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id
stringlengths
9
9
gender
stringclasses
2 values
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stringclasses
5 values
prompt_age
int64
18
75
skin_tone
stringclasses
6 values
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4 values
main_concern
stringclasses
6 values
secondary_concern
stringclasses
7 values
image_prompt
stringlengths
277
388
routine_json
stringlengths
582
1.21k
routine_morning
stringlengths
137
376
routine_evening
stringlengths
106
399
routine_source
stringclasses
4 values
gen_attempts
int64
1
4
face_found
bool
2 classes
image
imagewidth (px)
512
512
face_0001
male
26-35
30
III
oily
acne
none
close-up studio portrait photograph of a 30 year old male adult, light-medium beige skin, oily shiny skin with enlarged pores, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin...
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sulfur"], "purpose": "Cleanse and control oil production"}, {"step": 2, "product": "Acne-fighting toner", "key_ingredients": ["tea tree oil"], "purpose": "Reduce inflammation and kill acne-causing bacteria"}, {"step": 3, "product": "Sunscr...
1. Foaming gel cleanser (sulfur) — Cleanse and control oil production 2. Acne-fighting toner (tea tree oil) — Reduce inflammation and kill acne-causing bacteria 3. Sunscreen SPF 50 (avobenzone) — Protect skin from harmful UV rays
1. Cleansing milk (glycerin) — Remove dirt and impurities 2. Serum containing salicylic acid (salicylic acid) — Control sebum production and treat existing acne 3. Moisturizing cream (shea butter) — Replenish moisture and soothe the skin
llm_v2
3
true
face_0002
male
36-45
40
V
dry
acne
none
close-up studio portrait photograph of a 40 year old male adult, brown skin, dry rough skin texture, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sulfate-free"], "purpose": "Exfoliate skin gently"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter", "glycerin"], "purpose": "Nourish dry skin"}, {"product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], ...
1. Cleansing milk (sulfate-free) — Exfoliate skin gently 2. Moisturizing cream (shea butter, glycerin) — Nourish dry skin 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing gel (cetyl alcohol) — Cleanse thoroughly 2. Toner (aloe vera) — Balance pH and tighten pores 3. Night cream (coconut oil, jojoba oil) — Moisture rich formula for nighttime
llm_v2_norm
1
true
face_0003
female
26-35
33
V
dry
wrinkles
none
close-up studio portrait photograph of a 33 year old female adult, brown skin, dry rough skin texture, visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["glycerin"], "purpose": "Remove dirt and impurities"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["squalane"], "purpose": "Lock in moisture to prevent dryness"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["avobenzone"...
1. Cleanser (glycerin) — Remove dirt and impurities 2. Moisturizer (squalane) — Lock in moisture to prevent dryness 3. Sunscreen SPF 50 (avobenzone) — Protect against UVA/UVB rays
1. Cleanser or Makeup Remover (ammonium lauryl sulfate) — Cleanse skin of makeup and impurities 2. Serum (retinol) — Promote collagen production for anti-wrinkle benefits 3. Night Cream (carnitine) — Intensify hydration and nourishment
llm_v2
1
true
face_0004
female
36-45
41
I
combination
dehydration
acne
close-up studio portrait photograph of a 41 year old female adult, very fair porcelain skin, combination skin with an oily t-zone, dehydrated skin with dry flaky patches, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light g...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sulfur", "glycolic acid"], "purpose": "Clarify skin, hydrate"}, {"step": 2, "product": "Toner", "key_ingredients": ["Aloe vera", "Calendula"], "purpose": "Resurface, soothe, tone"}, {"step": 3, "product": "Serum", "key_ingredients": ["Hyaluronic Acid"...
1. Cleanser (sulfur, glycolic acid) — Clarify skin, hydrate 2. Toner (Aloe vera, Calendula) — Resurface, soothe, tone 3. Serum (Hyaluronic Acid, Vitamin C) — Intensify hydration, brighten 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (Sodium Hyaluronate, Benzoyl Peroxide 2.5%) — Cleanse, protect against acne 2. Moisturizer (Glycine Soja Extract, Hyaluronic Acid) — Hydrate, restore barrier function 3. Night Oil (Jojoba Oil, Coconut Oil) — Lock in moisture, nourish
llm_v2_norm
1
true
face_0005
female
26-35
26
IV
oily
redness
pigmentation
close-up studio portrait photograph of a 26 year old female adult, olive tan skin, oily shiny skin with enlarged pores, flushed irritated redness on the cheeks, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backg...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium laureth sulfate"], "purpose": "Remove dirt and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin"], "purpose": "Balanced pH to soothe skin"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["avoben...
1. Cleansing milk (sodium laureth sulfate) — Remove dirt and impurities 2. Toner (glycerin) — Balanced pH to soothe skin 3. Sunscreen SPF 30 (avobenzone) — Protect against UVA/UVB rays
1. Cleansing foam (sodium lauryl sulfate) — Deeply cleanse and exfoliate 2. Serum (hydroquinone 2%, kojic acid 1%) — Reduce pigmentation and brighten skin 3. Moisturizer (tocopherol (Vitamin E)) — Nourish and protect skin barrier
llm_v2
2
true
face_0006
female
18-25
21
IV
combination
redness
none
close-up studio portrait photograph of a 21 year old female adult, olive tan skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "To gently cleanse and remove impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin"], "purpose": "To balance pH and hydrate skin"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients"...
1. Cleanser (sodium lauryl sulfate) — To gently cleanse and remove impurities 2. Toner (glycerin) — To balance pH and hydrate skin 3. Sunscreen SPF 30 (avobenzone) — To protect against UVA/UVB rays
1. Cleanser (cetyl alcohol) — To remove any remaining dirt or makeup 2. Serum (green tea extract) — To soothe redness and calm inflammation 3. Moisturizer (shea butter) — To lock in moisture and provide gentle hydration
llm_v2
1
true
face_0007
female
60+
64
V
dry
pigmentation
redness
close-up studio portrait photograph of a 64 year old female adult, brown skin, dry rough skin texture, dark spots and uneven hyperpigmentation patches, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photoreali...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Cleanse and hydrate"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin"], "purpose": "Lock in moisture and improve skin texture"}, {"step": 3, "product": "Sunscreen SPF 30", "key_in...
1. Cleansing milk (sodium lauryl sulfate) — Cleanse and hydrate 2. Moisturizing cream (glycerin) — Lock in moisture and improve skin texture 3. Sunscreen SPF 30 (avobenzone) — Protect against UVA/UVB rays
1. Cleansing milk (cetyl alcohol) — Cleanse and hydrate 2. Retinol serum (retinyl palmitate) — Reduce pigmentation and promote cell turnover 3. Night cream (tocopherol (Vitamin E)) — Nourish and protect skin while reducing redness
llm_v2
3
true
face_0008
female
60+
75
II
normal
pigmentation
redness
close-up studio portrait photograph of a 75 year old female adult, fair skin, healthy balanced skin, dark spots and uneven hyperpigmentation patches, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealist...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin", "sodium PCA"], "purpose": "Cleanse and hydrate skin"}, {"step": 2, "product": "Toner", "key_ingredients": ["green tea extract"], "purpose": "Balancing and reducing pigmentation"}, {"step": 3, "product": "Moisturizer", "key_ingredients...
1. Cleansing milk (glycerin, sodium PCA) — Cleanse and hydrate skin 2. Toner (green tea extract) — Balancing and reducing pigmentation 3. Moisturizer (hyaluronic acid, vitamin C) — Moisturize and brighten skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing milk (glycerin, sodium PCA) — Cleanse and hydrate skin 2. Night serum (sericin, coenzyme Q10) — Reduce redness and fine lines 3. Moisturizer (aloe vera, arbutin) — Moisturize and even out tone
llm_v2_norm
1
true
face_0009
female
36-45
45
I
normal
pigmentation
none
close-up studio portrait photograph of a 45 year old female adult, very fair porcelain skin, healthy balanced skin, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["glycolic acid"], "purpose": "Clarify skin"}, {"step": 2, "product": "Toner", "key_ingredients": ["aloe vera extract"], "purpose": "Balances pH and soothes"}, {"product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "purpose": "Daily UV prote...
1. Cleanser (glycolic acid) — Clarify skin 2. Toner (aloe vera extract) — Balances pH and soothes 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (glycolic acid) — Clarify skin 2. Serum (vitamin C) — Brightens and reduces pigmentation 3. Moisturizer (squalane) — Nourishes and hydrates 4. Eye cream (retinol) — Promotes collagen production 5. Sunscreen SPF 30 (oxybenzone) — Protects against UVA/UVB rays
llm_v2_norm
1
true
face_0010
male
60+
68
I
oily
dullness
redness
close-up studio portrait photograph of a 68 year old male adult, very fair porcelain skin, oily shiny skin with enlarged pores, dull tired-looking skin, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photoreal...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "To remove dirt and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin", "salicylic acid"], "purpose": "To balance skin pH and control oil production"}, {"step": 3, "product": "Moistur...
1. Cleansing milk (sodium lauryl sulfate) — To remove dirt and impurities 2. Toner (glycerin, salicylic acid) — To balance skin pH and control oil production 3. Moisturizer (hyaluronic acid) — To hydrate and improve skin texture 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing gel (sodium lauryl sulfate) — To remove makeup and excess oil 2. Serum (vitamin C, green tea extract) — To brighten and soothe redness 3. Night cream (sericin, shea butter) — To nourish and protect the skin
llm_v2_norm
2
true
face_0011
male
60+
65
III
combination
dehydration
none
close-up studio portrait photograph of a 65 year old male adult, light-medium beige skin, combination skin with an oily t-zone, dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin textur...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lifts away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["aloe vera"], "purpose": "Replenishes moisture for dry skin"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients...
1. Cleansing milk (glycerin) — Lifts away dirt and impurities 2. Moisturizing cream (aloe vera) — Replenishes moisture for dry skin 3. Sunscreen SPF 30 (avobenzone) — Protects against sun damage
1. Cleansing foam (sodium lauryl sulfate) — Removes makeup and dirt 2. Serum (vitamin C) — Brightens and hydrates 3. Night cream (hyaluronic acid) — Heals and nourishes the skin
llm_v2
2
true
face_0012
female
18-25
20
III
oily
acne
dehydration
close-up studio portrait photograph of a 20 year old female adult, light-medium beige skin, oily shiny skin with enlarged pores, mild acne breakouts on the cheeks and forehead, subtle dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gra...
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sulfur"], "purpose": "Clarify skin and remove impurities"}, {"step": 2, "product": "Water-based toner", "key_ingredients": ["green tea extract"], "purpose": "Reduce inflammation and promote hydration"}, {"step": 3, "product": "Sunscreen SP...
1. Foaming gel cleanser (sulfur) — Clarify skin and remove impurities 2. Water-based toner (green tea extract) — Reduce inflammation and promote hydration 3. Sunscreen SPF 30 (avobenzone, oxybenzone) — Protect against sun damage while keeping skin hydrated
1. Cleansing milk (glycerin) — Lay down a barrier for better absorption of subsequent products 2. Pore-refining serum (salicylic acid) — Help unclog pores and prevent future breakouts 3. Moisturizing cream (lecithin, shea butter) — Integrate moisture back into skin after cleansing and toning
