مراجع:
طقس
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/weather')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 3010 |
'train' | 3010 |
'validation' | 3010 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
السياحة_سنوية
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/tourism_yearly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 518 |
'train' | 518 |
'validation' | 518 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
السياحة_ربع سنوية
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/tourism_quarterly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 427 |
'train' | 427 |
'validation' | 427 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
السياحة_شهرية
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/tourism_monthly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 366 |
'train' | 366 |
'validation' | 366 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
cif_2016
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/cif_2016')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 72 |
'train' | 72 |
'validation' | 72 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
london_smart_meters
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/london_smart_meters')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 5560 |
'train' | 5560 |
'validation' | 5560 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
طلب_الكهرباء_الأسترالية
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/australian_electricity_demand')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 5 |
'train' | 5 |
'validation' | 5 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
مزارع الرياح_دقيقة
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/wind_farms_minutely')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 339 |
'train' | 339 |
'validation' | 339 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
بيتكوين
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/bitcoin')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 18 |
'train' | 18 |
'validation' | 18 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
عدد المشاة
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/pedestrian_counts')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 66 |
'train' | 66 |
'validation' | 66 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
مركبة_رحلات
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/vehicle_trips')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 329 |
'train' | 329 |
'validation' | 329 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
kdd_cup_2018
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/kdd_cup_2018')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 270 |
'train' | 270 |
'validation' | 270 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
nn5_daily
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/nn5_daily')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 111 |
'train' | 111 |
'validation' | 111 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
nn5_weekly
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/nn5_weekly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 111 |
'train' | 111 |
'validation' | 111 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
kaggle_web_traffic
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/kaggle_web_traffic')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 145063 |
'train' | 145063 |
'validation' | 145063 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
kaggle_web_traffic_weekly
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/kaggle_web_traffic_weekly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 145063 |
'train' | 145063 |
'validation' | 145063 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
الشمسية_10_دقائق
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/solar_10_minutes')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 137 |
'train' | 137 |
'validation' | 137 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
Solar_weekly
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/solar_weekly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 137 |
'train' | 137 |
'validation' | 137 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
car_parts
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/car_parts')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 2674 |
'train' | 2674 |
'validation' | 2674 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
fred_md
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/fred_md')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 107 |
'train' | 107 |
'validation' | 107 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
Traffic_hourly
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/traffic_hourly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 862 |
'train' | 862 |
'validation' | 862 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
Traffic_weekly
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/traffic_weekly')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 862 |
'train' | 862 |
'validation' | 862 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
مستشفى
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/hospital')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 767 |
'train' | 767 |
'validation' | 767 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
حالات الوفاة من مرض فيروس كورونا
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/covid_deaths')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 266 |
'train' | 266 |
'validation' | 266 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
البقع الشمسية
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/sunspot')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 1 |
'train' | 1 |
'validation' | 1 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
saugeenday
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/saugeenday')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 1 |
'train' | 1 |
'validation' | 1 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
us_births
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/us_births')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 1 |
'train' | 1 |
'validation' | 1 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
الشمسية_4_ثانية
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/solar_4_seconds')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 1 |
'train' | 1 |
'validation' | 1 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
الرياح_4_ثانية
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/wind_4_seconds')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 1 |
'train' | 1 |
'validation' | 1 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
مشاركة الرحلة
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/rideshare')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 156 |
'train' | 156 |
'validation' | 156 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
oikolab_weather
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/oikolab_weather')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 8 |
'train' | 8 |
'validation' | 8 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
درجة الحرارة_المطر
استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:
ds = tfds.load('huggingface:monash_tsf/temperature_rain')
- وصف :
The first repository containing datasets of related time series for global forecasting.
- الترخيص : الترخيص الدولي للمشاع الإبداعي 4.0. https://creativecommons.org/licenses/by/4.0/
- الإصدار : 1.0.0
- الإنشقاقات :
ينقسم | أمثلة |
---|---|
'test' | 422 |
'train' | 422 |
'validation' | 422 |
- سمات :
{
"start": {
"dtype": "timestamp[s]",
"id": null,
"_type": "Value"
},
"target": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_static_cat": {
"feature": {
"dtype": "uint64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"feat_dynamic_real": {
"feature": {
"feature": {
"dtype": "float32",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"item_id": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}