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Count the percentage of positive and Negative pixel within the zone.

ShouvikJha

Hi All,

I have a raster which contains value range from -20 to +20. I am trying to calculate the zone wise percentage of negative and positive pixel count within the zone.

Somewhere I read TABULAR option can work, but it supported only the Vector data and Zonal statistics also can't that.

So how to calculate the percentage of pixel count with in the zone. I have zone's shape file.

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Accepted answers

DanPatterson_Retired

You could use a Con statement and subdivide your raster into values < 0 and > 0

like Con('raster' <= 0, 0, 1) which would result in a raster with values <= 0 being classified as 0 and those > 0 being classified as 1. Then you can use the conventional zonal statistics to get the counts for each class within the zone.

The rest is just conversion to percentage.

All comments

DanPatterson_Retired

You could use a Con statement and subdivide your raster into values < 0 and > 0

The rest is just conversion to percentage.

JayantaPoddar

Adding to Dan, after executing the Con Tool, if you don't need the final output as a Raster, you could use Zonal Statistics as Table.

ShouvikJha

Hi Dan Patterson‌ , Jayanta Poddar‌, Thanks.

I followed the suggestion given by you and I stuck here, I have attached an image,

I want to count the pixel for Negative and positive classes for each zones. After classification < 0 and >0, I got the 0 and 1 value raster, after that i used Zonal statistics to get the pixel number for each zones. but its shows the total number of pixel in each zones, but I want it to count of the positive and Negative pixel for each zones.

You can see above screenshot, For zone4 shows 571922 numbers of the pixel, but how to get the number of the pixel under to category of positive and negative for each zones.

How to do it .

Thank you

Regards

Shouvik Jha

JayantaPoddar

Hi Shouvik,

You should have used Con Tool or Set Null (or Raster Calculator) tool.

I will explain the use of Set Null function in Raster Calculator, since Dan has already mentioned the Con tool.

Use the following expressions in Raster Calculator.

1. First, use the following expression to get Raster having all positive or 0 values.

SetNull("Raster1", "Raster1", "VALUE < 0")

2. Then, use the following expression to get Raster having the negative values.

SetNull("Raster1", "Raster1", "VALUE >= 0")

You could use Zonal Statistics (as Table) using the respective Rasters, and append the tables, if desired.

XanderBakker

Hi shouvik jha ,

The easiest way would be to follow the instruction provided by Dan Patterson and Jayanta Poddar . You will have two zonas statistics tables as result, one for the positive values and one for the negative values both with the respective count you're after.

Since in recent occasions we have done some things with using rasters converted to numpy arrays, below the an example of doing it the "hard way". This will only work if both the zone raster and the value raster are aligned (same extent and cell size and coordinate system).

The value raster with the zone:

The resulting statistics:

The code used:

<SPAN class="comment token">#-------------------------------------------------------------------------------</SPAN>
<SPAN class="comment token"># Name:&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; count_pos_neg_pixels.py</SPAN>
<SPAN class="comment token"># Purpose:</SPAN>
<SPAN class="comment token">#</SPAN>
<SPAN class="comment token"># Author:&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Xander</SPAN>
<SPAN class="comment token">#</SPAN>
<SPAN class="comment token"># Created:&nbsp;&nbsp;&nbsp;&nbsp; 06-08-2017</SPAN>
<SPAN class="comment token">#-------------------------------------------------------------------------------</SPAN>

<SPAN class="keyword token">def</SPAN> <SPAN class="token function">main</SPAN><SPAN class="punctuation token">(</SPAN><SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">"load modules..."</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">import</SPAN> arcpy
&nbsp;&nbsp;&nbsp; arcpy<SPAN class="punctuation token">.</SPAN>env<SPAN class="punctuation token">.</SPAN>overwriteOutput <SPAN class="operator token">=</SPAN> <SPAN class="token boolean">True</SPAN>

&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">import</SPAN> numpy <SPAN class="keyword token">as</SPAN> np
&nbsp;&nbsp;&nbsp; zones_ras <SPAN class="operator token">=</SPAN> r<SPAN class="string token">'C:\GeoNet\CountPosNegPixels\data2.gdb\test'</SPAN>
&nbsp;&nbsp;&nbsp; values_ras <SPAN class="operator token">=</SPAN> r<SPAN class="string token">'C:\GeoNet\CountPosNegPixels\data2.gdb\corr'</SPAN>
&nbsp;&nbsp;&nbsp; nodata <SPAN class="operator token">=</SPAN> <SPAN class="operator token">-</SPAN><SPAN class="number token">3.4028235e+38</SPAN>

