{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Forecast sales with multiseries modeling\n",
"\n",
"The use case provided in this notebook forecasts future sales for multiple stores using [multiseries modeling](https://docs.datarobot.com/en/docs/modeling/time/multiseries.html). Multiseries modeling allows you to model datasets that contain multiple time series based on a common set of input features. In other words, a dataset that could be thought of as consisting of multiple individual time-series datasets with one column of labels indicating which series each row belongs to. This column is known as the series ID column.\n",
"\n",
"Multiseries is useful for large chain businesses that want to create a forecast to correctly order inventory and staff stores with the needed number of people for the predicted store volume. An analyst managing the stores uses DataRobot to build time series models that predict daily sales."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import datetime as dt\n",
"from datetime import datetime\n",
"from importlib import reload\n",
"import os\n",
"import re\n",
"\n",
"import datarobot as dr\n",
"from datarobot import Deployment, Project\n",
"import dateutil.parser\n",
"import numpy as np\n",
"import pandas as pd\n",
"from pandas.io.json import json_normalize"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Connect to DataRobot\n",
"\n",
"Read more about different options for [connecting to DataRobot from the client](https://docs.datarobot.com/en/docs/api/api-quickstart/api-qs.html)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# If the config file is not in the default location described in the API Quickstart guide, '~/.config/datarobot/drconfig.yaml', then you will need to call\n",
"# dr.Client(config_path='path-to-drconfig.yaml')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a dataframe\n",
"\n",
"Use the snippet below to display your dataset as a dataframe. You can download the sample dataset used below [here](DR_Demo_Sales_Multiseries_training.csv)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Store
\n",
"
Date
\n",
"
Sales
\n",
"
Store_Size
\n",
"
Num_Employees
\n",
"
Num_Customers
\n",
"
Returns_Pct
\n",
"
Pct_On_Sale
\n",
"
Pct_Promotional
\n",
"
Marketing
\n",
"
TouristEvent
\n",
"
Econ_ChangeGDP
\n",
"
EconJobsChange
\n",
"
AnnualizedCPI
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Louisville
\n",
"
2012-07-01
\n",
"
109673
\n",
"
20100
\n",
"
68
\n",
"
531
\n",
"
1.03
\n",
"
9.96
\n",
"
0.000047
\n",
"
July In Store Credit Card Signup Discount; In ...
\n",
"
No
\n",
"
0.5
\n",
"
NaN
\n",
"
0.02
\n",
"
\n",
"
\n",
"
1
\n",
"
Louisville
\n",
"
2012-07-02
\n",
"
131791
\n",
"
20100
\n",
"
34
\n",
"
476
\n",
"
0.41
\n",
"
8.65
\n",
"
0.000047
\n",
"
July In Store Credit Card Signup Discount; In ...
\n",
"
No
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2
\n",
"
Louisville
\n",
"
2012-07-03
\n",
"
134711
\n",
"
20100
\n",
"
42
\n",
"
578
\n",
"
0.31
\n",
"
8.96
\n",
"
0.000047
\n",
"
July In Store Credit Card Signup Discount; In ...
\n",
"
No
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
3
\n",
"
Louisville
\n",
"
2012-07-04
\n",
"
97640
\n",
"
20100
\n",
"
54
\n",
"
569
\n",
"
0.83
\n",
"
10.08
\n",
"
0.000047
\n",
"
July In Store Credit Card Signup Discount; In ...
\n",
"
No
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
4
\n",
"
Louisville
\n",
"
2012-07-05
\n",
"
129538
\n",
"
20100
\n",
"
62
\n",
"
486
\n",
"
0.51
\n",
"
9.80
\n",
"
0.000047
\n",
"
July In Store Credit Card Signup Discount; ID5...