llm_v2
1
true
face_0013
female
36-45
45
V
normal
pigmentation
wrinkles
close-up studio portrait photograph of a 45 year old female adult, brown skin, healthy balanced skin, dark spots and uneven hyperpigmentation patches, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sha...
{"morning": [{"step": 1, "product": "Gentle cleanser", "key_ingredients": ["glycerin"], "purpose": "Cleanse without stripping"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["ceramides"], "purpose": "Support the skin barrier"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "...
1. Gentle cleanser (glycerin) — Cleanse without stripping 2. Moisturizer (ceramides) — Support the skin barrier 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Brightening serum (vitamin c, arbutin) — Fade dark spots evenly 3. Night moisturizer (ceramides, hyaluronic acid) — Repair overnight
fallback
4
true
face_0014
male
18-25
24
II
oily
dullness
acne
close-up studio portrait photograph of a 24 year old male adult, fair skin, oily shiny skin with enlarged pores, dull tired-looking skin, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, s...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lifts away dirt and makeup"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid"], "purpose": "Balances skin pH and reduces inflammation"}, {"step": 3, "product": "Moisturizer", "key_ingredients": ["hyal...
1. Cleansing milk (glycerin) — Lifts away dirt and makeup 2. Toner (salicylic acid) — Balances skin pH and reduces inflammation 3. Moisturizer (hyaluronic acid) — Replenishes moisture and improves skin texture 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Nightly cleanser (salicylic acid) — Removes makeup and impurities 2. Serum (retinol) — Promotes cell turnover and minimizes acne 3. Moisturizer (aloe vera) — Nourishes and soothes dry patches 4. Sunscreen SPF 50 (avobenzone) — Protects against UVA/UVB rays
llm_v2_norm
2
true
face_0015
female
46-60
47
III
dry
dullness
wrinkles
close-up studio portrait photograph of a 47 year old female adult, light-medium beige skin, dry rough skin texture, dull tired-looking skin, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus o...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sulfur"], "purpose": "Clarify skin and prep for makeup"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["aloe vera"], "purpose": "Nourish dry skin and hydrate"}, {"product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "purpose":...
1. Cleanser (sulfur) — Clarify skin and prep for makeup 2. Moisturizer (aloe vera) — Nourish dry skin and hydrate 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (glycolic acid) — Cleanse and exfoliate 2. Serum (vitamin C, serine) — Brighten and firm skin 3. Toner (rosewater) — Balance pH and tone skin 4. Night Cream (shea butter, castor oil) — Replenish moisture and provide nourishment
llm_v2_norm
1
true
face_0016
female
36-45
37
III
normal
wrinkles
dehydration
close-up studio portrait photograph of a 37 year old female adult, light-medium beige skin, healthy balanced skin, visible fine lines and wrinkles, subtle dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic,...
{"morning": [{"step": 1, "product": "Gentle cleanser", "key_ingredients": ["glycerin"], "purpose": "Cleanse without stripping"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["ceramides"], "purpose": "Support the skin barrier"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "...
1. Gentle cleanser (glycerin) — Cleanse without stripping 2. Moisturizer (ceramides) — Support the skin barrier 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Firming serum (retinol, peptides) — Smooth fine lines overnight 3. Night moisturizer (ceramides, hyaluronic acid) — Repair overnight
fallback
4
true
face_0017
male
36-45
45
IV
combination
dehydration
none
close-up studio portrait photograph of a 45 year old male adult, olive tan skin, combination skin with an oily t-zone, dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "To gently cleanse while hydrating"}, {"step": 2, "product": "Toner", "key_ingredients": ["Aloe vera"], "purpose": "To balance skin pH and soothe"}, {"step": 3, "product": "Serum", "key_ingredients": ["Vitamin C"], "purpos...
1. Cleansing milk (glycerin) — To gently cleanse while hydrating 2. Toner (Aloe vera) — To balance skin pH and soothe 3. Serum (Vitamin C) — To brighten and protect against environmental stressors 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing water (Sodium lauryl sulfate) — To deeply clean and remove makeup residue 2. Moisturizing cream (Jojoba oil) — To nourish and lock in moisture for daytime use 3. Nightly serum (Retinol 0.7%) — To promote cell turnover and improve texture
llm_v2_norm
1
true
face_0018
female
18-25
18
VI
dry
redness
none
close-up studio portrait photograph of a 18 year old female adult, deep dark brown skin, dry rough skin texture, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium hyaluronate"], "purpose": "Cleanse skin to remove impurities"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["glycerin"], "purpose": "Hydrate dry skin"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["avobenzone"],...
1. Cleanser (sodium hyaluronate) — Cleanse skin to remove impurities 2. Moisturizer (glycerin) — Hydrate dry skin 3. Sunscreen SPF 30 (avobenzone) — Protect against UVA/UVB rays
1. Cleanser (sulfur) — Remove makeup and cleanse skin 2. Serum (coenzyme Q10) — Reduce redness and inflammation 3. Face oil (arachidyl glucoside) — Intensify moisture absorption 4. Night cream (tocopherol) — Nourish and protect skin
llm_v2
3
true
face_0019
male
36-45
41
VI
oily
wrinkles
pigmentation
close-up studio portrait photograph of a 41 year old male adult, deep dark brown skin, oily shiny skin with enlarged pores, visible fine lines and wrinkles, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backgroun...
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sodium hyaluronate"], "purpose": "Pore cleansing and hydrating"}, {"step": 2, "product": "Serum containing vitamin C and niacinamide", "key_ingredients": ["ascorbic acid", "nicotinamide"], "purpose": "Brighten skin and reduce pigmentation"...
1. Foaming gel cleanser (sodium hyaluronate) — Pore cleansing and hydrating 2. Serum containing vitamin C and niacinamide (ascorbic acid, nicotinamide) — Brighten skin and reduce pigmentation 3. Moisturizing cream (carnauba wax, shea butter) — Moisture lock-up for dry skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV pr...
1. Cleanser with salicylic acid (salicylic acid) — Pore purging and unclog pores 2. Toner with witch hazel and green tea extract (witch hazel, green tea) — Calming and soothing for sensitive skin 3. Anti-wrinkle serum with caffeine and retinol (caffeine, retinol) — Reduce wrinkles and fine lines
llm_v2_norm
1
true
face_0020
male
18-25
18
III
normal
pigmentation
acne
close-up studio portrait photograph of a 18 year old male adult, light-medium beige skin, healthy balanced skin, dark spots and uneven hyperpigmentation patches, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backg...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Cleanse skin gently for normal skin type"}, {"step": 2, "product": "Toner", "key_ingredients": ["calendula extract"], "purpose": "Balancing pH level and soothing skin"}, {"step": 3, "product": "Serum containing vitamin C"...
1. Cleansing milk (glycerin) — Cleanse skin gently for normal skin type 2. Toner (calendula extract) — Balancing pH level and soothing skin 3. Serum containing vitamin C (vitamin C ascorbic acid) — Brighten and even out pigmentation 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing foam (sodium lauryl sulfate) — Deep cleanse and remove impurities 2. Moisturizing lotion (shea butter) — Replenish moisture and protect against dryness 3. Night cream with niacinamide (niacinamide) — Reduce inflammation and minimize acne scars
llm_v2_norm
1
true
face_0021
male
36-45
43
II
combination
pigmentation
none
close-up studio portrait photograph of a 43 year old male adult, fair skin, combination skin with an oily t-zone, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium hyaluronate"], "purpose": "Cleanse and hydrate"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycolic acid"], "purpose": "Exfoliate and brighten skin"}, {"step": 3, "product": "Serum", "key_ingredients": ["vitamin C", "arbutin"], "pur...
1. Cleanser (sodium hyaluronate) — Cleanse and hydrate 2. Toner (glycolic acid) — Exfoliate and brighten skin 3. Serum (vitamin C, arbutin) — Reduce pigmentation and even tone 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (sodium hyaluronate) — Cleanse and hydrate 2. Moisturizer (hyaluronic acid) — Replenish moisture 3. Night serum (serine, allantoin) — Soften texture and soothe
llm_v2_norm
2
true
face_0022
male
18-25
23
III
dry
acne
redness
close-up studio portrait photograph of a 23 year old male adult, light-medium beige skin, dry rough skin texture, mild acne breakouts on the cheeks and forehead, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, ...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Remove dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin"], "purpose": "Lock in moisture"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["avob...
1. Cleansing milk (sodium lauryl sulfate) — Remove dirt and impurities 2. Moisturizing cream (glycerin) — Lock in moisture 3. Sunscreen SPF 30 (avobenzone) — Protect skin from harmful UVA/UVB rays
1. Cleansing gel (cetyl alcohol) — Remove makeup and dirt 2. Acne treatment serum (salicylic acid) — Reduce acne and inflammation 3. Nighttime hydrating cream (tocopherol acetate) — Replenish moisture for better skin texture
llm_v2
1
true
face_0023
male
18-25
20
VI
oily
acne
none
close-up studio portrait photograph of a 20 year old male adult, deep dark brown skin, oily shiny skin with enlarged pores, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin te...
{"morning": [{"step": 1, "product": "Salicylic Acid Foaming Gel Cleanser", "key_ingredients": ["Salicylic Acid"], "purpose": "Clear pores and remove excess oil"}, {"step": 2, "product": "Acne-Reduction Moisturizer", "key_ingredients": ["Niacinamide"], "purpose": "Reduce redness and inflammation"}, {"step": 3, "product"...
1. Salicylic Acid Foaming Gel Cleanser (Salicylic Acid) — Clear pores and remove excess oil 2. Acne-Reduction Moisturizer (Niacinamide) — Reduce redness and inflammation 3. SPF 30 Broad-Spectrum Sunscreen (Zinc Oxide) — Protect skin from UVA/UVB rays
1. Gentle Oil-Free Cleanser (Salicylic Acid) — Remove any remaining dirt and oil 2. Anti-inflammatory Spot Treatment (Benzoyl Peroxide 2.5%) — Target and treat acne spots 3. Hyaluronic Acid Hydrating Cream (Hyaluronic Acid) — Replenish moisture and improve skin elasticity
llm_v2
1
true
face_0024
female
36-45
44
II
dry
pigmentation
dullness
close-up studio portrait photograph of a 44 year old female adult, fair skin, dry rough skin texture, dark spots and uneven hyperpigmentation patches, subtle dull tired-looking skin, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus...
{"morning": [{"product": "Gentle cleanser", "key_ingredients": ["glycerin"], "purpose": "Start with a clean base", "step": 1}, {"step": 2, "product": "Moisturizing toner", "key_ingredients": ["glycerin"], "purpose": "Hydrate dry skin"}, {"step": 3, "product": "Cleanser", "key_ingredients": ["sodium lauryl sulfate"], "p...
1. Gentle cleanser (glycerin) — Start with a clean base 2. Moisturizing toner (glycerin) — Hydrate dry skin 3. Cleanser (sodium lauryl sulfate) — Cleanse skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night cream (vitamin C) — Brighten and even out skin tone 3. Eye serum (retinol) — Reduce fine lines around eyes
llm_v2_norm
2
true
face_0025
male
60+
75
III
oily
pigmentation
none