&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">"create numpy rasters..."</SPAN>
&nbsp;&nbsp;&nbsp; np_zones <SPAN class="operator token">=</SPAN> arcpy<SPAN class="punctuation token">.</SPAN>RasterToNumPyArray<SPAN class="punctuation token">(</SPAN>zones_ras<SPAN class="punctuation token">)</SPAN>
&nbsp;&nbsp;&nbsp; np_values <SPAN class="operator token">=</SPAN> arcpy<SPAN class="punctuation token">.</SPAN>RasterToNumPyArray<SPAN class="punctuation token">(</SPAN>values_ras<SPAN class="punctuation token">)</SPAN>

&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">"read props numpy raster..."</SPAN>
&nbsp;&nbsp;&nbsp; rows <SPAN class="operator token">=</SPAN> np_zones<SPAN class="punctuation token">.</SPAN>shape<SPAN class="punctuation token">[</SPAN><SPAN class="number token">0</SPAN><SPAN class="punctuation token">]</SPAN>
&nbsp;&nbsp;&nbsp; cols <SPAN class="operator token">=</SPAN> np_zones<SPAN class="punctuation token">.</SPAN>shape<SPAN class="punctuation token">[</SPAN><SPAN class="number token">1</SPAN><SPAN class="punctuation token">]</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">" - rows:"</SPAN><SPAN class="punctuation token">,</SPAN> rows
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">" - cols:"</SPAN><SPAN class="punctuation token">,</SPAN> cols

&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">"loop through pixels..."</SPAN>
&nbsp;&nbsp;&nbsp; pix_cnt <SPAN class="operator token">=</SPAN> <SPAN class="number token">0</SPAN>
&nbsp;&nbsp;&nbsp; dct <SPAN class="operator token">=</SPAN> <SPAN class="punctuation token">{</SPAN><SPAN class="punctuation token">}</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">for</SPAN> row <SPAN class="keyword token">in</SPAN> range<SPAN class="punctuation token">(</SPAN>rows<SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">for</SPAN> col <SPAN class="keyword token">in</SPAN> range<SPAN class="punctuation token">(</SPAN>cols<SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; pix_cnt <SPAN class="operator token">+=</SPAN> <SPAN class="number token">1</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> pix_cnt <SPAN class="operator token">%</SPAN> <SPAN class="number token">5000</SPAN> <SPAN class="operator token">==</SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">" - row:"</SPAN><SPAN class="punctuation token">,</SPAN> row<SPAN class="punctuation token">,</SPAN> <SPAN class="string token">"&nbsp; col:"</SPAN><SPAN class="punctuation token">,</SPAN> col<SPAN class="punctuation token">,</SPAN> <SPAN class="string token">"&nbsp; pixel:"</SPAN><SPAN class="punctuation token">,</SPAN> pix_cnt
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; zone <SPAN class="operator token">=</SPAN> np_zones<SPAN class="punctuation token">[</SPAN>row<SPAN class="punctuation token">,</SPAN> col<SPAN class="punctuation token">]</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; value <SPAN class="operator token">=</SPAN> np_values<SPAN class="punctuation token">[</SPAN>row<SPAN class="punctuation token">,</SPAN> col<SPAN class="punctuation token">]</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> zone <SPAN class="operator token"><</SPAN> <SPAN class="number token">255</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> zone <SPAN class="keyword token">in</SPAN> dct<SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats <SPAN class="operator token">=</SPAN> dct<SPAN class="punctuation token">[</SPAN>zone<SPAN class="punctuation token">]</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats <SPAN class="operator token">=</SPAN> UpdateStats<SPAN class="punctuation token">(</SPAN>stats<SPAN class="punctuation token">,</SPAN> value<SPAN class="punctuation token">,</SPAN> nodata<SPAN class="punctuation token">)</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">else</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats <SPAN class="operator token">=</SPAN> CreateStats<SPAN class="punctuation token">(</SPAN>value<SPAN class="punctuation token">,</SPAN> nodata<SPAN class="punctuation token">)</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; dct<SPAN class="punctuation token">[</SPAN>zone<SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">=</SPAN> stats

&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> <SPAN class="string token">"\nZone\tsum\tcnt\tmean\tmin\tmax\tcnt_neg\tcnt_pos\tcnt_nodata"</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">for</SPAN> zone<SPAN class="punctuation token">,</SPAN> stats <SPAN class="keyword token">in</SPAN> sorted<SPAN class="punctuation token">(</SPAN>dct<SPAN class="punctuation token">.</SPAN>items<SPAN class="punctuation token">(</SPAN><SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">print</SPAN> zone<SPAN class="punctuation token">,</SPAN> <SPAN class="string token">'\t'</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="string token">'\t'</SPAN><SPAN class="punctuation token">.</SPAN>join<SPAN class="punctuation token">(</SPAN>str<SPAN class="punctuation token">(</SPAN>a<SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">.</SPAN>replace<SPAN class="punctuation token">(</SPAN><SPAN class="string token">'.'</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="string token">','</SPAN><SPAN class="punctuation token">)</SPAN> <SPAN class="keyword token">for</SPAN> a <SPAN class="keyword token">in</SPAN> stats<SPAN class="punctuation token">)</SPAN>


