Topic Modelling with Latent Dirichlet Allocation (LDA) in NLP | Step-by-Step Tutorial

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Topic Modelling with Latent Dirichlet Allocation (LDA) in NLP | Step-by-Step Tutorial

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value<p><a href="#what-is-latent-dirichlet-allocation-lda">What is Latent Dirichlet Allocation(LDA)?</a></p> <p><a href="#how-does-lda-work-in-nlp">How does LDA work in NLP?</a></p> <p><a href="#step-1-data-collection">Step 1: Data collection</a></p> <p><a href="#step-2-preprocessing">Step 2: Preprocessing</a></p> <p><a href="#step-3-model-implementation">Step 3: Model implementation</a></p> <ul> <li><a href="#3-1-training">3.1. Training</a></li> <li><a href="#3-2-improving-preprocessing">3.2. Improving preprocessing</a></li> </ul> <p><a href="#step-4-visualization">Step 4: Visualization</a></p> <p><a href="#conclusion">Conclusion</a></p> <p><a href="#references">References</a></p>
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Execution time: 0.0014 seconds

This tutorial will guide you through how to implement its most popular algorithm, the Latent Dirichlet Allocation (LDA) algorithm, step by step in the context of a complete pipeline. First, we will be learning about the inner works of LDA. Then, we will be using scikit-learn for data preprocessing and model implementation, and pyLDAvis for visualization. As a little extra, we will also be doing our own data collection with newspaper3k.

Topic Modeling is a technique that you probably have heard of many times if you are into Natural Language Processing (NLP). Topic Modeling in NLP is commonly used for document clustering, not only for text analysis but also in search and recommendation engines.

Sounds good? Let’s start!

What is Latent Dirichlet Allocation (LDA)?

Latent Dirichlet Allocation (LDA) is an unsupervised algorithm that assigns each document a value for each defined topic (let’s say, we decide to look for 5 different topics in our corpus). Latent is another word for hidden (i.e., features that cannot be directly measured), while Dirichlet is a type of probability distribution.

LDA considers each document as a mix of topics and each topic as a mix of words. It iterates through the total number of topics and each word. It will randomly assign each word to a topic and evaluate how often the word occurs in that topic together with which other words.

This approach follows a similar way of thought as we humans would. This makes LDA easier to interpret and one of the most popular methods out there. The trickiest part of it though is to figure out the optimal number of topics and iterations.

Latent Dirichlet Allocation is not to be confused with Latent Discriminant Analysis (also referred to as LDA). Latent Discriminant Analysis is a supervised dimensionality reduction technique used for the classification or preprocessing of high-dimensional data.

How does LDA work in NLP?

Now, let’s see LDA in action to make some sense out of this introduction.

Step 1: Data collection

To spice things up, let’s use our own dataset! For this, we will use the newspaper3k library, a wonderful tool for easy article scraping.

!pip install newspaper3k

import newspaper
from newspaper import Article

We will be using the build functionality to collect the URLs on our chosen news website’s main page.

# Save URLs from main page.

news = newspaper.build("https://www.theguardian.com/us", memoize_articles=False)

By passing the memoize_articles argument as False, we ensure that, if we call the function a second time, all the URLs will be collected again. Otherwise, only the new URLs would be returned. We can check news.size() to get the number of collected news URLs. In our case, 143.

Next, we need to simply pass each URL through Article(), call download() and parse(), and finally, we can get the article’s text. We also pass a length condition to avoid storing some previously spotted exceptions. That way, we ensure adding only long texts to our dataset.

texts = []
# For each URL,
for article in news.articles:
    # Get the corresponding article.
    article = Article(article.url)
    article.download()
    if article:
        article.parse()
        # Get text only if has more than 60 characters -- to avoid undesired exceptions.
        if len(article.text) > 60:
            texts.append(article.text)

After running these lines, the total number of news articles is 132.

Step 2: Preprocessing

The next step is to prepare the input data for the LDA model. LDA takes as input a document-term matrix.

