Moradabad — Seasonal Pollution Patterns
Month-by-month air quality patterns for Moradabad across 8 years of CPCB data. Based on CPCB station data, 2016–present.
Uttar Pradesh · Live Moradabad AQI →
At a glance
Based on 8 years of CPCB monitoring across 7 stations, Moradabad averages AQI 131 annually, with a pronounced seasonal pattern classified as monsoon-cleansed. The worst month is November at AQI 189 (Moderate) and the cleanest is July at AQI 62 (Satisfactory) — a 127-point swing between them. Severe days (AQI > 400) make up 2.8% of the record while Good-or-Satisfactory days account for 25.0%.
The four seasons
Indian meteorological seasons: Winter (Dec–Feb), Summer (Mar–May), Monsoon (Jun–Sep), Post-monsoon (Oct–Nov).
Winter
AQI 241Summer
AQI 188Monsoon
AQI 103Post-monsoon
AQI 238Climograph — monthly averages and Poor+ days
Bars show the long-run AQI average per month. The overlay line counts days in Poor, Very Poor or Severe bands.
Year × month heatmap
One cell per year-month combination.
Each cell = monthly average AQI for that year-month combination. Row averages on the right, column averages at the bottom.
| Year | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec | Avg |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017 | — | — | — | — | — | — | — | — | — | — | 398 | 267 | 321 |
| 2018 | 248 | 259 | 203 | 224 | 196 | 210 | 93 | 97 | 121 | 249 | 265 | 325 | 208 |
| 2019 | 301 | 231 | 182 | 214 | 238 | 169 | 95 | 83 | 88 | 245 | 262 | 328 | 207 |
| 2020 | 313 | 309 | — | — | 64 | 98 | 69 | 64 | 117 | 280 | 315 | 318 | 208 |
| 2021 | 287 | 324 | 247 | 209 | 116 | 123 | 89 | 101 | 96 | 186 | 281 | 218 | 203 |
| 2022 | 168 | 136 | 140 | 150 | 116 | 133 | 63 | 75 | 65 | 117 | 136 | 131 | 115 |
| 2024 | 138 | 100 | 95 | 110 | 120 | 104 | 49 | 43 | 52 | 123 | 143 | 108 | 99 |
| Avg | 184 | 147 | 134 | 145 | 131 | 123 | 62 | 65 | 69 | 148 | 189 | 170 | — |
Winter in Moradabad
Winter (Dec–Jan–Feb) in Moradabad averages AQI 241 across 491 measured days — Poor on the NAQI scale. 31.8% of those days fall in Very Poor or Severe; 9.2% are Good or Satisfactory. Year-on-year, winter improved by 19.6% in the most recent comparison. Winter is the defining season for Moradabad's air quality. Shallow temperature inversions trap local vehicle, industrial and biomass emissions near ground level, while regional transport brings in additional smoke from post-monsoon biomass burning across Punjab and Haryana and dust from drier upwind regions. Cool, stagnant mornings compound the problem; visibility falls, respiratory complaints spike, and short-term pollution peaks of AQI 400+ are routine. Sensitive groups — children, elderly, asthma and cardiac patients — should treat the full Dec–Jan–Feb window as a mandatory mask-and-purifier period.
Diwali, stubble burning and the monsoon
Three India-specific signatures that shape the seasonal curve.
Diwali week impact
The 7-day window around Diwali averages AQI 268 (Poor), versus 204 (Poor) for the rest of October. 39 sampled days across the CPCB record.
Stubble-burning window (Oct 15 – Nov 15)
In-window severe-day share 6.8% vs 2.3% outside the window. The difference is a direct signal of upwind crop-residue transport.
Monsoon cleansing (Jul 15 – Sep 15)
Core monsoon window averages AQI 82 (Satisfactory), compared with an annual mean of 185.
Summer
Summer (Mar–Apr–May) in Moradabad averages AQI 188 across 410 measured days — Moderate on the NAQI scale. 5.9% of those days fall in Very Poor or Severe; 8.3% are Good or Satisfactory. Year-on-year, summer improved by 28% in the most recent comparison. Summer air in Moradabad is shaped by a very different mix of forces. Rising temperatures drive deeper vertical mixing which dilutes local emissions, but pre-monsoon dust storms, wildfires and heat-accelerated ozone formation can all push AQI higher on individual days. Moradabad's summer mean of 188 sits in the Moderate-to-Poor range, indicating that dust and gaseous precursors dominate the seasonal profile rather than the winter particulate peak common to north Indian cities.
