Analysis change

app.py

@@ -157,176 +157,175 @@ def explain_recycling(class_label):
 waste_analyzation_v1 = {
     "paper/cardboard": {
         "Recycling type": "Paper & Cardboard recycling",
-        "Disposal": "Flatten boxes and place clean paper or cardboard into the paper recycling bin.",
-        "Tips": "Remove tape, staples, and plastic covers before recycling.",
-        "Extra": "Wet or food-stained paper should not be recycled."
+        "Disposal": "Flatten boxes and stack paper neatly before placing them in the paper recycling bin.",
+        "Tips": "If it’s wet, greasy, or food-stained, it’s better off in the trash or compost.",
+        "Extra": "Removing tape and plastic windows helps recycling facilities work more efficiently."
     },
     "plastic": {
         "Recycling type": "Plastic recycling",
-        "Disposal": "Rinse plastic containers and place accepted plastics into the recycling bin.",
-        "Tips": "Check the recycling code on the plastic item.",
-        "Extra": "Soft plastics may require special drop-off locations."
+        "Disposal": "Rinse plastic containers, let them dry, and place them in the plastic recycling bin.",
+        "Tips": "When in doubt, check the recycling number stamped on the item.",
+        "Extra": "Soft plastics like bags often need to be returned to collection points, not curbside bins."
     },
     "glass": {
         "Recycling type": "Glass recycling",
-        "Disposal": "Rinse glass bottles and jars and place them in the glass recycling container.",
-        "Tips": "Remove lids and caps before disposal.",
-        "Extra": "Broken glass may not be accepted in curbside programs."
+        "Disposal": "Rinse glass bottles or jars and place them gently into the glass container.",
+        "Tips": "Remove lids and caps, as they are usually recycled separately.",
+        "Extra": "Broken glass can be dangerous and may not be accepted in all programs."
     },
     "metal": {
         "Recycling type": "Metal recycling",
-        "Disposal": "Clean aluminum cans and metal containers before recycling.",
-        "Tips": "Crushing cans helps save space.",
-        "Extra": "Do not include batteries or electronics."
+        "Disposal": "Empty and rinse metal cans before placing them in the metal recycling bin.",
+        "Tips": "Crushing cans saves space and reduces transport emissions.",
+        "Extra": "Never recycle pressurized or hazardous metal containers."
     },
     "organic waste": {
         "Recycling type": "Organic / compost waste",
-        "Disposal": "Place food scraps and organic matter into compost or organic waste bins.",
-        "Tips": "Avoid mixing organic waste with plastics.",
-        "Extra": "Composting reduces landfill emissions."
+        "Disposal": "Place food scraps and plant waste into a compost or organic waste bin.",
+        "Tips": "Cut large scraps into smaller pieces so they break down faster.",
+        "Extra": "Composting organic waste keeps valuable nutrients out of landfills."
     },
     "hazardous waste": {
-        "Recycling type": "Hazardous waste",
-        "Disposal": "Take batteries and chemicals to designated hazardous waste facilities.",
-        "Tips": "Never place hazardous items in regular trash.",
-        "Extra": "Improper disposal can cause fires or pollution."
+        "Recycling type": "Hazardous waste disposal",
+        "Disposal": "Take batteries and hazardous materials to official collection points.",
+        "Tips": "Store batteries in a dry container until you can dispose of them safely.",
+        "Extra": "Improper battery disposal is a common cause of recycling facility fires."
     },
     "electronic waste": {
         "Recycling type": "Electronic waste recycling",
-        "Disposal": "Drop off electronic devices at certified e-waste centers.",
-        "Tips": "Remove batteries if possible before disposal.",
-        "Extra": "Many electronics contain recyclable metals."
+        "Disposal": "Bring electronics to certified e-waste recycling centers.",
+        "Tips": "Remove batteries and personal data before disposal if possible.",
+        "Extra": "Electronics contain valuable metals that can be recovered and reused."
     },
     "textile": {
         "Recycling type": "Textile recycling",
-        "Disposal": "Donate usable clothing or place textiles in textile recycling bins.",
-        "Tips": "Clean items before donation or recycling.",
-        "Extra": "Damaged textiles may be repurposed into insulation."
+        "Disposal": "Donate wearable clothing or place textiles in dedicated textile bins.",
+        "Tips": "Clean clothes before donating to improve reuse chances.",
+        "Extra": "Even damaged textiles can be recycled into industrial materials."
     },
     "general trash": {
         "Recycling type": "General waste / landfill",
-        "Disposal": "Dispose of non-recyclable items in regular trash bins.",
-        "Tips": "Avoid mixing recyclables with trash.",
-        "Extra": "Reducing waste helps the environment."
+        "Disposal": "Dispose of non-recyclable items in the regular trash bin.",
+        "Tips": "Try to separate recyclables carefully before throwing items away.",
+        "Extra": "Reducing trash helps lower landfill and incineration impact."
     }
 }
 