close-up studio portrait photograph of a 75 year old male adult, light-medium beige skin, oily shiny skin with enlarged pores, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on ski...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium hyaluronate"], "purpose": "Clarify skin"}, {"step": 2, "product": "Toning spray", "key_ingredients": ["glycolic acid"], "purpose": "Even out tone"}, {"step": 3, "product": "Facial mist", "key_ingredients": ["aloe vera"], "purpose": "Moisturize ...
1. Cleanser (sodium hyaluronate) — Clarify skin 2. Toning spray (glycolic acid) — Even out tone 3. Facial mist (aloe vera) — Moisturize skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night cream (vitamin C, serine) — Replenish moisture 3. Eye cream (retinol, anthocyanins) — Reduce dark circles and fine lines 4. Sunscreen SPF 50 (oxybenzone, octinoxate) — Protect against UVA/UVB rays
llm_v2_norm
1
true
face_0026
male
36-45
45
VI
combination
redness
dullness
close-up studio portrait photograph of a 45 year old male adult, deep dark brown skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, subtle dull tired-looking skin, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealist...
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sulfur dioxide"], "purpose": "Cleanse and reduce redness"}, {"step": 2, "product": "Toner", "key_ingredients": ["calamine"], "purpose": "Balanced pH and soothe"}, {"product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "purpose"...
1. Foaming gel cleanser (sulfur dioxide) — Cleanse and reduce redness 2. Toner (calamine) — Balanced pH and soothe 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (ammonium lauryl sulfate) — Removes makeup and impurities 2. Serum (retinol) — Reduces redness and improves texture 3. Moisturizer (hyaluronic acid) — Hydrates skin
llm_v2_norm
1
true
face_0027
male
46-60
59
II
normal
pigmentation
wrinkles
close-up studio portrait photograph of a 59 year old male adult, fair skin, healthy balanced skin, dark spots and uneven hyperpigmentation patches, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp ...
{"morning": [{"step": 1, "product": "Cleanser with salicylic acid", "key_ingredients": ["sodium hyaluronate"], "purpose": "Clarify skin and reduce inflammation"}, {"step": 2, "product": "Toner with niacinamide", "key_ingredients": ["vitamin C"], "purpose": "Even out tone and brighten skin"}, {"step": 3, "product": "Moi...
1. Cleanser with salicylic acid (sodium hyaluronate) — Clarify skin and reduce inflammation 2. Toner with niacinamide (vitamin C) — Even out tone and brighten skin 3. Moisturizer with ceramides (jojoba esters) — Replenish moisture and strengthen skin barrier 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser with alpha arbutin (arbutin) — Reduce pigmentation and dark spots 2. Serum with caffeine and peptides (caffeine, peptides) — Anti-wrinkle and firm skin 3. Eye cream with retinol (retinol) — Smooth wrinkles and tighten skin around eyes
llm_v2_norm
1
true
face_0028
female
46-60
50
IV
normal
wrinkles
redness
close-up studio portrait photograph of a 50 year old female adult, olive tan skin, healthy balanced skin, visible fine lines and wrinkles, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp f...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["glycolic acid"], "purpose": "Brighten skin and exfoliate"}, {"step": 2, "product": "Toner", "key_ingredients": ["aloe vera"], "purpose": "Hydrate and soothe"}, {"product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "purpose": "Daily UV pro...
1. Cleanser (glycolic acid) — Brighten skin and exfoliate 2. Toner (aloe vera) — Hydrate and soothe 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Serum (vitamin C) — Brighten and protect against free radicals 3. Moisturizer (squalane) — Lock in moisture
llm_v2_norm
2
true
face_0029
female
36-45
43
II
combination
redness
dullness
close-up studio portrait photograph of a 43 year old female adult, fair skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, subtle dull tired-looking skin, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp...
{"morning": [{"step": 1, "product": "Cleansing foam", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Remove dirt and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin"], "purpose": "Balancing pH and hydrating skin"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["av...
1. Cleansing foam (sodium lauryl sulfate) — Remove dirt and impurities 2. Toner (glycerin) — Balancing pH and hydrating skin 3. Sunscreen SPF 50 (avobenzone) — Protect against UVA/UVB rays
1. Cleansing milk (cetyl alcohol) — Lipid-lowering to prevent clogged pores 2. Serum containing hyaluronic acid and niacinamide (hyaluronic acid, niacinamide) — Replenish moisture and soothe redness 3. Moisturizing cream (shea butter) — Intensify hydration and calm inflammation
llm_v2
1
true
face_0030
male
26-35
31
II
normal
redness
dehydration
close-up studio portrait photograph of a 31 year old male adult, fair skin, healthy balanced skin, flushed irritated redness on the cheeks, subtle dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp f...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Cleanse and hydrate"}, {"step": 2, "product": "Toner", "key_ingredients": ["calendula extract"], "purpose": "Balanced pH and soothe redness"}, {"step": 3, "product": "Serum", "key_ingredients": ["vitamin C", "green tea"],...
1. Cleansing milk (glycerin) — Cleanse and hydrate 2. Toner (calendula extract) — Balanced pH and soothe redness 3. Serum (vitamin C, green tea) — Brighten skin tone and reduce inflammation 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Moisturizer (squalane) — Hydrate and protect 3. Night cream (shea butter, jojoba) — Intensive moisture and nourishment 4. Eye cream (serine) — Reduce puffiness and fine lines around eyes
llm_v2_norm
2
true
face_0031
male
26-35
31
I
oily
dehydration
acne
close-up studio portrait photograph of a 31 year old male adult, very fair porcelain skin, oily shiny skin with enlarged pores, dehydrated skin with dry flaky patches, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lift away dirt and impurities for fresh skin"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin"], "purpose": "Balances pH and tightens pores"}, {"step": 3, "product": "Moisturizer", "key_ingred...
1. Cleansing milk (sodium lauryl sulfate) — Lift away dirt and impurities for fresh skin 2. Toner (glycerin) — Balances pH and tightens pores 3. Moisturizer (aloe vera) — Nourishes dry skin and reduces flakiness 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (sodium lauryl sulfate) — Lift away makeup and impurities 2. Exfoliant (lactic acid) — Reduces blackheads and unclogs pores 3. Serum (vitamin C) — Fights acne and brightens complexion 4. Night cream (shea butter) — Replenishes moisture and soothes the skin
llm_v2_norm
1
true
face_0032
male
46-60
49
IV
normal
dullness
redness
close-up studio portrait photograph of a 49 year old male adult, olive tan skin, healthy balanced skin, dull tired-looking skin, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on sk...
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Remove impurities and open pores"}, {"step": 2, "product": "Hydrating toner", "key_ingredients": ["glycerin", "salicylic acid"], "purpose": "Tone and hydrate skin"}, {"step": 3, "product": "Sunscreen SP...
1. Foaming gel cleanser (sodium lauryl sulfate) — Remove impurities and open pores 2. Hydrating toner (glycerin, salicylic acid) — Tone and hydrate skin 3. Sunscreen SPF 30 (zinc oxide) — Protect from UV
1. Foaming gel cleanser (sodium lauryl sulfate) — Remove impurities and open pores 2. Spot treatment (alpha arbutin) — Target redness 3. Light gel moisturizer (hyaluronic acid, vitamin C) — Hydrate and brighten skin
llm_clean
1
true
face_0033
male
18-25
23
IV
oily
pigmentation
none
close-up studio portrait photograph of a 23 year old male adult, olive tan skin, oily shiny skin with enlarged pores, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Remove dirt and impurities"}, {"step": 2, "product": "Pigment-fading serum", "key_ingredients": ["vitamin C", "arbutin"], "purpose": "Brighten skin tone and reduce pigmentation"}, {"step": 3, "product":...
1. Foaming gel cleanser (sodium lauryl sulfate) — Remove dirt and impurities 2. Pigment-fading serum (vitamin C, arbutin) — Brighten skin tone and reduce pigmentation 3. Sunscreen SPF 30 (avobenzone, oxybenzone) — Protect against UV damage
1. Cleansing milk (cetyl alcohol, glycerin) — Cleanse skin gently 2. Night cream (hibiscus extract, green tea polyphenols) — Moisturize and soothe skin 3. Eye cream (hyaluronic acid, vitamin E) — Reduce fine lines and puffiness around eyes
llm_v2
1
true
face_0034
male
26-35
34
II
dry
dehydration
pigmentation
close-up studio portrait photograph of a 34 year old male adult, fair skin, dry rough skin texture, dehydrated skin with dry flaky patches, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Cleanse skin"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter"], "purpose": "Nourish dry skin"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["avobenzone"], "...
1. Cleansing milk (sodium lauryl sulfate) — Cleanse skin 2. Moisturizing cream (shea butter) — Nourish dry skin 3. Sunscreen SPF 30 (avobenzone) — Protect against UV rays
1. Cleansing water (glycerin) — Lay down a fresh canvas for nourishment 2. Eye cream (vitamin E) — Smooth out fine lines around eyes 3. Serum containing niacinamide (niacinamide) — Reduce pigmentation 4. Nighttime moisturizer (aloe vera) — Lock in moisture overnight
llm_v2
1
true
face_0035
female
18-25
19
II
normal
dullness
acne
close-up studio portrait photograph of a 19 year old female adult, fair skin, healthy balanced skin, dull tired-looking skin, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus o...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["glycolic acid"], "purpose": "Brighten skin and exfoliate"}, {"step": 2, "product": "Toner", "key_ingredients": ["aloe vera"], "purpose": "Soften skin and balance pH"}, {"product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "purpose": "Dail...
1. Cleanser (glycolic acid) — Brighten skin and exfoliate 2. Toner (aloe vera) — Soften skin and balance pH 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (sodium hyaluronate) — Cleanse and hydrate 2. Serum (vitamin C, green tea) — Brighten and protect against free radicals 3. Moisturizer (shea butter, squalane) — Replenish moisture and lock in hydration
llm_v2_norm
1
true
face_0036
male
36-45
43
VI
dry
acne
pigmentation
close-up studio portrait photograph of a 43 year old male adult, deep dark brown skin, dry rough skin texture, mild acne breakouts on the cheeks and forehead, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backgro...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Cleanse skin and hydrate"}, {"step": 2, "product": "Toner (AHA/BHA solution)", "key_ingredients": ["salicylic acid", "citric acid"], "purpose": "Exfoliate and brighten skin"}, {"product": "Sunscreen SPF 50", "key_ingredie...
1. Cleansing milk (glycerin) — Cleanse skin and hydrate 2. Toner (AHA/BHA solution) (salicylic acid, citric acid) — Exfoliate and brighten skin 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing milk (glycerin) — Cleanse skin and hydrate 2. Serum (anti-aging peptide complex) (L-Ascorbic Acid, Peptides) — Reduce pigmentation and improve texture 3. Moisturizer (hyaluronic acid, vitamin E) — Nourish skin and retain moisture
llm_v2_norm
1
true
face_0037
female
36-45
43
III
oily
acne
dehydration
close-up studio portrait photograph of a 43 year old female adult, light-medium beige skin, oily shiny skin with enlarged pores, mild acne breakouts on the cheeks and forehead, subtle dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gra...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Cleanse and hydrate"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid"], "purpose": "Reduce inflammation and control oil production"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["a...