Monsoon
Monsoon (Jun–Jul–Aug–Sep) in Moradabad averages AQI 103 across 595 measured days — Moderate on the NAQI scale. 1.7% of those days fall in Very Poor or Severe; 63% are Good or Satisfactory. Year-on-year, monsoon improved by 32.4% in the most recent comparison. The Jul 15 – Sep 15 core monsoon window averages AQI 82, a 55.7% improvement on the annual mean of 185. Rain scrubs particulates out by wet deposition, and the deeper monsoon boundary layer disperses what remains vertically. Short-lived rebounds can happen between spells of rain, but the overall pattern is strongly favourable for outdoor activity. Even in monsoon, Moradabad's baseline sits in the Moderate band, pointing to persistent year-round sources that rain alone cannot rinse away.
Post-monsoon
Post-monsoon (Oct–Nov) in Moradabad averages AQI 238 across 374 measured days — Poor on the NAQI scale. 25.7% of those days fall in Very Poor or Severe; 3.7% are Good or Satisfactory. Year-on-year, post-monsoon worsened by 3.7% in the most recent comparison. Diwali and the three days either side of it average AQI 268 — 1.31× the normal October baseline of AQI 204 for Moradabad, a spike of 63 points. The Oct 15 – Nov 15 stubble-burning window averages AQI 262, with 6.8% of days landing in the Severe band versus only 2.3% outside that window. Post-monsoon in Moradabad is the handoff from clean monsoon air to the winter peak, and the transition is rarely gentle.
Month-by-month trajectories
How each month has moved across the 8-year CPCB record.
First year vs latest year
Annual and per-season comparison.
Across the 8-year CPCB record Moradabad is improving overall — AQI moved from 322 in 2017 to 99 in 2024, a -69.3% change. No month shows a material worsening of 10% or more. Months that improved most: Jan (-44.4%), Feb (-61.4%), Mar (-53.2%), Apr (-50.9%). Because Moradabad's seasonal shape is monsoon-cleansed, policy action that targets the November peak buys disproportionate relief — most city-wide annual averages are dragged upwards by the worst two or three months.
Daily calendar heatmap
Every measured day for the last 3 years. Expand for the full 8-year archive.
Month-by-month deep dive
Tap any month to expand.
Jan2018–2024Latest AQI 138-44%
Jan in Moradabad averages AQI 138 (Moderate) in the most recent year, having moved from 248 in 2018. Direction: improving (-44.4%).
Feb2018–2024Latest AQI 100-61%
Feb in Moradabad averages AQI 100 (Satisfactory) in the most recent year, having moved from 259 in 2018. Direction: improving (-61.4%).
Mar2018–2024Latest AQI 95-53%
Mar in Moradabad averages AQI 95 (Satisfactory) in the most recent year, having moved from 203 in 2018. Direction: improving (-53.2%).
Apr2018–2024Latest AQI 110-51%
Apr in Moradabad averages AQI 110 (Moderate) in the most recent year, having moved from 224 in 2018. Direction: improving (-50.9%).
May2018–2024Latest AQI 120-39%
May in Moradabad averages AQI 120 (Moderate) in the most recent year, having moved from 196 in 2018. Direction: improving (-38.8%).
Jun2018–2024Latest AQI 104-51%
Jun in Moradabad averages AQI 104 (Moderate) in the most recent year, having moved from 210 in 2018. Direction: improving (-50.5%).
Jul2018–2024Latest AQI 49-47%
Jul in Moradabad averages AQI 49 (Good) in the most recent year, having moved from 93 in 2018. Direction: improving (-47.3%).
Aug2018–2024Latest AQI 43-56%
Aug in Moradabad averages AQI 43 (Good) in the most recent year, having moved from 97 in 2018. Direction: improving (-55.7%).
Sep2018–2024Latest AQI 52-57%
Sep in Moradabad averages AQI 52 (Satisfactory) in the most recent year, having moved from 121 in 2018. Direction: improving (-57.0%).
Oct2018–2024Latest AQI 123-51%
Oct in Moradabad averages AQI 123 (Moderate) in the most recent year, having moved from 249 in 2018. Direction: improving (-50.6%).
Nov2017–2024Latest AQI 143-64%
Nov in Moradabad averages AQI 143 (Moderate) in the most recent year, having moved from 398 in 2017. Direction: improving (-64.1%).
Dec2017–2024Latest AQI 108-60%
Dec in Moradabad averages AQI 108 (Moderate) in the most recent year, having moved from 267 in 2017. Direction: improving (-59.6%).
