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Python
import pandas as pd
# Load the CSV file, skipping the first two rows and using tab as a delimiter.
df = pd.read_csv('Keyword Stats 2025-08-09 at 11_02_04.csv', sep='\t', skiprows=2)
# Inspect the dataframe columns and data types
print(df.info())
# Inspect the first few rows of the dataframe
print(df.head())
# Get the unique values in the 'Competition' column to understand the categories
print(df['Competition'].unique())
# Filter for 'Low' and 'Medium' competition keywords.
# Based on the output of unique(), it seems only 'Low' and 'High' are available.
# So I will consider only 'Low' competition keywords as there is no 'Medium'
low_comp_keywords = df[df['Competition'] == 'Low']
# Now let's see the keywords with low competition
print("Low Competition Keywords:")
print(low_comp_keywords['Keyword'].tolist())
Code output
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 4099 entries, 0 to 4098
Data columns (total 26 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 Keyword 4099 non-null object
1 Currency 4099 non-null object
2 Avg. monthly searches 4099 non-null int64
3 Three month change 4099 non-null object
4 YoY change 4099 non-null object
5 Competition 4099 non-null object
6 Competition (indexed value) 4017 non-null float64
7 Top of page bid (low range) 3021 non-null float64
8 Top of page bid (high range) 3021 non-null float64
9 Ad impression share 0 non-null float64
10 Organic impression share 0 non-null float64
11 Organic average position 0 non-null float64
12 In account? 0 non-null float64
13 In plan? 0 non-null float64
14 Searches: Jul 2024 0 non-null float64
15 Searches: Aug 2024 0 non-null float64
16 Searches: Sep 2024 0 non-null float64
17 Searches: Oct 2024 0 non-null float64
18 Searches: Nov 2024 0 non-null float64
19 Searches: Dec 2024 0 non-null float64
20 Searches: Jan 2025 0 non-null float64
21 Searches: Feb 2025 0 non-null float64
22 Searches: Mar 2025 0 non-null float64
23 Searches: Apr 2025 0 non-null float64
24 Searches: May 2025 0 non-null float64
25 Searches: Jun 2025 0 non-null float64
dtypes: float64(20), int64(1), object(5)
memory usage: 832.7+ KB
None
Keyword Currency Avg. monthly searches Three month change YoY change Competition Competition (indexed value) Top of page bid (low range) Top of page bid (high range) Ad impression share Organic impression share Organic average position In account? In plan? Searches: Jul 2024 Searches: Aug 2024 Searches: Sep 2024 Searches: Oct 2024 Searches: Nov 2024 Searches: Dec 2024 Searches: Jan 2025 Searches: Feb 2025 Searches: Mar 2025 Searches: Apr 2025 Searches: May 2025 Searches: Jun 2025
0 pimples HUF 50000 0% 0% Low 1.0 314.01 1515.80 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
1 skincare HUF 500000 0% 0% High 100.0 709.95 2485.64 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2 blackheads HUF 50000 0% 0% Low 9.0 240.76 2292.35 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
3 best eye cream HUF 50000 0% 0% High 100.0 74.60 739.25 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
4 tula skincare HUF 50000 0% 0% High 100.0 142.42 1976.98 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
['Low' 'High' 'Medium' 'Unknown']
Low Competition Keywords:
['pimples', 'blackheads', 'eye cream for dark circles', 'skin clinic', 'clear skin clinic', 'skin care clinic near me', 'dr dennis gross drx spectralite faceware pro', 'moisturiser for dry skin', 'korean skincare products', 'sensitive skin', 'korean face products', 'dermatologist recommended skin care', 'glolabs skincare', 'pimple popping', 'eye cream for fine lines', 'skin care clinic', 'clarity skin care', 'best hyaluronic acid serum 2022', 'combination skin', 'best retinol serum 2022', "best men's skin care products 2022", 'salicylic acid for blackheads', 'body care products', 'clear skincare clinic', 'raised bumps on skin', 'kat burki vitamin c intensive face cream', 'pimples on scalp', 'skin care specialist', 'vegan skin care products', 'skin care products for oily skin', 'little bumps on skin', 'estee lauder advanced night repair eye supercharged complex', 'pimples self care', 'la roche posay toleriane dermo cleanser', 'skin resurfacing treatment', 'pimples on face', 'collagen skin essential', 'best skincare products 2022', 'skin specialist clinic', 'skin rejuvenation treatment', 'skin care products for dry skin', 'tiny bumps on skin', 'the ordinary skincare website', 'pimples on buttocks', 'dermatologist blackhead removal', 'vitamin c serum for skin', 'skin studio', 'benton aloe bha skin toner', 'skincare clinic', 'skin med spa', 'skin expert', 'skin care treatment', 'skin need', 'glycolic ha serum', 'popping blackheads', 'spots on chin', 'small itchy bumps', 'skinnerd', 'shea butter moisturiser', 'best moisturizer for winter', 'hyaluronic acid skin care', 'organic skin solution serum', 'chin breakouts', 'best skincare 2022', 'benzoyl peroxide for pimples', 'skin spot', 'pimple scars', 'boots menopause skincare', 'la roche posay effaclar h moisturiser', 'medik8 pore cleanse gel', 'skin care institute', 'small bumps on face', 'pimples on chin', 'natural moisturizer for dry skin', 'winter skin care', 'qv skin lotion', 'tiny red bumps on skin', 'simple hydrating light moisturiser', 'under the skin pimple', 'white bumps on skin', 'skincare specialist', 'red bumps after shaving', 'white bumps on face', 'blemish spot treatment', 'blind pimple', 'itchy pimples on body', 'female breakouts on jawline', 'bumps on forehead', 'extreme blackhead popping', 'cystic pimple', 'dr pimple popper blackheads', 'pimples on forehead', 'la roche posay toleriane caring wash', 'causes of pimples on face in adults', 'types of pimples on face', 'bumps on legs that look like pimples', 'serum alpha arbutin', 'skin by blair', 'skin care center', 'bumps on face', 'tiny