 waste_analyzation_v2 = {
     "paper/cardboard": {
         "Recycling type": "Paper recycling",
-        "Disposal": "Place dry paper and cardboard into the paper recycling container.",
-        "Tips": "Keep paper clean and dry.",
-        "Extra": "Pizza boxes with grease stains should go to trash or compost."
+        "Disposal": "Place clean, dry paper and cardboard into the paper recycling container.",
+        "Tips": "Grease stains can ruin an entire batch of recycled paper.",
+        "Extra": "Paper fibers can only be recycled a limited number of times."
     },
     "plastic": {
         "Recycling type": "Plastic recycling",
-        "Disposal": "Sort plastics by type and recycle accepted items.",
-        "Tips": "Remove food residue before recycling.",
-        "Extra": "Some plastics cannot be recycled curbside."
+        "Disposal": "Recycle plastic packaging that is accepted by your local program.",
+        "Tips": "Empty containers completely to avoid contamination.",
+        "Extra": "Not all plastics are recyclable, even if they look similar."
     },
     "glass": {
         "Recycling type": "Glass recycling",
-        "Disposal": "Recycle bottles and jars after rinsing.",
-        "Tips": "Avoid mixing ceramics with glass.",
-        "Extra": "Glass can be recycled indefinitely."
+        "Disposal": "Recycle glass bottles and jars after a quick rinse.",
+        "Tips": "Keep ceramics and drinking glasses out of glass recycling bins.",
+        "Extra": "Glass can be recycled repeatedly without losing quality."
     },
     "metal": {
         "Recycling type": "Metal recycling",
-        "Disposal": "Recycle metal cans and containers once cleaned.",
-        "Tips": "Steel and aluminum are both recyclable.",
-        "Extra": "Large metal items may need special pickup."
+        "Disposal": "Recycle aluminum and steel cans once they are clean.",
+        "Tips": "Leaving food residue can attract pests during storage.",
+        "Extra": "Metal recycling saves a significant amount of energy."
     },
     "organic waste": {
         "Recycling type": "Compostable waste",
-        "Disposal": "Dispose of organic materials in compost bins.",
-        "Tips": "Cut large food scraps into smaller pieces.",
-        "Extra": "Composting improves soil quality."
+        "Disposal": "Put biodegradable food and garden waste into compost bins.",
+        "Tips": "Avoid adding liquids or oils unless your compost system allows it.",
+        "Extra": "Proper composting reduces methane emissions."
     },
     "hazardous waste": {
-        "Recycling type": "Hazardous materials disposal",
-        "Disposal": "Bring hazardous items to approved collection points.",
-        "Tips": "Store batteries safely before disposal.",
-        "Extra": "Never burn or crush batteries."
+        "Recycling type": "Hazardous materials handling",
+        "Disposal": "Dispose of batteries and chemicals through authorized programs.",
+        "Tips": "Tape battery terminals to reduce fire risk during transport.",
+        "Extra": "Hazardous waste should never be mixed with household trash."
     },
     "electronic waste": {
         "Recycling type": "E-waste recycling",
-        "Disposal": "Recycle electronics through authorized recyclers.",
-        "Tips": "Back up and wipe data before disposal.",
-        "Extra": "E-waste contains valuable recoverable materials."
+        "Disposal": "Recycle electronics through approved e-waste services.",
+        "Tips": "Check for manufacturer take-back programs.",
+        "Extra": "Many electronics contain toxic substances if mishandled."
     },
     "textile": {
-        "Recycling type": "Clothing & textile recycling",
-        "Disposal": "Donate or recycle unwanted clothes responsibly.",
-        "Tips": "Separate wearable and damaged items.",
-        "Extra": "Textiles can be reused or downcycled."
+        "Recycling type": "Clothing & textile reuse",
+        "Disposal": "Reuse, donate, or recycle unwanted clothing responsibly.",
+        "Tips": "Repairing clothes can extend their life significantly.",
+        "Extra": "Textile waste is one of the fastest-growing waste streams."
     },
     "general trash": {
         "Recycling type": "Landfill waste",
-        "Disposal": "Throw away items that cannot be recycled.",
-        "Tips": "Reduce waste whenever possible.",
-        "Extra": "Landfills should be a last resort."
+        "Disposal": "Throw away items that cannot be reused or recycled.",
+        "Tips": "Reducing consumption is the best way to cut trash.",
+        "Extra": "Landfills should be a last resort whenever possible."
     }
 }
 