1. Cleansing milk (glycerin) — Cleanse and hydrate 2. Toner (salicylic acid) — Reduce inflammation and control oil production 3. Sunscreen SPF 30 (avobenzone, octinoxate) — Protect against UVA/UVB rays
1. Cleansing cream (sodium lactate) — Pore refining and skin purifying 2. Serum containing niacinamide (Niacinamide) — Replenish moisture and reduce redness 3. Moisturizing cream (aloe vera) — Intensify hydration for daytime use
llm_v2
1
true
face_0038
male
18-25
25
VI
dry
dullness
none
close-up studio portrait photograph of a 25 year old male adult, deep dark brown skin, dry rough skin texture, dull tired-looking skin, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Remove dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter"], "purpose": "Hydrate skin to combat dryness"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["...
1. Cleansing milk (glycerin) — Remove dirt and impurities 2. Moisturizing cream (shea butter) — Hydrate skin to combat dryness 3. Sunscreen SPF 30 (avobenzone) — Protect skin from harmful UV rays
1. Cleansing water (sodium lauryl sulfate) — Lay down fresh canvas for new products 2. Serum containing hyaluronic acid (hyaluronic acid) — Replenish moisture and improve elasticity 3. Face oil (jojoba oil) — Lock in moisture and provide nourishment
llm_v2
3
true
face_0039
female
46-60
47
IV
oily
wrinkles
none
close-up studio portrait photograph of a 47 year old female adult, olive tan skin, oily shiny skin with enlarged pores, visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lift away impurities and gently cleanse"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin", "vitamin E"], "purpose": "Replenish moisture and protect skin barrier"}, {"step": 3, "pr...
1. Cleansing milk (sodium lauryl sulfate) — Lift away impurities and gently cleanse 2. Moisturizing cream (glycerin, vitamin E) — Replenish moisture and protect skin barrier 3. Sunscreen SPF 30 (avobenzone, oxybenzone) — Protect against UVA/UVB rays
1. Cleansing water (sulfuric acid) — Deeply cleanse and exfoliate 2. Serum containing retinol (retinol, tocopherol (Vitamin E)) — Promote collagen production and improve skin elasticity 3. Moisturizing lotion (hyaluronic acid, lecithin) — Lock in moisture and hydrate skin
llm_v2
1
true
face_0040
female
46-60
52
V
combination
redness
wrinkles
close-up studio portrait photograph of a 52 year old female adult, brown skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealist...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin", "sodium lauryl sulfate"], "purpose": "Cleanse and balance"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid", "mannitol"], "purpose": "Balanced pH, soothe redness"}, {"step": 3, "product": "Serum", "key_ingredient...
1. Cleansing milk (glycerin, sodium lauryl sulfate) — Cleanse and balance 2. Toner (salicylic acid, mannitol) — Balanced pH, soothe redness 3. Serum (hyaluronic acid, vitamin C) — Moisture, brighten skin tone 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing milk (glycerin, sodium lauryl sulfate) — Cleanse and balance 2. Toner (salicylic acid, mannitol) — Balanced pH, soothe redness 3. Night cream (hibiscus extract, green tea) — Moisture, reduce wrinkles
llm_v2_norm
1
true
face_0041
female
60+
69
I
normal
redness
none
close-up studio portrait photograph of a 69 year old female adult, very fair porcelain skin, healthy balanced skin, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin", "sodium lauryl sulfate"], "purpose": "Cleanse and hydrate"}, {"step": 2, "product": "Toner", "key_ingredients": ["aloe vera extract", "rose water"], "purpose": "Balancing and soothing"}, {"product": "Sunscreen SPF 50", "key_ingredient...
1. Cleansing milk (glycerin, sodium lauryl sulfate) — Cleanse and hydrate 2. Toner (aloe vera extract, rose water) — Balancing and soothing 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night cream (vitamin E, squalane) — Moisture and repair 3. Serum (green tea extract, coenzyme Q10) — Reduction of redness and inflammation
llm_v2_norm
1
true
face_0042
male
60+
75
IV
dry
pigmentation
none
close-up studio portrait photograph of a 75 year old male adult, olive tan skin, dry rough skin texture, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lift away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter"], "purpose": "Lock in moisture for dry skin"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ...
1. Cleansing milk (glycerin) — Lift away dirt and impurities 2. Moisturizing cream (shea butter) — Lock in moisture for dry skin 3. Sunscreen SPF 30 (avobenzone) — Protect against UVA/UVB rays
1. Cleansing foam (sodium lauryl sulfate) — Remove makeup and impurities 2. Retinol serum (retinyl palmitate) — Promote cell turnover to fade pigmentation 3. Night cream (tocopherol (Vitamin E)) — Replenish moisture and support collagen production
llm_v2
4
true
face_0043
male
60+
73
V
combination
dehydration
dullness
close-up studio portrait photograph of a 73 year old male adult, brown skin, combination skin with an oily t-zone, dehydrated skin with dry flaky patches, subtle dull tired-looking skin, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp f...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Clarify skin and hydrate"}, {"step": 2, "product": "Toner", "key_ingredients": ["aloe vera extract"], "purpose": "Balancing pH and refreshing skin"}, {"step": 3, "product": "Serum", "key_ingredients": ["hyaluronic acid"],...
1. Cleansing milk (glycerin) — Clarify skin and hydrate 2. Toner (aloe vera extract) — Balancing pH and refreshing skin 3. Serum (hyaluronic acid) — Moisturize and improve elasticity 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing gel (sodium lactate) — Residue removal and soothe dryness 2. Eye cream (vitamin E) — Reduce fine lines around eyes 3. Moisturizing lotion (coconut oil) — Intensive moisture for all skin types 4. Night cream (shea butter) — Repair and protect skin during sleep
llm_v2_norm
1
true
face_0044
male
26-35
31
IV
normal
acne
none
close-up studio portrait photograph of a 31 year old male adult, olive tan skin, healthy balanced skin, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycolic acid"], "purpose": "Exfoliate and clear pores"}, {"step": 2, "product": "Water-based toner", "key_ingredients": ["calendula extract"], "purpose": "Reduce inflammation and soothe skin"}, {"step": 3, "product": "Moisturizing cream", "key_...
1. Cleansing milk (glycolic acid) — Exfoliate and clear pores 2. Water-based toner (calendula extract) — Reduce inflammation and soothe skin 3. Moisturizing cream (squalane) — Lock in moisture and protect against environmental stressors 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing foam (sodium lactate) — Prevent acne by reducing bacteria growth 2. Acne-fighting serum (citric acid 20%) — Target acne-prone areas 3. Nightly mask (salicylic acid 2%) — Soften and exfoliate skin for smoother texture
llm_v2_norm
1
true
face_0045
male
36-45
40
III
oily
pigmentation
none
close-up studio portrait photograph of a 40 year old male adult, light-medium beige skin, oily shiny skin with enlarged pores, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on ski...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lay down a gentle barrier to prevent dirt and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycolic acid"], "purpose": "Exfoliate and brighten skin for a clearer complexion"}, {"step": 3...
1. Cleansing milk (sodium lauryl sulfate) — Lay down a gentle barrier to prevent dirt and impurities 2. Toner (glycolic acid) — Exfoliate and brighten skin for a clearer complexion 3. Sunscreen SPF 30 (avobenzone) — Protect against harmful UVA/UVB rays while keeping your skin hydrated
1. Cleansing balm (squalane) — Pore-refining and deeply cleanse the skin 2. Serum containing vitamin C (ascorbic acid) — Brighten and even out skin tone 3. Moisturizing cream (carnitine) — Replenish moisture lost during the day and keep the skin looking smooth
llm_v2
1
true
face_0046
male
60+
67
VI
dry
dehydration
pigmentation
close-up studio portrait photograph of a 67 year old male adult, deep dark brown skin, dry rough skin texture, dehydrated skin with dry flaky patches, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, pho...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sulfur"], "purpose": "Clarify skin"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["glycerin"], "purpose": "Replenish moisture"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["avobenzone"], "purpose": "Protect against su...
1. Cleanser (sulfur) — Clarify skin 2. Moisturizer (glycerin) — Replenish moisture 3. Sunscreen SPF 30 (avobenzone) — Protect against sun damage
1. Cleanser (sodium hyaluronate) — Cleanse and hydrate 2. Serum (vitamin C, alpha arbutin) — Brighten and reduce pigmentation 3. Night cream (ecofuels) — Nourish and protect skin
llm_v2
1
true
face_0047
female
18-25
23
IV
dry
acne
redness
close-up studio portrait photograph of a 23 year old female adult, olive tan skin, dry rough skin texture, mild acne breakouts on the cheeks and forehead, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photore...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lift away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin"], "purpose": "Lock in moisture to prevent dryness"}, {"step": 3, "product": "Sunscreen SPF 30", "ke...
1. Cleansing milk (sodium lauryl sulfate) — Lift away dirt and impurities 2. Moisturizing cream (glycerin) — Lock in moisture to prevent dryness 3. Sunscreen SPF 30 (octinoxate, oxybenzone) — Protect skin from harmful UV rays
1. Cleansing foam (cetyl alcohol) — Remove makeup and impurities 2. Toner (salicylic acid) — Balance pH and control oil production 3. Night serum (allantoin) — Soften and soothe redness 4. Moisturizing lotion (shea butter) — Replenish moisture for overnight repair
llm_v2
2
true
face_0048
female
60+
66
IV
combination
acne
redness
close-up studio portrait photograph of a 66 year old female adult, olive tan skin, combination skin with an oily t-zone, mild acne breakouts on the cheeks and forehead, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backg...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["Salicylic Acid"], "purpose": "To clear pores and remove excess oil."}, {"step": 2, "product": "Toner", "key_ingredients": ["Aloe Vera Gel"], "purpose": "To soothe and balance skin tone."}, {"step": 3, "product": "Serum", "key_ingredients": ["Niacinami...
1. Cleanser (Salicylic Acid) — To clear pores and remove excess oil. 2. Toner (Aloe Vera Gel) — To soothe and balance skin tone. 3. Serum (Niacinamide) — To improve texture and reduce redness. 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (Salicylic Acid) — To remove any remaining makeup and impurities. 2. Moisturizer (Squalane) — To hydrate and protect the skin. 3. Night Cream (Vitamin E) — To nourish the skin and promote cell regeneration.
llm_v2_norm
1
true
face_0049
male
60+
68
V
oily
dehydration
redness
close-up studio portrait photograph of a 68 year old male adult, brown skin, oily shiny skin with enlarged pores, dehydrated skin with dry flaky patches, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorea...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lift away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin"], "purpose": "Lock in moisture to prevent dryness"}, {"step": 3, "product": "Sunscreen SPF 30", "ke...
1. Cleansing milk (sodium lauryl sulfate) — Lift away dirt and impurities 2. Moisturizing cream (glycerin) — Lock in moisture to prevent dryness 3. Sunscreen SPF 30 (avobenzone) — Protect skin from harmful UV rays
1. Cleansing foam (sulfur) — Purge any remaining makeup or oils 2. Serum containing hyaluronic acid (hyaluronic acid) — Replenish lost moisture 3. Night cream with ceramides (ceramide) — Support skin barrier function
llm_v2
1
true
face_0050
male
26-35
27
II
dry
wrinkles
none
