MORED offers the following consumption data:
* Labelled WP and IL goround-truth electricity consumption
* WP electricity consumption
* IL signatures
# Details about acquired data
## WP and ILGT data
| | Properties | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
| ---------- | ---------- | ---------- | ---------- | ---------- | ---------- | ---------- | ---------- | ---------- |
|**Premises** | Affluent neighborhood apartment | . | . | . | ✓ | ✓ | ✓ | ✓ |
| | Affluent neighborhood semi-detached house | . | ✓ | . | . | . | . | . |
| | Disadvantaged neighborhood apartment | ✓ | . | ✓ | . | . | . | . |
| | City | Sale | Sale | Sale | Tetúan | Rabat | Tetúan | Tetúan |
| | Number of occupants | 2 | 7 | 5 | 3 | 2 | 4 | 1 |
| | Number of elderly (>65) | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| | Number of adults (<65 and >18) | 2 | 4 | 4 | 3 | 2 | 3| 1|
| | Number of rooms | 5 | 5 | 5 | 5 | 5 | 6 | 3 |
| | Number of floors | 1 | 3 | 1 | 1 | 1 | 1 | 1 |
| | Area (m2) | 50 | 100 | 70 | 103 | 100 | 103 | 103 |
| | Ownership | R | B | R | B | R | B | B |
|**WP measurements** | Sampling rate (S/s) | 1/5 | 1/5 | 1/5 | 1/5 | 1/5 | 1/5 | 1/5 |
| | Total acquisition duration (days) | 24 | 14 | 80 | 60 | 44 | 40 | 90 |
| | Mean daily consumption (kW) | 110 | 115 | 220 | 281 | 280 | 295| 206|
|**IL ground-truth measurements** | Sampling rate (S/s) |1/5 | 1/5 | 1/5 | 1/5 | 1/5 | 1/5| 1/5|
| | Total number of monitored Loads | 8 |3 | 3 | 4 | 7 | 3| 2|
## WP data
| Properties | Premises 1 | Premises 2 | Premises 3 | Premises 4 | Premises 5 | Premises 6 | Premises 7 |
| ---------- | ---------- | ---------- | ---------- | ---------- | ---------- | ---------- | ---------- |
| Affluent neighborhood apartment | . | . | . | . | . | . | ✓ |
| Affluent neighborhood semi-detached house | . | . | . | . | . | ✓ | .|
| Disadvantaged neighborhood apartment | ✓ | ✓ | ✓ | ✓ | ✓ | . | . |
|City of residence | Sale | Sale | Sale | Sale | Sale | Sale | Tetúan |
|Number of occupants | 2 | 3 | 8 | 4 | 2 | 2 | 3|
|Number of elderly (>65) | 0 | 0 | 0 | 0 | 2 | 0 | 0|
|Number of adults (<65 and >18) | 2 | 3 | 5 | 4 | 0 | 2 | 3|
|Number of rooms |5 | 5 | 5 | 5 | 5 | 5 | 3|
|Number of floors |1 | 1 | 1 | 1 | 1 | 2 | 1|
|Area (m2) | 50 | 50 | 50 | 50 | 50 | 100 | 103|
|Ownership | R | R | R | R | R | B | B|
|Sampling rate (S/s) | 1/10 | 1/10 | 1/10 | 1/10 | 1/10 | 1/5 | 1/5 |
|Total duration (days) | 45 | 80 | 36 | 33 | 28 | 82 | 15|
|Mean daily consumption (kW) | 110 | 115 | 220 | 281 | 28 | 187 | 227|
## ILS data
| Load | Premises 1 | Premises 2 | Premises 3 | Premises 4 | Laboratory | #Brand | Consumption type | #Takes|
| ---- | ---- | ---- | ---- | ---- | ---- | ---- | ---- | ---- |
|Blender| ✓| ✓ |✓ |✓ |. |4 |FSM |1UI |40|
|Hair dryer | ✓ | ✓ | . | ✓ | . | 3 | FSM | 1UI | 30|
|Laptop | ✓ | . | . | . | . | 2 | CVD | 1UI | 21|
|Kettle | . | . | . | ✓ | . | 1 | ON/OFF | 1UI | 10|
|Hand mixer | . | . | . | ✓ | . | 1 | FSM | 1UI | 10|
|Stand mixer | . | . | . | ✓ | . | 1 | FSM | 1UI | 10|
|Toaster | . | . | . | ✓ | . | 1 | ON/OFF | 1UI | 10|
|Monitor | ✓ | . | . | . | . | 1 | CVD | 1UI | 10|