 waste_analyzation_v3 = {
     "paper/cardboard": {
         "Recycling type": "Paper & cardboard recycling",
-        "Disposal": "Recycle clean paper-based materials.",
-        "Tips": "Avoid recycling paper mixed with plastic.",
-        "Extra": "Paper fibers can only be recycled a few times."
+        "Disposal": "Recycle paper-based items that are clean and dry.",
+        "Tips": "If you’re unsure, it’s safer to trash contaminated paper.",
+        "Extra": "Keeping recyclables clean improves overall recycling success."
     },
     "plastic": {
         "Recycling type": "Plastic recycling",
-        "Disposal": "Recycle only plastics accepted locally.",
-        "Tips": "Flatten bottles to save space.",
-        "Extra": "Plastic recycling rules vary by region."
+        "Disposal": "Recycle plastics according to local guidelines.",
+        "Tips": "A quick rinse is enough—no need to scrub perfectly.",
+        "Extra": "Reducing plastic use is often more effective than recycling."
     },
     "glass": {
         "Recycling type": "Glass recycling",
-        "Disposal": "Recycle glass containers after rinsing.",
-        "Tips": "Sort by color if required.",
-        "Extra": "Glass recycling saves raw materials."
+        "Disposal": "Recycle glass containers carefully to avoid breakage.",
+        "Tips": "Small broken pieces may be rejected by sorting machines.",
+        "Extra": "Glass recycling helps reduce raw material extraction."
     },
     "metal": {
         "Recycling type": "Metal recycling",
-        "Disposal": "Recycle clean metal containers.",
-        "Tips": "Do not include pressurized containers.",
-        "Extra": "Metal recycling saves energy."
+        "Disposal": "Recycle metal items that are empty and clean.",
+        "Tips": "Sharp edges should be handled with care.",
+        "Extra": "Recycling metal uses far less energy than producing new metal."
     },
     "organic waste": {
         "Recycling type": "Organic waste composting",
-        "Disposal": "Place biodegradable waste into compost bins.",
-        "Tips": "Avoid adding oils or meat if not accepted.",
-        "Extra": "Organic waste can be turned into fertilizer."
+        "Disposal": "Compost food scraps and plant waste where available.",
+        "Tips": "Keep organic waste separate to avoid odors and pests.",
+        "Extra": "Compost can be used to enrich soil naturally."
     },
     "hazardous waste": {
-        "Recycling type": "Hazardous waste handling",
-        "Disposal": "Dispose of hazardous items at certified facilities.",
-        "Tips": "Handle with care and keep away from heat.",
-        "Extra": "Improper disposal poses health risks."
+        "Recycling type": "Hazardous waste safety",
+        "Disposal": "Dispose of hazardous items only at proper facilities.",
+        "Tips": "Keep hazardous waste away from heat and moisture.",
+        "Extra": "Correct disposal protects both people and the environment."
     },
     "electronic waste": {
         "Recycling type": "Electronic recycling",
-        "Disposal": "Recycle electronic devices properly.",
-        "Tips": "Check local e-waste programs.",
-        "Extra": "E-waste contains toxic substances."
+        "Disposal": "Recycle electronics instead of throwing them away.",
+        "Tips": "Many cities offer free e-waste collection events.",
+        "Extra": "E-waste recycling prevents toxic pollution."
     },
     "textile": {
         "Recycling type": "Textile reuse & recycling",
-        "Disposal": "Donate or recycle textiles responsibly.",
-        "Tips": "Reuse clothing whenever possible.",
-        "Extra": "Fast fashion contributes to waste."
+        "Disposal": "Choose reuse or recycling over disposal whenever possible.",
+        "Tips": "Even worn textiles can have a second life.",
+        "Extra": "Textile recycling reduces demand for new raw materials."
     },
     "general trash": {
         "Recycling type": "General disposal",
-        "Disposal": "Dispose of non-recyclables in trash.",
-        "Tips": "Sort waste correctly before disposal.",
-        "Extra": "Reducing waste helps the planet."
+        "Disposal": "Dispose of remaining waste responsibly.",
+        "Tips": "Double-check recyclables before tossing items away.",
+        "Extra": "Small actions add up to meaningful waste reduction."
     }
 }
 
 analysis = [waste_analyzation_v3, waste_analyzation_v2, waste_analyzation_v1]
-
 top_label = None
 
 
@@ -357,9 +356,7 @@ def analyze_pipeline():
 
 
 # ------------------ GRADIO UI ------------------
-# =========================
 #  CSS
-# =========================
 custom_css = """
 
 
@@ -411,9 +408,7 @@ textarea, .gr-textbox textarea, #explainbox textarea {
 
 """
 
-# =========================
 # GRADIO UI
-# =========================
 with gr.Blocks() as demo:
 
     # TITLE