close-up studio portrait photograph of a 27 year old male adult, fair skin, dry rough skin texture, visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lifts away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter"], "purpose": "Replenishes moisture and protects skin barrier"}, {"step": 3, "product": "Sunscreen SPF 30", "...
1. Cleansing milk (glycerin) — Lifts away dirt and impurities 2. Moisturizing cream (shea butter) — Replenishes moisture and protects skin barrier 3. Sunscreen SPF 30 (avobenzone) — Prevents sun damage and improves skin texture
1. Cleansing water (amidopropyl dimethylamine) — Removes makeup and impurities 2. Serum containing retinol (retinol) — Promotes collagen production and reduces wrinkles 3. Moisturizing lotion (carnauba wax) — Fills in fine lines and provides long-lasting hydration
llm_v2
3
true
face_0051
female
46-60
50
III
combination
redness
none
close-up studio portrait photograph of a 50 year old female adult, light-medium beige skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin tex...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Cleanse skin"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycolic acid"], "purpose": "Reduce redness and tone skin"}, {"step": 3, "product": "Serum", "key_ingredients": ["vitamin C"], "purpose": "Bright...
1. Cleanser (sodium lauryl sulfate) — Cleanse skin 2. Toner (glycolic acid) — Reduce redness and tone skin 3. Serum (vitamin C) — Brighten and protect skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (cetyl alcohol) — Remove makeup and cleanse skin 2. Moisturizer (jojoba esters) — Replenish moisture 3. Night cream (allantoin) — Soften and soothe skin 4. Sunscreen SPF 30 (avobenzone) — Protect against UVA/UVB rays
llm_v2_norm
2
true
face_0052
male
60+
65
I
oily
acne
pigmentation
close-up studio portrait photograph of a 65 year old male adult, very fair porcelain skin, oily shiny skin with enlarged pores, mild acne breakouts on the cheeks and forehead, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain l...
{"morning": [{"step": 1, "product": "Gentle cleanser", "key_ingredients": ["glycerin"], "purpose": "Cleanse without stripping"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["ceramides"], "purpose": "Support the skin barrier"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "...
1. Gentle cleanser (glycerin) — Cleanse without stripping 2. Moisturizer (ceramides) — Support the skin barrier 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Niacinamide 10% serum (niacinamide, zinc pca) — Calm breakouts and regulate oil 3. Night moisturizer (ceramides, hyaluronic acid) — Repair overnight
fallback
4
true
face_0053
female
60+
64
IV
normal
redness
wrinkles
close-up studio portrait photograph of a 64 year old female adult, olive tan skin, healthy balanced skin, flushed irritated redness on the cheeks, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp f...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium hyaluronate"], "purpose": "Cleanse and hydrate skin for normal skin type"}, {"step": 2, "product": "Toner", "key_ingredients": ["green tea extract"], "purpose": "Balances pH and reduces redness"}, {"step": 3, "product": "Moisturizer", "ke...
1. Cleansing milk (sodium hyaluronate) — Cleanse and hydrate skin for normal skin type 2. Toner (green tea extract) — Balances pH and reduces redness 3. Moisturizer (jojoba oil) — Nourishes and protects against environmental stressors 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing gel (glycerin) — Removes makeup and dirt without stripping natural oils 2. Serum (vitamin C) — Targets wrinkles and improves skin tone 3. Eye cream (allantoin) — Reduces fine lines around eyes
llm_v2_norm
1
true
face_0054
female
18-25
18
VI
combination
acne
none
close-up studio portrait photograph of a 18 year old female adult, deep dark brown skin, combination skin with an oily t-zone, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lift away dirt and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid"], "purpose": "Reduce inflammation and control oil production"}, {"step": 3, "product": "Serum", "key_ingre...
1. Cleansing milk (sodium lauryl sulfate) — Lift away dirt and impurities 2. Toner (salicylic acid) — Reduce inflammation and control oil production 3. Serum (retinol) — Promote cell turnover and improve skin texture 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing cream (glycolic acid) — Exfoliate and balance skin pH 2. Moisturizer (allantoin) — Nourish and hydrate skin 3. Night cream (hyaluronic acid) — Lock in moisture and reduce signs of aging
llm_v2_norm
1
true
face_0055
male
18-25
20
V
oily
dullness
dehydration
close-up studio portrait photograph of a 20 year old male adult, brown skin, oily shiny skin with enlarged pores, dull tired-looking skin, subtle dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp fo...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Cleanse skin without stripping natural oils"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid"], "purpose": "Balancing pH and reducing excess oil"}, {"step": 3, "product": "Moisturizer", "key_ingredie...
1. Cleansing milk (glycerin) — Cleanse skin without stripping natural oils 2. Toner (salicylic acid) — Balancing pH and reducing excess oil 3. Moisturizer (squalane) — Hydrate and improve skin texture 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night cream (vitamin C, hyaluronic acid) — Replenish moisture and brighten skin 3. Eye cream (retinol) — Reduce fine lines around eyes 4. Serum (alpha arbutin, green tea extract) — Brighten and hydrate skin 5. Sunscreen SPF 50 (oxybenzone) — Protect against UVA/UVB rays
llm_v2_norm
2
true
face_0056
male
26-35
27
III
normal
redness
none
close-up studio portrait photograph of a 27 year old male adult, light-medium beige skin, healthy balanced skin, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sulfate-free", "ammonium lauryl sulfate"], "purpose": "Cleanse skin gently"}, {"step": 2, "product": "Toner", "key_ingredients": ["aqua (water)", "glycerin", "salicylic acid"], "purpose": "Balance pH and soothe redness"}, {"step": 3, "product": ...
1. Cleansing milk (sulfate-free, ammonium lauryl sulfate) — Cleanse skin gently 2. Toner (aqua (water), glycerin, salicylic acid) — Balance pH and soothe redness 3. Moisturizer (cetrimonium chloride, panthenol) — Nourish skin and reduce redness 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (cetyl alcohol, isopropyl myristate) — Lay down fresh foundation for makeup application 2. Serum (vitamin C, serine) — Brighten and calm skin 3. Night cream (hydrolyzed collagen, glucose) — Replenish moisture while promoting cell turnover
llm_v2_norm
1
true
face_0057
female
36-45
45
III
normal
acne
none
close-up studio portrait photograph of a 45 year old female adult, light-medium beige skin, healthy balanced skin, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium hyaluronate"], "purpose": "Cleanse and hydrate skin"}, {"step": 2, "product": "Toner", "key_ingredients": ["calendula extract"], "purpose": "Balances pH and soothes skin"}, {"step": 3, "product": "Moisturizer", "key_ingredients": ["glycerin"], ...
1. Cleanser (sodium hyaluronate) — Cleanse and hydrate skin 2. Toner (calendula extract) — Balances pH and soothes skin 3. Moisturizer (glycerin) — Nourishes dry skin and prevents dehydration 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (sodium lauryl sulfate) — Removes makeup and dirt 2. Exfoliant (glycolic acid) — Reduces the appearance of fine lines and improves texture 3. Serum (vitamin C) — Brightens skin and reduces inflammation
llm_v2_norm
2
true
face_0058
male
46-60
53
V
combination
dullness
pigmentation
close-up studio portrait photograph of a 53 year old male adult, brown skin, combination skin with an oily t-zone, dull tired-looking skin, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Exfoliate skin"}, {"step": 2, "product": "Toner (astringent)", "key_ingredients": ["calamine"], "purpose": "Balance pH"}, {"step": 3, "product": "Serum (containing vitamin C)", "key_ingredients": ["ascorbic acid"], "purpo...
1. Cleansing milk (glycerin) — Exfoliate skin 2. Toner (astringent) (calamine) — Balance pH 3. Serum (containing vitamin C) (ascorbic acid) — Brighten skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing cream (cetyl alcohol) — Cleanse thoroughly 2. Eye cream (vitamin E) — Reduce pigmentation around eyes 3. Moisturizing lotion (squalane) — Nourish dry skin
llm_v2_norm
1
true
face_0059
male
46-60
48
I
oily
dehydration
wrinkles
close-up studio portrait photograph of a 48 year old male adult, very fair porcelain skin, oily shiny skin with enlarged pores, dehydrated skin with dry flaky patches, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, ph...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lifts away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter"], "purpose": "Replenishes skin moisture and nourishes dry areas"}, {"step": 3, "product": "Sunscreen SPF 30"...
1. Cleansing milk (glycerin) — Lifts away dirt and impurities 2. Moisturizing cream (shea butter) — Replenishes skin moisture and nourishes dry areas 3. Sunscreen SPF 30 (octinoxate) — Protects against UVA/UVB rays
1. Cleansing foam (sodium lauryl sulfate) — Removes makeup and impurities 2. Serum containing hyaluronic acid (hyaluronic acid) — Plumps and hydrates skin 3. Night cream (vitamin C) — Antioxidant to protect skin from free radicals
llm_v2
2
true
face_0060
male
18-25
25
VI
oily
dehydration
acne
close-up studio portrait photograph of a 25 year old male adult, deep dark brown skin, oily shiny skin with enlarged pores, dehydrated skin with dry flaky patches, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray bac...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "To remove makeup and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin"], "purpose": "To hydrate and balance skin pH"}, {"step": 3, "product": "Serum", "key_ingredients": ["Lactobaci...
1. Cleansing milk (sodium lauryl sulfate) — To remove makeup and impurities 2. Toner (glycerin) — To hydrate and balance skin pH 3. Serum (Lactobacillus Ferment Factor (LFA)) — To improve skin texture and reduce acne 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Nightly cleanser (sulfur) — To deeply cleanse and purify the skin 2. Moisturizing cream (shea butter) — To provide intense hydration and soothe dryness 3. Eye serum (allantoin) — To minimize fine lines around eyes
llm_v2_norm
1
true
face_0061
female
46-60
52
III
normal
wrinkles
acne
close-up studio portrait photograph of a 52 year old female adult, light-medium beige skin, healthy balanced skin, visible fine lines and wrinkles, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photore...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Cleanse skin gently"}, {"step": 2, "product": "Niacinamide toner", "key_ingredients": ["niacinamide"], "purpose": "Reduce inflammation and improve skin texture"}, {"step": 3, "product": "Facial mist", "key_ingredients": [...
1. Cleansing milk (glycerin) — Cleanse skin gently 2. Niacinamide toner (niacinamide) — Reduce inflammation and improve skin texture 3. Facial mist (aloe vera) — Hydrate and soothe skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night cream (squalane) — Moisture and protect skin 3. Retinol serum (retinol) — Promote collagen production and prevent wrinkles 4. Sunscreen SPF 30 (octocrylene, oxybenzone) — Protect against UVA/UVB rays
llm_v2_norm
1
true
face_0062
female
26-35
35
IV
combination
dullness
wrinkles
close-up studio portrait photograph of a 35 year old female adult, olive tan skin, combination skin with an oily t-zone, dull tired-looking skin, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp fo...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Remove makeup and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin"], "purpose": "Balances skin pH and hydrates"}, {"step": 3, "product": "Serum", "key_ingredients": ["retinol"], "p...