|Panini grill | ✓ | ✓ | . | . | . | 2 | ON/OFF | 1UI | 20|
|Refrigerator | ✓ | ✓ | ✓ | . | . | 3 | CVD | 1UI | 31|
|Space heater | ✓ | . | . | . | . | 1 | ON/OFF | 1UI | 10|
|Washing machine | ✓ | . | ✓ | . | . | 2 | CVD | 1UI | 21|
|WIFI fiber adapter | ✓ | . | . | . | . | 1 | ON/OFF | 1UI | 12|
|WIFI modem | ✓ | . | . | . | . | 1 | ON/OFF | 1UI | 10|
|Curling brush | . | ✓ | . | . | . | 1 | ON/OFF | 1UI | 10|
|Hair curler | . | ✓ | . | . | . | 1 | ON/OFF | 1UI | 10|
|Hair straightener | . | ✓ | . | . | . | 1 | ON/OFF | 1UI | 10|
|Ironing machine | ✓ | ✓ | . | . | . | 2 | ON/OFF | 1UI | 20|
|Oven | . | ✓ | ✓ | . | . | 2 | FSM | 1UI | 20|
|Vacuum cleaner | . | ✓ | . | . | . | 1 | ON/OFF | 1UI | 10|
|Water heater | . | ✓ | ✓ | . | . | 2 | ON/OFF | 1UI | 20|
|PS3 | . | . | ✓ | . | . | 1 | CVD | 1UI | 10|
|TV | . | . | ✓ | . | . | 1 | CVD | 1UI | 10|
|3D printer | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Band saw | . | . | . | . | ✓ | 1 | CVD | 1UI | |
|Desktop computers | . | . | . | . | ✓ | 1 | CVD | 1UI| 1|
|Drill press | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Drilling machine | . | . | . | . | ✓ | 1 | CVD | 1UI| 10|
|Fan heater | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Heat gun | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Immersion heater | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Impact drill | . | . | . | . | ✓ | 2 | CVD | 1UI |21|
|Jigsaw | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Metal cutting saw | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Paint curing lamp | . | . | . | . | ✓ | 1 | CVD | 1UI| 10|
|Sling miter saw | . | . | . | . | ✓ | 1 | CVD | 1UI | 10|
|Combined grinder & polisher | . | . | . | . | ✓ | 1 | CVD | 3UI | 10|
# DOWNLOAD
## **WPILGT data**
* _Apartment in a disadvantageous neighbourhood_
* [Premises 1](https://drive.google.com/drive/folders/1zWr04V7ep8GxawXsVvhh4MdIZwq5X_d7?usp=sharing)
* [Premises 3](https://drive.google.com/drive/folders/1HaGMTDxbNj6zcs-ZGN06uXtWrteH0rGk?usp=sharing)
* [Premises 7](https://drive.google.com/drive/folders/14N0al7aUt3pxcO_GbM8CXc27DAAL0xEX?usp=sharing)**`new`**
* [Premises 10](https://drive.google.com/drive/folders/12qkV7gFXmj6anjVuyd5BFbtsfhv2rmyH?usp=sharing)**`new`**
* _Semi-Detached House in an affluent neighbourhood_
* [Premises 2](https://drive.google.com/drive/folders/1KqjpGxbDYH_Qa24in1cXaFyihwhUl5y7?usp=sharing)
* [Premises 9*](https://drive.google.com/drive/folders/14Ymk9jJTxjX4IzzKSJQ1AgL8oNwUi_Sq?usp=sharing)**`new`**
* _Apartment in an affluent neighbourhood_
* [Premises 4](https://drive.google.com/drive/folders/1VRsbqt2ho62IFW1PAfGASWvWEomfM12l?usp=sharing)
* [Premises 5](https://drive.google.com/drive/folders/1jfJSoQrNkPHKF08UhJvUbn33A0cPpByF?usp=sharing)
* [Premises 6](https://drive.google.com/drive/folders/1KSk8HO0wgxMvQxkfyY1Pf7NlRbnUSyvb?usp=sharing)
* [Premises 8](https://drive.google.com/drive/folders/1HMDZo8jD5cImA-7X6zui0o0Mv12F3fvK?usp=sharing)**`new`**
* [_metadata_](https://drive.google.com/drive/folders/1ylZD7F0xMY5DZSpDUPNXyx-cZSdbE43e?usp=sharing)
*: The data desciribing the whole-house electricity consumption of this household is not available.
