{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute forecast metrics using item-level backtests"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"DC Bikeshare Rentals data \n",
"\n",
"Our goal is to predict the number of DC Bikeshare rentals in the next 24 hours for each of 467 rental locations. To do this, we used Amazon Forecast to create forecasts with 1 hour frequency and 1 week forecast horizon. \n",
"
\n",
"\n",
"This notebook begins at a workflow where a dataset group has been created, data imported, and a predictor trained. In the overall Amazon Forecast workflow, this notebook covers the step \"Inspect ML model\" which comes between steps Train ML model and Host ML model , see overview image below. For demo purposes, we will visualize the item-level accuracies.\n",
" \n",
"\n",
"Amazon Forecast Notebooks are useful to see the overall Forecast API workflow, see for example: \n",
"Creating Related Time Series notebook for a good overview of the non-Weather Forecast API steps. \n",
"\n",
"Once you've run through a notebook once or twice, you'll probably decide you don't want to call Forecast APIs anymore via notebook! More efficient use of your time is to call APIs from automation. When you're ready, take a look at our Solution that uses AWS Lambda Step Functions and Amazon Quicksight for visualization to integrate Amazon Forecast with upstream/downstream Data applications.\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"\n",
" \n",
"\n",
"\n",
"# Table of Contents for task \"inspect ML model\"\n",
"* Step 0: [Set up and install libraries](#setup)\n",
"* Step 1: [Export predictor backtests](#export)\n",
"* Step 2: [Assemble and read predictor backtest files](#read)\n",
"* Step 3: [Visualize backtest window accuracy](#visualize)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 0: Set up \n",
"Import and install Python and aws libraries\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pandas: 1.2.4\n",
"numpy: 1.20.1\n"
]
}
],
"source": [
"import sys\n",
"import os\n",
"import shutil\n",
"\n",
"import pandas as pd\n",
"print('pandas: {}'.format(pd.__version__))\n",
"# display all columns wide\n",
"pd.set_option('display.max_columns', None)\n",
"# display all rows long\n",
"pd.set_option('display.max_rows', None)\n",
"# display horizontal scrollbar for wide columns\n",
"pd.set_option('display.width', 5000)\n",
"pd.set_option('display.max_colwidth', 5000)\n",
"#turn off scientific notation\n",
"pd.set_option('display.float_format', lambda x: '%.5f' % x)\n",
"\n",
"import numpy as np\n",
"print('numpy: {}'.format(np.__version__))\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline \n",
"\n",
"\n",
"# get region from boto3\n",
"import boto3\n",
"REGION = boto3.Session().region_name\n",
"\n",
"# importing forecast notebook utility from notebooks/common directory\n",
"sys.path.insert( 0, os.path.abspath(\"../../common\") )\n",
"import util"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#########\n",
"# Function to concat .part files in predictor backtest file export folder\n",
"#########\n",
"\n",
"def read_backtest_predictions(BUCKET_NAME, s3_path):\n",
" \"\"\"Read predictor backtest predictions export files\n",
" Inputs: \n",
" BUCKET_NAME = S3 bucket name\n",
" s3_path = S3 path to Predictor.part files\n",
" , everything after \"s3://BUCKET_NAME/\" in S3 URI path to your .part files\n",
" Return: Pandas dataframe with all .part files concatenated row-wise\n",
" \"\"\"\n",
" # set s3 path\n",
" s3 = boto3.resource('s3')\n",
" s3_bucket = boto3.resource('s3').Bucket(BUCKET_NAME)\n",
" s3_depth = s3_path.split(\"/\")\n",
" s3_depth = len(s3_depth) - 1\n",
" \n",
" # set local path\n",
" local_write_path = \"backtest_exports\"\n",