We will be using Bag of Words, specifically the CountVectorizer implementation from scikit-learn.

from sklearn.feature_extraction.text
import CountVectorizer   

bow_vectorizer = CountVectorizer(stop_words=stopwords, lowercase=True, max_df=0.5, min_df=10)
bow_matrix = bow_vectorizer.fit_transform(texts)

There are a couple of things to mention here. First, it is essential not to forget to remove stopwords. We call the lowercase method for increased normalization, and we set a series of parameters to avoid high-frequency words (common words not in the stopwords list that do not add any meaning overall) or too low-frequency terms.

Our resulting Bag of Words has a shape of (132, 438).

With that in place, it is time to use the LDA algorithm.

Step 3: Model implementation

3.1. Training

Using scikit-learn’s implementation of this algorithm is really easy. However, this abstraction can make it really difficult to understand what is going on behind the scenes. It is important to have at least some intuition on how the algorithms we use actually work, so let’s recap a bit on the explanations from the introduction.

from sklearn.decomposition import LatentDirichletAllocation as LDA
lda_bow  = LDA(n_components=5, random_state=42) 
lda_bow.fit(bow_matrix)

LDA needs three inputs: a document-term matrix, the number of topics we estimate the documents should have, and the number of iterations for the model to figure out the optimal words-per-topic combinations.

n_components corresponds to the number of topics, here, 5 as a first guess.

The number of iterations is 10 by default, so we can omit that parameter.

Having the configurations of our LDA model set up under the lda_bow variable, we fit (train) on the BOW.

lda_bow.transform(bow_matrix[:2])

By calling transform, we get to see the results of the trained model. This gives us a good picture of how it actually works. We pass only the first two rows of our BOW matrix as an example.

array([[0.76662544, 0.01858679, 0.0183296 , 0.17813906, 0.01831911],

[0.00103261, 0.00102449, 0.001021  , 0.00102753, 0.99589436]])

As you can see, we have 5 values in each of the two vectors. Each value represents a topic (remember we told the model to find 5 different topics). In specific, it illustrates how much of that topic is covered in that document (vector). This makes sense since a document is usually made up of several (sub)topics.

Let’s now print the most common words for each topic:

for idx, topic in enumerate(lda_bow.components_):
    print(f"Top 5 words in Topic #{idx}:")
    print([bow_vectorizer.get_feature_names()[i] for i in topic.argsort()[-5:]]) 
    print('')

The output looks like this:

Top 5 words in Topic #0:

[‘time’, ‘years’, ‘life’, ‘says’, ‘like’]

Top 5 words in Topic #1:

[‘public’, ‘york’, ‘new’, ‘police’, ‘trump’]

Top 5 words in Topic #2:

[‘white’, ‘decision’, ‘international’, ‘black’, ‘uk’]

Top 5 words in Topic #3:

[‘like’, ‘year’, ‘food’, ‘police’, ‘city’]

Top 5 words in Topic #4:

[‘bill’, ‘democrats’, ‘rights’, ‘voting’, ‘biden’]

This type of visualization is actually an excellent indicator of how well our topic model is being trained. Having words such as “like” or “says” does not provide much meaning. One way around this is to do lemmatization and add these undesired words to our stopwords list. Let’s improve our current model next.

3.2. Improving preprocessing

Coming back to the preprocessing step is something very common and often necessary. After all, Machine Learning is an iterative process. In our case, we need to improve our Bag of Words not take into account some very frequent words that could not be filtered out with the previous approach.

Furthermore, it would be good to add a lemmatizer to avoid repeated words under different forms. For the first case, we just need to add our new list of stopwords to the already defined set of stopwords. For the second step though, CountVectorizer does not integrate a lemmatizer, so we have to create our own lemmatizer class and pass it to the tokenizer parameter. No need to worry much here, scikit-learn has you covered with their documentation on how to customize your vectorizer in this particular case.

nltk.download('punkt') nltk.download('wordnet')   
from nltk import word_tokenize 
from nltk.stem import WordNetLemmatizer   
class LemmaTokenizer: 
    def __init__(self): 
        self.wnl = WordNetLemmatizer() 
    def __call__(self, doc): 
        return [self.wnl.lemmatize(t) for t in word_tokenize(doc) if (t.isalpha() and len(t) >= 2)]