bumps on face', 'hs bumps', 'little white bumps on skin', 'folliculitis on butt', 'rosacea pimples', 'back pimples', 'pimple like bumps on arms', 'bumps on buttocks not pimples', 'little bumps on face', 'types of pimples', 'pimple poppers', 'honey skincare studio', 'small bumps on forehead', 'skin bumps on face', 'skins derma care', 'pimple popper near me', 'bumps on my arms that look like pimples', 'razor bumps pubic area', 'small bumps on arms', 'underarm pimples that hurt treatment', 'skin logic', 'no cosmetics peeling cleanser', 'royal skin', 'pimples and blackheads', 'dot & key skincare', 'white bumps on face not milia', 'titanium dioxide skincare', 'breakouts around mouth', 'natural face cream for daily use', 'homemade face cleanser for daily use', 'deep blackheads', 'under skin spots', 'itchy bumps on my arms that look like pimples', 'hada labo skin plumping gel cream', 'breakouts on cheeks', 'bumps on legs', 'skin savvy', 'deep blackhead for years', 'squeezing blackheads', 'vitamin c supplement for skin', 'red bumps on face', 'dark spot reduction cream', 'red pimple like bumps on feet', 'tiny bumps on forehead', 'drpimplepopper', 'pimples on cheeks', 'bumpy forehead', 'inner thigh blackheads', 'homemade skin care', 'skin care products for blackheads', 'itchy pimple like bumps on face', 'bumps under skin on face', 'small red bumps', 'pimple on lip', 'pustules on scalp', 'pimples on scalp hair loss', 'super giant blackheads', 'my skin md', 'pimples on inner thighs female', 'bumps under eyes', 'pustules on face', 'pimple popping blackheads', 'std pimples', 'bumps on back of arms', 'different types of pimples', 'deep rooted blackhead removal on back', 'pimple like bumps on scalp that hurt home remedy', 'gold skin', 'breakouts on face', 'cosrx bha blackhead power liquid 100ml', 'antioxidant for skin', 'best winter cream for dry skin', 'newborn pimples', 'popping pimples on face', 'green black head stick', 'salicylic acid cleanser for blackheads', 'eczema pimples', 'asmr skincare', 'aesthetic skin clinic', 'just skin', 'spots on jawline', 'zit popping', 'small pimples on face', 'pimples around mouth', 'complete skin and beauty', 'face care face wash', 'bumps on forehead not pimples', 'sandra lee dermatologist', 'pimples on back of head near neck', 'super giant blackheads on nose', 'simpleskincarescience', 'skin breakout', 'pimple inside nose', 'zits on scalp', 'breakouts on forehead', 'pimples on bum', 'red pimple like bumps on stomach', 'spotty chin', 'blackheads on forehead', 'skin secret', 'red pimples on skin', 'spots on bum', 'pimple removal cream for female', 'blackheads on back', 'deep pimple', 'red pimples on face', 'salicylic acid products for blackheads', 'blackheads in ear', 'dr sandra lee pimple popper', 'pimple in ear', 'deep pimples on chin', 'sweat pimples', 'iconic skin clinic', 'pimples on my scalp', 'extreme blackhead popping 2022', 'giant super blackheads removal', 'pimples on back of head', 'scalp bumps', 'whitehead pimple', 'dermatology and advanced skin care', 'cosrx bha blackhead power liquid 100 ml', 'red bumps on body', 'squeezing giant blackheads', 'pimples on back of neck near hairline', 'pimple on scrotum treatment', 'new dr pimple popper blackheads', 'spots around mouth and chin', 'pimples on chest female', 'salicylic acid blackhead remover', 'spots on bum cheeks', 'super giant blackheads 2022', 'causes of pimples', 'pimple popper blackheads', 'winter face wash', 'hard white bumps on face', 'forehead spots', 'cystic spots', 'pimples on head', 'professional blackhead extraction facial', 'white pimples on face', 'itchy red bumps on face', 'skin pimples', 'bumps on butt cheeks', 'small little bumps on skin', 'bumps on my scalp', 'skin line', 'blackheads and whiteheads', 'massive blackheads on nose and lips', 'bumps on newborn face', 'little bumps on forehead', 'heat bumps', 'sudden breakout on face', 'breakouts on jawline', 'white bumps on arms', 'skin cancer pimple', 'itchy pimples on face', 'deep rooted blackhead removal 2022', 'red bumps on cheeks', 'small red bumps on face', 'pimples under armpit', 'causes of bacne', 'back pimples causes', 'youtube blackheads', 'blackheads between thighs', 'inner thigh pimples', 'hailey bieber skin', 'blackheads on buttocks', 'big pimples on face', 'spotty bum', 'small white bumps on face', 'skin care face wash', 'painful pimples on back', 'salicylic acid face wash for blackheads', 'pimples on legs', 'white bumps on legs', 'tiny pimples on face', 'dermatologist blackhead removal cost', 'after shave pimples', 'pimples after shaving face woman', 'little pimples on face', 'garnier light complete serum', 'skin revival', 'bumps on cheeks', 'pimple breakout', 'bumps on my face', 'big blackheads', 'bumps on my arms', 'giant blackheads on the face', 'popping pimples and blackheads', 'dr pimple popper 2023', 'deep skin', 'tiny bumps on arms', 'horrendous blackheads', 'bumps on head', 'large blackhead removal', 'spots on jawline and neck', 'milia bumps on face', 'hole from pimple how to heal it', 'sunkissed skin', 'chest pimples', 'bumps on chin', 'new blackheads removal', 'nodule pimple', 'the pimple popper', 'big pimples', 'pimple in nose', 'pimples on my butt', 'red pimples on body', 'spots under chin', 'late bumps after waxing', 'scalp pimples causes', 'different kinds of pimples', 'pimples on arms', 'deep blackhead for years 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popper blackheads in ears', 'herpes pimples', 'deep blackhead removal on lips', 'missha super off cleansing oil blackhead off', 'leika skincare', 'large pimple under skin', 'after popping a pimple how to reduce redness', 'hard bumps on face', 'black pore', 'little bumps on legs', 'little red bumps on face', 'popping pimples bad', 'pimples on head under hair', 'small bumps on body', 'pimple in underarm home remedy', 