From bd97a92976cd8816c13ffd88c221c40065b8bb07 Mon Sep 17 00:00:00 2001 From: "M. fajal" Date: Fri, 20 Mar 2026 02:31:22 +0530 Subject: [PATCH] 24h-energy-consumption-prediction Mfaj-cod --- .../.gitignore | 3 + .../fast_track/forecast_T_plus_24.csv | 25 + .../forecast_baseline_T_plus_24.csv | 25 + .../artifacts/fast_track/metrics.csv | 3 + .../fast_track/plots/forecast_overview.png | Bin 0 -> 96471 bytes .../artifacts/fast_track/plots/mae_plot.png | Bin 0 -> 46592 bytes .../data/INFO.md | 1 + .../readme.md | 45 ++ .../reports/fast_track_report.pdf | Bin 0 -> 112043 bytes .../requirements.txt | 6 + .../run_forecast.py | 479 ++++++++++++++++++ 11 files changed, 587 insertions(+) create mode 100644 Project_1_24h-energy-consumption-prediction/.gitignore create mode 100644 Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_T_plus_24.csv create mode 100644 Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_baseline_T_plus_24.csv create mode 100644 Project_1_24h-energy-consumption-prediction/artifacts/fast_track/metrics.csv create mode 100644 Project_1_24h-energy-consumption-prediction/artifacts/fast_track/plots/forecast_overview.png create mode 100644 Project_1_24h-energy-consumption-prediction/artifacts/fast_track/plots/mae_plot.png create mode 100644 Project_1_24h-energy-consumption-prediction/data/INFO.md create mode 100644 Project_1_24h-energy-consumption-prediction/readme.md create mode 100644 Project_1_24h-energy-consumption-prediction/reports/fast_track_report.pdf create mode 100644 Project_1_24h-energy-consumption-prediction/requirements.txt create mode 100644 Project_1_24h-energy-consumption-prediction/run_forecast.py diff --git a/Project_1_24h-energy-consumption-prediction/.gitignore b/Project_1_24h-energy-consumption-prediction/.gitignore new file mode 100644 index 0000000..9bc072d --- /dev/null +++ b/Project_1_24h-energy-consumption-prediction/.gitignore @@ -0,0 +1,3 @@ +# Ignore large data directories +data/*.csv +datasets/ \ No newline at end of file diff --git a/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_T_plus_24.csv b/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_T_plus_24.csv new file mode 100644 index 0000000..5cad60d --- /dev/null +++ b/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_T_plus_24.csv @@ -0,0 +1,25 @@ +x_timestamp,yhat +2020-12-31 00:00:00+05:30,0.06285337389677273 +2020-12-31 01:00:00+05:30,0.0779414067052093 +2020-12-31 02:00:00+05:30,0.06222471008699352 +2020-12-31 03:00:00+05:30,0.05219554075912427 +2020-12-31 04:00:00+05:30,0.05723717969284075 +2020-12-31 05:00:00+05:30,0.058565367357661206 +2020-12-31 06:00:00+05:30,0.10995892204143862 +2020-12-31 07:00:00+05:30,0.18344699974685214 +2020-12-31 08:00:00+05:30,0.15427799736384254 +2020-12-31 09:00:00+05:30,0.2155807264085385 +2020-12-31 10:00:00+05:30,0.20905629912941043 +2020-12-31 11:00:00+05:30,0.15220458542063398 +2020-12-31 12:00:00+05:30,0.0960510283377849 +2020-12-31 13:00:00+05:30,0.12343713819079415 +2020-12-31 14:00:00+05:30,0.11372958748363775 +2020-12-31 15:00:00+05:30,0.12292408973174732 +2020-12-31 16:00:00+05:30,0.0873224892064543 +2020-12-31 17:00:00+05:30,0.10990953989302502 +2020-12-31 18:00:00+05:30,0.12594811958678342 +2020-12-31 19:00:00+05:30,0.13203974778234912 +2020-12-31 20:00:00+05:30,0.10784505058529184 +2020-12-31 21:00:00+05:30,0.12125726524513988 +2020-12-31 