We download first some necessary packages and import the corresponding dependencies. The LemmaTokenizer class is the same as in the documentation except for two extra conditions we add to account only for tokens with alphabetic characters and with more than one letter. Otherwise, your topics will be flooded with punctuation and other undesired tokens.   Now, we only have to pass our new parameter to the vectorizer. The rest remains as before.

bow_vectorizer = CountVectorizer(stop_words=stopwords, tokenizer=LemmaTokenizer(), lowercase=True, max_df=0.5, min_df=10)   
bow_matrix = bow_vectorizer.fit_transform(texts)

If we run all again, we see that indeed the most common words for our topics do change.

Top 5 words in Topic #0:

[‘experience’, ‘event’, ‘life’, ‘year’, ‘city’]

Top 5 words in Topic #1:

[‘republican’, ‘voting’, ‘right’, ‘trump’, ‘biden’]

Top 5 words in Topic #2:

[‘film’, ‘life’, ‘new’, ‘time’, ‘year’]

Top 5 words in Topic #3:

[‘year’, ‘vaccine’, ‘food’, ‘city’, ‘police’]

Top 5 words in Topic #4:

[‘week’, ‘governor’, ‘new’, ‘state’, ‘woman’]

That is looking good, well done!

Step 4: Visualization

One last step in our Topic Modeling analysis has to be visualization. One popular tool for interactive plotting of Latent Dirichlet Allocation results is pyLDAvis.

!pip install pyldavis   

import pyLDAvis 
import pyLDAvis.sklearn 

pyLDAvis.enable_notebook()

Make sure to import the corresponding module to the main library you are using for Topic Modeling (in our case, scikit-learn).

Again, this step will help us determine how well our model is performing. Let’s take a look at the visualizations as they were before improving our vectorizer with the lemmatizer.

NLP Topic modeling - Source: Omdena

NLP Topic modeling – Source: Omdena

There are two main parts to pyLDAvis. On the left side, the Intertopic Distance Map shows each topic as a bubble. The bigger the bubble, the higher the number of documents in our corpus belonging to that topic. The more distanced the bubbles are from each other, the more different their topics are. On the right side, the Top-30 Most Relevant Terms for Topic N consist of a barplot with two indicators. In blue, is the total frequency of that word in the corpus, and in red, is the frequency of that word in that topic.

NLP Topic modeling - Source: Omdena

NLP Topic modeling – Source: Omdena

It seems we did not have a bad result after all! Let’s see how it shows after lemmatization. The sizes of the bubbles are more irregular among them, and Topic 1 has a very large bubble that overlaps in great part with Topic 5. One thing we could explore further is the number of topics. It possibly is that five topics are much for our limited dataset. After some tweaking, we conclude that 3 topics without lemmatizer gives the best results for our case. The topics may still not make entire sense, or may sound repetitive or weak to us. There is no wrong in that. On the other hand, gathering more data can help the variety of our results and solidify the output. Feel free to explore with a larger amount of news articles or with your previously scraped tweets from Part 1.

Conclusion

In this tutorial, we learned about Latent Dirichlet Allocation. We built some intuition of the whole process and are ready to improve our first outputs by observing the performance of several parameters in our LDA implementation with the help of pyLDAvis. Now it’s time to put this into practice! Happy coding!