## **WP data**
* _Apartment in a disadvantageous neighbourhood_
* [Premises 1](https://drive.google.com/file/d/1V9t0CF1re0DFHXqDDa9hba87DNaB3Nvm/view?usp=sharing)
* [Premises 2](https://drive.google.com/file/d/1Th8jFVNpv2K-81KezYgHJSmvq93jNl7i/view?usp=sharing)
* [Premises 3](https://drive.google.com/file/d/1H8_IHfaVBkwfahQpqUzlHbbPLfDBMmhN/view?usp=sharing)
* [Premises 4](https://drive.google.com/file/d/1niSxTd3dfrNKo9w4-S41XtU1_bF-br73/view?usp=sharing)
* [Premises 5](https://drive.google.com/file/d/1J1Eu2VfMRNQKxOlRmF3FY6Z_ZjHcW5TW/view?usp=sharing)
* [Premises 8](https://drive.google.com/file/d/1OC9vEv-bknnaEzVSKxMKhagrsUBfNVAh/view?usp=sharing)**`new`**
* [Premises 12](https://drive.google.com/file/d/1YTTLcsexpEEOlo7QShtRXe2qUbBPGBFB/view?usp=sharing)**`new`**
* _Semi-Detached House in an affluent neighbourhood_
* [Premises 6](https://drive.google.com/file/d/1ept4Kbbei_czsGdMwCbg59bS2biBlhlx/view?usp=sharing)
* _Apartment in an affluent neighbourhood_
* [Premises 7](https://drive.google.com/file/d/17QD-xWMORwvNKV6gZhhFSOymRbuPCx5R/view?usp=sharing)
* [Premises 9](https://drive.google.com/file/d/13PsJ0eR-CJHnPUkQAdVzD6jerjuLaGrW/view?usp=sharing)**`new`**
* [Premises 10](https://drive.google.com/file/d/14kHxrpSHk8_m8k1eRTfmNBi9pzPEmS6r/view?usp=sharing)**`new`**
* [Premises 11](https://drive.google.com/file/d/1U-MKHjauD9IJUVv_a0-WZQFkVJ9AfSTV/view?usp=sharing)**`new`**
* [_metadata_](https://drive.google.com/drive/folders/17HL1gYyvW8oO2wiG5mDLct3lFGZcXune?usp=sharing)
## **ILS data**
* [all loads (50Hz and 4Hz)](https://uirabat-my.sharepoint.com/:f:/g/personal/aymane_ahajjam_uir_ac_ma/ErK9uq8SD11IgljlnxX61LoBVzUZwLd_lqgfWdAaCCGcCA?e=iQJZyC)
# Reference
For more information about the dataset, please refer to (and cite) the following paper:
Ahajjam, M.A.; Bonilla Licea, D.; Essayeh, C.; Ghogho, M.; Kobbane, A. [MORED: A Moroccan Buildings’ Electricity Consumption Dataset.](https://doi.org/10.3390/en13246737) Energies 2020, 13, 6737.
BIBTEX:
> @article{Ahajjam_2020, title={MORED: A Moroccan Buildings’ Electricity Consumption Dataset}, volume={13}, ISSN={1996-1073}, url={http://dx.doi.org/10.3390/en13246737}, DOI= {10.3390/en13246737}, number={24}, journal={Energies}, publisher={MDPI AG}, author={Ahajjam, Mohamed Aymane and Bonilla Licea, Daniel and Essayeh, Chaimaa and Ghogho, Mounir and Kobbane, Abdellatif}, year={2020}, month={Dec}, pages={6737}}
We appreciate all the residents who have accepted us in their households and collaborated with us to collect MORED.
:raised_hands: THANK YOU! :raised_hands: