{"id":17035,"date":"2022-12-02T09:19:30","date_gmt":"2022-12-02T09:19:30","guid":{"rendered":"https:\/\/www.searchenginejournal.com\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis\/472147\/"},"modified":"2022-12-02T09:19:30","modified_gmt":"2022-12-02T09:19:30","slug":"transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye","status":"publish","type":"post","link":"https:\/\/marketingnewsbox.com\/?p=17035","title":{"rendered":"Transitioning From Excel To Python: Essential Functions For SEO Data Analysis via @sejournal, @williamjnye"},"content":{"rendered":"<p>Learning to code, whether with&nbsp;<a href=\"https:\/\/www.searchenginejournal.com\/python-machine-learning-technical-seo\/430000\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python<\/a>,&nbsp;<a href=\"https:\/\/www.searchenginejournal.com\/seo-automation-with-javascript\/406582\/\" target=\"_blank\" rel=\"noopener noreferrer\">JavaScript<\/a>, or another programming language, has a whole host of benefits, including the ability to work with larger datasets and automate repetitive tasks.<\/p>\n<p>But despite the benefits, many SEO professionals are yet to make the transition \u2013 and I completely understand why! It isn\u2019t an essential skill for SEO, and we\u2019re all busy people.<\/p>\n<p>If you\u2019re pressed for time, and you already know how to accomplish a task within Excel or Google Sheets, then changing tack can feel like reinventing the wheel.<\/p>\n<p>When I first started coding, I initially only used Python for tasks that I couldn\u2019t accomplish in Excel \u2013 and it\u2019s taken several years to get to the point where it\u2019s my defacto choice for data processing.<\/p>\n<p>Looking back, I\u2019m incredibly glad that I persisted, but at times it was a frustrating experience, with many an hour spent scanning threads on Stack Overflow.<\/p>\n<p>This post is designed to spare other SEO pros the same fate.<\/p>\n<p>Within it, we\u2019ll cover the Python equivalents of the most commonly used Excel formulas and features for SEO data analysis \u2013 all of which are available within a Google Colab notebook linked in the summary.<\/p>\n<p>Specifically, you\u2019ll learn the equivalents of:<\/p>\n<ul>\n<li>LEN.<\/li>\n<li>Drop Duplicates.<\/li>\n<li>Text to Columns.<\/li>\n<li>SEARCH\/FIND.<\/li>\n<li>CONCATENATE.<\/li>\n<li>Find and Replace.<\/li>\n<li>LEFT\/MID\/RIGHT.<\/li>\n<li>IF.<\/li>\n<li>IFS.<\/li>\n<li>VLOOKUP.<\/li>\n<li>COUNTIF\/SUMIF\/AVERAGEIF.<\/li>\n<li>Pivot Tables.<\/li>\n<\/ul>\n<p>Amazingly, to accomplish all of this, we\u2019ll primarily be using a singular library \u2013 <a href=\"https:\/\/pandas.pydata.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Pandas<\/a> \u2013 with a little help in places from its big brother, <a href=\"https:\/\/numpy.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">NumPy<\/a>.<\/p>\n<h2>Prerequisites<\/h2>\n<p>For the sake of brevity, there are a few things we won\u2019t be covering today, including:<\/p>\n<ul>\n<li>Installing Python.<\/li>\n<li>Basic Pandas, like importing CSVs, filtering, and previewing dataframes.<\/li>\n<\/ul>\n<p>If you\u2019re unsure about any of this, then Hamlet\u2019s guide on <a href=\"https:\/\/www.searchenginejournal.com\/python-seo-data-reference-guide\/287927\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python data analysis for SEO<\/a> is the perfect primer.<\/p>\n<p>Now, without further ado, let\u2019s jump in.<\/p>\n<h2>LEN<\/h2>\n<p>LEN provides a count of the number of characters within a string of text.<\/p>\n<p>For SEO specifically, a common use case is to measure the length of title tags or meta descriptions to determine whether they\u2019ll be truncated in search results.<\/p>\n<p>Within Excel, if we wanted to count the second cell of column A, we\u2019d enter:<\/p>\n<pre>=LEN(A2)<\/pre>\n<div>\n<dl id=\"attachment_472283\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye.png\" alt=\"LEN formula excel\" width=\"923\" height=\"400\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye.png\" alt=\"LEN formula excel\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Python isn\u2019t too dissimilar, as we can rely on the inbuilt len function, which can be combined with Pandas\u2019 loc[] to access a specific row of data within a column:<\/p>\n<pre>len(df['Title'].loc[0])<\/pre>\n<p>In this example, we\u2019re getting the length of the first row in the \u201cTitle\u201d column of our dataframe.<\/p>\n<div>\n<dl id=\"attachment_472286\">\n<dt><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-1.png\" alt=\"len function python\" width=\"900\" height=\"166\" class=\" b-lazy pcimg\"><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-1.png\" alt=\"len function python\"><\/dt>\n<dd>Screenshot of VS Code, November, 2022<\/dd>\n<\/dl>\n<\/div>\n<p>Finding the length of a cell isn\u2019t that useful for SEO, though. Normally, we\u2019d want to apply a function to an entire column!<\/p>\n<p>In Excel, this would be achieved by selecting the formula cell on the bottom right-hand corner and either dragging it down or double-clicking.<\/p>\n<p>When working with a Pandas dataframe, we can use str.len to calculate the length of rows within a series, then store the results in a new column:<\/p>\n<pre>df['Length'] = df['Title'].str.len()<\/pre>\n<p>Str.len is a \u2018vectorized\u2019 operation, which is designed to be applied simultaneously to a series of values. We\u2019ll use these operations extensively throughout this article, as they almost universally end up being faster than a loop.<\/p>\n<p>Another common application of LEN is to combine it with SUBSTITUTE to count the number of words in a cell:<\/p>\n<pre>=LEN(TRIM(A2))-LEN(SUBSTITUTE(A2,\" \",\"\"))+1<\/pre>\n<p>In Pandas, we can achieve this by combining the str.split and str.len functions together:<\/p>\n<pre>df['No. Words'] = df['Title'].str.split().str.len()<\/pre>\n<p>We\u2019ll cover str.split in more detail later, but essentially, what we\u2019re doing is splitting our data based upon whitespaces within the string, then counting the number of component parts.<\/p>\n<div>\n<dl id=\"attachment_472287\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-2.png\" alt=\"word count Python\" width=\"900\" height=\"460\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-2.png\" alt=\"word count Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<h2>Dropping Duplicates<\/h2>\n<p>Excel\u2019s \u2018Remove Duplicates\u2019 feature provides an easy way to remove duplicate values within a dataset, either by deleting entirely duplicate rows (when all columns are selected) or removing rows with the same values in specific columns.<\/p>\n<div>\n<dl id=\"attachment_472290\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-3.png\" alt=\"Excel drop duplicates\" width=\"1010\" height=\"450\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-3.png\" alt=\"Excel drop duplicates\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>In Pandas, this functionality is provided by drop_duplicates.