\n",
"
No
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Store Date Sales Store_Size Num_Employees Num_Customers \\\n",
"0 Louisville 2012-07-01 109673 20100 68 531 \n",
"1 Louisville 2012-07-02 131791 20100 34 476 \n",
"2 Louisville 2012-07-03 134711 20100 42 578 \n",
"3 Louisville 2012-07-04 97640 20100 54 569 \n",
"4 Louisville 2012-07-05 129538 20100 62 486 \n",
"\n",
" Returns_Pct Pct_On_Sale Pct_Promotional \\\n",
"0 1.03 9.96 0.000047 \n",
"1 0.41 8.65 0.000047 \n",
"2 0.31 8.96 0.000047 \n",
"3 0.83 10.08 0.000047 \n",
"4 0.51 9.80 0.000047 \n",
"\n",
" Marketing TouristEvent \\\n",
"0 July In Store Credit Card Signup Discount; In ... No \n",
"1 July In Store Credit Card Signup Discount; In ... No \n",
"2 July In Store Credit Card Signup Discount; In ... No \n",
"3 July In Store Credit Card Signup Discount; In ... No \n",
"4 July In Store Credit Card Signup Discount; ID5... No \n",
"\n",
" Econ_ChangeGDP EconJobsChange AnnualizedCPI \n",
"0 0.5 NaN 0.02 \n",
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
"3 NaN NaN NaN \n",
"4 NaN NaN NaN "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_path = \"https://docs.datarobot.com/en/docs/api/guide/common-case/DR_Demo_Sales_Multiseries_training.csv\"\n",
"\n",
"df = pd.read_csv(data_path, infer_datetime_format=True, parse_dates=[\"Date\"], engine=\"c\")\n",
"\n",
"df.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the sales of each store"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.pivot(index=\"Date\", columns=\"Store\", values=\"Sales\").plot(figsize=(18, 8));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Configure time series settings\n",
"\n",
"The following snippet sets time series variables necessary for multiseries modeling. These are Forecast Distance (FD), Feature Derivation Window (FDW), Project Name, Date, Target, Series Identifier, Known In Advance (KIA), and the calendar file (download [here](Calendar.csv)). "
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[FeatureSettings(feature_name='Store_Size', known_in_advance=True, do_not_derive=False), FeatureSettings(feature_name='Marketing', known_in_advance=True, do_not_derive=False), FeatureSettings(feature_name='TouristEvent', known_in_advance=True, do_not_derive=False)]\n",
" \n"
]
}
],
"source": [
"# Defaults\n",
"HOLDOUT_START_DATE = None # pd.to_datetime('2014-04-12')\n",
"HOLDOUT_DURATION = (\n",
" None # dr.helpers.partitioning_methods.construct_duration_string(years=0, months=0, days=64)\n",
")\n",
"\n",
"# Known In Advance columns\n",
"KIA_VARS = [\"Store_Size\", \"Marketing\", \"TouristEvent\"]\n",
"\n",
"FEATURE_SETTINGS = []\n",
"for column in KIA_VARS:\n",
" FEATURE_SETTINGS.append(dr.FeatureSettings(column, known_in_advance=True, do_not_derive=False))\n",
"\n",
"# Create a calendar from a dataset\n",
"data_path = \"https://docs.datarobot.com/en/docs/api/guide/common-case/Calendar.csv\"\n",
"dataset = dr.Dataset.create_from_url(data_path)\n",
"CAL = dr.CalendarFile.create_calendar_from_dataset(dataset.id)\n",
"CAL_ID = CAL.id\n",
"\n",
"print(FEATURE_SETTINGS)\n",
"print(\" \")\n",
"# print(CAL_ID)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Configure date/time partitioning\n",
"\n",
"The snippet below outlines how to configure date/time partitioning for modeling. Specify the date and series IDs, along with the calendar ID and any feature settings (e.g., Known in Advance features)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"time_partition = dr.DatetimePartitioningSpecification(\n",
" use_time_series=True,\n",
" datetime_partition_column=\"Date\",\n",
" multiseries_id_columns=[\"Store\"],\n",
" feature_settings=FEATURE_SETTINGS,\n",
" calendar_id=CAL_ID,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a project\n",
"Use the snippet below to create a project, upload the dataset, and set the project name. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"project = dr.Project.create(\n",
" project_name=\"Sales_Forecast\", sourcedata=df, dataset_filename=\"Sales_Multiseries_training.csv\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initiate modeling\n",
"\n",
"This snippet starts modeling for the project using Autopilot in Quick mode, using the partitioning specifications configured in previous steps."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Project(Sales_Forecast)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"project.set_target(\n",