1. Cleansing milk (sodium lauryl sulfate) — Remove makeup and impurities 2. Toner (glycerin) — Balances skin pH and hydrates 3. Serum (retinol) — Improves skin texture and reduces fine lines 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing cream (cetyl alcohol) — Removes all traces of dirt and makeup 2. Moisturizing lotion (shea butter) — Heals dry patches and improves overall moisture levels 3. Eye cream (vitamin E) — Reduces wrinkles and dark circles around eyes
llm_v2_norm
2
true
face_0063
female
60+
64
III
combination
dullness
none
close-up studio portrait photograph of a 64 year old female adult, light-medium beige skin, combination skin with an oily t-zone, dull tired-looking skin, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["glycolic acid"], "purpose": "Exfoliate and balance skin tone"}, {"step": 2, "product": "Toner", "key_ingredients": ["aloe vera"], "purpose": "Hydrate and soothe"}, {"step": 3, "product": "Serum", "key_ingredients": ["retinol"], "purpose": "Promote col...
1. Cleanser (glycolic acid) — Exfoliate and balance skin tone 2. Toner (aloe vera) — Hydrate and soothe 3. Serum (retinol) — Promote collagen production for smoother skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (sodium hyaluronate) — Moisturize and cleanse 2. Eye cream (vitamin C) — Reduce dark circles and fine lines around eyes 3. Night serum (serine) — Nourish and hydrate skin
llm_v2_norm
2
true
face_0064
male
46-60
47
I
dry
redness
pigmentation
close-up studio portrait photograph of a 47 year old male adult, very fair porcelain skin, dry rough skin texture, flushed irritated redness on the cheeks, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sulfur"], "purpose": "To cleanse dry skin and reduce redness"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["shea butter"], "purpose": "To hydrate and soothe dry skin while reducing redness"}, {"step": 3, "product": "Sunscreen SPF 30", "...
1. Cleanser (sulfur) — To cleanse dry skin and reduce redness 2. Moisturizer (shea butter) — To hydrate and soothe dry skin while reducing redness 3. Sunscreen SPF 30 (oxybenzone) — To protect against UVA/UVB rays
1. Cleanser (glycerin) — To gently remove dirt and impurities without stripping moisture 2. Serum (vitamin C) — To brighten skin tone and improve pigmentation 3. Lipid-replenishing cream (carnauba wax) — To restore skin barrier function and provide long-lasting hydration
llm_v2
1
true
face_0065
female
36-45
44
V
oily
wrinkles
redness
close-up studio portrait photograph of a 44 year old female adult, brown skin, oily shiny skin with enlarged pores, visible fine lines and wrinkles, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealisti...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["squalane"], "purpose": "Cleanse and hydrate"}, {"step": 2, "product": "Serum containing retinol and hyaluronic acid", "key_ingredients": ["retinol", "hyaluronic acid"], "purpose": "Reduce wrinkles and improve skin texture"}, {"step": 3, "product...
1. Cleansing milk (squalane) — Cleanse and hydrate 2. Serum containing retinol and hyaluronic acid (retinol, hyaluronic acid) — Reduce wrinkles and improve skin texture 3. Moisturizing cream (carnosine, squalene) — Hydrate and protect against redness 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Foaming gel cleanser (salicylic acid) — Remove makeup and cleanse 2. Eye serum with caffeine and niacinamide (caffeine, niacinamide) — Reduce fine lines and puffiness around eyes 3. Sunscreen SPF 30 (avobenzone, octinoxate) — Protect skin from harmful UV rays
llm_v2_norm
1
true
face_0066
male
46-60
55
I
oily
dullness
none
close-up studio portrait photograph of a 55 year old male adult, very fair porcelain skin, oily shiny skin with enlarged pores, dull tired-looking skin, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin texture
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lifts dirt and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid"], "purpose": "Balances skin pH and reduces inflammation"}, {"step": 3, "product": "Serum", "key_ingredients": ["retinol"], ...
1. Cleansing milk (glycerin) — Lifts dirt and impurities 2. Toner (salicylic acid) — Balances skin pH and reduces inflammation 3. Serum (retinol) — Promotes cell turnover and improves texture 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (water-based) — Removes makeup and excess oil 2. Moisturizer (hyaluronic acid) — Nourishes and hydrates skin 3. Night cream (vitamin C) — Targets fine lines and dark spots
llm_v2_norm
1
true
face_0067
female
26-35
34
III
dry
redness
dehydration
close-up studio portrait photograph of a 34 year old female adult, light-medium beige skin, dry rough skin texture, flushed irritated redness on the cheeks, subtle dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photor...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["squalane"], "purpose": "Cleanse skin and hydrate"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin"], "purpose": "Nourish dry skin and soothe redness"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ["...
1. Cleansing milk (squalane) — Cleanse skin and hydrate 2. Moisturizing cream (glycerin) — Nourish dry skin and soothe redness 3. Sunscreen SPF 30 (oxybenzone) — Protect against UV damage while maintaining moisture balance
1. Cleansing water (amidopropyl dimethylamine) — Remove makeup and impurities 2. Serum containing niacinamide (vitamin C) — Reduce inflammation and brighten skin tone 3. Nightly mask (shea butter) — Intensify hydration and repair skin barrier
llm_v2
1
true
face_0068
male
26-35
33
VI
normal
dehydration
wrinkles
close-up studio portrait photograph of a 33 year old male adult, deep dark brown skin, healthy balanced skin, dehydrated skin with dry flaky patches, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, shar...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Cleanse skin and prep for makeup"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin"], "purpose": "Hydrate skin to combat dehydration"}, {"step": 3, "product": "Sunscreen SPF 30", "...
1. Cleansing milk (sodium lauryl sulfate) — Cleanse skin and prep for makeup 2. Moisturizing cream (glycerin) — Hydrate skin to combat dehydration 3. Sunscreen SPF 30 (avobenzone) — Protect skin from harmful UV rays
1. Cleansing water (cetyl alcohol) — Remove makeup and impurities 2. Serum (retinol) — Promote collagen production and improve skin texture 3. Eye cream (vitamin E) — Reduce fine lines around eyes 4. Nighttime moisturizer (tocopherol) — Replenish moisture and support skin barrier function
llm_v2
3
true
face_0069
male
18-25
22
III
combination
redness
none
close-up studio portrait photograph of a 22 year old male adult, light-medium beige skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin textu...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lift away dirt and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycerin"], "purpose": "Balances skin pH and hydrates"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["a...
1. Cleansing milk (sodium lauryl sulfate) — Lift away dirt and impurities 2. Toner (glycerin) — Balances skin pH and hydrates 3. Sunscreen SPF 50 (avobenzone) — Protect against UVA/UVB rays
1. Cleansing water (cetyl alcohol) — Removes makeup and impurities 2. Serum (green tea extract) — Reduces redness and inflammation 3. Moisturizer (lecithin) — Replenishes moisture and calms the skin
llm_v2
4
true
face_0070
female
26-35
35
V
oily
acne
dehydration
close-up studio portrait photograph of a 35 year old female adult, brown skin, oily shiny skin with enlarged pores, mild acne breakouts on the cheeks and forehead, subtle dehydrated skin with dry flaky patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background,...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "To gently cleanse skin while hydrating"}, {"step": 2, "product": "Toner (astringent)", "key_ingredients": ["salicylic acid"], "purpose": "To tone down shine and control excess oil"}, {"product": "Sunscreen SPF 50", "key_i...
1. Cleansing milk (glycerin) — To gently cleanse skin while hydrating 2. Toner (astringent) (salicylic acid) — To tone down shine and control excess oil 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Nightly toner (retinol) — To exfoliate and improve skin texture 3. Moisturizing cream (squalane) — To nourish dry areas and prevent dehydration
llm_v2_norm
1
true
face_0071
female
26-35
29
IV
oily
pigmentation
none
close-up studio portrait photograph of a 29 year old female adult, olive tan skin, oily shiny skin with enlarged pores, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin textu...
{"morning": [{"step": 1, "product": "Gentle cleanser", "key_ingredients": ["glycerin"], "purpose": "Cleanse without stripping"}, {"step": 2, "product": "Moisturizer", "key_ingredients": ["ceramides"], "purpose": "Support the skin barrier"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["zinc oxide"], "...
1. Gentle cleanser (glycerin) — Cleanse without stripping 2. Moisturizer (ceramides) — Support the skin barrier 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Brightening serum (vitamin c, arbutin) — Fade dark spots evenly 3. Night moisturizer (ceramides, hyaluronic acid) — Repair overnight
fallback
4
true
face_0072
female
26-35
30
IV
combination
acne
none
close-up studio portrait photograph of a 30 year old female adult, olive tan skin, combination skin with an oily t-zone, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin textu...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycolic acid"], "purpose": "Exfoliate and cleanse"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid"], "purpose": "Reduce inflammation and unclog pores"}, {"step": 3, "product": "Moisturizer", "key_ingredients": ["squalane"...
1. Cleansing milk (glycolic acid) — Exfoliate and cleanse 2. Toner (salicylic acid) — Reduce inflammation and unclog pores 3. Moisturizer (squalane) — Nourish skin and prevent dryness 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night cream (retinol) — Promote cell turnover and improve texture 3. Serum (kojic acid) — Brighten and reduce hyperpigmentation 4. Sunscreen SPF 50 (avobenzone) — Protect against UVA/UVB rays
llm_v2_norm
2
true
face_0073
female
36-45
38
I
oily
redness
none
close-up studio portrait photograph of a 38 year old female adult, very fair porcelain skin, oily shiny skin with enlarged pores, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin tex...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium benzoate", "disodium EDTA"], "purpose": "To gently cleanse skin and remove makeup."}, {"step": 2, "product": "Toner", "key_ingredients": ["glycolic acid", "arbutin"], "purpose": "To tone down redness and brighten skin."}, {"step": 3, "product":...
1. Cleanser (sodium benzoate, disodium EDTA) — To gently cleanse skin and remove makeup. 2. Toner (glycolic acid, arbutin) — To tone down redness and brighten skin. 3. Moisturizer (hyaluronic acid, vitamin C) — To hydrate and soothe skin. 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night Cream (octisorbate, ethylhexyl palmitronate) — To provide intensive moisture and nourishment. 3. Serum (serine, salicylic acid) — To target and reduce redness while protecting against future flare-ups. 4. Sunscreen SPF 30 (avobenzone, oxybenzone) — To protect skin...
llm_v2_norm
1
true
face_0074
female
18-25
19
VI
combination
redness
pigmentation
close-up studio portrait photograph of a 19 year old female adult, deep dark brown skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gra...
{"morning": [{"step": 1, "product": "Foaming Gel Cleanser", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Cleanse and control oil"}, {"step": 2, "product": "Toner", "key_ingredients": ["aloe vera"], "purpose": "Balancing pH and reducing redness"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients"...
1. Foaming Gel Cleanser (sodium lauryl sulfate) — Cleanse and control oil 2. Toner (aloe vera) — Balancing pH and reducing redness 3. Sunscreen SPF 50 (avobenzone) — Protect against UVA/UVB rays