<\/p>\n<p>To drop duplicate rows within a dataframe type:<\/p>\n<pre>df.drop_duplicates(inplace=True)<\/pre>\n<p>To drop rows based on duplicates within a singular column, include the subset parameter:<\/p>\n<pre>df.drop_duplicates(subset='column', inplace=True)<\/pre>\n<p>Or specify multiple columns within a list:<\/p>\n<pre>df.drop_duplicates(subset=['column','column2'], inplace=True)<\/pre>\n<p>One addition above that\u2019s worth calling out is the presence of the inplace parameter. Including inplace=True allows us to overwrite our existing dataframe without needing to create a new one.<\/p>\n<p>There are, of course, times when we want to preserve our raw data. In this case, we can assign our deduped dataframe to a different variable:<\/p>\n<pre>df2 = df.drop_duplicates(subset='column')<\/pre>\n<h2>Text To Columns<\/h2>\n<p>Another everyday essential, the \u2018text to columns\u2019 feature can be used to split a text string based on a delimiter, such as a slash, comma, or whitespace.<\/p>\n<p>As an example, splitting a URL into its domain and individual subfolders.<\/p>\n<div>\n<dl id=\"attachment_472292\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-4.png\" alt=\"Excel drop duplicates\" width=\"1010\" height=\"450\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-4.png\" alt=\"Excel drop duplicates\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>When dealing with a dataframe, we can use the str.split function, which creates a list for each entry within a series. This can be converted into multiple columns by setting the expand parameter to True:<\/p>\n<pre>df['URL'].str.split(pat='\/', expand=True)<\/pre>\n<div>\n<dl id=\"attachment_472293\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-5.png\" alt=\"str split Python\" width=\"1130\" height=\"350\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-5.png\" alt=\"str split Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>As is often the case, our URLs in the image above have been broken up into inconsistent columns, because they don\u2019t feature the same number of folders.<\/p>\n<p>This can make things tricky when we want to save our data within an existing dataframe.<\/p>\n<p>Specifying the n parameter limits the number of splits, allowing us to create a specific number of columns:<\/p>\n<pre>df[['Domain', 'Folder1', 'Folder2', 'Folder3']] = df['URL'].str.split(pat='\/', expand=True, n=3)<\/pre>\n<p>Another option is to use pop to remove your column from the dataframe, perform the split, and then re-add it with the join function:<\/p>\n<pre>df = df.join(df.pop('Split').str.split(pat='\/', expand=True))<\/pre>\n<p>Duplicating the URL to a new column before the split allows us to preserve the full URL. We can then rename the new columns:&#x1f406;<\/p>\n<pre>df['Split'] = df['URL'] df = df.join(df.pop('Split').str.split(pat='\/', expand=True)) df.rename(columns = {0:'Domain', 1:'Folder1', 2:'Folder2', 3:'Folder3', 4:'Parameter'}, inplace=True)<\/pre>\n<div>\n<dl id=\"attachment_472297\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-6.png\" alt=\"Split pop join functions Python\" width=\"1279\" height=\"410\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-6.png\" alt=\"Split pop join functions Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<h2>CONCATENATE<\/h2>\n<p>The CONCAT function allows users to combine multiple strings of text, such as when generating a list of keywords by adding different modifiers.<\/p>\n<p>In this case, we\u2019re adding \u201cmens\u201d and whitespace to column A\u2019s list of product types:<\/p>\n<pre>=CONCAT($F$1,\" \",A2)<\/pre>\n<div>\n<dl id=\"attachment_472301\">\n<dt><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-7.png\" alt=\"concat Excel\" width=\"900\" height=\"300\" class=\" b-lazy pcimg\"><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-7.png\" alt=\"concat Excel\"><\/dt>\n<dd>Screenshot from Microsoft Excel, November 2022<\/dd>\n<\/dl>\n<\/div>\n<p>Assuming we\u2019re dealing with strings, the same can be achieved in Python using the arithmetic operator:<\/p>\n<pre>df['Combined] = 'mens' + ' ' + df['Keyword']<\/pre>\n<p>Or specify multiple columns of data:<\/p>\n<pre>df['Combined'] = df['Subdomain'] + df['URL']<\/pre>\n<div>\n<dl id=\"attachment_472302\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-8.png\" alt=\"concat Python\" width=\"900\" height=\"370\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-8.png\" alt=\"concat Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Pandas has a dedicated concat function, but this is more useful when trying to combine multiple dataframes with the same columns.<\/p>\n<p>For instance, if we had multiple exports from our favorite link analysis tool:<\/p>\n<pre>df = pd.read_csv('data.csv')\ndf2 = pd.read_csv('data2.csv')\ndf3 = pd.read_csv('data3.csv') dflist = [df, df2, df3] df = pd.concat(dflist, ignore_index=True)<\/pre>\n<h2>SEARCH\/FIND<\/h2>\n<p>The SEARCH and FIND formulas provide a way of locating a substring within a text string.<\/p>\n<p>These commands are commonly combined with ISNUMBER to create a Boolean column that helps filter down a dataset, which can be extremely helpful when performing tasks like <a href=\"https:\/\/www.searchenginejournal.com\/seo-log-file-analysis-guide\/419660\/\" target=\"_blank\" rel=\"noopener noreferrer\">log file analysis<\/a>, <a href=\"https:\/\/builtvisible.com\/log-file-analysis\/#crawl\" target=\"_blank\" rel=\"noopener nofollow noreferrer\">as explained in this guide<\/a>. E.g.:<\/p>\n<pre>=ISNUMBER(SEARCH(\"searchthis\",A2)<\/pre>\n<div>\n<dl id=\"attachment_472304\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-9.png\" alt=\"isnumber search Excel\" width=\"900\" height=\"450\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-9.png\" alt=\"isnumber search Excel\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>The difference between SEARCH and FIND is that find is case-sensitive.<\/p>\n<p>The equivalent Pandas function, str.contains, is case-sensitive by default:<\/p>\n<pre>df['Journal'] = df['URL'].str.contains('engine', na=False)<\/pre>\n<p>Case insensitivity can be enabled by setting the case parameter to False:<\/p>\n<pre>df['Journal'] = df['URL'].str.contains('engine', case=False, na=False)<\/pre>\n<p>In either scenario, including na=False will prevent null values from being returned within the Boolean column.<\/p>\n<p>One massive advantage of using Pandas here is that, unlike Excel, regex is natively supported by this function \u2013 as it is in Google sheets via REGEXMATCH.<\/p>\n<p>Chain together multiple substrings by using the pipe character, also known as the OR operator:<\/p>\n<pre>df['Journal'] = df['URL'].str.contains('engine|search', na=False)<\/pre>\n<h2>Find And Replace<\/h2>\n<p>Excel\u2019s \u201cFind and Replace\u201d feature provides an easy way to individually or bulk replace one substring with another.<\/p>\n<div>\n<dl id=\"attachment_472305\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-10.png\" alt=\"find replace Excel\" width=\"900\" height=\"350\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-10.png\" alt=\"find replace Excel\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>When processing data for SEO, we\u2019re most likely to select an entire column and \u201cReplace All.\u201d<\/p>\n<p>The SUBSTITUTE formula provides another option here and is useful if you don\u2019t want to overwrite the existing column.<\/p>\n<p>As an example, we can change the protocol of a URL from HTTP to HTTPS, or remove it by replacing it with nothing.<\/p>\n<p>When working with dataframes in Python, we can use str.replace:<\/p>\n<pre>df['URL'] = df['URL'].str.replace('http:\/\/', 'https:\/\/')<\/pre>\n<p>Or:<\/p>\n<pre>df['URL'] = df['URL'].str.replace('http:\/\/', '') # replace with nothing<\/pre>\n<p>Again, unlike Excel, regex can be used \u2013 like with Google Sheets\u2019 REGEXREPLACE:<\/p>\n<pre>df['URL'] = df['URL'].str.replace('http:\/\/|https:\/\/', '')<\/pre>\n<p>Alternatively, if you want to replace multiple substrings with different values, you can use Python\u2019s replace method and provide a list.<\/p>\n<p>This prevents you from having to chain multiple str.replace functions:<\/p>\n<pre>df['URL'] = df['URL'].replace(['http:\/\/', ' https:\/\/'], ['https:\/\/www.', 'https:\/\/www.\u2019], regex=True)<\/pre>\n<h2>LEFT\/MID\/RIGHT<\/h2>\n<p>Extracting a substring within Excel requires the usage of the LEFT, MID, or RIGHT functions, depending on where the substring is located within a cell.<\/p>\n<p>Let\u2019s say we want to extract the root domain and subdomain from a URL:<\/p>\n<pre>=MID(A2,FIND(\":\",A2,4)+3,FIND(\"\/\",A2,9)-FIND(\":\",A2,4)-3)<\/pre>\n<div>\n<dl id=\"attachment_472345\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-11.png\" alt=\"left mid right Excel\" width=\"1006\" height=\"474\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-11.png\" alt=\"left mid right Excel\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Using a combination of MID and multiple FIND functions, this formula is ugly, to say the least \u2013 and things <a href=\"https:\/\/builtvisible.com\/excel-formulas-for-seos-extracting-url-strings\/\" target=\"_blank\" rel=\"noopener nofollow noreferrer\">get a lot worse for more complex extractions<\/a>.<\/p>\n<p>Again, Google Sheets does this better than Excel, because it has REGEXEXTRACT.<\/p>\n<p>What a shame that when you feed it larger datasets, it melts faster than a Babybel on a hot radiator.<\/p>\n<p>Thankfully, Pandas offers str.extract, which works in a similar way:<\/p>\n<pre>df['Domain'] = df['URL'].str.extract('.*\\:\/\/?([^\\\/]+)')<\/pre>\n<div>\n<dl id=\"attachment_472328\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-12.png\" alt=\"str extract Python\" width=\"900\" height=\"400\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-12.png\" alt=\"str extract Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Combine with fillna to prevent null values, as you would in Excel with IFERROR:<\/p>\n<pre>df['Domain'] = df['URL'].str.extract('.*\\:\/\/?([^\\\/]+)').fillna('-')<\/pre>\n<h2>If<\/h2>\n<p>IF statements allow you to return different values, depending on whether or not a condition is met.<\/p>\n<p>To illustrate, suppose that we want to create a label for keywords that are ranking within the top three positions.<\/p>\n<div>\n<dl id=\"attachment_472309\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-13.png\" alt=\"Excel IF\" width=\"1066\" height=\"375\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-13.png\" alt=\"Excel IF\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Rather than using Pandas in this instance, we can lean on NumPy and the where function (remember to import NumPy, if you haven\u2019t already):<\/p>\n<pre>df['Top 3'] = np.where(df['Position'] &lt;= 3, 'Top 3', 'Not Top 3')<\/pre>\n<p>Multiple conditions can be used for the same evaluation by using the AND\/OR operators, and enclosing the individual criteria within round brackets:<\/p>\n<pre>df['Top 3'] = np.where((df['Position'] &lt;= 3) &amp; (df['Position'] != 0), 'Top 3', 'Not Top 3')<\/pre>\n<p>In the above, we\u2019re returning \u201cTop 3\u201d for any keywords with a ranking less than or equal to three, excluding any keywords ranking in position zero.<\/p>\n<h2>IFS<\/h2>\n<p>Sometimes, rather than specifying multiple conditions for the same evaluation, you may want multiple conditions that return different values.<\/p>\n<p>In this case, the best solution is using IFS:<\/p>\n<pre>=IFS(B2&lt;=3,\"Top 3\",B2&lt;=10,\"Top 10\",B2&lt;=20,\"Top 20\")<\/pre>\n<div>\n<dl id=\"attachment_472310\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-14.png\" alt=\"IFS Excel\" width=\"1255\" height=\"400\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-14.png\" alt=\"IFS Excel\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Again, NumPy provides us with the best solution when working with dataframes, via its select function.<\/p>\n<p>With select, we can create a list of conditions, choices, and an optional value for when all of the conditions are false:<\/p>\n<pre>conditions = [df['Position'] &lt;= 3, df['Position'] &lt;= 10, df['Position'] &lt;=20] choices = ['Top 3', 'Top 10', 'Top 20'] df['Rank'] = np.select(conditions, choices, 'Not Top 20')<\/pre>\n<p>It\u2019s also possible to have multiple conditions for each of the evaluations.<\/p>\n<p>Let\u2019s say we\u2019re working with an ecommerce retailer with <a href=\"https:\/\/www.searchenginejournal.com\/ecommerce-product-page-seo-dos-donts\/386068\/\">product listing pages (PLPs) and product display pages (PDPs)<\/a>, and we want to label the type of branded pages ranking within the top 10 results.<\/p>\n<p>The easiest solution here is to look for specific URL patterns, such as a subfolder or extension, but what if competitors have similar patterns?<\/p>\n<p>In this scenario, we could do something like this:<\/p>\n<pre>conditions = [(df['URL'].str.contains('\/category\/')) &amp; (df['Brand Rank'] &gt; 0),\n(df['URL'].str.contains('\/product\/')) &amp; (df['Brand Rank'] &gt; 0),\n(~df['URL'].str.contains('\/product\/')) &amp; (~df['URL'].str.contains('\/category\/')) &amp; (df['Brand Rank'] &gt; 0)] choices = ['PLP', 'PDP', 'Other'] df['Brand Page Type'] = np.select(conditions, choices, None)<\/pre>\n<p>Above, we\u2019re using str.contains to evaluate whether or not a URL in the top 10 matches our brand\u2019s pattern, then using the \u201cBrand Rank\u201d column to exclude any competitors.<\/p>\n<p>In this example, the tilde sign (~) indicates a negative match. In other words, we\u2019re saying we want every brand URL that doesn\u2019t match the pattern for a \u201cPDP\u201d or \u201cPLP\u201d to match the criteria for \u2018Other.\u2019<\/p>\n<p>Lastly, None is included because we want non-brand results to return a null value.<\/p>\n<div>\n<dl id=\"attachment_472324\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-15.png\" alt=\"np select Python\" width=\"1000\" height=\"400\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-15.png\" alt=\"np select Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<h2>VLOOKUP<\/h2>\n<p>VLOOKUP is an essential tool for joining together two distinct datasets on a common column.