References

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use_circle_borderoff
circle_border_color#7EBEC5
use_icon_font_sizeoff
icon_image_placementleft
image_mobile_stackingcolumn
return_formatarray
image_link_urloff
image_link_url_acf_namenone
checkbox_stylearray
checkbox_radio_returnlabel
checkbox_radio_value_typeoff
checkbox_radio_linkoff
link_buttonoff
email_subjectnone
email_body_afternone
add_css_classoff
add_css_loop_layoutoff
add_css_class_selectorbody
link_new_tabon
link_name_acfoff
link_name_acf_namenone
url_link_iconoff
image_sizefull
true_false_conditionoff
true_false_condition_css_selector.et_pb_button
true_false_text_trueTrue
true_false_text_falseFalse
is_audiooff
is_videooff
video_loopon
video_autoplayon
is_oembed_videooff
defer_videooff
defer_video_iconI||divi||400
video_icon_font_sizeoff
pretify_textoff
pretify_seperator,
number_decimal.
show_value_if_zerooff
text_imageoff
is_options_pageoff
is_repeater_loop_layoutoff
linked_post_stylecustom
link_post_seperator,
link_to_post_objecton
loop_layoutnone
columns4
columns_tablet2
columns_mobile1
repeater_dyn_btn_acfnone
button_alignmentcenter
text_before_positionsame_line
label_positionsame_line
vertical_alignmentmiddle
image_max_width_last_editedon|phone
admin_labelPhoto
_builder_version4.16
_module_presetdefault
title_css_font_size14px
title_css_letter_spacing0px
title_css_line_height1em
acf_label_css_font_size14px
acf_label_css_letter_spacing0px
acf_label_css_line_height1em
label_css_letter_spacing0px
text_before_css_font_size14px
text_before_css_letter_spacing0px
text_before_css_line_height1em
seperator_font_size14px
seperator_letter_spacing0px
seperator_line_height1em
relational_field_item_font_size14px
relational_field_item_letter_spacing0px
relational_field_item_line_height1em
background_enable_coloron
use_background_color_gradientoff
background_color_gradient_repeatoff
background_color_gradient_typelinear
background_color_gradient_direction180deg
background_color_gradient_direction_radialcenter
background_color_gradient_stops#2b87da 0%|#29c4a9 100%
background_color_gradient_unit%
background_color_gradient_overlays_imageoff
background_color_gradient_start#2b87da
background_color_gradient_start_position0%
background_color_gradient_end#29c4a9
background_color_gradient_end_position100%
background_enable_imageon
parallaxoff
parallax_methodon
background_sizecover
background_image_widthauto
background_image_heightauto
background_positioncenter
background_horizontal_offset0
background_vertical_offset0
background_repeatno-repeat
background_blendnormal
background_enable_video_mp4on
background_enable_video_webmon
allow_player_pauseoff
background_video_pause_outside_viewporton
background_enable_pattern_styleoff
background_pattern_stylepolka-dots
background_pattern_colorrgba(0,0,0,0.2)
background_pattern_sizeinitial
background_pattern_widthauto
background_pattern_heightauto
background_pattern_repeat_origintop_left
background_pattern_horizontal_offset0
background_pattern_vertical_offset0
background_pattern_repeatrepeat
background_pattern_blend_modenormal
background_enable_mask_styleoff
background_mask_stylelayer-blob
background_mask_color#ffffff
background_mask_aspect_ratiolandscape
background_mask_sizestretch
background_mask_widthauto
background_mask_heightauto
background_mask_positioncenter
background_mask_horizontal_offset0
background_mask_vertical_offset0
background_mask_blend_modenormal
custom_buttonoff
button_text_size20
button_bg_use_color_gradientoff
button_bg_color_gradient_repeatoff
button_bg_color_gradient_typelinear
button_bg_color_gradient_direction180deg
button_bg_color_gradient_direction_radialcenter
button_bg_color_gradient_stops#2b87da 0%|#29c4a9 100%
button_bg_color_gradient_unit%
button_bg_color_gradient_overlays_imageoff
button_bg_color_gradient_start#2b87da
button_bg_color_gradient_start_position0%
button_bg_color_gradient_end#29c4a9
button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_use_iconon
button_icon_placementright
button_on_hoveron
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
width100%
max_widthnone
max_width_tablet25%
max_width_phone25%
max_width_last_editedon|tablet
module_alignmentcenter
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||0px||false|false
custom_margin_phone||0px||false|false
custom_margin_last_editedon|phone
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
border_radiion|100%|100%|100%|100%
border_radii_tableton||||
border_radii_phoneon|100%|100%|100%|100%
border_radii_last_editedon|phone
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}
Jessica Becerra Formoso