" target=\"Sales\",\n",
" mode=dr.AUTOPILOT_MODE.QUICK, # To use regular Autopilot, replace with dr.AUTOPILOT_MODE.FULL_AUTO,\n",
" partitioning_method=time_partition,\n",
" worker_count=-1, # Use all available workers\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Retrieve results from the Leaderboard\n",
"\n",
"When Autopilot completes, pull the results from the Leaderboard. The code below pulls the model blueprints and accuracy scores. It then adds them to a Pandas dataframe named \"scores\"."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"models = []\n",
"scores = pd.DataFrame()\n",
"\n",
"lb = project.get_datetime_models()\n",
"best_models = sorted(\n",
" [model for model in lb if model.metrics[project.metric][\"backtesting\"]],\n",
" key=lambda m: m.metrics[project.metric][\"backtesting\"],\n",
")\n",
"\n",
"for m in best_models:\n",
" backtest_scores = pd.DataFrame(\n",
" [\n",
" {\n",
" \"Project_Name\": project.project_name,\n",
" \"Project_ID\": project.id,\n",
" \"Model_ID\": m.id,\n",
" \"Model_Type\": m.model_type,\n",
" \"Featurelist\": m.featurelist_name,\n",
" \"Optimization_Metric\": project.metric,\n",
" \"Scores\": m.metrics,\n",
" }\n",
" ]\n",
" )\n",
" scores = scores.append(backtest_scores, sort=False).reset_index(drop=True)\n",
"\n",
"\n",
"scores = scores.join(pd.json_normalize(scores[\"Scores\"].tolist())).drop(labels=[\"Scores\"], axis=1)\n",
"\n",
"# Drop empty columns\n",
"scores = scores[scores.columns.drop(list(scores.filter(regex=\"crossValidation$\")))]\n",
"\n",
"# Rename columns\n",
"scores.columns = scores.columns.str.replace(\".backtesting\", \"_All_BT\")\n",
"scores.columns = scores.columns.str.replace(\".holdout\", \"_Holdout\")\n",
"scores.columns = scores.columns.str.replace(\".validation\", \"_BT_1\")\n",
"scores.columns = scores.columns.str.replace(\" \", \"_\")\n",
"\n",
"scores = scores[scores.columns.drop(list(scores.filter(regex=\"_All_BTScores$\")))]\n",
"\n",
"# Filter accuracy metrics\n",
"METRICS = scores.filter(regex=\"MASE|RMSE\").columns.to_list()\n",
"PROJECT = [\"Project_Name\", \"Project_ID\", \"Model_ID\", \"Model_Type\", \"Featurelist\"]\n",
"COLS = PROJECT + METRICS\n",
"scores = scores[COLS]\n",
"\n",
"scores"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get the top-performing model"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"hrmse = scores.loc[scores[\"RMSE_All_BT\"].notnull()]\n",
"\n",
"best_model = pd.DataFrame(hrmse.loc[hrmse.RMSE_All_BT.idxmin()]).transpose()\n",
"\n",
"best_model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Test predictions\n",
"\n",
"After determining the top-performing model from the Leaderboard (added to the `best_model` dataframe), upload the prediction test dataset to verify that the model generates predictions successfully before deploying the model to a production environment. After the model generates predictions, download the results as a pandas dataframe. "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 138 ms, sys: 18.4 ms, total: 156 ms\n",
"Wall time: 1min 26s\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
series_id
\n",
"
forecast_point
\n",
"
row_id
\n",
"
timestamp
\n",
"
forecast_distance
\n",
"
prediction
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Louisville
\n",
"
2014-06-14T00:00:00.000000Z
\n",
"
50
\n",
"
2014-06-15T00:00:00.000000Z
\n",
"
1
\n",
"
139721.407523
\n",
"
\n",
"
\n",
"
1
\n",
"
Louisville
\n",
"
2014-06-14T00:00:00.000000Z
\n",
"
51
\n",
"
2014-06-16T00:00:00.000000Z
\n",
"
2
\n",
"
129506.536886
\n",
"
\n",
"
\n",
"
2
\n",
"
Louisville
\n",
"
2014-06-14T00:00:00.000000Z
\n",
"
52
\n",
"
2014-06-17T00:00:00.000000Z
\n",
"
3
\n",
"
130143.459674
\n",
"
\n",
"
\n",
"
3
\n",
"
Louisville
\n",
"
2014-06-14T00:00:00.000000Z
\n",
"
53
\n",
"
2014-06-18T00:00:00.000000Z
\n",
"
4
\n",
"
132023.333215
\n",
"
\n",
"
\n",
"
4
\n",
"
Louisville
\n",
"
2014-06-14T00:00:00.000000Z
\n",
"
54
\n",
"
2014-06-19T00:00:00.000000Z
\n",
"
5
\n",
"
131219.489447
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" series_id forecast_point row_id \\\n",
"0 Louisville 2014-06-14T00:00:00.000000Z 50 \n",
"1 Louisville 2014-06-14T00:00:00.000000Z 51 \n",
"2 Louisville 2014-06-14T00:00:00.000000Z 52 \n",
"3 Louisville 2014-06-14T00:00:00.000000Z 53 \n",