<\/p>\n<p>In this case, adding the URLs within column N to the keyword, position, and search volume data in columns A-C, using the shared \u201cKeyword\u201d column:<\/p>\n<pre>=VLOOKUP(A2,M:N,2,FALSE)<\/pre>\n<div>\n<dl id=\"attachment_472312\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-16.png\" alt=\"vlookup Excel\" width=\"800\" height=\"380\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-16.png\" alt=\"vlookup Excel\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>To do something similar with Pandas, we can use merge.<\/p>\n<p>Replicating the functionality of an SQL join, merge is an incredibly powerful function that supports a variety of different join types.<\/p>\n<p>For our purposes, we want to use a left join, which will maintain our first dataframe and only merge in matching values from our second dataframe:<\/p>\n<pre>mergeddf = df.merge(df2, how='left', on='Keyword')<\/pre>\n<p>One added advantage of performing a merge over a VLOOKUP, is that you don\u2019t have to have the shared data in the first column of the second dataset, as with the newer XLOOKUP.<\/p>\n<p>It will also pull in multiple rows of data rather than the first match in finds.<\/p>\n<p>One common issue when using the function is for unwanted columns to be duplicated. This occurs when multiple shared columns exist, but you attempt to match using one.<\/p>\n<p>To prevent this \u2013 and improve the accuracy of your matches \u2013 you can specify a list of columns:<\/p>\n<pre>mergeddf = df.merge(df2, how='left', on=['Keyword', 'Search Volume'])<\/pre>\n<p>In certain scenarios, you may actively want these columns to be included. For instance, when attempting to merge multiple monthly ranking reports:<\/p>\n<pre>mergeddf = df.merge(df2, on='Keyword', how='left', suffixes=('', '_october'))\\ .merge(df3, on='Keyword', how='left', suffixes=('', '_september'))<\/pre>\n<p>The above code snippet executes two merges to join together three dataframes with the same columns \u2013 which are our rankings for November, October, and September.<\/p>\n<p>By labeling the months within the suffix parameters, we end up with a much cleaner dataframe that clearly displays the month, as opposed to the defaults of _x and _y seen in the earlier example.<\/p>\n<div>\n<dl id=\"attachment_472340\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-17.png\" alt=\"multi merge Python\" width=\"1110\" height=\"363\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-17.png\" alt=\"multi merge Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<h2>COUNTIF\/SUMIF\/AVERAGEIF<\/h2>\n<p>In Excel, if you want to perform a statistical function based on a condition, you\u2019re likely to use either COUNTIF, SUMIF, or AVERAGEIF.<\/p>\n<p>Commonly, COUNTIF is used to determine how many times a specific string appears within a dataset, such as a URL.<\/p>\n<p>We can accomplish this by declaring the \u2018URL\u2019 column as our range, then the URL within an individual cell as our criteria:<\/p>\n<pre>=COUNTIF(D:D,D2)<\/pre>\n<div>\n<dl id=\"attachment_472313\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-18.png\" alt=\"Excel countif\" width=\"900\" height=\"456\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-18.png\" alt=\"Excel countif\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>In Pandas, we can achieve the same outcome by using the groupby function:<\/p>\n<pre>df.groupby('URL')['URL'].count()<\/pre>\n<div>\n<dl id=\"attachment_472319\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-19.png\" alt=\"Python groupby\" width=\"900\" height=\"350\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-19.png\" alt=\"Python groupby\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Here, the column declared within the round brackets indicates the individual groups, and the column listed in the square brackets is where the aggregation (i.e., the count) is performed.<\/p>\n<p>The output we\u2019re receiving isn\u2019t perfect for this use case, though, because it\u2019s consolidated the data.<\/p>\n<p>Typically, when using Excel, we\u2019d have the URL count inline within our dataset. Then we can use it to filter to the most frequently listed URLs.<\/p>\n<p>To do this, use transform and store the output in a column:<\/p>\n<pre>df['URL Count'] = df.groupby('URL')['URL'].transform('count')<\/pre>\n<div>\n<dl id=\"attachment_472317\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-20.png\" alt=\"Python groupby transform\" width=\"800\" height=\"360\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-20.png\" alt=\"Python groupby transform\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>You can also apply custom functions to groups of data by using a lambda (anonymous) function:<\/p>\n<pre>df['Google Count'] = df.groupby(['URL'])['URL'].transform(lambda x: x[x.str.contains('google')].count())<\/pre>\n<p>In our examples so far, we\u2019ve been using the same column for our grouping and aggregations, but we don\u2019t have to. Similarly to COUNTIFS\/SUMIFS\/AVERAGEIFS in Excel, it\u2019s possible to group using one column, then apply our statistical function to another.<\/p>\n<p>Going back to the earlier search engine results page (SERP) example, we may want to count all ranking PDPs on a per-keyword basis and return this number alongside our existing data:<\/p>\n<pre>df['PDP Count'] = df.groupby(['Keyword'])['URL'].transform(lambda x: x[x.str.contains('\/product\/|\/prd\/|\/pd\/')].count())<\/pre>\n<div>\n<dl id=\"attachment_472316\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-21.png\" alt=\"Python groupby countifs\" width=\"950\" height=\"450\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-21.png\" alt=\"Python groupby countifs\"><\/div>\n<p>Which in Excel parlance, would look something like this:<\/p>\n<\/dt>\n<\/dl>\n<\/div>\n<pre>=SUM(COUNTIFS(A:A,[@Keyword],D:D,{\"*\/product\/*\",\"*\/prd\/*\",\"*\/pd\/*\"}))\n<\/pre>\n<h2>Pivot Tables<\/h2>\n<p>Last, but by no means least, it\u2019s time to talk pivot tables.<\/p>\n<p>In Excel, a pivot table is likely to be our first port of call if we want to summarise a large dataset.<\/p>\n<p>For instance, when working with ranking data, we may want to identify which URLs appear most frequently, and their average ranking position.<\/p>\n<div>\n<dl id=\"attachment_472357\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-22.png\" alt=\"pivot table Excel\" width=\"1000\" height=\"400\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from Microsoft Excel, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-22.png\" alt=\"pivot table Excel\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Again, Pandas has its own pivot tables equivalent \u2013 but if all you want is a count of unique values within a column, this can be accomplished using the value_counts function:<\/p>\n<pre>count = df['URL'].value_counts()<\/pre>\n<p>Using groupby is also an option.