Execution time: 0.0053 seconds

ACF

ID58156
keyfield_623341caec7cf
labelName
nameblog_author_name
prefixacf
typetext
valueJessica Becerra Formoso
parent58155
wrapperArray ( [width] => [class] => [id] => )
_nameblog_author_name
_valid1

Module Settings

custom_identifierACF Item
acf_namefield_623341caec7cf
is_author_acf_fieldoff
post_object_acf_namenone
author_field_typeauthor_post
linked_user_acf_namenone
type_taxonomy_acf_namenone
acf_tagp
show_labeloff
label_seperator:
visibilityon
empty_value_optionhide_module
use_iconoff
icon_color#7EBEC5
use_circleoff
circle_color#7EBEC5
use_circle_borderoff
circle_border_color#7EBEC5
use_icon_font_sizeoff
icon_image_placementleft
image_mobile_stackinginitial
return_formatarray
image_link_urloff
image_link_url_acf_namenone
checkbox_stylearray
checkbox_radio_returnlabel
checkbox_radio_value_typeoff
checkbox_radio_linkoff
link_buttonoff
email_subjectnone
email_body_afternone
add_css_classoff
add_css_loop_layoutoff
add_css_class_selectorbody
link_new_tabon
link_name_acfoff
link_name_acf_namenone
url_link_iconoff
image_sizefull
true_false_conditionoff
true_false_condition_css_selector.et_pb_button
true_false_text_trueTrue
true_false_text_falseFalse
is_audiooff
is_videooff
video_loopon
video_autoplayon
is_oembed_videooff
defer_videooff
defer_video_iconI||divi||400
video_icon_font_sizeoff
pretify_textoff
pretify_seperator,
number_decimal.
show_value_if_zerooff
text_imageoff
is_options_pageoff
is_repeater_loop_layoutoff
linked_post_stylecustom
link_post_seperator,
link_to_post_objecton
loop_layoutnone
columns4
columns_tablet2
columns_mobile1
repeater_dyn_btn_acfnone
text_before_positionsame_line
label_positionsame_line
vertical_alignmentmiddle
admin_labelName
_builder_version4.21.0
_module_presetdefault
title_css_text_alignleft
title_css_font_size14px
title_css_letter_spacing0px
title_css_line_height1em
acf_label_css_text_alignleft
acf_label_css_font_size14px
acf_label_css_letter_spacing0px
acf_label_css_line_height1em
label_css_fontRoboto|700|||||||
label_css_text_alignleft
label_css_letter_spacing0px
text_before_css_font_size14px
text_before_css_letter_spacing0px
text_before_css_line_height1em
seperator_font_size14px
seperator_letter_spacing0px
seperator_line_height1em
relational_field_item_font_size14px
relational_field_item_letter_spacing0px
relational_field_item_line_height1em
background_enable_coloron
use_background_color_gradientoff
background_color_gradient_repeatoff
background_color_gradient_typelinear
background_color_gradient_direction180deg
background_color_gradient_direction_radialcenter
background_color_gradient_stops#2b87da 0%|#29c4a9 100%
background_color_gradient_unit%
background_color_gradient_overlays_imageoff
background_color_gradient_start#2b87da
background_color_gradient_start_position0%
background_color_gradient_end#29c4a9
background_color_gradient_end_position100%
background_enable_imageon
parallaxoff
parallax_methodon
background_sizecover
background_image_widthauto
background_image_heightauto
background_positioncenter
background_horizontal_offset0
background_vertical_offset0
background_repeatno-repeat
background_blendnormal
background_enable_video_mp4on
background_enable_video_webmon
allow_player_pauseoff
background_video_pause_outside_viewporton
background_enable_pattern_styleoff
background_pattern_stylepolka-dots
background_pattern_colorrgba(0,0,0,0.2)
background_pattern_sizeinitial
background_pattern_widthauto
background_pattern_heightauto
background_pattern_repeat_origintop_left
background_pattern_horizontal_offset0
background_pattern_vertical_offset0
background_pattern_repeatrepeat
background_pattern_blend_modenormal
background_enable_mask_styleoff
background_mask_stylelayer-blob
background_mask_color#ffffff
background_mask_aspect_ratiolandscape
background_mask_sizestretch
background_mask_widthauto
background_mask_heightauto
background_mask_positioncenter
background_mask_horizontal_offset0
background_mask_vertical_offset0
background_mask_blend_modenormal
custom_buttonoff
button_text_size20
button_bg_use_color_gradientoff
button_bg_color_gradient_repeatoff
button_bg_color_gradient_typelinear
button_bg_color_gradient_direction180deg
button_bg_color_gradient_direction_radialcenter
button_bg_color_gradient_stops#2b87da 0%|#29c4a9 100%
button_bg_color_gradient_unit%
button_bg_color_gradient_overlays_imageoff
button_bg_color_gradient_start#2b87da
button_bg_color_gradient_start_position0%
button_bg_color_gradient_end#29c4a9
button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_use_iconon
button_icon_placementright
button_on_hoveron
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
text_orientationleft
widthauto
max_widthnone
module_alignmentleft
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||10px||false|false
custom_margin_phone||10px||false|false
custom_margin_last_editedon|tablet
custom_padding5px||||false|false
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_align_tabletcenter
title_css_text_align_phonecenter
title_css_text_align_last_editedon|phone
acf_label_css_text_align_tabletcenter
acf_label_css_text_align_phonecenter
acf_label_css_text_align_last_editedon|phone
label_css_text_align_tabletcenter
label_css_text_align_phonecenter
label_css_text_align_last_editedon|desktop
text_orientation_tabletcenter
text_orientation_phonecenter
text_orientation_last_editedon|phone
module_alignment_tabletcenter
module_alignment_phonecenter
module_alignment_last_editedon|desktop
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}

