PC04-15 53 5.2 5.9
03PC04-15 60 5.64 7
03PC05-15 11 0.42 0.21
03PC05-15 18 0.94 0.77
03PC05-15 25 0.83 1.5
03PC05-15 32 1.5 2.6
03PC05-15 39 2.28 3.7
03PC05-15 46 2.92 4.8
03PC05-15 49 3.3 5.9
03PC05-15 56 3.55 7
03PC06-16 11 0.42 0.21
03PC06-16 18 0.94 0.77
03PC06-16 25 0.84 1.5
03PC06-16 32 1.53 2.6
03PC06-16 39 2.69 3.7
03PC06-16 46 3.82 4.8
03PC06-16 49 4.3 5.9
03PC06-16 56 5.37 7
03PC07-15 12 0.42 0.21
03PC07-15 18 0.94 0.77
03PC07-15 25 0.99 1.5
03PC07-15 32 1.82 2.6
03PC07-15 39 2.65 3.7
03PC07-15 46 3.04 4.8
03PC07-15 53 3.45 5.9
03PC07-15 56 3.9 7
03PC07-15 63 4.77 8.1
03PC08-14 11 0.37 0.21
03PC08-14 17 0.84 0.77
03PC08-14 24 0.99 1.5
03PC08-14 31 1.75 2.6
03PC08-14 38 2.45 3.7
03PC08-14 45 3.07 4.8
03PC08-14 52 3.45 5.9
03PC08-14 55 3.95 5.9
03PC08-14 62 4.72 7
03PD01-14 7 0.19 0.21
03PD01-14 13 0.53 0.21
03PD01-14 20 1.14 0.77
03PD01-14 27 0.7 1.5
03PD01-14 34 1.75 2.6
03PD01-14 41 2.64 3.7
03PD01-14 48 3.49 4.8
03PD01-14 51 4.2 5.9
03PD01-14 58 5.2 7
03PD02-14 7 0.19 0.21
03PD02-14 13 0.53 0.21
03PD02-14 20 1.14 0.77
03PD02-14 27 0.85 1.5
03PD02-14 34 1.85 2.6
03PD02-14 41 2.85 3.7
03PD02-14 48 5.35 4.8
03PD02-14 51 5.5 5.9
03PD02-14 58 6.5 7
03PD03-14 11 0.37 0.21
03PD03-14 17 0.84 0.77
03PD03-14 24 0.78 1.5
03PD03-14 31 1.78 2.6
03PD03-14 38 2.55 3.7
03PD03-14 45 3.43 4.8
03PD03-14 52 5.2 5.9
03PD03-14 55 5.4 5.9
03PD03-14 62 6.2 7
03PD04-14 9 0.26 0.21
03PD04-14 15 0.64 0.77
03PD04-14 22 0.65 1.5
03PD04-14 29 1.84 2.6
03PD04-14 36 2.62 3.7
03PD04-14 43 3.38 4.8
03PD04-14 50 5.51 5.9
03PD04-14 53 5.85 5.9
03PD04-14 60 6.95 7
03PD05-15 7 0.19 0.21
03PD05-15 13 0.53 0.21
03PD05-15 20 1.14 0.77
03PD05-15 27 0.55 1.5
03PD05-15 34 1.53 2.6
03PD05-15 41 2.7 3.7
03PD05-15 48 3.57 4.8
03PD05-15 51 4.1 5.9
03PD05-15 58 5.1 7
03PD06-14 9 0.26 0.21
03PD06-14 15 0.64 0.77
03PD06-14 22 0.6 1.5
03PD06-14 29 1.7 2.6
03PD06-14 36 2.76 3.7
03PD06-14 43 3.37 4.8
03PD06-14 50 4.36 5.9
03PD06-14 53 4.7 5.9
03PD06-14 60 5.6 7
03PD07-15 7 0.22 0.21
03PD07-15 10 0.37 0.21
03PD07-15 17 0.84 0.77
03PD08-15 9 0.26 0.21
03PD08-15 15 0.64 0.77
03PD08-15 22 0.7 1.5
03PD08-15 29 1.85 2.6
03PD08-15 36 2.65 3.7
03PD08-15 43 3.4 4.8
03PD08-15 50 5.15 5.9
03PD08-15 53 5.6 5.9
03PD08-15 60 6.6 7
05PA05-13 11 0 0.21
05PA05-13 17 0 0.77
05PA05-13 24 0 1.5
05PA05-13 25 0 1.5
05PB01-14 9 0 0.21
05PB01-14 9 0 0.21
05PB01-14 22 1.4 1.5
05PB01-14 30 2.4 2.6
06PA01-13 10 0.37 0.21
06PA01-13 17 0.84 0.77
06PA01-13 24 1.1 1.5
06PA01-13 31 2.3 2.6
06PA01-13 34 3.23 2.6
06PA01-13 41 4.61 3.7
06PA02-14 10 0.37 0.21
06PA02-14 17 0.84 0.77
06PA02-14 24 1 1.5
06PA02-14 31 2.1 2.6
06PA02-14 34 3.23 2.6
06PA02-14 41 4.1 3.7
06PA03-14 12 0.48 0.21
06PA03-14 19 1.04 0.77
06PA03-14 26 0.75 1.5
06PA03-14 29 2 2.6
06PA03-14 36 2.52 3.7
06PA04-13 12 0.48 0.21
06PA04-13 19 1.04 0.77
06PA04-13 26 0.82 1.5
06PA04-13 29 2.08 2.6
06PA04-13 36 2.6 3.7
06PA05-14 11 0.42 0.21
06PA05-14 18 0.94 0.77
06PA05-14 25 0.73 1.5
06PA05-14 28 2.16 2.6
06PA05-14 35 2.4 3.7
06PA06-14 11 0.42 0.21
06PA06-14 18 0.94 0.77
06PA06-14 25 0.81 1.5
06PA06-14 28 2.16 2.6
06PA06-14 35 2.8 3.7
06PA07-14 13 0.53 0.21
06PA07-14 20 1.14 0.77
06PA07-14 27 0.89 1.5
06PA07-14 30 2.09 2.6
06PA07-14 37 2.75 3.7
06PA08-14 13 0.53 0.21
06PA08-14 20 1.14 0.77
06PA08-14 27 0.91 1.5
06PA08-14 30 2.11 2.6
06PA08-14 37 2.82 3.7
06PB01-13 10 0.37 0.21
06PB01-13 17 0.84 0.77
06PB01-13 24 1 1.5
06PB01-13 31 2.2 2.6
06PB01-13 34 3.23 2.6
06PB01-13 41 4.48 3.7
06PB02-13 10 0.37 0.21
06PB02-13 17 0.84 0.77
06PB02-13 24 0.6 1.5
06PB02-13 31 1.61 2.6
06PB02-13 34 3.23 2.6
06PB02-13 41 3.5 3.7
06PB03-13 11 0.42 0.21
06PB03-13 18 0.94 0.77
06PB03-13 25 0.85 1.5
06PB03-13 28 2.16 2.6
06PB03-13 35 3 3.7
06PB04-13 11 0.42 0.21
06PB04-13 18 0.94 0.77
06PB04-13 25 0.73 1.5
06PB04-13 28 2.16 2.6
06PB04-13 35 2.5 3.7
06PB05-13 11 0.42 0.21
06PB05-13 18 0.94 0.77
06PB05-13 25 0.85 1.5
06PB05-13 28 2.3 2.6
06PB05-13 35 3 3.7
06PB06-13 11 0.42 0.21
06PB06-13 18 0.94 0.77
06PB06-13 25 1 1.5
06PB06-13 28 2.16 2.6
06PB06-13 35 2.8 3.7
06PB07-13 13 0.53 0.21
06PB07-13 20 1.14 0.77
06PB07-13 27 0.75 1.5
06PB07-13 30 0.95 2.6
06PB07-13 37 2.5 3.7
06PB08-14 13 0.53 0.21
06PB08-14 20 1.14 0.77
06PB08-14 27 0.9 1.5
06PB08-14 30 1.2 2.6
06PB08-14 37 3.5 3.7
06PC07-13 7 0.22 0.21
06PC07-13 14 0.59 0.77
06PC07-13 21 1.24 1.5
06PC07-13 24 0.88 1.5
06PC07-13 31 2 2.6
06PC08-13 13 0.19 0.21
06PC08-13 20 0.19 0.77
06PC08-13 23 0.19 1.5
I want the data to be like these
+------------+------------+------------+------------+------------+--------+
| 01PA05-18 | 01PA06-18 | 01PA07-18 | 01PA08-18 | 01PA09-18 | Target |
+-----+------+-----+------+-----+------+-----+------+-----+------+--------+
| DOC | ABW | DOC | ABW | DOC | ABW | DOC | ABW | DOC | ABW | ABW |
+-----+------+-----+------+-----+------+-----+------+-----+------+--------+
| 6 | 0 | 5 | 0 | 5 | 0 | 5 | 0 | 5 | 0 | 0.2 |
| 13 | 0.53 | 12 | 0.48 | 12 | 0.48 | 12 | 0.48 | 12 | 0.48 | 0.77 |
| 20 | 1.14 | 19 | 1.04 | 19 | 1.04 | 19 | 1.04 | 19 | 1.04 | 1.5 |
| 27 | 0.92 | 26 | 0.74 | 26 | 0.72 | 26 | 0.7 | 26 | 0.71 | 2.6 |
| 34 | 1.49 | 33 | 1.25 | 33 | 1.32 | 33 | 1.30 | 33 | 1.22 | 3.7 |
| 41 | 1.91 | 40 | 1.82 | 40 | 1.84 | 40 | 1.80 | 40 | 1.85 | 4.8 |
| 48 | 2.64 | 47 | 3.12 | 47 | 3.05 | 47 | 3.07 | 47 | 2.90 | 5.9 |
| 55 | 3.69 | 54 | 4.40 | 54 | 4.12 | 54 | 3.72 | 54 | 3.74 | 7 |
| 62 | 4.19 | 61 | 5.44 | 61 | 5.21 | 61 | 4.52 | 61 | 4.40 | 8.1 |
| 65 | 4.72 | 64 | 6.46 | 64 | 6.00 | 64 | 5.11 | 64 | 4.92 | 9.2 |
| 72 | 5.74 | 71 | 7.30 | 71 | 6.90 | 71 | 5.87 | 71 | 5.78 | 10.3 |
+-----+------+-----+------+-----+------+-----+------+-----+------+--------+
try using case
Case when PondCrop =01PA03-18
then //your code
else //your code
end case as 01PA03-18