<\/p>\n<p>Earlier in the article, performing a groupby that aggregated our data wasn\u2019t what we wanted \u2013 but it\u2019s precisely what\u2019s required here:<\/p>\n<pre>grouped = df.groupby('URL').agg( url_frequency=('Keyword', 'count'), avg_position=('Position', 'mean'), ) grouped.reset_index(inplace=True)<\/pre>\n<div>\n<dl id=\"attachment_472360\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-23.png\" alt=\"groupby-pivot Python\" width=\"900\" height=\"363\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-23.png\" alt=\"groupby-pivot Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>Two aggregate functions have been applied in the example above, but this could easily be expanded upon, and <a href=\"https:\/\/cmdlinetips.com\/2019\/10\/pandas-groupby-13-functions-to-aggregate\/\" target=\"_blank\" rel=\"noopener noreferrer\">13 different types<\/a> are available.<\/p>\n<p>There are, of course, times when we do want to use pivot_table, such as when performing multi-dimensional operations.<\/p>\n<p>To illustrate what this means, let\u2019s reuse the ranking groupings we made using conditional statements and attempt to display the number of times a URL ranks within each group.<\/p>\n<pre>ranking_groupings = df.groupby(['URL', 'Grouping']).agg( url_frequency=('Keyword', 'count'), )<\/pre>\n<div>\n<dl id=\"attachment_472359\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye.jpg\" alt=\"python groupby grouping\" width=\"899\" height=\"385\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye.jpg\" alt=\"python groupby grouping\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<p>This isn\u2019t the best format to use, as multiple rows have been created for each URL.<\/p>\n<p>Instead, we can use pivot_table, which will display the data in different columns:<\/p>\n<pre>pivot = pd.pivot_table(df,\nindex=['URL'],\ncolumns=['Grouping'],\naggfunc='size',\nfill_value=0,\n)<\/pre>\n<div>\n<dl id=\"attachment_472358\">\n<dt>\n<div class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-24.png\" alt=\"pivot table Python\" width=\"995\" height=\"389\" class=\" b-lazy pcimg\"><span class=\"wp-caption-text\">Screenshot from VS Code, November 2022<\/span><img decoding=\"async\" src=\"https:\/\/marketingnewsbox.com\/wp-content\/uploads\/2022\/12\/transitioning-from-excel-to-python-essential-functions-for-seo-data-analysis-via-sejournal-williamjnye-24.png\" alt=\"pivot table Python\"><\/div>\n<\/dt>\n<\/dl>\n<\/div>\n<h2>Final Thoughts<\/h2>\n<p>Whether you\u2019re looking for inspiration to start learning Python, or are already leveraging it in your SEO workflows, I hope that the above examples help you along on your journey.<\/p>\n<p>As promised, you can find a Google Colab notebook with all of the code snippets <a href=\"https:\/\/colab.research.google.com\/drive\/19RgH9H0bG7yfE8i_KevAb2Epx0ZQXtFB?usp=sharing\" target=\"_blank\" rel=\"noopener noreferrer\">here<\/a>.<\/p>\n<p>In truth, we\u2019ve barely scratched the surface of what\u2019s possible, but understanding the basics of Python data analysis will give you a solid base upon which to build.<\/p>\n<p><strong>More resources:<\/strong><\/p>\n<hr>\n<p><em>Featured Image: mapo_japan\/Shutterstock<\/em><\/p>\n<div style=\"display:none;\"><a href=\"http:\/\/xoso188.site\/\" target=\"_blank\">xoso<\/a><a href=\"http:\/\/chelsea2023.com\/\" target=\"_blank\">tin chelsea<\/a><a href=\"http:\/\/chuyennhuong.org\/\" target=\"_blank\">th\u00f4ng tin chuy\u1ec3n nh\u01b0\u1ee3ng<\/a><a href=\"http:\/\/arsenalfootball.net\/\" target=\"_blank\">c\u00e2u l\u1ea1c b\u1ed9 b\u00f3ng \u0111\u00e1 arsenal<\/a><a href=\"http:\/\/atalantafc.com\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 atalanta<\/a><a href=\"http:\/\/bundesligafootball.net\/\" 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target=\"_blank\">la liga<\/a><a href=\"http:\/\/leicestercityfc.net\/\" target=\"_blank\">clb leicester city<\/a><a href=\"http:\/\/manchesterutd.org\/\" target=\"_blank\">MU<\/a><a href=\"http:\/\/mancityfc.net\/\" target=\"_blank\">man city<\/a><a href=\"http:\/\/messilionel.football\/\" target=\"_blank\">messi lionel<\/a><a href=\"http:\/\/mohamedsalah-football.net\/\" target=\"_blank\">salah<\/a><a href=\"http:\/\/napolifc.net\/\" target=\"_blank\">napoli<\/a><a href=\"http:\/\/neymarfootball.com\/\" target=\"_blank\">neymar<\/a><a href=\"http:\/\/psgfootball.net\/\" target=\"_blank\">psg<\/a><a href=\"http:\/\/ronaldofootball.net\/\" target=\"_blank\">ronaldo<\/a><a href=\"http:\/\/seriea.football\/\" target=\"_blank\">serie a<\/a><a href=\"http:\/\/tottenhamfc.net\/\" target=\"_blank\">tottenham<\/a><a href=\"http:\/\/valenciafc.org\/\" target=\"_blank\">valencia<\/a><a href=\"http:\/\/asromafc.com\/\" target=\"_blank\">AS ROMA<\/a><a href=\"http:\/\/bayer04.club\/\" target=\"_blank\">Leverkusen<\/a><a href=\"http:\/\/acmilanfc.org\/\" target=\"_blank\">ac milan<\/a><a href=\"http:\/\/kylianmbappe.net\/\" target=\"_blank\">mbappe<\/a><a href=\"http:\/\/sscnapoli.org\/\" target=\"_blank\">napoli<\/a><a href=\"http:\/\/newcastlefc.net\/\" target=\"_blank\">newcastle<\/a><a href=\"http:\/\/astonvillafc.net\/\" target=\"_blank\">aston villa<\/a><a href=\"http:\/\/liverpoolfootball.net\/\" target=\"_blank\">liverpool<\/a><a href=\"http:\/\/thefacup.net\/\" target=\"_blank\">fa cup<\/a><a href=\"http:\/\/realmadridclub.org\/\" target=\"_blank\">real madrid<\/a><a href=\"http:\/\/premierleaguefc.net\/\" target=\"_blank\">premier league<\/a><a href=\"http:\/\/afcajaxfc.net\/\" target=\"_blank\">Ajax<\/a><a href=\"http:\/\/football247.org\/\" target=\"_blank\">bao bong da247<\/a><a href=\"http:\/\/eplfootball.net\/\" target=\"_blank\">EPL<\/a><a href=\"http:\/\/fc-barcelona.org\/\" target=\"_blank\">barcelona<\/a><a href=\"http:\/\/afc-bournemouth.net\/\" target=\"_blank\">bournemouth<\/a><a href=\"http:\/\/affcup.net\/\" target=\"_blank\">aff cup<\/a><a href=\"http:\/\/aseanfootball.net\/\" target=\"_blank\">asean football<\/a><a href=\"http:\/\/benletraibong.com\/\" target=\"_blank\">b\u00ean l\u1ec1 s\u00e2n c\u1ecf<\/a><a href=\"http:\/\/bongdamoi.org\/\" target=\"_blank\">b\u00e1o b\u00f3ng \u0111\u00e1 m\u1edbi<\/a><a href=\"http:\/\/bongdathegioi.org\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 c\u00fap th\u1ebf gi\u1edbi<\/a><a href=\"http:\/\/bongdaviethn.com\/\" target=\"_blank\">tin b\u00f3ng \u0111\u00e1 Vi\u1ec7t<\/a><a href=\"http:\/\/cupc1.net\/\" target=\"_blank\">UEFA<\/a><a href=\"http:\/\/footballviet.net\/\" target=\"_blank\">b\u00e1o b\u00f3ng \u0111\u00e1 vi\u1ec7t nam<\/a><a href=\"http:\/\/huyenthoaibd.com\/\" target=\"_blank\">Huy\u1ec1n tho\u1ea1i b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/ngoaihanganhhn.com\/\" target=\"_blank\">gi\u1ea3i ngo\u1ea1i h\u1ea1ng anh<\/a><a href=\"http:\/\/seagame2023.com\/\" target=\"_blank\">Seagame<\/a><a href=\"http:\/\/tapchibongda2023.com\/\" target=\"_blank\">tap chi bong da the gioi<\/a><a href=\"http:\/\/tinbongdalu.net\/\" target=\"_blank\">tin bong da lu<\/a><a href=\"http:\/\/trandauhn.com\/\" target=\"_blank\">tr\u1eadn \u0111\u1ea5u h\u00f4m nay<\/a><a href=\"http:\/\/vnbongda.org\/\" target=\"_blank\">vi\u1ec7t nam b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/tinnonghn.com\/\" target=\"_blank\">tin nong bong da<\/a><a href=\"http:\/\/womenfc.net\/\" target=\"_blank\">B\u00f3ng \u0111\u00e1 n\u1eef<\/a><a href=\"http:\/\/7mbet.net\/\" target=\"_blank\">th\u1ec3 thao 7m<\/a><a href=\"http:\/\/24hbongda.net\/\" target=\"_blank\">24h b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/bongdatoday.net\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 h\u00f4m nay<\/a><a href=\"http:\/\/ngoaihanganhbd.com\/\" target=\"_blank\">the thao ngoai hang anh<\/a><a href=\"http:\/\/tinbongda365.net\/\" target=\"_blank\">tin nhanh b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/phongthaydo.football\/\" target=\"_blank\">ph\u00f2ng thay \u0111\u1ed3 b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/bongdaphui88.com\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 ph\u1ee7i<\/a><a href=\"http:\/\/keophatgoc.net\/\" target=\"_blank\">k\u00e8o nh\u00e0 c\u00e1i onbet<\/a><a href=\"http:\/\/bongdalu.football\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 lu 2<\/a><a href=\"http:\/\/phongthaydo.net\/\" target=\"_blank\">th\u00f4ng tin ph\u00f2ng thay \u0111\u1ed3<\/a><a href=\"http:\/\/thethaovua.football\/\" target=\"_blank\">the thao vua<\/a><a href=\"http:\/\/binggo.info\/\" target=\"_blank\">app \u0111\u00e1nh l\u00f4 \u0111\u1ec1<\/a><a href=\"http:\/\/dudoanxoso.top\/\" target=\"_blank\">dudoanxoso<\/a><a href=\"http:\/\/giaidacbiet.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 gi\u1ea3i \u0111\u1eb7c bi\u1ec7t<\/a><a href=\"http:\/\/homnayxoso.net\/\" target=\"_blank\">h\u00f4m nay x\u1ed5 s\u1ed1<\/a><a href=\"http:\/\/keoso.info\/\" target=\"_blank\">k\u00e8o \u0111\u1eb9p h\u00f4m nay<\/a><a href=\"http:\/\/ketquaxoso.club\/\" target=\"_blank\">ketquaxoso<\/a><a href=\"http:\/\/kq-xs.net\/\" target=\"_blank\">kq xs<\/a><a href=\"http:\/\/kqxosomiennam.net\/\" target=\"_blank\">kqxsmn<\/a><a href=\"http:\/\/soicaubamien.net\/\" target=\"_blank\">soi c\u1ea7u ba mi\u1ec1n<\/a><a href=\"http:\/\/soicauthongke.net\/\" target=\"_blank\">soi cau thong ke<\/a><a href=\"http:\/\/sxkt.org\/\" target=\"_blank\">sxkt h\u00f4m nay<\/a><a href=\"http:\/\/thegioixoso.info\/\" target=\"_blank\">th\u1ebf gi\u1edbi x\u1ed5 s\u1ed1<\/a><a href=\"http:\/\/webxoso.org\/\" target=\"_blank\">x\u1ed5 s\u1ed1 24h<\/a><a href=\"http:\/\/xo-so.org\/\" target=\"_blank\">xo.so<\/a><a href=\"http:\/\/xoso3mien.info\/\" target=\"_blank\">xoso3mien<\/a><a href=\"http:\/\/xosobamien.top\/\" target=\"_blank\">xo so ba mien<\/a><a href=\"http:\/\/xosodacbiet.org\/\" target=\"_blank\">xoso dac biet<\/a><a href=\"http:\/\/xosodientoan.info\/\" target=\"_blank\">xosodientoan<\/a><a href=\"http:\/\/xosodudoan.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 d\u1ef1 \u0111o\u00e1n<\/a><a href=\"http:\/\/vesochieuxo.org\/\" target=\"_blank\">v\u00e9 s\u1ed1 chi\u1ec1u x\u1ed5<\/a><a href=\"http:\/\/xosoketqua.net\/\" target=\"_blank\">xoso ket qua<\/a><a href=\"http:\/\/xosokienthiet.top\/\" target=\"_blank\">xosokienthiet<\/a><a href=\"http:\/\/xosokq.org\/\" target=\"_blank\">xoso kq h\u00f4m nay<\/a><a href=\"http:\/\/xosokt.net\/\" target=\"_blank\">xoso kt<\/a><a href=\"http:\/\/xosomega.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 mega<\/a><a href=\"http:\/\/xosomoingay.org\/\" target=\"_blank\">x\u1ed5 s\u1ed1 m\u1edbi nh\u1ea5t h\u00f4m nay<\/a><a href=\"http:\/\/xosotructiep.info\/\" target=\"_blank\">xoso truc tiep<\/a><a href=\"http:\/\/xosoviet.org\/\" target=\"_blank\">xoso Vi\u1ec7t<\/a><a href=\"http:\/\/xs3mien.org\/\" target=\"_blank\">SX3MIEN<\/a><a href=\"http:\/\/xsdudoan.net\/\" target=\"_blank\">xs d\u1ef1 \u0111o\u00e1n<\/a><a href=\"http:\/\/xsmienbac.org\/\" target=\"_blank\">xs mien bac hom nay<\/a><a href=\"http:\/\/xsmiennam.net\/\" target=\"_blank\">xs mi\u00ean nam<\/a><a href=\"http:\/\/xsmientrung.net\/\" target=\"_blank\">xsmientrung<\/a><a href=\"http:\/\/xsmnvn.net\/\" target=\"_blank\">xsmn thu 7<\/a><a href=\"http:\/\/CONSOMAYMAN.ORG\/\" target=\"_blank\">con s\u1ed1 may m\u1eafn h\u00f4m nay<\/a><a href=\"http:\/\/dudoanbactrungnam.com\/\" target=\"_blank\">KQXS 3 mi\u1ec1n B\u1eafc Trung Nam Nhanh<\/a><a href=\"http:\/\/dudoanxoso3mien.net\/\" target=\"_blank\">d\u1ef1 \u0111o\u00e1n x\u1ed5 s\u1ed1 3 mi\u1ec1n<\/a><a href=\"http:\/\/doxoso.net\/\" target=\"_blank\">d\u00f2 v\u00e9 s\u1ed1<\/a><a href=\"http:\/\/dudoanxosovn.com\/\" target=\"_blank\">du doan xo so hom nay<\/a><a href=\"http:\/\/ketquaxoso2023.com\/\" target=\"_blank\">ket qua xo xo<\/a><a href=\"http:\/\/ketquaxosovn.org\/\" target=\"_blank\">ket qua xo so.vn<\/a><a href=\"http:\/\/xosotrungthuong.com\/\" target=\"_blank\">tr\u00fang th\u01b0\u1edfng xo so<\/a><a href=\"http:\/\/kqxosoonline.org\/\" target=\"_blank\">kq xoso tr\u1ef1c ti\u1ebfp<\/a><a href=\"http:\/\/kqxs-vn.com\/\" target=\"_blank\">ket qua xs<\/a><a href=\"http:\/\/kqxs247.org\/\" target=\"_blank\">kqxs 247<\/a><a href=\"http:\/\/somiennam.net\/\" target=\"_blank\">s\u1ed1 mi\u1ec1n nam<\/a><a href=\"http:\/\/x0s0.com\/\" target=\"_blank\">s0x0 mienbac<\/a><a href=\"http:\/\/xosobamieno.org\/\" target=\"_blank\">xosobamien h\u00f4m nay<\/a><a href=\"http:\/\/sodephomnay.org\/\" target=\"_blank\">s\u1ed1 \u0111\u1eb9p h\u00f4m nay<\/a><a href=\"http:\/\/sodephomnayonline.com\/\" target=\"_blank\">s\u1ed1 \u0111\u1eb9p tr\u1ef1c tuy\u1ebfn<\/a><a href=\"http:\/\/sodephomnayonline.net\/\" target=\"_blank\">nu\u00f4i s\u1ed1 \u0111\u1eb9p<\/a><a href=\"http:\/\/xosohomqua.com\/\" target=\"_blank\">xo so hom qua<\/a><a href=\"http:\/\/xosoketqua.info\/\" target=\"_blank\">xoso ketqua<\/a><a href=\"http:\/\/xosoketquaonline.com\/\" target=\"_blank\">xstruc tiep hom nay<\/a><a href=\"http:\/\/xosokienthietonline.com\/\" target=\"_blank\">x\u1ed5 s\u1ed1 ki\u1ebfn thi\u1ebft tr\u1ef1c ti\u1ebfp<\/a><a href=\"http:\/\/xosokq.info\/\" target=\"_blank\">x\u1ed5 s\u1ed1 kq h\u00f4m nay<\/a><a href=\"http:\/\/xosokqonline.com\/\" target=\"_blank\">so xo kq tr\u1ef1c tuyen<\/a><a href=\"http:\/\/xosokqonline.net\/\" target=\"_blank\">k\u1ebft qu\u1ea3 x\u1ed5 s\u1ed1 mi\u1ec1n b\u1eafc tr\u1ef1c ti\u1ebfp<\/a><a href=\"http:\/\/xosomiennam2023.com\/\" target=\"_blank\">xo so mi\u1ec1n nam<\/a><a href=\"http:\/\/xosotructiep.top\/\" target=\"_blank\">x\u1ed5 s\u1ed1 mi\u1ec1n nam tr\u1ef1c ti\u1ebfp<\/a><a href=\"http:\/\/xosotructiephomnay.com\/\" target=\"_blank\">tr\u1ef1c ti\u1ebfp x\u1ed5 s\u1ed1 h\u00f4m nay<\/a><a href=\"http:\/\/kqxoso-online.com\/\" target=\"_blank\">ket wa xs<\/a><a href=\"http:\/\/kqxoso2023.com\/\" target=\"_blank\">KQ XOSO<\/a><a href=\"http:\/\/xosotructieponline.net\/\" target=\"_blank\">xoso online<\/a><a href=\"http:\/\/xosotructuyen.net\/\" target=\"_blank\">xo so truc tiep hom nay<\/a><a href=\"http:\/\/xstt.org\/\" target=\"_blank\">xstt<\/a><a href=\"http:\/\/somienbac.net\/\" target=\"_blank\">so mien bac trong ng\u00e0y<\/a><a href=\"http:\/\/kqxs3mien.org\/\" target=\"_blank\">KQXS3M<\/a><a href=\"http:\/\/doxoso.org\/\" target=\"_blank\">s\u1ed1 so mien bac<\/a><a href=\"http:\/\/dudoanxoso-online.com\/\" target=\"_blank\">du doan xo so online<\/a><a href=\"http:\/\/dudoanxoso2023.com\/\" target=\"_blank\">du doan cau lo<\/a><a href=\"http:\/\/kenovn.