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Clean and standardize example notebooks #462

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Jul 13, 2021
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Clean and standardize example notebooks #462

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d2e0495
Clean and standardize example notebooks. Update them to be compatible…
Okroshiashvili Jul 12, 2021
fdbf1d5
refresh notebook runs
wangzhishi Jul 13, 2021
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598 changes: 309 additions & 289 deletions examples/backtest.ipynb
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122 changes: 72 additions & 50 deletions examples/build_your_own_model.ipynb
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110 changes: 76 additions & 34 deletions examples/daily_forecast.ipynb
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584 changes: 278 additions & 306 deletions examples/dlt.ipynb
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154 changes: 124 additions & 30 deletions examples/docstring_inheritance_check.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -3,7 +3,12 @@
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.265444Z",
"start_time": "2021-07-13T22:32:07.053380Z"
}
},
"outputs": [],
"source": [
"from orbit.models.ets import BaseETS, ETSFull, ETSAggregated, ETSMAP\n",
Expand All @@ -17,7 +22,12 @@
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.282447Z",
"start_time": "2021-07-13T22:32:12.274223Z"
}
},
"outputs": [
{
"name": "stdout",
Expand All @@ -30,7 +40,7 @@
"seed : int\n",
" seed number for initial random values\n",
"verbose : bool\n",
" If True, output all diagnostics messages from estimators\n"
" If True (default), output all diagnostics messages from estimators\n"
]
}
],
Expand All @@ -41,7 +51,12 @@
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.299170Z",
"start_time": "2021-07-13T22:32:12.293106Z"
}
},
"outputs": [
{
"name": "stdout",
Expand All @@ -54,9 +69,9 @@
"seed : int\n",
" seed number for initial random values\n",
"verbose : bool\n",
" If True, output all diagnostics messages from estimators\n",
" If True (default), output all diagnostics messages from estimators\n",
"num_warmup : int\n",
" Number of samples to discard, default 900\n",
" Number of samples to warm up and to be discarded, default 900\n",
"num_sample : int\n",
" Number of samples to return, default 100\n",
"chains : int\n",
Expand All @@ -77,7 +92,12 @@
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.319174Z",
"start_time": "2021-07-13T22:32:12.311690Z"
}
},
"outputs": [
{
"name": "stdout",
Expand All @@ -90,9 +110,9 @@
"seed : int\n",
" seed number for initial random values\n",
"verbose : bool\n",
" If True, output all diagnostics messages from estimators\n",
" If True (default), output all diagnostics messages from estimators\n",
"num_warmup : int\n",
" Number of samples to discard, default 900\n",
" Number of samples to warm up and to be discarded, default 900\n",
"num_sample : int\n",
" Number of samples to return, default 100\n",
"chains : int\n",
Expand All @@ -117,16 +137,19 @@
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.331826Z",
"start_time": "2021-07-13T22:32:12.325672Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Base abstract class for univariate time-series model creation\n",
"\n",
"`BaseTemplate` will instantiate an estimator class of `estimator_type`.\n",
"\n",
"Each model defines its own `_supported_estimator_types` to determine if\n",
"the provided `estimator_type` is supported for that particular model.\n",
"\n",
Expand Down Expand Up @@ -154,16 +177,19 @@
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.343887Z",
"start_time": "2021-07-13T22:32:12.336257Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Base abstract class for univariate time-series model creation\n",
"\n",
"`BaseTemplate` will instantiate an estimator class of `estimator_type`.\n",
"\n",
"Each model defines its own `_supported_estimator_types` to determine if\n",
"the provided `estimator_type` is supported for that particular model.\n",
"\n",
Expand Down Expand Up @@ -204,7 +230,12 @@
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.357690Z",
"start_time": "2021-07-13T22:32:12.350907Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -255,7 +286,12 @@
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.395484Z",
"start_time": "2021-07-13T22:32:12.386977Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -311,7 +347,12 @@
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.421963Z",
"start_time": "2021-07-13T22:32:12.412496Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -364,7 +405,12 @@
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.439040Z",
"start_time": "2021-07-13T22:32:12.429059Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -447,7 +493,12 @@
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.454625Z",
"start_time": "2021-07-13T22:32:12.445901Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -552,7 +603,12 @@
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.473327Z",
"start_time": "2021-07-13T22:32:12.461322Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -661,7 +717,12 @@
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.487123Z",
"start_time": "2021-07-13T22:32:12.479353Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -766,7 +827,12 @@
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.507668Z",
"start_time": "2021-07-13T22:32:12.495902Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -822,7 +888,12 @@
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.526356Z",
"start_time": "2021-07-13T22:32:12.514339Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -895,7 +966,12 @@
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.543912Z",
"start_time": "2021-07-13T22:32:12.534846Z"
}
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -993,8 +1069,13 @@
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-13T22:32:12.567520Z",
"start_time": "2021-07-13T22:32:12.553926Z"
}
},
"outputs": [
{
"name": "stdout",
Expand All @@ -1018,10 +1099,10 @@
" fourier series order for seasonality\n",
"level_knot_scale : float\n",
" sigma for level; default to be .5\n",
"seasonal_knot_pooling_scale : float\n",
" pooling sigma for seasonal fourier series regressors; default to be 1\n",
"seasonal_initial_knot_scale : float\n",
" scale parameter for seasonal regressors initial coefficient knots; default to be 1\n",
"seasonal_knot_scale : float\n",
" sigma for seasonal fourier series regressors; default to be 0.1.\n",
" scale parameter for seasonal regressors drift of coefficient knots; default to be 0.1.\n",
"span_level : float between (0, 1)\n",
" window width to decide the number of windows for the level (trend) term.\n",
" e.g., span 0.1 will produce 10 windows.\n",
Expand Down Expand Up @@ -1077,6 +1158,19 @@
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.8"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
Expand Down
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