<SPAN class="keyword token">def</SPAN> <SPAN class="token function">UpdateStats</SPAN><SPAN class="punctuation token">(</SPAN>stats<SPAN class="punctuation token">,</SPAN> value<SPAN class="punctuation token">,</SPAN> nodata<SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="comment token"># sum, cnt, mean, min, max, cnt_neg, cnt_pos, cnt_nodata</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token">></SPAN> nodata <SPAN class="operator token">/</SPAN> <SPAN class="number token">2.0</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">0</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">+=</SPAN> value
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">1</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">+=</SPAN> <SPAN class="number token">1</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">2</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">=</SPAN> float<SPAN class="punctuation token">(</SPAN>stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">0</SPAN><SPAN class="punctuation token">]</SPAN><SPAN class="punctuation token">)</SPAN> <SPAN class="operator token">/</SPAN> float<SPAN class="punctuation token">(</SPAN>stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">1</SPAN><SPAN class="punctuation token">]</SPAN><SPAN class="punctuation token">)</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token"><</SPAN> stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">3</SPAN><SPAN class="punctuation token">]</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">3</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">=</SPAN> value
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token">></SPAN> stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">4</SPAN><SPAN class="punctuation token">]</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">4</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">=</SPAN> value
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token"><</SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">5</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">+=</SPAN> <SPAN class="number token">1</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token">></SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">6</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">+=</SPAN> <SPAN class="number token">1</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">else</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; stats<SPAN class="punctuation token">[</SPAN><SPAN class="number token">7</SPAN><SPAN class="punctuation token">]</SPAN> <SPAN class="operator token">+=</SPAN> <SPAN class="number token">1</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">return</SPAN> stats

<SPAN class="keyword token">def</SPAN> <SPAN class="token function">CreateStats</SPAN><SPAN class="punctuation token">(</SPAN>value<SPAN class="punctuation token">,</SPAN> nodata<SPAN class="punctuation token">)</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="comment token"># sum, cnt, mean, min, max, cnt_neg, cnt_pos, cnt_nodata</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token">></SPAN> nodata <SPAN class="operator token">/</SPAN> <SPAN class="number token">2.0</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">return</SPAN> <SPAN class="punctuation token">[</SPAN>value<SPAN class="punctuation token">,</SPAN> <SPAN class="number token">1</SPAN><SPAN class="punctuation token">,</SPAN> value<SPAN class="punctuation token">,</SPAN> value<SPAN class="punctuation token">,</SPAN> value<SPAN class="punctuation token">,</SPAN> <SPAN class="number token">1</SPAN> <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token"><</SPAN> <SPAN class="number token">0</SPAN> <SPAN class="keyword token">else</SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="number token">1</SPAN> <SPAN class="keyword token">if</SPAN> value <SPAN class="operator token">></SPAN> <SPAN class="number token">0</SPAN> <SPAN class="keyword token">else</SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">,</SPAN>&nbsp; <SPAN class="number token">0</SPAN><SPAN class="punctuation token">]</SPAN>
&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">else</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <SPAN class="keyword token">return</SPAN> <SPAN class="punctuation token">[</SPAN><SPAN class="number token">0</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">,</SPAN> None<SPAN class="punctuation token">,</SPAN> <SPAN class="number token">99999999</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="operator token">-</SPAN><SPAN class="number token">9999999</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="number token">0</SPAN><SPAN class="punctuation token">,</SPAN> <SPAN class="number token">1</SPAN><SPAN class="punctuation token">]</SPAN>

<SPAN class="keyword token">if</SPAN> __name__ <SPAN class="operator token">==</SPAN> <SPAN class="string token">'__main__'</SPAN><SPAN class="punctuation token">:</SPAN>
&nbsp;&nbsp;&nbsp; main<SPAN class="punctuation token">(</SPAN><SPAN class="punctuation token">)</SPAN>
<SPAN class="line-numbers-rows"><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN><SPAN>‍</SPAN></SPAN>

But once again, it is much easier following the steps as described by Dan and Jayanta.

ShouvikJha

Hi Jayanta Poddar‌, Thank you very much. Your command on the topic is very helpful.

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