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 keno<\/a><a href=\"http:\/\/kqxsvn.org\/\" target=\"_blank\">kqxs vn<\/a><a href=\"http:\/\/kqxosobet.com\/\" target=\"_blank\">KQXOSO<\/a><a href=\"http:\/\/kqxs888.org\/\" target=\"_blank\">KQXS h\u00f4m nay<\/a><a href=\"http:\/\/kqxosobet.org\/\" target=\"_blank\">tr\u1ef1c ti\u1ebfp k\u1ebft qu\u1ea3 x\u1ed5 s\u1ed1 ba mi\u1ec1n<\/a><a href=\"http:\/\/sodepmoingay.net\/\" target=\"_blank\">cap lo dep nhat hom nay<\/a><a href=\"http:\/\/soicau2023.org\/\" target=\"_blank\">soi c\u1ea7u chu\u1ea9n h\u00f4m nay<\/a><a href=\"http:\/\/soketquaonline.com\/\" target=\"_blank\">so ket qua xo so<\/a><a href=\"http:\/\/tinxoso.net\/\" target=\"_blank\">Xem k\u1ebft qu\u1ea3 x\u1ed5 s\u1ed1 nhanh nh\u1ea5t<\/a><a href=\"http:\/\/xs3mien2023.com\/\" target=\"_blank\">SX3MIEN<\/a><a href=\"http:\/\/xsmb2023.net\/\" target=\"_blank\">XSMB ch\u1ee7 nh\u1eadt<\/a><a href=\"http:\/\/kqxsmn2023.com\/\" target=\"_blank\">KQXSMN<\/a><a href=\"http:\/\/kqxsonline.net\/\" target=\"_blank\">k\u1ebft qu\u1ea3 m\u1edf gi\u1ea3i tr\u1ef1c tuy\u1ebfn<\/a><a href=\"http:\/\/chotsodep.org\/\" target=\"_blank\">Gi\u1edd v\u00e0ng ch\u1ed1t s\u1ed1 Online<\/a><a href=\"http:\/\/danhconnao.com\/\" target=\"_blank\">\u0110\u00e1nh \u0110\u1ec1 Con G\u00ec<\/a><a href=\"http:\/\/doxoso.net\/\" target=\"_blank\">d\u00f2 s\u1ed1 mi\u1ec1n nam<\/a><a href=\"http:\/\/doxoso365.org\/\" target=\"_blank\">d\u00f2 v\u00e9 s\u1ed1 h\u00f4m nay<\/a><a href=\"http:\/\/giaimongconso.com\/\" target=\"_blank\">so mo so de<\/a><a href=\"http:\/\/lobachthu.net\/\" target=\"_blank\">bach th\u1ee7 l\u00f4 \u0111\u1eb9p nh\u1ea5t h\u00f4m nay<\/a><a href=\"http:\/\/loclamoingay.com\/\" target=\"_blank\">c\u1ea7u \u0111\u1ec1 h\u00f4m nay<\/a><a href=\"http:\/\/minhchinh88.com\/\" target=\"_blank\">k\u1ebft qu\u1ea3 x\u1ed5 s\u1ed1 ki\u1ebfn thi\u1ebft to\u00e0n qu\u1ed1c<\/a><a href=\"http:\/\/one88bets.com\/\" target=\"_blank\">cau dep 88<\/a><a href=\"http:\/\/rongbachkimxs.com\/\" target=\"_blank\">xsmb rong bach kim<\/a><a href=\"http:\/\/ketquaxs2023.com\/\" target=\"_blank\">ket qua xs 2023<\/a><a href=\"http:\/\/chotsomoingay.com\/\" target=\"_blank\">d\u1ef1 \u0111o\u00e1n x\u1ed5 s\u1ed1 h\u00e0ng ng\u00e0y<\/a><a href=\"http:\/\/conmade.net\/\" target=\"_blank\">B\u1ea1ch th\u1ee7 \u0111\u1ec1 mi\u1ec1n B\u1eafc<\/a><a href=\"http:\/\/soicaumb2023.com\/\" target=\"_blank\">Soi C\u1ea7u MB th\u1ea7n t\u00e0i<\/a><a href=\"http:\/\/soicaumienbacvip.org\/\" target=\"_blank\">soi cau vip 247<\/a><a href=\"http:\/\/soicautot.org\/\" target=\"_blank\">soi c\u1ea7u t\u1ed1t<\/a><a href=\"http:\/\/soicauviet2023.com\/\" target=\"_blank\">soi c\u1ea7u mi\u1ec5n ph\u00ed<\/a><a href=\"http:\/\/soicauviethn.com\/\" target=\"_blank\">soi cau mb vip<\/a><a href=\"http:\/\/xsmbhomnay.net\/\" target=\"_blank\">xsmb hom nay<\/a><a href=\"http:\/\/xsvietlott.net\/\" target=\"_blank\">xs vietlott<\/a><a href=\"http:\/\/xsmnhomnay.com\/\" target=\"_blank\">xsmn h\u00f4m nay<\/a><a href=\"http:\/\/lodep.net\/\" target=\"_blank\">c\u1ea7u l\u00f4 \u0111\u1eb9p<\/a><a href=\"http:\/\/lodephn.com\/\" target=\"_blank\">th\u1ed1ng k\u00ea l\u00f4 k\u00e9p x\u1ed5 s\u1ed1 mi\u1ec1n B\u1eafc<\/a><a href=\"http:\/\/quaythumn.com\/\" target=\"_blank\">quay th\u1eed xsmn<\/a><a 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biet<\/a><a href=\"http:\/\/xosodientoan.info\/\" target=\"_blank\">xosodientoan<\/a><a href=\"http:\/\/xosodudoan.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 d\u1ef1 \u0111o\u00e1n<\/a><a href=\"http:\/\/vesochieuxo.org\/\" target=\"_blank\">v\u00e9 s\u1ed1 chi\u1ec1u x\u1ed5<\/a><a href=\"http:\/\/xosoketqua.net\/\" target=\"_blank\">xoso ket qua<\/a><a href=\"http:\/\/xosokienthiet.top\/\" target=\"_blank\">xosokienthiet<\/a><a href=\"http:\/\/xosokq.org\/\" target=\"_blank\">xoso kq h\u00f4m nay<\/a><a href=\"http:\/\/xosokt.net\/\" target=\"_blank\">xoso kt<\/a><a href=\"http:\/\/xosomega.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 mega<\/a><a href=\"http:\/\/xosomoingay.org\/\" target=\"_blank\">x\u1ed5 s\u1ed1 m\u1edbi nh\u1ea5t h\u00f4m nay<\/a><a href=\"http:\/\/xosotructiep.info\/\" target=\"_blank\">xoso truc tiep<\/a><a href=\"http:\/\/xosoviet.org\/\" target=\"_blank\">xoso Vi\u1ec7t<\/a><a href=\"http:\/\/xs3mien.org\/\" target=\"_blank\">SX3MIEN<\/a><a 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href=\"http:\/\/xosoketqua.info\/\" target=\"_blank\">xoso ketqua<\/a><a href=\"http:\/\/xosoketquaonline.com\/\" target=\"_blank\">xstruc tiep hom nay<\/a><a href=\"http:\/\/xosokienthietonline.com\/\" target=\"_blank\">x\u1ed5 s\u1ed1 ki\u1ebfn thi\u1ebft tr\u1ef1c ti\u1ebfp<\/a><a href=\"http:\/\/xosokq.info\/\" target=\"_blank\">x\u1ed5 s\u1ed1 kq h\u00f4m nay<\/a><a href=\"http:\/\/xosokqonline.com\/\" target=\"_blank\">so xo kq tr\u1ef1c tuyen<\/a><a href=\"http:\/\/xosokqonline.net\/\" target=\"_blank\">k\u1ebft qu\u1ea3 x\u1ed5 s\u1ed1 mi\u1ec1n b\u1eafc tr\u1ef1c ti\u1ebfp<\/a><a href=\"http:\/\/xosomiennam2023.com\/\" target=\"_blank\">xo so mi\u1ec1n nam<\/a><a href=\"http:\/\/xosotructiep.top\/\" target=\"_blank\">x\u1ed5 s\u1ed1 mi\u1ec1n nam tr\u1ef1c ti\u1ebfp<\/a><a href=\"http:\/\/xosotructiephomnay.com\/\" target=\"_blank\">tr\u1ef1c ti\u1ebfp x\u1ed5 s\u1ed1 h\u00f4m nay<\/a><a href=\"http:\/\/kqxoso-online.com\/\" target=\"_blank\">ket wa xs<\/a><a 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href=\"https:\/\/qipai188.net\" target=\"_blank\">\u68cb\u724c<\/a><a href=\"https:\/\/qipai188.org\" target=\"_blank\">\u68cb\u724c<\/a><a href=\"https:\/\/shaba-tiyu.com\" target=\"_blank\">\u6c99\u5df4\u4f53\u80b2<\/a><a href=\"https:\/\/tiyubet.org\" target=\"_blank\">\u4e70\u7403\u5e73\u53f0<\/a><a href=\"https:\/\/xpjyl188.net\" target=\"_blank\" >\u65b0\u8461\u4eac\u5a31\u4e50<\/a><a href=\"https:\/\/kaiyubet.com\" target=\"_blank\">\u5f00\u4e91\u4f53\u80b2<\/a><a href=\"https:\/\/mu-88.com\/\" target=\"_blank\">mu88<\/a><a href=\"http:\/\/qh-88.net\/\" target=\"_blank\">qh88<\/a><\/div>\n<div style=\"display:none;\"><a href=\"http:\/\/xoso188.site\/\" target=\"_blank\">xoso<\/a><a href=\"http:\/\/chelsea2023.com\/\" target=\"_blank\">tin chelsea<\/a><a href=\"http:\/\/chuyennhuong.org\/\" target=\"_blank\">th\u00f4ng tin chuy\u1ec3n nh\u01b0\u1ee3ng<\/a><a href=\"http:\/\/arsenalfootball.net\/\" target=\"_blank\">c\u00e2u l\u1ea1c b\u1ed9 b\u00f3ng \u0111\u00e1 arsenal<\/a><a href=\"http:\/\/atalantafc.com\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 atalanta<\/a><a href=\"http:\/\/bundesligafootball.net\/\" target=\"_blank\">bundesliga<\/a><a href=\"http:\/\/erlinghaaland.org\/\" target=\"_blank\">c\u1ea7u th\u1ee7 haaland<\/a><a href=\"http:\/\/europa-league.org\/\" target=\"_blank\">UEFA<\/a><a href=\"http:\/\/evertonclub.net\/\" target=\"_blank\">everton<\/a><a href=\"https:\/\/xoso188.net\/\" target=\"_blank\">xoso<\/a><a href=\"http:\/\/mundofut.live\/\" target=\"_blank\">futebol ao vivo<\/a><a href=\"https:\/\/futemaxaovivo.tv\/\" target=\"_blank\">futemax<\/a><a href=\"https:\/\/multicanais.ai\/\" target=\"_blank\">multicanais<\/a><a href=\"https:\/\/onbet992.com\/\" target=\"_blank\">onbet<\/a><a href=\"http:\/\/fifa-football.net\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 world cup<\/a><a href=\"http:\/\/intermilanfc.net\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 