Jessica Becerra Formoso

Execution time: 0.0009 seconds

Execution time: 0.0002 seconds

ACF

ID58158
keyfield_6233420dec7d2
labelLinkedin URL
nameblog_linkedin_url
prefixacf
typeurl
valuehttps://www.linkedin.com/in/jessicabefor/
menu_order2
parent58155
wrapperArray ( [width] => [class] => [id] => )
_nameblog_linkedin_url
_valid1

Module Settings

custom_identifierLinkedin
acf_namefield_6233420dec7d2
is_author_acf_fieldoff
post_object_acf_namenone
author_field_typeauthor_post
linked_user_acf_namenone
type_taxonomy_acf_namenone
acf_tagspan
show_labeloff
label_seperator:
visibilityon
empty_value_optionhide_module
use_iconon
font_icon||divi||400
icon_color#0d8de2
use_circleoff
circle_color#7EBEC5
use_circle_borderoff
circle_border_color#7EBEC5
use_icon_font_sizeoff
icon_image_placementleft
image_mobile_stackinginitial
return_formaturl
image_link_urloff
image_link_url_acf_namenone
checkbox_stylearray
checkbox_radio_returnlabel
checkbox_radio_value_typeoff
checkbox_radio_linkoff
link_buttonoff
email_subjectnone
email_body_afternone
add_css_classoff
add_css_loop_layoutoff
add_css_class_selectorbody
link_new_tabon
link_name_acfoff
link_name_acf_namenone
url_link_iconon
image_sizefull
true_false_conditionoff
true_false_condition_css_selector.et_pb_button
true_false_text_trueTrue
true_false_text_falseFalse
is_audiooff
is_videooff
video_loopon
video_autoplayon
is_oembed_videooff
defer_videooff
defer_video_iconI||divi||400
video_icon_font_sizeoff
pretify_textoff
pretify_seperator,
number_decimal.
show_value_if_zerooff
text_imageoff
is_options_pageoff
is_repeater_loop_layoutoff
linked_post_stylecustom
link_post_seperator,
link_to_post_objecton
loop_layoutnone
columns4
columns_tablet2
columns_mobile1
repeater_dyn_btn_acfnone
button_alignmentleft
text_before_positionsame_line
label_positionsame_line
vertical_alignmentmiddle
admin_labelLinkedin
module_classlinkedin
_builder_version4.19.5
_module_presetdefault
title_css_text_alignleft
title_css_font_size14px
title_css_letter_spacing0px
title_css_line_height1em
acf_label_css_text_alignleft
acf_label_css_font_size14px
acf_label_css_letter_spacing0px
acf_label_css_line_height1em
label_css_text_alignleft
label_css_letter_spacing0px
text_before_css_font_size14px
text_before_css_letter_spacing0px
text_before_css_line_height1em
seperator_text_alignleft
seperator_font_size14px
seperator_letter_spacing0px
seperator_line_height1em
relational_field_item_text_alignleft
relational_field_item_font_size14px
relational_field_item_letter_spacing0px
relational_field_item_line_height1em
background_enable_coloron
use_background_color_gradientoff
background_color_gradient_repeatoff
background_color_gradient_typelinear
background_color_gradient_direction180deg
background_color_gradient_direction_radialcenter
background_color_gradient_stops#2b87da 0%|#29c4a9 100%
background_color_gradient_unit%
background_color_gradient_overlays_imageoff
background_color_gradient_start#2b87da
background_color_gradient_start_position0%
background_color_gradient_end#29c4a9
background_color_gradient_end_position100%