'popping blackheads 2021', 'blackheads under eyes', 'causes of pimples on face', 'blackhead removal 2023', 'blackheads on thighs', 'new big blackheads', 'severe blackheads', 'pimple inside nose swollen', 'bumps on my butt', 'infected pimple', 'raised bumps on face', 'pimples during pregnancy', 'pimples on back of neck', 'blind pimple on chin', 'bumps on chest', 'homemade blackhead remover', 'jada kennedy blackheads', 'popping pimples on back', 'super giant blackheads on face', 'juicy nose blackheads', 'blackheads around mouth', 'pimples on back and shoulders', 'blackhead 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'large blackheads in pubic area', 'painful pimples on legs', 'bumps on face not pimples', 'red bumps on butt', 'extreme blackhead popping new', 'pimple inside nose home remedies', 'pimple on upper lip', 'dr pimple popper biggest blackhead', 'small whiteheads on face', 'big pimples on body', 'small white pimples on face', 'thighs rubbing together causing pimples', 'pimple like bumps', 'blackheads on chest female', 'hairline pimples', 'hari spa blackheads', 'pulling blackheads from ears', 'dark inner thighs with blackheads', 'embedded blackheads', 'pimples under breast', 'puberty pimples', 'pimples on jawline and neck', 'squeezing blackheads 2020', 'huge pimple popping', 'pimples around lips', 'dr pimple popper blackhead removal', 'underarm pimples that hurt home remedies', 'nose pimple popping', 'blackheads inside ear', 'popping spots', 'popping pimples zits blackheads', 'big zits', 'whiteheads around mouth', 'bumps on back of head after haircut', 'kelly skincare', 'bumps after waxing', 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inside of lip', 'bumps on lip', 'bumps on lip line', 'bumps on my lips',...
Python
import pandas as pd
# Load the CSV file, skipping the first two rows and using tab as a delimiter.
df = pd.read_csv('Keyword Stats 2025-08-09 at 11_02_04.csv', sep='\t', skiprows=2)
# Filter for 'Low' and 'Medium' competition keywords.
low_medium_comp_keywords_df = df[df['Competition'].isin(['Low', 'Medium'])]
# Get the list of these keywords
low_medium_comp_keywords = low_medium_comp_keywords_df['Keyword'].tolist()
# Let's see some of the keywords
print("Low and Medium Competition Keywords:")
print(low_medium_comp_keywords[:50]) # Print first 50 to get an idea
# Now, I will prepare the rewritten article.
# I will manually go through the keywords and the article to see how to best integrate them.
# The user wants a human-written feel, so I will avoid just stuffing keywords.
article = """In the ever-evolving skincare world, staying informed is key to maintaining healthy and radiant skin. Here are ten essential insights to guide your skincare journey:
The Hidden Impact of Perfumes on Skin Health
While perfumes can enhance your scent, they may contain chemicals like phthalates and styrene, linked to health concerns such as hormonal disruptions and potential carcinogenic effects. Opting for fragrances with natural ingredients and transparent labeling can help mitigate these risks.
The Rise of 'Sephora Kids' and Tween Skincare Trends
An increasing number of tweens are investing in high-end skincare products, influenced by social media and beauty retailers. However, experts caution that early use of certain products may be unnecessary or potentially harmful. Parents must guide their children towards age-appropriate skincare routines.
Post-Facial Skin Reactions: What to Expect
Experiencing breakouts, dryness, or itchiness after a facial is not uncommon. These reactions can result from skin purging or sensitivity to products used during the treatment. Consulting with a skin care professional can help tailor facials to your skin's specific needs.
Beef Tallow in Moisturizers: A Controversial Trend
Some skincare enthusiasts advocate for the use of beef tallow as a natural moisturizer, citing its rich nutrient profile. However, dermatologists warn that it may not be suitable for all skin types and could potentially clog pores or cause allergic reactions. It's advisable to perform a patch test and consult with a dermatologist before incorporating such products into your routine.
Skin Marks That Require Medical Attention
Certain skin changes, such as persistent hives, evolving moles, or unexplained rashes, should prompt a visit to the doctor. Early detection of skin abnormalities is crucial for effective treatment, especially in cases of skin cancer. Regular self-examinations and awareness of the ABCDEs of melanoma can aid in early detection.
The Importance of Patch Testing New Skincare Products
Introducing new products without patch testing can lead to allergic reactions or irritations. Applying a small amount on a discreet area and waiting 24-48 hours can help determine product compatibility with your skin.
Understanding the Skin Microbiome
Maintaining a healthy balance of the skin's microbiome is essential for barrier function and overall skin health. Overuse of harsh cleansers can disrupt this balance, leading to issues like dryness and sensitivity. Opt for gentle, pH-balanced cleansers to preserve your skin's natural flora.
The Role of Diet in Skin Health
A diet rich in antioxidants, vitamins, and minerals supports skin vitality. Incorporating fruits, vegetables, and omega-3 fatty acids can enhance your complexion and combat signs of aging.
Sun Protection: A Year-Round Necessity
Harmful UV rays can damage skin even on cloudy days. Daily application of broad-spectrum sunscreen with at least SPF 30 is essential to prevent premature aging and reduce the risk of skin cancer.
The Impact of Stress on Skin
Chronic stress can exacerbate skin conditions like acne, eczema, and psoriasis. Incorporating stress-reduction techniques such as meditation, exercise, and adequate sleep can improve both your mental well-being and skin health.