22:00:00+05:30,0.08112030239674972 +2020-12-31 23:00:00+05:30,0.07778420342924022 diff --git a/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_baseline_T_plus_24.csv b/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_baseline_T_plus_24.csv new file mode 100644 index 0000000..05b4fb4 --- /dev/null +++ b/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/forecast_baseline_T_plus_24.csv @@ -0,0 +1,25 @@ +x_timestamp,yhat +2020-12-31 00:00:00+05:30,0.034 +2020-12-31 01:00:00+05:30,0.063 +2020-12-31 02:00:00+05:30,0.08 +2020-12-31 03:00:00+05:30,0.067 +2020-12-31 04:00:00+05:30,0.059000000000000004 +2020-12-31 05:00:00+05:30,0.066 +2020-12-31 06:00:00+05:30,0.27899999999999997 +2020-12-31 07:00:00+05:30,0.263 +2020-12-31 08:00:00+05:30,0.101 +2020-12-31 09:00:00+05:30,0.244 +2020-12-31 10:00:00+05:30,0.099 +2020-12-31 11:00:00+05:30,0.242 +2020-12-31 12:00:00+05:30,0.083 +2020-12-31 13:00:00+05:30,0.076 +2020-12-31 14:00:00+05:30,0.122 +2020-12-31 15:00:00+05:30,0.057999999999999996 +2020-12-31 16:00:00+05:30,0.041999999999999996 +2020-12-31 17:00:00+05:30,0.087 +2020-12-31 18:00:00+05:30,0.112 +2020-12-31 19:00:00+05:30,0.243 +2020-12-31 20:00:00+05:30,0.176 +2020-12-31 21:00:00+05:30,0.08700000000000001 +2020-12-31 22:00:00+05:30,0.106 +2020-12-31 23:00:00+05:30,0.06 diff --git a/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/metrics.csv b/Project_1_24h-energy-consumption-prediction/artifacts/fast_track/metrics.csv 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here (Ex: CEEW - Smart meter data Bareilly 2020.csv) \ No newline at end of file diff --git a/Project_1_24h-energy-consumption-prediction/readme.md b/Project_1_24h-energy-consumption-prediction/readme.md new file mode 100644 index 0000000..9a47b66 --- /dev/null +++ b/Project_1_24h-energy-consumption-prediction/readme.md @@ -0,0 +1,45 @@ +# Fast-Track 24h Electricity Demand Forecast + +This project provides a lightweight, end-to-end forecasting pipeline for predicting the next 24 hours of electricity demand for Bareilly and Mathura, using historical smart meter data and optional weather forecasts. + +## Why This Exists + +Power utilities need quick, reasonably accurate demand forecasts for operational decisions like generation scheduling, demand response, and grid balancing. Traditional forecasting setups often require complex feature pipelines or proprietary software. + +This script aims to bridge that gap by: +- Automating data cleaning & hourly aggregation from smart meter CSVs. +- Using seasonal naive and ridge regression methods for fast forecasts. +- Optionally enriching with weather data via Open-Meteo. +- Producing plots, metrics, and a PDF report within minutes — no complex MLOps stack needed. + +## How It Works + +1. Data ingestion: + Loads smart meter readings, cleans timestamps, finds the energy column, and resamples to hourly. + +2. Preprocessing: + - Imputes short missing gaps (forward fill + interpolation). + - Caps extreme outliers at 1st/99th percentile. + +3. Optional Weather: + Fetches hourly temperature forecasts for Bareilly and merges with demand data. + +4. Feature Engineering: + Builds time features (hour, sin/cos, day of week), lagged values, and 24h rolling means. + +5. Forecasting: + - Baseline: Seasonal naive = repeat yesterday’s hour values. + - Ridge Regression: Trains on last N days, autoregressively predicts next 24 