" if (os.path.exists(local_write_path) and os.path.isdir(local_write_path)):\n",
" shutil.rmtree('backtest_exports')\n",
" if not(os.path.exists(local_write_path) and os.path.isdir(local_write_path)):\n",
" os.makedirs(local_write_path)\n",
" \n",
" # concat part files\n",
" part_filename = \"\"\n",
" part_files = list(s3_bucket.objects.filter(Prefix=s3_path))\n",
" print(f\"Number .part files found: {len(part_files)}\")\n",
" for file in part_files:\n",
" # There will be a collection of CSVs if the forecast is large, modify this to go get them all\n",
" if \"csv\" in file.key:\n",
" part_filename = file.key.split('/')[s3_depth]\n",
" window_object = s3.Object(BUCKET_NAME, file.key)\n",
" file_size = window_object.content_length\n",
" if file_size > 0:\n",
" s3.Bucket(BUCKET_NAME).download_file(file.key, local_write_path+\"/\"+part_filename)\n",
" \n",
" # Read from local dir and combine all the part files\n",
" temp_dfs = []\n",
" for entry in os.listdir(local_write_path):\n",
" if os.path.isfile(os.path.join(local_write_path, entry)):\n",
" df = pd.read_csv(os.path.join(local_write_path, entry), index_col=None, header=0)\n",
" temp_dfs.append(df)\n",
"\n",
" # Return assembled .part files as pandas Dataframe\n",
" fcst_df = pd.concat(temp_dfs, axis=0, ignore_index=True, sort=False)\n",
" return fcst_df\n",
"\n",
"def truncate_negatives_to_zero(the_df, target_value_col, quantile_cols):\n",
" \"\"\"In case you are expecting positive numbers for actuals and predictions,\n",
" round negative values up to zero.\n",
" \n",
" Be careful that this is acceptable treatment of negatives for your use case.\n",
" \"\"\"\n",
" \n",
" df = the_df.copy()\n",
" \n",
" for q in quantile_cols:\n",
" num_neg_predictions = df[q].lt(0).sum()\n",
" print(f\"Num negative {q} predictors: {num_neg_predictions}\")\n",
"\n",
" # replace\n",
" df[q] = df[q].mask(df[q] < 0, 0)\n",
"\n",
" # check you did the right thing\n",
" num_neg_predictions = df[q].lt(0).sum()\n",
" print(f\"Num negative {q} predictors: {num_neg_predictions}\")\n",
"\n",
" # truncate negative actuals\n",
" num_neg_actuals = df[target_value_col].lt(0).sum()\n",
" print(f\"Num negative actuals: {num_neg_actuals}\")\n",
"\n",
" # replace\n",
" df[target_value_col] = df[target_value_col].mask(df[target_value_col] < 0, 0)\n",
"\n",
" # check you did the right thing\n",
" num_neg_actuals = df[target_value_col].lt(0).sum()\n",
" print(f\"Num negative actuals: {num_neg_actuals}\")\n",
" \n",
" return df\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In order to run Amazon Forecast, you'll need an AWS account. \n",
"Make sure you can log in to: https://console.aws.amazon.com/. Then read each cell carefully and execute the cells in this notebook.\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Configure the S3 bucket name and region name for this lesson. \n",
"\n",
"- If you don't have an S3 bucket, create it first on S3.\n",
"- Although we have set the region to us-west-2 as a default value below, you can choose any of the regions that the service is available in."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"## Get user inputs for S3 bucket name and region\n",
"\n",
"default_bucket = \"bike-demo\" #default taxi-demo\n",
"bucket_name = input(\"S3 bucket name [enter to accept default]: \") or default_bucket\n",
"default_region = REGION\n",
"REGION = input(f\"region [enter to accept default]: {default_region} \") or default_region"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The next part of the setup process is to validate that your account can communicate with Amazon Forecast"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Connect API session\n",