inter milan<\/a><a href=\"http:\/\/juventusfc.football\/\" target=\"_blank\">tin 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target=\"_blank\">valencia<\/a><a href=\"http:\/\/asromafc.com\/\" target=\"_blank\">AS ROMA<\/a><a href=\"http:\/\/bayer04.club\/\" target=\"_blank\">Leverkusen<\/a><a href=\"http:\/\/acmilanfc.org\/\" target=\"_blank\">ac milan<\/a><a href=\"http:\/\/kylianmbappe.net\/\" target=\"_blank\">mbappe<\/a><a href=\"http:\/\/sscnapoli.org\/\" target=\"_blank\">napoli<\/a><a href=\"http:\/\/newcastlefc.net\/\" target=\"_blank\">newcastle<\/a><a href=\"http:\/\/astonvillafc.net\/\" target=\"_blank\">aston villa<\/a><a href=\"http:\/\/liverpoolfootball.net\/\" target=\"_blank\">liverpool<\/a><a href=\"http:\/\/thefacup.net\/\" target=\"_blank\">fa cup<\/a><a href=\"http:\/\/realmadridclub.org\/\" target=\"_blank\">real madrid<\/a><a href=\"http:\/\/premierleaguefc.net\/\" target=\"_blank\">premier league<\/a><a href=\"http:\/\/afcajaxfc.net\/\" target=\"_blank\">Ajax<\/a><a href=\"http:\/\/football247.org\/\" target=\"_blank\">bao bong da247<\/a><a href=\"http:\/\/eplfootball.net\/\" target=\"_blank\">EPL<\/a><a href=\"http:\/\/fc-barcelona.org\/\" target=\"_blank\">barcelona<\/a><a href=\"http:\/\/afc-bournemouth.net\/\" target=\"_blank\">bournemouth<\/a><a href=\"http:\/\/affcup.net\/\" target=\"_blank\">aff cup<\/a><a href=\"http:\/\/aseanfootball.net\/\" target=\"_blank\">asean football<\/a><a href=\"http:\/\/benletraibong.com\/\" target=\"_blank\">b\u00ean l\u1ec1 s\u00e2n c\u1ecf<\/a><a href=\"http:\/\/bongdamoi.org\/\" target=\"_blank\">b\u00e1o b\u00f3ng \u0111\u00e1 m\u1edbi<\/a><a href=\"http:\/\/bongdathegioi.org\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 c\u00fap th\u1ebf gi\u1edbi<\/a><a href=\"http:\/\/bongdaviethn.com\/\" target=\"_blank\">tin b\u00f3ng \u0111\u00e1 Vi\u1ec7t<\/a><a href=\"http:\/\/cupc1.net\/\" target=\"_blank\">UEFA<\/a><a href=\"http:\/\/footballviet.net\/\" target=\"_blank\">b\u00e1o b\u00f3ng \u0111\u00e1 vi\u1ec7t nam<\/a><a href=\"http:\/\/huyenthoaibd.com\/\" target=\"_blank\">Huy\u1ec1n tho\u1ea1i b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/ngoaihanganhhn.com\/\" target=\"_blank\">gi\u1ea3i ngo\u1ea1i h\u1ea1ng anh<\/a><a href=\"http:\/\/seagame2023.com\/\" target=\"_blank\">Seagame<\/a><a href=\"http:\/\/tapchibongda2023.com\/\" target=\"_blank\">tap chi bong da the gioi<\/a><a href=\"http:\/\/tinbongdalu.net\/\" target=\"_blank\">tin bong da lu<\/a><a href=\"http:\/\/trandauhn.com\/\" target=\"_blank\">tr\u1eadn \u0111\u1ea5u h\u00f4m nay<\/a><a href=\"http:\/\/vnbongda.org\/\" target=\"_blank\">vi\u1ec7t nam b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/tinnonghn.com\/\" target=\"_blank\">tin nong bong da<\/a><a href=\"http:\/\/womenfc.net\/\" target=\"_blank\">B\u00f3ng \u0111\u00e1 n\u1eef<\/a><a href=\"http:\/\/7mbet.net\/\" target=\"_blank\">th\u1ec3 thao 7m<\/a><a href=\"http:\/\/24hbongda.net\/\" target=\"_blank\">24h b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/bongdatoday.net\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 h\u00f4m nay<\/a><a href=\"http:\/\/ngoaihanganhbd.com\/\" target=\"_blank\">the thao ngoai hang anh<\/a><a href=\"http:\/\/tinbongda365.net\/\" target=\"_blank\">tin nhanh b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/phongthaydo.football\/\" target=\"_blank\">ph\u00f2ng thay \u0111\u1ed3 b\u00f3ng \u0111\u00e1<\/a><a href=\"http:\/\/bongdaphui88.com\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 ph\u1ee7i<\/a><a href=\"http:\/\/keophatgoc.net\/\" target=\"_blank\">k\u00e8o nh\u00e0 c\u00e1i onbet<\/a><a href=\"http:\/\/bongdalu.football\/\" target=\"_blank\">b\u00f3ng \u0111\u00e1 lu 2<\/a><a href=\"http:\/\/phongthaydo.net\/\" target=\"_blank\">th\u00f4ng tin ph\u00f2ng thay \u0111\u1ed3<\/a><a href=\"http:\/\/thethaovua.football\/\" target=\"_blank\">the thao vua<\/a><a href=\"http:\/\/binggo.info\/\" target=\"_blank\">app \u0111\u00e1nh l\u00f4 \u0111\u1ec1<\/a><a href=\"http:\/\/dudoanxoso.top\/\" target=\"_blank\">dudoanxoso<\/a><a href=\"http:\/\/giaidacbiet.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 gi\u1ea3i \u0111\u1eb7c bi\u1ec7t<\/a><a href=\"http:\/\/homnayxoso.net\/\" target=\"_blank\">h\u00f4m nay x\u1ed5 s\u1ed1<\/a><a href=\"http:\/\/keoso.info\/\" target=\"_blank\">k\u00e8o \u0111\u1eb9p h\u00f4m nay<\/a><a href=\"http:\/\/ketquaxoso.club\/\" target=\"_blank\">ketquaxoso<\/a><a href=\"http:\/\/kq-xs.net\/\" target=\"_blank\">kq xs<\/a><a href=\"http:\/\/kqxosomiennam.net\/\" target=\"_blank\">kqxsmn<\/a><a href=\"http:\/\/soicaubamien.net\/\" target=\"_blank\">soi c\u1ea7u ba mi\u1ec1n<\/a><a href=\"http:\/\/soicauthongke.net\/\" target=\"_blank\">soi cau thong ke<\/a><a href=\"http:\/\/sxkt.org\/\" target=\"_blank\">sxkt h\u00f4m nay<\/a><a href=\"http:\/\/thegioixoso.info\/\" target=\"_blank\">th\u1ebf gi\u1edbi x\u1ed5 s\u1ed1<\/a><a href=\"http:\/\/webxoso.org\/\" target=\"_blank\">x\u1ed5 s\u1ed1 24h<\/a><a href=\"http:\/\/xo-so.org\/\" target=\"_blank\">xo.so<\/a><a href=\"http:\/\/xoso3mien.info\/\" target=\"_blank\">xoso3mien<\/a><a href=\"http:\/\/xosobamien.top\/\" target=\"_blank\">xo so ba mien<\/a><a href=\"http:\/\/xosodacbiet.org\/\" target=\"_blank\">xoso dac biet<\/a><a href=\"http:\/\/xosodientoan.info\/\" target=\"_blank\">xosodientoan<\/a><a href=\"http:\/\/xosodudoan.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 d\u1ef1 \u0111o\u00e1n<\/a><a href=\"http:\/\/vesochieuxo.org\/\" target=\"_blank\">v\u00e9 s\u1ed1 chi\u1ec1u x\u1ed5<\/a><a href=\"http:\/\/xosoketqua.net\/\" target=\"_blank\">xoso ket qua<\/a><a href=\"http:\/\/xosokienthiet.top\/\" target=\"_blank\">xosokienthiet<\/a><a href=\"http:\/\/xosokq.org\/\" target=\"_blank\">xoso kq h\u00f4m nay<\/a><a href=\"http:\/\/xosokt.net\/\" target=\"_blank\">xoso kt<\/a><a href=\"http:\/\/xosomega.net\/\" target=\"_blank\">x\u1ed5 s\u1ed1 mega<\/a><a href=\"http:\/\/xosomoingay.org\/\" target=\"_blank\">x\u1ed5 s\u1ed1 m\u1edbi nh\u1ea5t h\u00f4m nay<\/a><a href=\"http:\/\/xosotructiep.info\/\" target=\"_blank\">xoso truc tiep<\/a><a href=\"http:\/\/xosoviet.org\/\" target=\"_blank\">xoso Vi\u1ec7t<\/a><a href=\"http:\/\/xs3mien.org\/\" target=\"_blank\">SX3MIEN<\/a><a href=\"http:\/\/xsdudoan.net\/\" target=\"_blank\">xs d\u1ef1 \u0111o\u00e1n<\/a><a href=\"http:\/\/xsmienbac.org\/\" target=\"_blank\">xs mien bac hom nay<\/a><a href=\"http:\/\/xsmiennam.net\/\" target=\"_blank\">xs mi\u00ean nam<\/a><a href=\"http:\/\/xsmientrung.net\/\" target=\"_blank\">xsmientrung<\/a><a href=\"http:\/\/xsmnvn.net\/\" target=\"_blank\">xsmn thu 7<\/a><a href=\"http:\/\/CONSOMAYMAN.ORG\/\" target=\"_blank\">con s\u1ed1 may m\u1eafn h\u00f4m nay<\/a><a href=\"http:\/\/dudoanbactrungnam.com\/\" target=\"_blank\">KQXS 3 mi\u1ec1n B\u1eafc Trung Nam Nhanh<\/a><a href=\"http:\/\/dudoanxoso3mien.net\/\" target=\"_blank\">d\u1ef1 \u0111o\u00e1n x\u1ed5 s\u1ed1 3 mi\u1ec1n<\/a><a href=\"http:\/\/doxoso.net\/\" target=\"_blank\">d\u00f2 v\u00e9 s\u1ed1<\/a><a href=\"http:\/\/dudoanxosovn.com\/\" target=\"_blank\">du doan xo so hom 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