hours. + +6. Evaluation & Reporting: + If ground truth is available for the forecast horizon, computes MAE, WAPE, sMAPE and RMSE. + Generates plots and a 2-page PDF report with metrics and visualizations. + +## Usage + +# Run pipeline for Bareilly, 7 days history, without weather +python run_forecast.py --city Bareilly --data_path "data\CEEW - Smart meter data Bareilly 2020.csv" --history_window 7 --with_weather false --make_plots true --save_report true + + +# Run pipeline for Mathura, 7 days history, without weather +python run_forecast.py --city Mathura --data_path "data\CEEW - Smart meter data Mathura 2020.csv" "data\CEEW - Smart meter data Mathura 2020.csv" --history_window 7 --with_weather false --make_plots true --save_report true \ No newline at end of file diff --git a/Project_1_24h-energy-consumption-prediction/reports/fast_track_report.pdf b/Project_1_24h-energy-consumption-prediction/reports/fast_track_report.pdf new file mode 100644 index 0000000000000000000000000000000000000000..be42a0670fbfbdf26c362bfcedfb183672f4f759 GIT binary patch literal 112043 zcmeFZbzD`?*Dp>fND4?v9a<4MaDW3yNQX2?cZ1R$N~d&(fP#Q@2-1yoONo>U5|R?q zaQ6ZIeEdG1*Q2lddw%!+bMdv^b7se^wPww%_nJLx(J6?EGqbU9pwksjg9>WV*+8ry z8^ed_e0(7A12((ZJHi3YY(b2@-8pH|vi4ImaH!!xaHUmL_T(!3` zQZ{h}X#vfOiUXvWxH^KsQdR&7!avR;Kh9DhonOdd`<($8-7xCyO#tdH$pl=m*-DH8Hj@5VmmzT4V+Oaq@7oaBzUQIoMdB+&}|h5r8$|c?S^BC4oZL);7Q| zHrUO-iUW4}r~G70tj!$FL2N(T6t}PhI0k{mEdeozni$y_o4^QnaI`luutIlDozakW zn6D@=fB5132ZuP3*%!$6<>rqe7Y6;3lQLa}u76gjB1ZN4sFG{wmL~igm&q1iSih>Qv zji^2vd7k8=v@5l^*dJ9t&AcM>+RqM0F$s&r^5!9LqxKY zaP?xA?SyZKb|U3d9P6is6IFL+Sa}UavX*f_Whd%jkhtBu$HG@52JLD9bwz6wF8RLj!OEvbrUG~W zAzp4dmAMw&Auj~o5^+gid^$SP5Mc_nSx&2@iNNTzmoUX?1O1UJKb-H=BFPL)ES<3fBQoFrL-cum3mn8 z3C+5)1BKEFi3@QQ)W?m(oHRuAa}ry-2kzst9L5QH2`{e6Q1X{Hlwl0Slrn$}@Gx1D9xg@2?EyYj}fA0li2;==Pq^U#Pd1b~GLA8`JRs((kNl?>A57E9mdruKR z^~QHW*q}-@9A){Q@wiN@93_I%%BreMZ>X<)@3k;SWYKE`7lVbXXT#-L{Ibz6Q(K;N zVNtU#hl^K~3w*o99J*wQwUR4sJfSi_7=U>bq|s zSM!Y?z2@{5D=5tGUB9!7;Y{rPO3{W)yY-vo$eE@o@so7w7CVe$NIQMd7i*n)Hoah?$eI%chy%3M48yM@ z%NiKVZ^&tr-Yd$}nb5FCb@R1Sj6GNg&aktUlFda^oB1{tPP1q|PvmLwZp<4j{Rt}1 zrhnsO?|zQGv^Sm0V6vKdRnNP4hUzwKbtk+}=shpQlwD3MoP5oa+#~d(dZW)3nmVN@ zj0W6nK9YC0L5HoYbGVrvtG}Kn0BcM>Ft_G23#LcbDnb$QZ9yJDus+6*>uV#d$G@M| z5Fj$Zhq{qurh;fR!k_8Q|OC6T9MGC1esSiIhLAOp(3Lbn7wT)6)0?R z%d9{(aI*}Wl70NJk)NsAAaM^DwdU9{Daf`Jk8(GFtbec*|1H7iUHd>^4QxfCKDnqY zovDnoX>ot|)2WRyIZx@9kT?UD^ZisxWk)*%2*;e?yD$%?kR!e*nu9OCO<(Y z>tnkbo9=k-Tdnd=7TbeI?_TeeVb73Ii1{`^L9}4zAYgLd6+h@Z$PU z0)C>NA4u*`s3$x^8ogEUy6FCsr*~V7P1n)~m9S6}zqTU#A6)Ys@~&wlSM;s5Q&bom z+RMN7>^Q?(bqsTdlfWpS*WO%(SG^*i0z3Ypgz88LZK#2&$K$ED1O8c)5zg`z*>|W( z)4d%y(&^B+x!b6kO>7>A`D*!L4cy8>Uygg1@6KGZRkL#Rm>|;N?N(ZwyxSAuGTU2V z^>=tS)$``GQpA%Xd)E)Z(9_ab;@-I#`3kR$6~y*?ve|HY1;#6ke>QH`e>w$*3}JOz zAf12eV1oNEbr6_r|BLLnH~^IR2eil;R)*EgiiYBmqmROR5WOFgdBgP_N(;gAa-Ts~ zA#^VAL+Dh0e7k>dBxfVW8$u?=B1>bs9#c^WmaQP?wH2V_cWlyKy|MW_H;|uH!hC=q zy$NB1{+T3x1-2MuHni1K^mGKY($n;Yni}f;b7<>8)_VfKsIXi9xuC;d#^mg6BN_+v z7u)v?{YD@8dzN+`@Qo4rOUt|z2)Q2hM7-}tU%%Y7@!IMgR=Q84wk$|^c_+^7=C7g@ z2Eeb*KC`<=7T2dSw#VM}4kOih(C%#Oce^t9Lzr8-m0b&=-0O+0!=kV|iB4BOSmK+V z854btSwf8JHs)hVco3koQ2V8-yvo?NC(nr{wi|>wH4&yww9Yza_K{CSUs2gE^_juP zck{t7MwU(n4@jGAcnIW*;Rxt=ALGLF0Sg;Am|T`5MAXzpRqu$JJTy>sQZ}%5V3s$u zw6Jpm91(E~dk04ma|3%2D>_)l;71w4$q8HnoD5MD2P1n6TSpsv5aiOi04qBgI$pS9 zu(8dK4wf^p0^alAH37Uw_|lnSW@81qj+vd44a5e8vH}hZ%%4HOXiC<=(ca?1<6&WC zh4BRZ`=p3607ndP`Yv1;bg-B;;I+Wqw13^hf2zQu7N({qfRhFDsFQ^5Ava60f^<| zW(7gGI6>?