"session = boto3.Session(region_name=REGION) \n",
"forecast = session.client(service_name='forecast') \n",
"#forecast_query = session.client(service_name='forecastquery') #not used in this notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The last part of the setup process is to create an AWS Role with Forecast and S3 permissions"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Create the role to provide to Amazon Forecast.\n",
"\n",
"role_name = \"ForecastNotebookRole\"\n",
"print(f\"Creating Role {role_name} ...\")\n",
"role_arn = util.get_or_create_iam_role( role_name = role_name )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# check you did the right thing\n",
"forecast.list_predictors()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 1: Export predictor backtests \n",
"\n",
"After creating the predictors, we can export the Backtest Predictions to evaluate the performance of the algorithm, using custom item-level metrics if desired. \"Backtesting\" is a cross-validation technique for time series that uses multiple train/test splits that keep time order of the data. Using multiple train-test splits (i.e. more than 1 backtest window) will result in more models being trained, and in turn, a more robust estimate how the model (chosen algorithm and hyperameters) will perform on unseen data. \n",
"\n",
" \n",
"\n",
" More details about backtesting on the Amazon Forecast documentation page. \n",
"\n",
"In the next cell, we use your Predictor arn and export backtest files to your S3 bucket. To find your predictor ARN, navigate in the Amazon Forecast UI to your Predictor page. \n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"## Get user inputs for predictor arn \n",
"\n",
"default_predictor_arn = \"arn:aws:forecast:us-west-2:123456789012:predictor/bike_demo_auto\" \n",
"predictor_arn = input(\"predictor arn [enter to accept default]: \") \\\n",
" or default_predictor_arn"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Decide automatically where to save exported files\n",
"\n",
"default_export_path = \\\n",
" f's3://{bucket_name}/backtest_exports/bike_demo_auto/'\n",
"print(f\"exporting to: {default_export_path}\")\n",
"export_path = default_export_path"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"In the next few cells, we ask Amazon Forecast to export the Predictor backtest window forecasts via API. The same could be done by clicking the \"Export backtest results\" button on the Predictor page, as shown in the blog. \n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"\n",
"## Call CreatePredictorBacktestExportJob using predictor Arn and S3 export path\n",
"\n",
"backtestExportJobName = 'bike_demo_forecasts'\n",
"backtest_export_job_response =forecast.create_predictor_backtest_export_job(PredictorBacktestExportJobName=backtestExportJobName,\n",
" PredictorArn=predictor_arn,\n",
" Destination= {\n",
" \"S3Config\" : {\n",
" \"Path\":export_path,\n",
" \"RoleArn\": role_arn\n",
" } \n",
" })"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# check for HTTPStatusCode 200\n",
"backtest_export_job_arn = backtest_export_job_response['PredictorBacktestExportJobArn']\n",
"backtest_export_job_response"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CREATE_PENDING .\n",
"CREATE_IN_PROGRESS ..................................................................................\n",
"ACTIVE \n"
]
}
],
"source": [
"\n",
"## CHECK STATUS OF YOUR EXPORT JOB - BACKTEST FORECASTS\n",
"\n",
"\n",
"status = util.wait(lambda: forecast.describe_predictor_backtest_export_job(PredictorBacktestExportJobArn=\n",
" backtest_export_job_arn))\n",
"\n",
"# Wait until you see \"ACTIVE\" below...\n",