1. Cleanser or Makeup Remover (glycolic acid) — Remove dirt and impurities 2. Serum containing Vitamin C and Retinol (Vitamin C, retinol) — Brighten skin tone and improve pigmentation 3. Moisturizer (hyaluronic acid) — Replenish moisture for even texture
llm_v2
1
true
face_0075
female
60+
73
VI
oily
dullness
redness
close-up studio portrait photograph of a 73 year old female adult, deep dark brown skin, oily shiny skin with enlarged pores, dull tired-looking skin, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealis...
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sodium lactate"], "purpose": "Exfoliate and hydrate"}, {"step": 2, "product": "Serum containing niacinamide", "key_ingredients": ["vitamin C", "arbutin"], "purpose": "Brighten and even out skin tone"}, {"step": 3, "product": "Moisturizing ...
1. Foaming gel cleanser (sodium lactate) — Exfoliate and hydrate 2. Serum containing niacinamide (vitamin C, arbutin) — Brighten and even out skin tone 3. Moisturizing cream (glycerin, shea butter) — Hydrate deeply 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing milk (ammonium lauryl sulfate) — Soothe and gently cleanse 2. Nightly mask (green tea extract, calming aloe vera) — Reduce redness and calm irritation 3. Eye serum (retinol) — Promote collagen production for smoother skin
llm_v2_norm
1
true
face_0076
male
26-35
30
IV
combination
dehydration
wrinkles
close-up studio portrait photograph of a 30 year old male adult, olive tan skin, combination skin with an oily t-zone, dehydrated skin with dry flaky patches, subtle visible fine lines and wrinkles, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealis...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lifts away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter"], "purpose": "Replenishes moisture to combat dehydration"}, {"step": 3, "product": "Sunscreen SPF 30", "key_...
1. Cleansing milk (glycerin) — Lifts away dirt and impurities 2. Moisturizing cream (shea butter) — Replenishes moisture to combat dehydration 3. Sunscreen SPF 30 (avobenzone) — Provides broad-spectrum protection against UVA/UVB rays
1. Cleansing water (ammonium lauryl sulfate) — Removes makeup and impurities 2. Serum containing hyaluronic acid (hyaluronic acid) — Targets wrinkles by hydrating skin 3. Night cream with retinol (retinol) — Promotes cell turnover and reduces fine lines
llm_v2
4
true
face_0077
female
36-45
40
VI
dry
pigmentation
acne
close-up studio portrait photograph of a 40 year old female adult, deep dark brown skin, dry rough skin texture, dark spots and uneven hyperpigmentation patches, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backg...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["squalane", "glycerin"], "purpose": "Lift away makeup and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["Aloe vera extract"], "purpose": "Calm and hydrate skin"}, {"step": 3, "product": "Moisturizer", "key_ingredients": ["Vita...
1. Cleansing milk (squalane, glycerin) — Lift away makeup and impurities 2. Toner (Aloe vera extract) — Calm and hydrate skin 3. Moisturizer (Vitamin C, Sodium hyaluronate) — Brighten and hydrate skin 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleansing milk (squalane, glycerin) — Lift away makeup and impurities 2. Exfoliant (alpha-hydroxy acids (AHAs)) — Reduce pigmentation and unclog pores 3. Serum (Niacinamide) — Even out skin tone and fight acne
llm_v2_norm
1
true
face_0078
male
26-35
33
III
combination
redness
none
close-up studio portrait photograph of a 33 year old male adult, light-medium beige skin, combination skin with an oily t-zone, flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on skin textu...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lifts away makeup and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["salicylic acid"], "purpose": "Balances skin pH and reduces redness"}, {"step": 3, "product": "Serum", "key_ingredients": ["coenzyme ...
1. Cleansing milk (glycerin) — Lifts away makeup and impurities 2. Toner (salicylic acid) — Balances skin pH and reduces redness 3. Serum (coenzyme Q10) — Supports skin barrier function 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Night cream (squalane) — Nourishes and hydrates skin 3. Moisturizing lotion (shea butter) — Firms and provides moisture 4. Eye cream (vitamin E) — Reduces puffiness and fine lines around eyes 5. Sunscreen SPF 50 (avobenzone) — Provides broad-spectrum protection
llm_v2_norm
1
true
face_0079
female
60+
68
I
dry
acne
redness
close-up studio portrait photograph of a 68 year old female adult, very fair porcelain skin, dry rough skin texture, mild acne breakouts on the cheeks and forehead, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backgroun...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["glycerin"], "purpose": "Lift away dirt and impurities"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["shea butter"], "purpose": "Replenish moisture and soothe dry skin"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingre...
1. Cleansing milk (glycerin) — Lift away dirt and impurities 2. Moisturizing cream (shea butter) — Replenish moisture and soothe dry skin 3. Sunscreen SPF 30 (avobenzone) — Protect against UVA/UVB rays
1. Cleansing oil (squalane) — Pore-refining to prepare for night-time care 2. Serum containing niacinamide (Niacinamide) — Reduce inflammation and control acne 3. Night cream with hyaluronic acid (Hyaluronic Acid) — Lock in moisture and hydrate skin
llm_v2
3
true
face_0080
female
36-45
42
VI
combination
pigmentation
none
close-up studio portrait photograph of a 42 year old female adult, deep dark brown skin, combination skin with an oily t-zone, dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on ski...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["glycolic acid", "salicylic acid"], "purpose": "Clarify skin, control oil production"}, {"step": 2, "product": "Toner", "key_ingredients": ["astringent"], "purpose": "Reduce inflammation, prepare for makeup application"}, {"product": "Sunscreen SPF 50"...
1. Cleanser (glycolic acid, salicylic acid) — Clarify skin, control oil production 2. Toner (astringent) — Reduce inflammation, prepare for makeup application 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Gentle cleanser (glycerin) — Remove the day 2. Nightly Serum (vitamin C, retinol) — Brighten skin tone, improve texture 3. Moisturizer (hydrating humectants) — Replenish moisture, protect against environmental stressors
llm_v2_norm
1
true
face_0081
female
46-60
56
V
dry
dullness
acne
close-up studio portrait photograph of a 56 year old female adult, brown skin, dry rough skin texture, dull tired-looking skin, subtle mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["sodium hyaluronate"], "purpose": "Moisturize to prevent dryness"}, {"step": 2, "product": "Toner", "key_ingredients": ["glycolic acid"], "purpose": "Exfoliate and brighten skin"}, {"step": 3, "product": "Sunscreen SPF 50", "key_ingredients": ["avobenz...
1. Cleanser (sodium hyaluronate) — Moisturize to prevent dryness 2. Toner (glycolic acid) — Exfoliate and brighten skin 3. Sunscreen SPF 50 (avobenzone, oxybenzone) — Protect against UVA/UVB rays
1. Cleanser (sulfur) — Clarify and remove dirt 2. Serum (vitamin C, Niacinamide) — Brighten and hydrate skin 3. Moisturizer (jojoba oil) — Intensify moisture retention
llm_v2
1
true
face_0082
male
46-60
59
I
combination
pigmentation
redness
close-up studio portrait photograph of a 59 year old male adult, very fair porcelain skin, combination skin with an oily t-zone, dark spots and uneven hyperpigmentation patches, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light g...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["glycolic acid"], "purpose": "Clarify skin and exfoliate"}, {"step": 2, "product": "Toner", "key_ingredients": ["calamine lotion"], "purpose": "Balanced pH and soothe redness"}, {"step": 3, "product": "Serum", "key_ingredients": ["vitamin C"], "purpose...
1. Cleanser (glycolic acid) — Clarify skin and exfoliate 2. Toner (calamine lotion) — Balanced pH and soothe redness 3. Serum (vitamin C) — Reduce pigmentation 4. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (sulfur) — Cleanse and hydrate 2. Moisturizer (coenzyme Q10) — Nourish and protect skin barrier 3. Night cream (green tea extract) — Anti-inflammatory and brighten
llm_v2_norm
2
true
face_0083
female
46-60
46
IV
dry
dehydration
redness
close-up studio portrait photograph of a 46 year old female adult, olive tan skin, dry rough skin texture, dehydrated skin with dry flaky patches, subtle flushed irritated redness on the cheeks, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic,...
{"morning": [{"step": 1, "product": "Cleansing milk", "key_ingredients": ["sodium lauryl sulfate"], "purpose": "Lather to cleanse skin"}, {"step": 2, "product": "Moisturizing cream", "key_ingredients": ["glycerin"], "purpose": "Intensify moisture barrier"}, {"step": 3, "product": "Sunscreen SPF 30", "key_ingredients": ...
1. Cleansing milk (sodium lauryl sulfate) — Lather to cleanse skin 2. Moisturizing cream (glycerin) — Intensify moisture barrier 3. Sunscreen SPF 30 (oxybenzone) — Protect against UVA/UVB rays
1. Cleansing water (ammonium laureth sulfate) — Remove makeup and impurities 2. Serum containing hyaluronic acid (hyaluronic acid) — Replenish moisture 3. Night cream with ceramides (ceramides) — Enhance skin barrier function
llm_v2
2
true
face_0084
male
46-60
55
VI
normal
acne
pigmentation
close-up studio portrait photograph of a 55 year old male adult, deep dark brown skin, healthy balanced skin, mild acne breakouts on the cheeks and forehead, subtle dark spots and uneven hyperpigmentation patches, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray backgrou...
{"morning": [{"step": 1, "product": "Cleanser", "key_ingredients": ["Sodium Laureth Sulfate"], "purpose": "To remove makeup and impurities"}, {"step": 2, "product": "Toner", "key_ingredients": ["Salicylic Acid"], "purpose": "To balance pH and improve skin texture"}, {"product": "Sunscreen SPF 50", "key_ingredients": ["...
1. Cleanser (Sodium Laureth Sulfate) — To remove makeup and impurities 2. Toner (Salicylic Acid) — To balance pH and improve skin texture 3. Sunscreen SPF 50 (zinc oxide) — Daily UV protection
1. Cleanser (Sodium Lauryl Sulfoacetate) — To gently cleanse and prepare skin for the night 2. Exfoliant (Lactic Acid) — To remove dead skin cells and prevent future acne 3. Serum (Niacinamide) — To brighten and even out skin tone 4. Moisturizer (Hydrolyzed Keratin) — To hydrate and protect skin
llm_v2_norm
1
true
face_0085
male
18-25
25
III
combination
acne
none
close-up studio portrait photograph of a 25 year old male adult, light-medium beige skin, combination skin with an oily t-zone, mild acne breakouts on the cheeks and forehead, neutral expression, facing camera, bare skin without makeup, even soft lighting, plain light gray background, photorealistic, sharp focus on ski...
{"morning": [{"step": 1, "product": "Foaming gel cleanser", "key_ingredients": ["sulfur", "salicylic acid"], "purpose": "Clarify skin and remove excess oil"}, {"step": 2, "product": "Moisturizing lotion", "key_ingredients": ["glycerin", "coconut oil"], "purpose": "Nourish skin and balance oil production"}, {"step": 3, ...
1. Foaming gel cleanser (sulfur, salicylic acid) — Clarify skin and remove excess oil 2. Moisturizing lotion (glycerin, coconut oil) — Nourish skin and balance oil production 3. Sunscreen SPF 30 (avobenzone, octinoxate) — Protect skin from harmful UV rays
1. Cleanser/makeup remover (glycolic acid, tea tree oil) — Remove dirt and impurities while soothing 2. Toner/serum (alpha-hydroxy acids (AHAs), retinol) — Brighten skin and promote cell turnover 3. Night cream (shea butter, vitamin E) — Replenish moisture and support skin health
llm_v2
1
true
End of preview. Expand in Data Studio