background_enable_imageon
parallaxoff
parallax_methodon
background_sizecover
background_image_widthauto
background_image_heightauto
background_positioncenter
background_horizontal_offset0
background_vertical_offset0
background_repeatno-repeat
background_blendnormal
background_enable_video_mp4on
background_enable_video_webmon
allow_player_pauseoff
background_video_pause_outside_viewporton
background_enable_pattern_styleoff
background_pattern_stylepolka-dots
background_pattern_colorrgba(0,0,0,0.2)
background_pattern_sizeinitial
background_pattern_widthauto
background_pattern_heightauto
background_pattern_repeat_origintop_left
background_pattern_horizontal_offset0
background_pattern_vertical_offset0
background_pattern_repeatrepeat
background_pattern_blend_modenormal
background_enable_mask_styleoff
background_mask_stylelayer-blob
background_mask_color#ffffff
background_mask_aspect_ratiolandscape
background_mask_sizestretch
background_mask_widthauto
background_mask_heightauto
background_mask_positioncenter
background_mask_horizontal_offset0
background_mask_vertical_offset0
background_mask_blend_modenormal
custom_buttonon
button_text_size14px
button_bg_use_color_gradientoff
button_bg_color_gradient_repeatoff
button_bg_color_gradient_typelinear
button_bg_color_gradient_direction180deg
button_bg_color_gradient_direction_radialcenter
button_bg_color_gradient_stops#2b87da 0%|#29c4a9 100%
button_bg_color_gradient_unit%
button_bg_color_gradient_overlays_imageoff
button_bg_color_gradient_start#2b87da
button_bg_color_gradient_start_position0%
button_bg_color_gradient_end#29c4a9
button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_border_width0px
button_use_iconoff
button_icon_placementright
button_on_hoveron
button_custom_padding0px|0px|0px|0px|true|true
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
text_orientationleft
widthauto
max_widthnone
module_alignmentleft
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||10px||false|false
custom_margin_phone||10px||false|false
custom_margin_last_editedon|tablet
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_align_tabletcenter
title_css_text_align_phonecenter
title_css_text_align_last_editedon|phone
acf_label_css_text_align_tabletcenter
acf_label_css_text_align_phonecenter
acf_label_css_text_align_last_editedon|tablet
label_css_text_align_tabletcenter
label_css_text_align_phonecenter
label_css_text_align_last_editedon|desktop
relational_field_item_text_align_tabletcenter
relational_field_item_text_align_phonecenter
relational_field_item_text_align_last_editedon|tablet
text_orientation_tabletcenter
text_orientation_phonecenter
text_orientation_last_editedon|phone
module_alignment_tabletcenter
module_alignment_phonecenter
module_alignment_last_editedon|desktop
custom_css_main_elementdisplay:block;
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}
custom_css_main_element_last_editedon|phone
custom_css_main_element_tabletdisplay:block;
custom_css_main_element_phonedisplay:block;

Execution time: 0.0011 seconds

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