"# This will take a while, go get a cup of tea now. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"The API steps you did above, could equivalently be done in the UI by clicking the \"Export backtest results\" button on the Predictor page. You'll see export job details on the screen.\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 2: Assemble and read predictor backtest files \n",
"\n",
"After Forecast Predictor Backtest Export step finishes, you will have a number of .part files within 2 separate folders. The cell below concatenates all the .part files per folder into a single .csv file which can be saved to an S3 location of your choice. \n",
"\n",
"The folder structure for \"Item-level standard accuracy metrics\" and \"Item-level forecasted values\" folders will look like this on your S3 bucket:\n",
"\n",
" \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Assemble and read Accuracy metrics file"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"path to files: backtest_exports/bike_demo_auto/accuracy-metrics-values/\n"
]
}
],
"source": [
"# path to files is everything after BUCKET_NAME/, it should end in \"/\"\n",
"s3_path_to_files = export_path.split(bucket_name)[1][1:]\n",
"s3_path_to_files = s3_path_to_files + \"accuracy-metrics-values/\"\n",
"print(f\"path to files: {s3_path_to_files}\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number .part files found: 26\n",
"(2802, 11)\n",
"(2802, 11)\n",
"(2802, 11)\n",
"Num items: 467\n",
"Backtest Window Start Dates\n",
"['2017-06-21T00:00:00.000000000' '2017-06-22T00:00:00.000000000'\n",
" '2017-06-20T00:00:00.000000000' '2017-06-19T00:00:00.000000000'\n",
" '2017-06-23T00:00:00.000000000']\n",
"item_id object\n",
"backtest_window object\n",
"backtestwindow_start_time datetime64[ns]\n",
"backtestwindow_end_time datetime64[ns]\n",
"wQL[0.65] object\n",
"wQL[0.9] object\n",
"Average wQL object\n",
"RMSE float64\n",
"WAPE float64\n",
"MAPE float64\n",
"MASE float64\n",
"dtype: object\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
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" \n",
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" 31620 \n",
" Computed \n",
" 2017-06-21 \n",
" 2017-06-21 23:00:00 \n",
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"text/plain": [
" item_id backtest_window backtestwindow_start_time backtestwindow_end_time wQL[0.65] wQL[0.9] Average wQL RMSE WAPE MAPE MASE\n",
"0 31620 Computed 2017-06-21 2017-06-21 23:00:00 0.72360 0.43484 0.57922 3.14447 45.32322 0.57883 0.62949\n",
"1 31405 Computed 2017-06-21 2017-06-21 23:00:00 1.18335 1.22010 1.20173 1.41146 12.32197 0.24657 0.53675\n",
"2 31211 Computed 2017-06-21 2017-06-21 23:00:00 0.65476 0.29048 0.47262 1.45557 21.67530 0.21961 0.69241\n",
"3 32050 Computed 2017-06-21 2017-06-21 23:00:00 1.52041 1.82726 1.67384 0.20765 1.26464 0.04233 0.60597\n",
"4 31221 Computed 2017-06-21 2017-06-21 23:00:00 0.49487 0.33365 0.41426 2.21985 32.78517 0.36489 0.92409"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"## READ THE ACCURACIES FILE\n",
"\n",
"accuracy_df = read_backtest_predictions(bucket_name, s3_path_to_files)\n",
"# accuracy_df = pd.read_csv(\"data/bike_backtest_accuracies.csv\")\n",
"\n",
"# keep only data rows\n",
"print(accuracy_df.shape)\n",
"accuracy_df = accuracy_df.loc[(accuracy_df.backtestwindow_start_time != \"backtestwindow_start_time\"), :].copy()\n",
"print(accuracy_df.shape)\n",
"accuracy_df.drop_duplicates(inplace=True)\n",
"print(accuracy_df.shape)\n",
"\n",
"# correct data types\n",
"accuracy_df.item_id = accuracy_df.item_id.astype(str)\n",
"accuracy_df['backtestwindow_start_time'] = pd.to_datetime(accuracy_df['backtestwindow_start_time']\n",
" , format=\"%Y-%m-%dT%H:%M:%S\", errors='coerce')\n",