🧴 DermaGlow — Synthetic Skin Profiles & Skincare Routines

Course: Data Science Final Project · Author: Hava Ferber · App: DermaGlow Space

Problem

Most people build their skincare routine by guessing — copying influencers, trying random products, and ignoring their actual skin type and environment. The result: wasted money, irritated skin, and no visible progress. Professional dermatologist advice is expensive and hard to book. DermaGlow gives anyone an instant, personalized routine: it analyzes a selfie, finds people with similar skin profiles, and generates a morning & evening routine — adapted to today's actual weather in your city.

What's in the dataset

1100 synthetic facial portraits, each with a structured skin profile and a personalized AM/PM skincare routine. 100% AI-generated — no real people.

Column Description
image 512×512 face portrait (SDXL-Turbo)
skin_type oily / dry / combination / normal
main_concern, secondary_concern acne, redness, pigmentation, wrinkles, dullness, dehydration
age_group, skin_tone, gender 18–25 … 60+; Fitzpatrick I–VI; balanced
routine_morning, routine_evening, routine_json personalized routine (steps + active ingredients)
routine_source llm_v2 (raw LLM, gates passed) / llm_v2_norm (auto-normalized) / fallback (template, flagged)
gen_attempts, face_found, image_prompt generation transparency metadata

How it was created (Part 1 — Synthetic Data Generation)

  • Images: stabilityai/sdxl-turbo, prompt-engineered per profile (age, gender, Fitzpatrick tone, skin-type appearance, visible concerns), fixed seeds. See notebooks/01_synthetic_data_generation.ipynb.
  • Routines: Qwen/Qwen2.5-1.5B-Instruct with a role prompt, few-shot example, strict JSON output contract, controlled temperature, and validation gates with retries.
  • EDA-driven iteration (the interesting part): the first EDA pass caught real LLM failures — ~83% of morning routines missing sunscreen, occasional Chinese characters, hallucinated ingredients ("sulfur dioxide"), and ~9% of images failing face detection. We regenerated all routines with hard validation gates + a normalization pass, and re-rolled the failing images with new seeds (notebooks/01b_dataset_repair.ipynb, notebooks/01c_routine_redo.ipynb).

EDA (Part 2) — final numbers

Check Result
Morning routine contains sunscreen 100.0%
English-only 100%
Routines start with cleanser (AM+PM) 100%
Face verified (YuNet detector) 99.9%
Unique morning routines 1011/1100
Concern–ingredient alignment 83.7%
Clean subset (passes all hard checks) 1099/1100 (99.9%)

Routine provenance: 454 raw LLM · 569 auto-normalized (SPF/cleanser step added by pipeline) · 77 flagged template fallbacks.

Known limitations we flag honestly: 507 routines mention ingredients outside our curated whitelist (mostly real but unusual — e.g. emulsifiers like cetyl alcohol; occasionally prescription-grade actives like retinoic acid, which a cosmetic app should not recommend); 1 image fails face detection.

distributions routine quality ingredients image quality samples flags

Full analysis: notebooks/02_eda.ipynb.

Usage

from datasets import load_dataset
ds = load_dataset("havaferber/dermaglow-skin-faces", split="train")

Ethics & license

All faces are synthetic (SDXL-Turbo); no real persons exist in this data. Ages depicted are 18+. The dataset is balanced across the Fitzpatrick skin-tone scale. Routines are cosmetic suggestions generated by a small LLM for research/education — not medical advice. Research & educational use.

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