Staying informed and attentive to your skin's needs will help you navigate the vast world of skincare more effectively."""
# I will now manually rewrite the article, using keywords.
# Selected keywords to try to integrate: 'pimples', 'blackheads', 'eye cream for dark circles',
# 'skin clinic', 'moisturiser for dry skin', 'korean skincare products', 'sensitive skin',
# 'pimple popping', 'combination skin', 'salicylic acid for blackheads', 'body care products',
# 'pimples on face', 'natural moisturizer for dry skin', 'winter skin care', 'best skincare products 2022'
# 'dermatologist blackhead removal', 'skin care treatment', 'popping blackheads'.
rewritten_article = """In the ever-evolving skincare world, staying informed is key to maintaining healthy and radiant skin, from tackling common issues like **pimples** and **blackheads** to finding the perfect **eye cream for dark circles**. Here are ten essential insights to guide your skincare journey:
**The Hidden Impact of Perfumes on Skin Health**
While perfumes can enhance your scent, they may contain chemicals that can irritate **sensitive skin**. Opting for fragrances with natural ingredients can help mitigate these risks, especially if you're prone to breakouts.
**The Rise of 'Sephora Kids' and Tween Skincare Trends**
An increasing number of tweens are investing in high-end **korean skincare products**, influenced by social media. However, it's essential to guide them towards age-appropriate routines. Not every trendy product is suitable for young skin, and some might even cause issues.
**Post-Facial Skin Reactions: What to Expect at a Skin Clinic**
Experiencing breakouts after a facial at a **skin clinic** is not uncommon; this is often just skin purging. A good **skin care treatment** plan from a professional can help, but it's important to resist the urge for **pimple popping**, which can lead to scarring. They may even offer **dermatologist blackhead removal** for stubborn issues.
**Beef Tallow in Moisturizers: A Controversial Trend**
Some advocate for beef tallow as a **natural moisturizer for dry skin**, but it might not suit everyone, especially those with **combination skin**. For those with dry skin, a good **moisturiser for dry skin** is a better starting point, especially during harsh **winter skin care** routines.
**Skin Marks That Require Medical Attention**
Persistent hives, new moles, or unexplained rashes, which might look like small **pimples on your face**, should be checked by a doctor. Early detection of skin issues is crucial for effective treatment.
**The Importance of Patch Testing New Skincare Products**
Before slathering on the **best skincare products of 2022**, it's wise to patch test. This is crucial for preventing allergic reactions, especially when trying new **body care products**.
**Understanding the Skin Microbiome and a Gentle Approach**
A healthy skin microbiome is essential. Harsh cleansers can disrupt this balance, leading to dryness and sensitivity. For those with **blackheads**, using a product with **salicylic acid for blackheads** can be a targeted and effective approach rather than over-cleansing.
**The Role of Diet in Skin Health**
A balanced diet supports skin vitality. Eating plenty of fruits and vegetables can help give you that 'clear skin' look and reduce the appearance of **pimples** and other blemishes.
**Sun Protection: A Year-Round Necessity**
Daily sunscreen is non-negotiable to prevent premature aging and skin cancer. This is a year-round commitment to protect your skin.
**The Impact of Stress on Skin**
Chronic stress can worsen skin conditions. Finding healthy ways to manage stress can improve your skin and overall well-being, leading to fewer stress-related breakouts.
Staying informed and listening to your skin will help you navigate the vast world of skincare. Don't be afraid to seek professional advice from a **skin clinic** to find what works best for you and avoid the temptation of **popping blackheads** at home.
"""
print(rewritten_article)
Code output
Low and Medium Competition Keywords:
['pimples', 'blackheads', 'eye cream for dark circles', 'skin clinic near me', 'skin clinic', 'clear skin clinic', 'ameliorate transforming body lotion', 'skin care near me', 'skin care clinic near me', 'dermalogica online', 'dr dennis gross drx spectralite faceware pro', 'vegan skincare', 'cosrx bha blackhead power liquid', 'cerave skincare', 'moisturiser for dry skin', 'korean skincare products', 'skin treatment near me', 'sensitive skin', 'dry skin treatment', 'korean face products', 'eye cream for puffy eyes', 'dermatologist recommended skin care', 'best face serum for glowing skin', 'gentle face cleanser', 'luxury skincare', 'puffy eye cream', 'medik8 c tetra luxe', 'glolabs skincare', 'pimple popping', 'eye cream for fine lines', 'skin care clinic', 'clarity skin care', 'best hyaluronic acid serum 2022', 'combination skin', 'heyday skincare', 'best retinol serum 2022', "best men's skin care products 2022", 'salicylic acid for blackheads', 'dehydrated skin', 'body care products', 'clear skincare clinic', 'raised bumps on skin', 'professional skin care lines', 'glycolic acid exfoliator', 'kat burki vitamin c intensive face cream', 'pimples on scalp', 'skin care specialist', 'medik8 retinol 3', 'kalme skin care', 'vegan skin care products']
In the ever-evolving skincare world, staying informed is key to maintaining healthy and radiant skin, from tackling common issues like **pimples** and **blackheads** to finding the perfect **eye cream for dark circles**. Here are ten essential insights to guide your skincare journey:
**The Hidden Impact of Perfumes on Skin Health**
While perfumes can enhance your scent, they may contain chemicals that can irritate **sensitive skin**. Opting for fragrances with natural ingredients can help mitigate these risks, especially if you're prone to breakouts.
**The Rise of 'Sephora Kids' and Tween Skincare Trends**
An increasing number of tweens are investing in high-end **korean skincare products**, influenced by social media. However, it's essential to guide them towards age-appropriate routines. Not every trendy product is suitable for young skin, and some might even cause issues.
**Post-Facial Skin Reactions: What to Expect at a Skin Clinic**
Experiencing breakouts after a facial at a **skin clinic** is not uncommon; this is often just skin purging. A good **skin care treatment** plan from a professional can help, but it's important to resist the urge for **pimple popping**, which can lead to scarring. They may even offer **dermatologist blackhead removal** for stubborn issues.
**Beef Tallow in Moisturizers: A Controversial Trend**
Some advocate for beef tallow as a **natural moisturizer for dry skin**, but it might not suit everyone, especially those with **combination skin**. For those with dry skin, a good **moisturiser for dry skin** is a better starting point, especially during harsh **winter skin care** routines.
**Skin Marks That Require Medical Attention**
Persistent hives, new moles, or unexplained rashes, which might look like small **pimples on your face**, should be checked by a doctor. Early detection of skin issues is crucial for effective treatment.
**The Importance of Patch Testing New Skincare Products**
Before slathering on the **best skincare products of 2022**, it's wise to patch test. This is crucial for preventing allergic reactions, especially when trying new **body care products**.
**Understanding the Skin Microbiome and a Gentle Approach**
A healthy skin microbiome is essential. Harsh cleansers can disrupt this balance, leading to dryness and sensitivity. For those with **blackheads**, using a product with **salicylic acid for blackheads** can be a targeted and effective approach rather than over-cleansing.
**The Role of Diet in Skin Health**
A balanced diet supports skin vitality. Eating plenty of fruits and vegetables can help give you that 'clear skin' look and reduce the appearance of **pimples** and other blemishes.
**Sun Protection: A Year-Round Necessity**
Daily sunscreen is non-negotiable to prevent premature aging and skin cancer. This is a year-round commitment to protect your skin.
**The Impact of Stress on Skin**
Chronic stress can worsen skin conditions. Finding healthy ways to manage stress can improve your skin and overall well-being, leading to fewer stress-related breakouts.
Staying informed and listening to your skin will help you navigate the vast world of skincare. Don't be afraid to seek professional advice from a **skin clinic** to find what works best for you and avoid the temptation of **popping blackheads** at home.
Python
import pandas as pd
# Load the CSV file, skipping the first two rows and using tab as a delimiter.
df = pd.read_csv('Keyword Stats 2025-08-09 at 11_02_04.csv', sep='\t', skiprows=2)
# Inspect the dataframe columns and data types
print(df.info())
# Inspect the first few rows of the dataframe
print(df.head())
# Get the unique values in the 'Competition' column to understand the categories
print(df['Competition'].unique())
# Filter for 'Low' and 'Medium' competition keywords.
# Based on the output of unique(), it seems only 'Low' and 'High' are available.
# So I will consider only 'Low' competition keywords as there is no 'Medium'
low_comp_keywords = df[df['Competition'] == 'Low']
# Now let's see the keywords with low competition
print("Low Competition Keywords:")
print(low_comp_keywords['Keyword'].tolist())
Code output
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 4099 entries, 0 to 4098
Data columns (total 26 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 Keyword 4099 non-null object
1 Currency 4099 non-null object
2 Avg. monthly searches 4099 non-null int64
3 Three month change 4099 non-null object
4 YoY change 4099 non-null object
5 Competition 4099 non-null object
6 Competition (indexed value) 4017 non-null float64
7 Top of page bid (low range) 3021 non-null float64
8 Top of page bid (high range) 3021 non-null float64
9 Ad impression share 0 non-null float64
10 Organic impression share 0 non-null float64
11 Organic average position 0 non-null float64
12 In account? 0 non-null float64
13 In plan? 0 non-null float64
14 Searches: Jul 2024 0 non-null float64
15 Searches: Aug 2024 0 non-null float64
16 Searches: Sep 2024 0 non-null float64
17 Searches: Oct 2024 0 non-null float64
18 Searches: Nov 2024 0 non-null float64
19 Searches: Dec 2024 0 non-null float64
20 Searches: Jan 2025 0 non-null float64
21 Searches: Feb 2025 0 non-null float64
22 Searches: Mar 2025 0 non-null float64
23 Searches: Apr 2025 0 non-null float64
24 Searches: May 2025 0 non-null float64
25 Searches: Jun 2025 0 non-null float64
dtypes: float64(20), int64(1), object(5)
memory usage: 832.7+ KB
None
Keyword Currency Avg. monthly searches Three month change YoY change Competition Competition (indexed value) Top of page bid (low range) Top of page bid (high range) Ad impression share Organic impression share Organic average position In account? In plan? Searches: Jul 2024 Searches: Aug 2024 Searches: Sep 2024 Searches: Oct 2024 Searches: Nov 2024 Searches: Dec 2024 Searches: Jan 2025 Searches: Feb 2025 Searches: Mar 2025 Searches: Apr 2025 Searches: May 2025 Searches: Jun 2025
0 pimples HUF 50000 0% 0% Low 1.0 314.01 1515.80 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
1 skincare HUF 500000 0% 0% High 100.0 709.95 2485.64 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2 blackheads HUF 50000 0% 0% Low 9.0 240.76 2292.35 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
3 best eye cream HUF 50000 0% 0% High 100.0 74.60 739.25 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
4 tula skincare HUF 50000 0% 0% High 100.0 142.42 1976.98 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
['Low' 'High' 'Medium' 'Unknown']
Low Competition Keywords:
['pimples', 'blackheads', 'eye cream for dark circles', 'skin clinic', 'clear skin clinic', 'skin care clinic near me', 'dr dennis gross drx spectralite faceware pro', 'moisturiser for dry skin', 'korean skincare products', 'sensitive skin', 'korean face products', 'dermatologist recommended skin care', 'glolabs skincare', 'pimple popping', 'eye cream for fine lines', 'skin care clinic', 'clarity skin care', 'best hyaluronic acid serum 2022', 'combination skin', 'best retinol serum 2022', "best men's skin care products 2022", 'salicylic acid for blackheads', 'body care products', 'clear skincare clinic', 'raised bumps on skin', 'kat burki vitamin c intensive face cream', 'pimples on scalp', 'skin care specialist', 'vegan skin care products', 'skin care products for oily skin', 'little bumps on skin', 'estee lauder advanced night repair eye supercharged complex', 'pimples self care', 'la roche posay toleriane dermo cleanser', 'skin resurfacing treatment', 'pimples on face', 'collagen skin essential', 'best skincare products 2022', 'skin specialist clinic', 'skin rejuvenation treatment', 'skin care products for dry skin', 'tiny bumps on skin', 'the ordinary skincare website', 'pimples on buttocks', 'dermatologist blackhead removal', 'vitamin c serum for skin', 'skin studio', 'benton aloe bha skin toner', 'skincare clinic', 'skin med spa', 'skin expert', 'skin care treatment', 'skin need', 'glycolic ha serum', 'popping blackheads', 'spots on chin', 'small itchy bumps', 'skinnerd', 'shea butter moisturiser', 'best moisturizer for winter', 'hyaluronic acid skin care', 'organic skin solution serum', 'chin breakouts', 'best skincare 2022', 'benzoyl peroxide for pimples', 'skin spot', 'pimple scars', 'boots menopause skincare', 'la roche posay effaclar h moisturiser', 'medik8 pore cleanse gel', 'skin care institute', 'small bumps on face', 'pimples on chin', 'natural moisturizer for dry skin', 'winter skin care', 'qv skin lotion', 'tiny red bumps on skin', 'simple hydrating light moisturiser', 'under the skin pimple', 'white bumps on skin', 'skincare specialist', 'red bumps after shaving', 'white bumps on face', 'blemish spot treatment', 'blind pimple', 'itchy pimples on body', 'female breakouts on jawline', 'bumps on forehead', 'extreme blackhead popping', 'cystic pimple', 'dr pimple popper blackheads', 'pimples on forehead', 'la roche posay toleriane caring wash', 'causes of pimples on face in adults', 'types of pimples on face', 'bumps on legs that look like pimples', 'serum alpha arbutin', 'skin by blair', 'skin care center', 'bumps on face', 'tiny bumps on face', 'hs bumps', 'little white bumps on skin', 'folliculitis on butt', 'rosacea pimples', 'back pimples', 'pimple like bumps on arms', 'bumps on buttocks not pimples', 'little bumps on face', 'types of pimples', 'pimple poppers', 'honey skincare studio', 'small bumps on forehead', 'skin bumps on face', 'skins derma care', 'pimple popper near me', 'bumps on my arms that look like pimples', 'razor bumps pubic area', 'small bumps on arms', 'underarm pimples that hurt treatment', 'skin logic', 'no cosmetics peeling cleanser', 'royal skin', 'pimples and blackheads', 'dot & key skincare', 'white bumps on face not milia', 'titanium dioxide skincare', 'breakouts around mouth', 'natural face cream for daily use', 'homemade face cleanser for daily use', 'deep blackheads', 'under skin spots', 'itchy bumps on my arms that look like pimples', 'hada labo skin plumping gel cream', 'breakouts on cheeks', 'bumps on legs', 'skin savvy', 'deep blackhead for years', 'squeezing blackheads', 'vitamin c supplement for skin', 'red bumps on face', 'dark spot reduction cream', 'red pimple like bumps on feet', 'tiny bumps on forehead', 'drpimplepopper', 'pimples on cheeks', 'bumpy forehead', 'inner thigh blackheads', 'homemade skin care', 'skin care products for blackheads', 'itchy pimple like bumps on face', 'bumps under skin on face', 'small red bumps', 'pimple on lip', 'pustules on 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Python
import pandas as pd
# Load the CSV file, skipping the first two rows and using tab as a delimiter.
df = pd.read_csv('Keyword Stats 2025-08-09 at 11_02_04.csv', sep='\t', skiprows=2)
# Filter for 'Low' and 'Medium' competition keywords.
low_medium_comp_keywords_df = df[df['Competition'].isin(['Low', 'Medium'])]
# Get the list of these keywords
low_medium_comp_keywords = low_medium_comp_keywords_df['Keyword'].tolist()
# Let's see some of the keywords
print("Low and Medium Competition Keywords:")
print(low_medium_comp_keywords[:50]) # Print first 50 to get an idea
# Now, I will prepare the rewritten article.
# I will manually go through the keywords and the article to see how to best integrate them.
# The user wants a human-written feel, so I will avoid just stuffing keywords.
article = """In the ever-evolving skincare world, staying informed is key to maintaining healthy and radiant skin. Here are ten essential insights to guide your skincare journey:
The Hidden Impact of Perfumes on Skin Health
While perfumes can enhance your scent, they may contain chemicals like phthalates and styrene, linked to health concerns such as hormonal disruptions and potential carcinogenic effects. Opting for fragrances with natural ingredients and transparent labeling can help mitigate these risks.
The Rise of 'Sephora Kids' and Tween Skincare Trends
An increasing number of tweens are investing in high-end skincare products, influenced by social media and beauty retailers. However, experts caution that early use of certain products may be unnecessary or potentially harmful. Parents must guide their children towards age-appropriate skincare routines.
Post-Facial Skin Reactions: What to Expect
Experiencing breakouts, dryness, or itchiness after a facial is not uncommon. These reactions can result from skin purging or sensitivity to products used during the treatment. Consulting with a skin care professional can help tailor facials to your skin's specific needs.
Beef Tallow in Moisturizers: A Controversial Trend
Some skincare enthusiasts advocate for the use of beef tallow as a natural moisturizer, citing its rich nutrient profile. However, dermatologists warn that it may not be suitable for all skin types and could potentially clog pores or cause allergic reactions. It's advisable to perform a patch test and consult with a dermatologist before incorporating such products into your routine.
Skin Marks That Require Medical Attention
Certain skin changes, such as persistent hives, evolving moles, or unexplained rashes, should prompt a visit to the doctor. Early detection of skin abnormalities is crucial for effective treatment, especially in cases of skin cancer. Regular self-examinations and awareness of the ABCDEs of melanoma can aid in early detection.
The Importance of Patch Testing New Skincare Products
Introducing new products without patch testing can lead to allergic reactions or irritations. Applying a small amount on a discreet area and waiting 24-48 hours can help determine product compatibility with your skin.
Understanding the Skin Microbiome
Maintaining a healthy balance of the skin's microbiome is essential for barrier function and overall skin health. Overuse of harsh cleansers can disrupt this balance, leading to issues like dryness and sensitivity. Opt for gentle, pH-balanced cleansers to preserve your skin's natural flora.
The Role of Diet in Skin Health
A diet rich in antioxidants, vitamins, and minerals supports skin vitality. Incorporating fruits, vegetables, and omega-3 fatty acids can enhance your complexion and combat signs of aging.
Sun Protection: A Year-Round Necessity
Harmful UV rays can damage skin even on cloudy days. Daily application of broad-spectrum sunscreen with at least SPF 30 is essential to prevent premature aging and reduce the risk of skin cancer.
The Impact of Stress on Skin
Chronic stress can exacerbate skin conditions like acne, eczema, and psoriasis. Incorporating stress-reduction techniques such as meditation, exercise, and adequate sleep can improve both your mental well-being and skin health.
Staying informed and attentive to your skin's needs will help you navigate the vast world of skincare more effectively."""
# I will now manually rewrite the article, using keywords.
# Selected keywords to try to integrate: 'pimples', 'blackheads', 'eye cream for dark circles',
# 'skin clinic', 'moisturiser for dry skin', 'korean skincare products', 'sensitive skin',
# 'pimple popping', 'combination skin', 'salicylic acid for blackheads', 'body care products',
# 'pimples on face', 'natural moisturizer for dry skin', 'winter skin care', 'best skincare products 2022'
# 'dermatologist blackhead removal', 'skin care treatment', 'popping blackheads'.
rewritten_article = """In the ever-evolving skincare world, staying informed is key to maintaining healthy and radiant skin, from tackling common issues like **pimples** and **blackheads** to finding the perfect **eye cream for dark circles**. Here are ten essential insights to guide your skincare journey:
**The Hidden Impact of Perfumes on Skin Health**
While perfumes can enhance your scent, they may contain chemicals that can irritate **sensitive skin**. Opting for fragrances with natural ingredients can help mitigate these risks, especially if you're prone to breakouts.
**The Rise of 'Sephora Kids' and Tween Skincare Trends**
An increasing number of tweens are investing in high-end **korean skincare products**, influenced by social media. However, it's essential to guide them towards age-appropriate routines. Not every trendy product is suitable for young skin, and some might even cause issues.
**Post-Facial Skin Reactions: What to Expect at a Skin Clinic**
Experiencing breakouts after a facial at a **skin clinic** is not uncommon; this is often just skin purging. A good **skin care treatment** plan from a professional can help, but it's important to resist the urge for **pimple popping**, which can lead to scarring. They may even offer **dermatologist blackhead removal** for stubborn issues.
**Beef Tallow in Moisturizers: A Controversial Trend**
Some advocate for beef tallow as a **natural moisturizer for dry skin**, but it might not suit everyone, especially those with **combination skin**. For those with dry skin, a good **moisturiser for dry skin** is a better starting point, especially during harsh **winter skin care** routines.
**Skin Marks That Require Medical Attention**
Persistent hives, new moles, or unexplained rashes, which might look like small **pimples on your face**, should be checked by a doctor. Early detection of skin issues is crucial for effective treatment.
**The Importance of Patch Testing New Skincare Products**
Before slathering on the **best skincare products of 2022**, it's wise to patch test. This is crucial for preventing allergic reactions, especially when trying new **body care products**.
**Understanding the Skin Microbiome and a Gentle Approach**
A healthy skin microbiome is essential. Harsh cleansers can disrupt this balance, leading to dryness and sensitivity. For those with **blackheads**, using a product with **salicylic acid for blackheads** can be a targeted and effective approach rather than over-cleansing.
**The Role of Diet in Skin Health**
A balanced diet supports skin vitality. Eating plenty of fruits and vegetables can help give you that 'clear skin' look and reduce the appearance of **pimples** and other blemishes.
**Sun Protection: A Year-Round Necessity**
Daily sunscreen is non-negotiable to prevent premature aging and skin cancer. This is a year-round commitment to protect your skin.
**The Impact of Stress on Skin**
Chronic stress can worsen skin conditions. Finding healthy ways to manage stress can improve your skin and overall well-being, leading to fewer stress-related breakouts.
Staying informed and listening to your skin will help you navigate the vast world of skincare. Don't be afraid to seek professional advice from a **skin clinic** to find what works best for you and avoid the temptation of **popping blackheads** at home.
"""
print(rewritten_article)
Code output
Low and Medium Competition Keywords:
['pimples', 'blackheads', 'eye cream for dark circles', 'skin clinic near me', 'skin clinic', 'clear skin clinic', 'ameliorate transforming body lotion', 'skin care near me', 'skin care clinic near me', 'dermalogica online', 'dr dennis gross drx spectralite faceware pro', 'vegan skincare', 'cosrx bha blackhead power liquid', 'cerave skincare', 'moisturiser for dry skin', 'korean skincare products', 'skin treatment near me', 'sensitive skin', 'dry skin treatment', 'korean face products', 'eye cream for puffy eyes', 'dermatologist recommended skin care', 'best face serum for glowing skin', 'gentle face cleanser', 'luxury skincare', 'puffy eye cream', 'medik8 c tetra luxe', 'glolabs skincare', 'pimple popping', 'eye cream for fine lines', 'skin care clinic', 'clarity skin care', 'best hyaluronic acid serum 2022', 'combination skin', 'heyday skincare', 'best retinol serum 2022', "best men's skin care products 2022", 'salicylic acid for blackheads', 'dehydrated skin', 'body care products', 'clear skincare clinic', 'raised bumps on skin', 'professional skin care lines', 'glycolic acid exfoliator', 'kat burki vitamin c intensive face cream', 'pimples on scalp', 'skin care specialist', 'medik8 retinol 3', 'kalme skin care', 'vegan skin care products']
In the ever-evolving skincare world, staying informed is key to maintaining healthy and radiant skin, from tackling common issues like **pimples** and **blackheads** to finding the perfect **eye cream for dark circles**. Here are ten essential insights to guide your skincare journey:
**The Hidden Impact of Perfumes on Skin Health**
While perfumes can enhance your scent, they may contain chemicals that can irritate **sensitive skin**. Opting for fragrances with natural ingredients can help mitigate these risks, especially if you're prone to breakouts.
**The Rise of 'Sephora Kids' and Tween Skincare Trends**
An increasing number of tweens are investing in high-end **korean skincare products**, influenced by social media. However, it's essential to guide them towards age-appropriate routines. Not every trendy product is suitable for young skin, and some might even cause issues.
**Post-Facial Skin Reactions: What to Expect at a Skin Clinic**
Experiencing breakouts after a facial at a **skin clinic** is not uncommon; this is often just skin purging. A good **skin care treatment** plan from a professional can help, but it's important to resist the urge for **pimple popping**, which can lead to scarring. They may even offer **dermatologist blackhead removal** for stubborn issues.
**Beef Tallow in Moisturizers: A Controversial Trend**
Some advocate for beef tallow as a **natural moisturizer for dry skin**, but it might not suit everyone, especially those with **combination skin**. For those with dry skin, a good **moisturiser for dry skin** is a better starting point, especially during harsh **winter skin care** routines.
**Skin Marks That Require Medical Attention**
Persistent hives, new moles, or unexplained rashes, which might look like small **pimples on your face**, should be checked by a doctor. Early detection of skin issues is crucial for effective treatment.
**The Importance of Patch Testing New Skincare Products**
Before slathering on the **best skincare products of 2022**, it's wise to patch test. This is crucial for preventing allergic reactions, especially when trying new **body care products**.
**Understanding the Skin Microbiome and a Gentle Approach**
A healthy skin microbiome is essential. Harsh cleansers can disrupt this balance, leading to dryness and sensitivity. For those with **blackheads**, using a product with **salicylic acid for blackheads** can be a targeted and effective approach rather than over-cleansing.
**The Role of Diet in Skin Health**
A balanced diet supports skin vitality. Eating plenty of fruits and vegetables can help give you that 'clear skin' look and reduce the appearance of **pimples** and other blemishes.
**Sun Protection: A Year-Round Necessity**
Daily sunscreen is non-negotiable to prevent premature aging and skin cancer. This is a year-round commitment to protect your skin.
**The Impact of Stress on Skin**
Chronic stress can worsen skin conditions. Finding healthy ways to manage stress can improve your skin and overall well-being, leading to fewer stress-related breakouts.
Staying informed and listening to your skin will help you navigate the vast world of skincare. Don't be afraid to seek professional advice from a **skin clinic** to find what works best for you and avoid the temptation of **popping blackheads** at home.
In the ever-evolving skincare world, staying informed is key to maintaining healthy and radiant skin, from tackling common issues like pimples and blackheads to finding the perfect eye cream for dark circles. Here are ten essential insights to guide your skincare journey:
The Hidden Impact of Perfumes on Skin Health
While perfumes can enhance your scent, they may contain chemicals that can irritate sensitive skin. Opting for fragrances with natural ingredients can help mitigate these risks, especially if you're prone to breakouts.
The Rise of 'Sephora Kids' and Tween Skincare Trends
An increasing number of tweens are investing in high-end Korean skincare products, influenced by social media. However, it's essential to guide them towards age-appropriate routines. Not every trendy product is suitable for young skin, and some might even cause issues.
Post-Facial Skin Reactions: What to Expect at a Skin Clinic
Experiencing breakouts after a facial at a skin clinic is not uncommon; this is often just skin purging. A good skin care treatment plan from a professional can be beneficial, but it's essential to resist the urge to pop pimples, as this can lead to scarring. They may even offer dermatologist blackhead removal for stubborn issues.
Beef Tallow in Moisturizers: A Controversial Trend
Some advocate for beef tallow as a natural moisturizer for dry skin, but it might not suit everyone, especially those with combination skin. For those with dry skin, a good moisturiser for dry skin is a better starting point, especially during harsh winter skin care routines.
Skin Marks That Require Medical Attention
Persistent hives, new moles, or unexplained rashes, which might look like small pimples on your face, should be checked by a doctor. Early detection of skin issues is crucial for effective treatment.
The Importance of Patch Testing New Skincare Products
Before slathering on the best skincare products of 2022, it's wise to patch test. This is crucial for preventing allergic reactions, especially when trying new body care products.
Understanding the Skin Microbiome and a Gentle Approach
A healthy skin microbiome is essential. Harsh cleansers can disrupt this balance, leading to dryness and sensitivity. For those with blackheads, using a product with salicylic acid for blackheads can be a targeted and effective approach rather than over-cleansing.
The Role of Diet in Skin Health
A balanced diet supports skin vitality. Eating plenty of fruits and vegetables can help give you that 'clear skin' look and reduce the appearance of pimples and other blemishes.
Sun Protection: A Year-Round Necessity
Daily sunscreen is non-negotiable to prevent premature aging and skin cancer. This is a year-round commitment to protect your skin.
The Impact of Stress on Skin
Chronic stress can worsen skin conditions. Finding healthy ways to manage stress can improve your skin and overall well-being, leading to fewer stress-related breakouts.
Staying informed and listening to your skin will help you navigate the vast world of skincare. Don't be afraid to seek professional advice from a skin clinic to find what works best for you and avoid the temptation of popping blackheads at home.
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