"accuracy_df['backtestwindow_end_time'] = pd.to_datetime(accuracy_df['backtestwindow_end_time']\n",
" , format=\"%Y-%m-%dT%H:%M:%S\", errors='coerce')\n",
"# convert UTC timestamp to timezone unaware\n",
"accuracy_df['backtestwindow_start_time'] = accuracy_df.backtestwindow_start_time.dt.tz_localize(None)\n",
"accuracy_df['backtestwindow_end_time'] = accuracy_df.backtestwindow_end_time.dt.tz_localize(None)\n",
"\n",
"# correct dtypes\n",
"for q in accuracy_df.iloc[:, -4:].columns:\n",
" accuracy_df[q] = pd.to_numeric(accuracy_df[q], errors='coerce')\n",
"\n",
"# check\n",
"num_items = len(accuracy_df['item_id'].value_counts(normalize=True, dropna=False))\n",
"print(f\"Num items: {num_items}\")\n",
"print(\"Backtest Window Start Dates\")\n",
"print(accuracy_df.backtestwindow_start_time.unique())\n",
"\n",
"print(accuracy_df.dtypes)\n",
"accuracy_df.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Typically, you would save the assembled accuracy file on your S3 bucket. We've already saved it to data/bike_backtest_accuracies.csv."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Assemble and read Forecasted values file"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"path to files: backtest_exports/bike_demo_auto/forecasted-values/\n"
]
}
],
"source": [
"# path to files is everything after BUCKET_NAME/, it should end in \"/\"\n",
"s3_path_to_files = export_path.split(bucket_name)[1][1:]\n",
"s3_path_to_files = s3_path_to_files + \"forecasted-values/\"\n",
"print(f\"path to files: {s3_path_to_files}\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number .part files found: 26\n",
"(55848, 8)\n",
"(55848, 8)\n",
"Num items: 467\n",
"\n",
"Backtest Window Start Dates\n",
"['2017-06-19T00:00:00.000000000' '2017-06-20T00:00:00.000000000'\n",
" '2017-06-21T00:00:00.000000000' '2017-06-22T00:00:00.000000000'\n",
" '2017-06-23T00:00:00.000000000']\n",
"item_id object\n",
"timestamp datetime64[ns]\n",
"target_value float64\n",
"backtestwindow_start_time datetime64[ns]\n",
"backtestwindow_end_time datetime64[ns]\n",
"mean float64\n",
"p65 float64\n",
"p90 float64\n",
"dtype: object\n"
]
},
{
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\n",
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" \n",
" \n",
" 35935 \n",
" 32200 \n",
" 2017-06-21 07:00:00 \n",
" 0.00000 \n",
" 2017-06-21 \n",
" 2017-06-21 23:00:00 \n",
" 0.00009 \n",
" 0.00024 \n",
" 0.00108 \n",
" \n",
" \n",
" 20136 \n",
" 31112 \n",
" 2017-06-22 00:00:00 \n",
" 0.00000 \n",
" 2017-06-22 \n",
" 2017-06-22 23:00:00 \n",
" 0.00232 \n",
" 0.00338 \n",
" 0.00554 \n",
" \n",
" \n",
" 9808 \n",
" 31924 \n",
" 2017-06-19 16:00:00 \n",
" 0.00000 \n",
" 2017-06-19 \n",
" 2017-06-19 23:00:00 \n",
" -0.00581 \n",
" -0.00352 \n",
" 0.00510 \n",
" \n",
" \n",
" 5700 \n",
" 31401 \n",
" 2017-06-20 12:00:00 \n",
" 0.00000 \n",
" 2017-06-20 \n",
" 2017-06-20 23:00:00 \n",
" 0.72018 \n",
" 1.36548 \n",
" 2.25120 \n",
" \n",
" \n",
" 9271 \n",
" 31308 \n",
" 2017-06-23 07:00:00 \n",
" 0.00000 \n",
" 2017-06-23 \n",
" 2017-06-23 23:00:00 \n",
" 0.14592 \n",
" 0.38492 \n",
" 0.71754 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" item_id timestamp target_value backtestwindow_start_time backtestwindow_end_time mean p65 p90\n",
"35935 32200 2017-06-21 07:00:00 0.00000 2017-06-21 2017-06-21 23:00:00 0.00009 0.00024 0.00108\n",
"20136 31112 2017-06-22 00:00:00 0.00000 2017-06-22 2017-06-22 23:00:00 0.00232 0.00338 0.00554\n",
"9808 31924 2017-06-19 16:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 -0.00581 -0.00352 0.00510\n",
"5700 31401 2017-06-20 12:00:00 0.00000 2017-06-20 2017-06-20 23:00:00 0.72018 1.36548 2.25120\n",