"4 Louisville 2014-06-14T00:00:00.000000Z 54 \n",
"\n",
" timestamp forecast_distance prediction \n",
"0 2014-06-15T00:00:00.000000Z 1 139721.407523 \n",
"1 2014-06-16T00:00:00.000000Z 2 129506.536886 \n",
"2 2014-06-17T00:00:00.000000Z 3 130143.459674 \n",
"3 2014-06-18T00:00:00.000000Z 4 132023.333215 \n",
"4 2014-06-19T00:00:00.000000Z 5 131219.489447 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"\n",
"PID = best_model[\"Project_ID\"].values[0]\n",
"MID = best_model[\"Model_ID\"].values[0]\n",
"\n",
"project = dr.Project.get(PID)\n",
"model = dr.Model.get(PID, MID)\n",
"\n",
"dataset = project.upload_dataset(\"DR_Demo_Sales_Multiseries_prediction.csv\")\n",
"\n",
"pred_job = model.request_predictions(dataset_id=dataset.id)\n",
"\n",
"preds = pred_job.get_result_when_complete()\n",
"\n",
"preds.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deploy the model\n",
"\n",
"Deploy the model to a prediction server to generate predictions in a production environment. The dedicated server only serves predictions."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deployment Name is: Store Sales - Deployment 2021-06-10 13:46:18\n"
]
}
],
"source": [
"from datetime import date, datetime\n",
"\n",
"now = datetime.now()\n",
"current_time = now.strftime(\"%H:%M:%S\")\n",
"\n",
"# DataRobot Project\n",
"project = dr.Project.get(project_id=PID)\n",
"\n",
"# Model ID\n",
"model_id = MID\n",
"\n",
"# Deploy Model\n",
"prediction_server = dr.PredictionServer.list()[0]\n",
"DATAROBOT_KEY = prediction_server.datarobot_key\n",
"PREDICTIONSENDPOINT = prediction_server.url\n",
"PREDICTIONSHEADERS = {\"Content-Type\": \"application/json\", \"datarobot-key\": \"%s\" % DATAROBOT_KEY}\n",
"\n",
"deployment = dr.Deployment.create_from_learning_model(\n",
" model_id=MID,\n",
" label=\"Store Sales - Deployment \" + str(date.today()) + \" \" + str(current_time),\n",
" description=\"Store Sales - Example Deployment \" + str(date.today()),\n",
" default_prediction_server_id=prediction_server.id,\n",
")\n",
"\n",
"DEPLOYMENT_ID = deployment.id\n",
"# Write the Deployment ID to a text file in the current working directory to reference\n",
"# later if needed\n",
"os.system(\"echo \" + str(deployment.id) + \"> ./deployment_id.txt\")\n",
"\n",
"print(\"Deployment Name is: \", deployment.label)\n",
"# print('Deployment ID is: ' + str(DEPLOYMENT_ID))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Configure batch predictions\n",
"\n",
"Once the model is successfully deployed, access your deployment from the DataRobot application to make predictions. To do so, navigate to the **Deployments** page, select the new deployment, and go to the **Predictions** > **Prediction API** tab. Select the \"Batch\" in the **Prediction Type** field and \"API Client\" in the **Interface** field.\n",
"\n",
"Once your predictions are configured, copy the script and paste it into a .py file. Save it as `datarobot-predict.py`."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython import display\n",
"\n",
"display.Image(\"./pred-script.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Set prediction Intervals"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"PREDICTION_INTERVAL = 85\n",
"dr.Deployment.update_prediction_intervals_settings(deployment, [PREDICTION_INTERVAL])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'percentiles': [85], 'enabled': True}"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Verify settings\n",
"dr.Deployment.get_prediction_intervals_settings(deployment)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Command outline that will need to be run\n",
"# python datarobot-predict.py --forecast_point "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The cell below contains the Python command to make predictions in Batch mode from the deployed model on the prediction server. Before proceeding, be sure to set the forecast point (the last date in which the target is populated). "
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 659 ms, sys: 240 ms, total: 899 ms\n",
"Wall time: 26.6 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"!python datarobot-predict.py --forecast_point infer data/DR_Demo_Sales_Multiseries_prediction.csv Store_Sales_predictions.csv"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Make predictions"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"