Cities with similar (and opposite) seasonal profiles
Ranked by cosine similarity of 12-month AQI signatures across monitored Indian cities.
Similar seasonal profile
Cities whose 12-month AQI signature most closely matches Moradabad.
Opposite seasonal profile
Cities whose seasonal signature least resembles Moradabad.
What to do with this information
If you are choosing when to visit Moradabad or plan outdoor events — marathons, weddings, school sports, outdoor festivals — the CPCB record says July and the two adjacent months are the lowest-risk window. Daily variability still matters; check the live AQI page before committing on any specific date. Sensitive groups should treat November in Moradabad as an indoor-air-priority month: close windows on high-AQI evenings, run a purifier with a HEPA filter rated for your room size, and reserve outdoor exercise for clear-weather mornings. On days above AQI 300, even healthy adults benefit from well-fitted N95 or KN95 masks for outdoor commutes.
Frequently asked questions
Which is the most polluted month in Moradabad?
November is the most polluted month in Moradabad on average, with a long-run AQI of 189 — firmly in the Moderate band. This is drawn from 7 CPCB monitoring stations across 8 years of daily readings. Through November, residents should expect elevated PM2.5 and PM10, reduced visibility on cooler mornings, and strong recommendations from doctors to limit outdoor exertion, wear well-fitted N95 masks, and run indoor purifiers through evening and overnight hours when pollutant accumulation typically peaks.
What is the cleanest month to visit Moradabad?
July is the cleanest month of the year in Moradabad, averaging AQI 62 in the Satisfactory band. The months immediately before and after also tend to sit well below the annual mean of 131, so a visit window centred on July is the safest choice for outdoor sightseeing, marathons, school trips and wedding events. Mornings are usually the crispest time to head out; pollution tends to creep up slightly during the evening commute even in the cleanest months. Always cross-check the day-of live AQI before any high-exertion outdoor plan.
Why does Moradabad's air spike in November?
Moradabad shows a clear monsoon-cleansed signature — rain and deeper atmospheric mixing drop AQI to a seasonal trough, and everything else relative to that trough looks elevated. The specific November spike combines pre-monsoon dust, post-rain rebounds and the arrival of cool-season trapping effects.
How bad is Diwali air quality in Moradabad?
Across the CPCB record, the week around Diwali in Moradabad averages AQI 268 — 1.31× the normal October baseline of AQI 204, a spike of 63 AQI points. Firework particulates combine with a cooler, more stagnant late-October atmosphere to produce some of the worst air-quality days of the entire year. Sensitive groups should treat Diwali eve and the two days after as peak-alert days: stay indoors, close windows by evening, run purifiers on high, and reserve any outdoor celebrations for daytime hours when mixing is strongest.
Does the monsoon actually clean Moradabad's air?
Yes — meaningfully. Moradabad's core monsoon window (Jul 15 – Sep 15) averages AQI 82, a 55.7% improvement on the annual mean of 185. Rain removes airborne particulates by wet deposition, and the deeper monsoon boundary layer disperses what remains vertically. Across 595 measured monsoon days we see 63% in the Good-or-Satisfactory band.
Is Moradabad's worst season getting worse or better year-on-year?
Between 2017 and 2024, Moradabad's annual average AQI moved from 322 to 99 — a change of -69.3%. In the most recent year-on-year comparison, the winter season specifically improved by 19.6%. The long-run direction is improving — NCAP policy pressure, cleaner fuels and tighter vehicle standards are showing up.
Which months are safest to visit Moradabad?
July is the single best month at AQI 62. Based on the 12-month averages, the three cleanest months in Moradabad are July (AQI 62), August (AQI 64), September (AQI 70). These are the safest choices for outdoor itineraries, long walks, open-air concerts and day-trips. Sensitive groups can treat these months as near-normal activity windows but should still check live AQI for the specific date. Avoid planning outdoor-heavy trips in November, when the baseline jumps into Moderate territory.
How does Moradabad's seasonal pattern compare to other Indian cities?
Moradabad is classified as monsoon-cleansed. Based on a 12-month cosine-similarity index computed across all monitored Indian cities, the city whose seasonal signature most closely resembles Moradabad's is Bāghpat (Uttar Pradesh), with its own worst month in November. Cities with similar signatures often respond to similar policy levers — if a neighbouring peer has demonstrated improvements through specific interventions (construction-dust controls, bus electrification, brick-kiln regulation), they are likely candidates for Moradabad too. The peer-city panel on this page lists the closest four additional matches.