@tQQ9-Kqu@v?0$AA+vS;^3wHm1ccA~g&JNrQJ7Dkld2q4=s>ccw0H6|3 zZs0{c+#oJ4;5R!2#0fOc1v@w)AP5g9I&grXoKO%aC-4#|JBW(|xR)CsfE6gi&amt3 zzybLAT)^|Nck*!a0O!j(*!hAPb}n?-8Ab$*DcAu8%oOZdPJr>tcL4VS?Ov4GIRHU$ zUmToVJQrskU>b%3^-wklz~E)O96-CA5I`_Iu;(~{bpi;88xR)kd~rZv_dzd&06W9l zzvwiW009~R!J@<3%O7MoBK$1@mDx7dh`T zUH>UZw>!(tT^zeTg34#eF^aU&L86Jh@n&E29t&XFkQx4N5COsdMj{0I7a)dTsU{kk z4YRijJ)v1oiNCSNPJjP7MKeDy8=EvPg3!LTA`j_3E4tpullLZOQVR+DFRZp}GrwNV zdj@jow(BM^OxUi*qa|cEp&vKP_uIC^dPvZ?h0l&ZLM8PU&t55#x-hcDZ(@&ZT90ex zP}{BoYX`^r92yyl(#EwFGjOU{dYuZf1KHEUK< z43&zoX{49@HB%PZ=v0j-@+X~jUv>E+zP0NXv#RdW1bvHrC^95gyoKIxG>lpwT-ze- zryA7^?jyQe6nwZaJ>0^f;&zj|O)0={o&P1L_VP_U>9#|u4wS{Ft)s#&E3b0|TXVBo zI0F3@Vf=((fC~K?6)H+uBe0>>EfJgvW|uN-Cg*?6I6Z$8s0cO-4#&|E6IokW9!+s37~+&Ut~u zPbkCso73lQp8KTlH8h?fh{!&ufg>{*M)^6S{&7P7 zMhT-@a7C!lL^oB-=)AoJ`MZtn51P&&3C3z0lk4y2@%lt52C=u9eeU)fDdVuUAqabf zRzkCjCW{o?{I(^<6%zyTl|i%-%bZGr%B%R|l<@S41|y*{i$qQ=s}DZgMUnSfIcHyP z-CUy(MlHMLXl{GHaZ%1_A(#E+1pnRMQ3YMiWB&p3ic^LO za2=a2Wxx#{G&sz{@fx`QVp5Rp2POp&CdyFyZ9b%r=K_jx)RRr&ShyKw&m9@k^n=i? 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zU(0Y?F(e%aD*=px1AzCgLpy{04>kxij5#HtJIrKIu|)tf@T@g~-76OZDcuB!E;Oc8 zOcsP>#k_YuMqKo4ym*rm@#tQ@#=>Z=E=#l**f|hI0?p19c*XJAU)M}9S$a1~k*+Kk z^U&)<j}>X;PaXpMrnb>M z!Gyr;2Huv&y?Zc<-DF+s$M~Y<JjlfW zfg7xDuw5#FBd$D)KOxLa05&MD?e1fh;3c5$5(*^SMi#@v$+2`1|9imw3ze@@zC|!p zzexaT1pZKkVnCRaPspEvufrc~0tBSU|8s`}@mzt&Z^=w-A38cYm>Aj+{=yqsk_lsw zC?w$zevE)1_CH(yvr$wO$*1maXM*HYHZ(JFMDpFXc<6}KMWWI0Emb61;NO4lBl)E8 z&bCfS3{p(&KZg+J|33#N9776D>4bMcaw!=)*;(VAtSyX?F8sV`6fcSgY3}4?=P1I* zXY*g5@!}oKu8{F5JK!HW8=L(1uh~5`MH(3zTfz1J=Mb>#zbCN3+e#ZcnIO5OMKCCg z02+mXANVDB6(zul#-UK0SN^XHbaOBRv7npo1!qnN7@v{j}rd-92k^XpG>I{*1=p&_aKo10#IoxuN;dN9GbVKR@Qk zdEqvWv;jYi;J?p-g~{p2HZ1DzXO6}m?UQIM4twO91<*&H8(M%LcclFU1dpCqK8AL&E5 zqjNSIC%}KC4RG+~zuO)sd}Mw>3!`vH+F2NbJ#uft*dt>Lp7`JWim(p;eJ!v}`2Su9 zog54;tW6xq2o`{vg@*~OwMafyJl+Wj9Rth convert to UTC aware if needed) + if df_combined.index.tz is None: + try: + df_combined.index = df_combined.index.tz_localize('Asia/Kolkata') + except Exception: + pass + + # Removing any duplicate index entries that might arise from concatenation + df_combined = df_combined[~df_combined.index.duplicated(keep='first')] + + return df_combined + + +def resample_to_hourly(df_hour3min): + # sum over each hour + df_h = df_hour3min['kwh'].resample('1h').sum().to_frame('kwh') + # Ensuring continuous index + idx = pd.date_range(df_h.index.min(), df_h.index.max(), freq='1h', tz=df_h.index.tz) + df_h = df_h.reindex(idx) + return df_h + + +def impute_and_cap(df_h): + # Imputing small gaps: forward fill up to 3 hours, else interpolate + nans = df_h['kwh'].isna().sum() + if nans>0: + df_h['kwh'] = df_h['kwh'].ffill(limit=3) + df_h['kwh'] = df_h['kwh'].interpolate(limit_direction='both') + # Capping outliers using percentiles + low, high = df_h['kwh'].quantile([0.01, 0.99]) + df_h['kwh'] = df_h['kwh'].clip(lower=low, upper=high) + return df_h + + + +def fetch_open_meteo_forecast(lat, lon, start_iso, hours=24): + """ + Fetch hourly temperature forecasts from Open-Meteo using lat/lon. + Open-Meteo provides the next 48 hours of forecast data. + """ + # Open-Meteo hourly temperature forecast. forecast_days=2 fetching 48 hours. + url = ( + f'https://api.open-meteo.com/v1/forecast?latitude={lat}&longitude={lon}' + f'&hourly=temperature_2m&forecast_days=2&timezone=Asia%2FKolkata' + ) + r = requests.get(url, timeout=10) + r.raise_for_status() + j = r.json() + + # Extracting data using the correct Open-Meteo response structure + times = pd.to_datetime(j['hourly']['time']) + + # Ensuring timezone localization + if times.tz is None: + times = times.tz_localize('Asia/Kolkata') + + temps = j['hourly']['temperature_2m'] + dfw = pd.DataFrame({'temperature': temps}, index=times) + + # Returning the full forecast, main function will handle time alignment. + return dfw + + + +def make_features(df, use_weather=False): + df = df.copy() + df['hour'] = df.index.hour + df['sin_hour'] = np.sin(2 * np.pi * df['hour'] / 24) + df['cos_hour'] = np.cos(2 * np.pi * df['hour'] / 24) + df['dow'] = df.index.dayofweek + df['lag1'] = df['kwh'].shift(1) + df['lag2'] = df['kwh'].shift(2) + df['lag3'] = df['kwh'].shift(3) + df['roll_mean_24'] = df['kwh'].rolling(24, min_periods=1).mean() + if use_weather and 'temperature' in df.columns: + pass + df = df.dropna(subset=['lag1', 'lag2', 'lag3', 'roll_mean_24']) + return df + + +def seasonal_naive_forecast(df_h, origin_time): + # origin_time is the last observed x_timestamp T + # produce T+1..T+24 by copying same hours from previous day + start = origin_time + pd.Timedelta(hours=1) + idx = pd.date_range(start, periods=24, freq='1h', tz=origin_time.tz) + yhat = [] + for t in idx: + prev_time = t - pd.Timedelta(hours=24) + if prev_time in df_h.index: + yhat.append(df_h.loc[prev_time, 'kwh']) + else: + yhat.append(np.nan) + + return pd.DataFrame({'x_timestamp': idx, 'yhat': yhat}).set_index('x_timestamp') + + + + + +def ridge_forecast(df_h, origin_time, use_weather=False): + # Training on last 7 days ending at T-1 (history window will be handled outside) + # preparing features, training on available rows prior to origin_time, then iteratively predicting next 24 hours + df_feat = df_h.copy() + if use_weather and 'temperature' not in df_feat.columns: + raise ValueError('Weather requested but temperature column missing') + dff = make_features(df_feat, use_weather=use_weather) + + # training: everything with index <= origin_time - 1 hour + train_end = origin_time - pd.Timedelta(hours=1) + train_start = origin_time - pd.Timedelta(days=7) + train = dff.loc[train_start:train_end] + + X_cols = ['sin_hour','cos_hour','dow','lag1','lag2','lag3','roll_mean_24'] + if use_weather: + X_cols = X_cols + ['temperature'] + # imputing NaNs in the temperature column for the training data. + # mean of the future forecast + fill_value = df_feat['temperature'].mean() + + # filling NaNs in the training data's temperature column + train.loc[:, 'temperature'] = train['temperature'].fillna(fill_value) + + if len(train) == 0: + raise ValueError("No training data available before origin_time") + + MIN_TRAINING_SAMPLES = 50 # minimum number of hourly samples + + if len(train) < MIN_TRAINING_SAMPLES: + raise RuntimeError( + f"Insufficient training data. Found only {len(train)} samples " + f"after feature engineering and windowing (Target: >{MIN_TRAINING_SAMPLES} samples)." + ) + + X_train = train[X_cols] + y_train = train['kwh'].values + + # model = Ridge(alpha=1.0, fit_intercept=True, copy_X=True, max_iter=None, tol=0.0001, solver='saga', positive=False, random_state=2) + model = HistGradientBoostingRegressor(learning_rate=0.08) + + model.fit(X_train, y_train) + + # iterative forecasting: for h in 1..24 + preds = [] + df_sim = dff.copy() + + for h in range(1, 25): + t = origin_time + pd.Timedelta(hours=h) + # creating row for t using available history + row = {} + row['hour'] = t.hour + row['sin_hour'] = np.sin(2 * np.pi * row['hour'] / 24) + row['cos_hour'] = np.cos(2 * np.pi * row['hour'] / 24) + row['dow'] = t.dayofweek + # lags + for lag in (1,2,3): + lt = t - pd.Timedelta(hours=lag) + lag_val = df_sim['kwh'].get(lt, np.nan) + row[f'lag{lag}'] = lag_val + + # roll mean 24 + window = [t - pd.Timedelta(hours=i) for i in range(1,25)] + + vals = [df_sim['kwh'].get(wt, np.nan) for wt in window] + + row['roll_mean_24'] = np.nanmean(vals) + if use_weather: + # safely retrieving temperature forecast + temp_val = df_sim['temperature'].get(t, np.nan) + row['temperature'] = temp_val + + Xpred = pd.DataFrame([row], index=[t])[X_cols].astype(float) + if Xpred.isnull().values.any(): + # robust fallback for missing initial lags/roll_mean + # Filling NaNs in Xpred using column means from training data for safety + X_train_mean = X_train.mean() + Xpred = Xpred.fillna(X_train_mean) + + ypred = model.predict(Xpred)[0] + + # Updating df_sim with the predicted value for the next iteration's lags + df_sim.loc[t, 'kwh'] = ypred + if use_weather and 'temperature' in df_sim.columns: + # Ensuring temperature is also set, even if it's NaN for non-forecast times + if t not in df_sim.index or 'temperature' not in df_sim.columns: + df_sim.loc[t, 'temperature'] = row.get('temperature') + + preds.append((t, ypred)) + + idx = pd.DatetimeIndex([p[0] for p in preds]) + yhat = [p[1] for p in preds] + return pd.DataFrame({'x_timestamp': idx, 'yhat': yhat}).set_index('x_timestamp') + + +def evaluate(y_true, y_pred): + # y_true, y_pred are pandas Series aligned by index + y_true, y_pred = y_true.align(y_pred, join='inner') + mae = mean_absolute_error(y_true, y_pred) + wape = np.sum(np.abs(y_true - y_pred)) / np.sum(np.abs(y_true)) + smape = np.mean(2 * np.abs(y_true - y_pred) / (np.abs(y_true) + np.abs(y_pred) + 1e-9)) + rmse = root_mean_squared_error(y_true, y_pred) + return {'MAE': mae, 'WAPE': wape, 'sMAPE': smape, 'RMSE': rmse} + + +def horizon_mae(actual, preds_df): + # preds_df: index x_timestamp, column yhat; actual has true x_timestamps + # returns list of MAE for horizons 1 to 24 + maes = [] + for t, row in preds_df.iterrows(): + maes.append(abs(actual.loc[t] - row['yhat'])) + + return maes + + +def make_plots(df_h, forecast_df, baseline_df): + # plot of last 3 days actual + forecast + end = df_h.index.max() + start = end - pd.Timedelta(days=3) + pd.Timedelta(hours=1) + fig, ax = plt.subplots(figsize=(12,5)) + df_h.loc[start:end]['kwh'].plot(ax=ax, label='actual') + forecast_df['yhat'].plot(ax=ax, label='HistGradientBoostingRegressor forecast', marker='o') + baseline_df['yhat'].plot(ax=ax, label='seasonal naive', marker='x') + ax.set_title('Last 3 days actuals + next 24h forecast') + ax.legend() + plt.tight_layout() + p1 = 'artifacts/fast_track/plots/forecast_overview.png' + fig.savefig(p1) + plt.close(fig) + + + # Horizon-wise MAE (requires truth for next 24h) + maes = [] + for h in range(1,25): + t = forecast_df.index[0] + pd.Timedelta(hours=h-1) + if t in df_h.index: + maes.append(abs(df_h.loc[t,'kwh'] - forecast_df.iloc[h-1]['yhat'])) + else: + maes.append(np.nan) + fig, ax = plt.subplots(figsize=(10,4)) + ax.plot(range(1,25), maes) + ax.set_xlabel('Horizon (hours)') + ax.set_ylabel('Abs Error') + ax.set_title('Horizon-wise absolute error (1..24)') + plt.tight_layout() + p2 = 'artifacts/fast_track/plots/mae_plot.png' + fig.savefig(p2) + plt.close(fig) + return p1, p2 + + +def write_forecast_csv(df_forecast, tag='T_plus_24'): + out = f'artifacts/fast_track/forecast_{tag}.csv' + df_forecast.reset_index().rename(columns={'index':'x_timestamp'}).to_csv(out, index=False) + return out + + +def write_metrics_csv(metrics_dict): + dfm = pd.DataFrame(metrics_dict).T + out = 'artifacts/fast_track/metrics.csv' + dfm.to_csv(out) + return out + + +def write_report_text(metrics, p1, p2): + # Creating a simple 2-page PDF with text + plots using PdfPages + pdf_path = 'reports/fast_track_report.pdf' + with PdfPages(pdf_path) as pdf: + # Page-1: text overview + fig = plt.figure(figsize=(8.27, 11.69)) + txt = ( + 'Objective: Predict 24-hour ahead electricity demand for the specified region (Bareilly/Mathura).\n\n' + 'Data Preparation:\n' + '1. Data Coverage: Meter readings from 2020/2021 (Bareilly) and 2019/2020 (Mathura) were combined to ensure a \nrobust, multi-year training history.\n' + '2. Resampling: Raw 3-minute readings were aggregated (summed) into 1-hour intervals, establishing the \n prediction frequency.\n' + '3. Imputation: Missing values were handled by forward-filling up to 3 hours, followed by linear \n interpolation for remaining gaps.\n' + '4. Outliers: Data stability was ensured by clipping extreme consumption values at the 1st and 99th \n historical percentiles.\n\n' + 'Modeling Approach:\n' + '1. Baseline: Seasonal Naive, which predicts consumption for a future hour based on the consumption \n from the same hour on the previous day.\n' + '2. HistGradientBoostingRegressor Model: A model trained on a 7-day rolling historical \n window (ending at origin\time T).\n' + ' - Features: Lag consumption (1, 2, 3 hours), 24h rolling mean, day-of-week, and cyclical Sin/Cos \n of hour-of-day. Temperature is included if external API fetch is successful.\n' + ' - Forecasting: Predictions were generated iteratively, where the forecast for $T+h$ is used to derive \n features (lags) needed for the $T+h+1$ prediction.\n\n' + 'Performance Metrics:\n\n' + ) + # remove any stray tab characters that cause the Matplotlib warning + txt = txt.replace('\t', ' ').replace('\xa0', ' ') + + # text at 5% from the left, 95% from the bottom (using va='top') + fig.text(0.05, 0.95, txt, va='top', fontsize=10) + + # the Metrics Table + + # data for the table + headers = ['Model', 'MAE', 'WAPE', 'sMAPE', 'RMSE'] + data = [] + model_names = {'HistGradientBoosting': 'HGBoost', 'baseline': 'Seasonal Naive'} + metric_keys = ['MAE', 'WAPE', 'sMAPE', 'RMSE'] + + for key in ['HistGradientBoosting', 'baseline']: + if key in metrics: + row = [model_names[key]] + for m_key in metric_keys: + val = metrics[key].get(m_key, np.nan) + # Format to 3 decimal places or display N/A if NaN + row.append(f"{val:.3f}" if not np.isnan(val) else 'N/A') + data.append(row) + + # Defining an axis for the table (to help with positioning) + ax_table = fig.add_subplot(111) + ax_table.axis('off') # Hide axes lines + + # Positioning the table below the introductory text block + table_y_position = 0.58 # Y-coordinate for the bottom of the table + + # Creating the table + table = ax_table.table( + cellText=data, + colLabels=headers, + loc='center', + cellLoc='center', + bbox=[0.05, table_y_position, 0.9, 0.1] + ) + + # style the table + table.auto_set_font_size(False) + table.set_fontsize(10) + table.scale(1, 1.5) # Scaled height slightly for readability + + pdf.savefig(fig) + plt.close(fig) + + # Page-2: plots + fig = plt.figure(figsize=(8.27, 11.69)) + ax1 = fig.add_subplot(211) + img1 = plt.imread(p1) + ax1.imshow(img1) + ax1.axis('off') + ax2 = fig.add_subplot(212) + img2 = plt.imread(p2) + ax2.imshow(img2) + ax2.axis('off') + pdf.savefig(fig) + plt.close(fig) + return pdf_path + + +def main(args): + ensure_dirs() + df = load_data(args.data_path, city=args.city) + dfh = resample_to_hourly(df) + dfh = impute_and_cap(dfh) + + # manually setting an earlier origin_time for backtesting. + # pretend it's the end of Dec 30th and forecast the 31st. + origin_time = pd.Timestamp('2020-12-30 23:00:00', tz='Asia/Kolkata') + + # weather + use_weather = args.with_weather + if use_weather: + # Bareilly approx coords + lat, lon = 28.3670, 79.4304 + try: + dfw = fetch_open_meteo_forecast(lat, lon, origin_time, hours=24) + # merging into dfh (it will contain forecasts for next 48h) + dfh = dfh.merge(dfw, left_index=True, right_index=True, how='left') + except Exception as e: + print('Weather fetch failed, proceeding without weather:', e) + use_weather = False + + # Baseline forecast + baseline = seasonal_naive_forecast(dfh, origin_time) + # forecast + try: + # Pass the history_window argument to the forecast function + ridge = ridge_forecast(dfh, origin_time, use_weather=use_weather) + except Exception as e: + print('forecast failed, falling back to baseline only:', e) + ridge = baseline.copy() + + # Saving forecasts + f1 = write_forecast_csv(ridge, tag='T_plus_24') + f2 = write_forecast_csv(baseline, tag='baseline_T_plus_24') + + # Evaluating if actuals for next 24h exist in dfh + metrics = {} + if all(ts in dfh.index for ts in ridge.index): + true = dfh.loc[ridge.index, 'kwh'] + metrics['HistGradientBoosting'] = evaluate(true, ridge['yhat']) + metrics['baseline'] = evaluate(true, baseline['yhat']) + else: + metrics['HistGradientBoosting'] = {'MAE': np.nan, 'WAPE': np.nan, 'sMAPE': np.nan} + metrics['baseline'] = {'MAE': np.nan, 'WAPE': np.nan, 'sMAPE': np.nan} + + mfile = write_metrics_csv(metrics) + + # Plots + p1, p2 = make_plots(dfh, ridge, baseline) + + # Report + rep = write_report_text(metrics, p1, p2) + + print('\nArtifacts written to:') + print(' -', f1) + print(' -', f2) + print(' -', mfile) + print(' -', p1) + print(' -', p2) + print(' -', rep) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument('--city', default='Bareilly') + parser.add_argument('--data_path', required=True, nargs='+', help='Path(s) to smart meter CSV or parquet') + parser.add_argument('--history_window', default='7', help='days of history to use (integer)') + parser.add_argument('--with_weather', type=lambda x: x.lower() in ('true', '1', 'yes'), default=False) + parser.add_argument('--make_plots', type=lambda x: x.lower() in ('true', '1', 'yes'), default=True) + parser.add_argument('--save_report', type=lambda x: x.lower() in ('true', '1', 'yes'), default=True) + args = parser.parse_args() + + try: + args.history_window = int(str(args.history_window)) + except Exception: + args.history_window = 7 + + main(args) \ No newline at end of file