"9271 31308 2017-06-23 07:00:00 0.00000 2017-06-23 2017-06-23 23:00:00 0.14592 0.38492 0.71754"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"## READ THE FORECASTS FILE\n",
"\n",
"df = read_backtest_predictions(bucket_name, s3_path_to_files)\n",
"# df = pd.read_csv(\"data/bike_backtest_forecasts.csv\")\n",
"\n",
"# correct data types\n",
"df.item_id = df.item_id.astype(str)\n",
"df.target_value = pd.to_numeric(df.target_value, errors='coerce')\n",
"df.timestamp = pd.to_datetime(df.timestamp\n",
" , format=\"%Y-%m-%dT%H:%M:%S\", errors='coerce')\n",
"df['backtestwindow_start_time'] = pd.to_datetime(df['backtestwindow_start_time']\n",
" , format=\"%Y-%m-%dT%H:%M:%S\", errors='coerce')\n",
"df['backtestwindow_end_time'] = pd.to_datetime(df['backtestwindow_end_time']\n",
" , format=\"%Y-%m-%dT%H:%M:%S\", errors='coerce')\n",
"# convert UTC timestamp to timezone unaware\n",
"df.timestamp = df.timestamp.dt.tz_localize(None)\n",
"\n",
"# drop duplicates\n",
"print(df.shape)\n",
"df.drop_duplicates(inplace=True)\n",
"print(df.shape)\n",
"\n",
"# check\n",
"num_items = len(df['item_id'].value_counts(normalize=True, dropna=False))\n",
"print(f\"Num items: {num_items}\")\n",
"print()\n",
"print(\"Backtest Window Start Dates\")\n",
"print(df.backtestwindow_start_time.unique())\n",
"\n",
"print(df.dtypes)\n",
"df.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Typically, you would save the assembled accuracy file on your S3 bucket. We've already saved it to data/bike_backtest_forecasts.csv."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Demo using the item-level forecast files \n",
"\n",
"The rest of this notebook will focus on how to use the item-level forecasts from the Predictor backtest windows. \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get quantile columns"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# Map column names in your data to expected key words\n",
"item_id = \"item_id\"\n",
"target_value = \"target_value\"\n",
"timestamp = \"timestamp\"\n",
"location_id = \"item_id\""
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"num quantiles: 3\n"
]
},
{
"data": {
"text/plain": [
"['mean', 'p65', 'p90']"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# target = \"target_value\"\n",
"# set predictor dimensions from forecast df\n",
"predictor_cols = ['item_id', 'timestamp', 'rest_no', 'backtestwindow_start_time', 'backtestwindow_end_time']\n",
"# exclude cols to automatically find quantiles\n",
"exclude_cols = predictor_cols.copy()\n",
"exclude_cols.append(target_value)\n",
"\n",
"# get quantile columns from forecast dataframe\n",
"quantile_cols = [c for c in df.columns if c not in exclude_cols] \n",
"num_quantiles = len(quantile_cols)\n",
"print(f\"num quantiles: {num_quantiles}\")\n",
"quantile_cols"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"item_id object\n",
"timestamp datetime64[ns]\n",
"target_value float64\n",
"backtestwindow_start_time datetime64[ns]\n",
"backtestwindow_end_time datetime64[ns]\n",
"mean float64\n",
"p65 float64\n",
"p90 float64\n",
"dtype: object\n"
]
},
{
"data": {
"text/html": [
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" mean \n",
" p65 \n",
" p90 \n",
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"text/plain": [
" item_id timestamp target_value backtestwindow_start_time backtestwindow_end_time mean p65 p90\n",
"0 31077 2017-06-19 00:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 -0.02623 -0.01701 -0.00142\n",
"1 31077 2017-06-19 01:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 -0.02692 -0.01489 0.00525\n",
"2 31077 2017-06-19 02:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 -0.02998 -0.02312 -0.00838\n",
"3 31077 2017-06-19 03:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 -0.02325 -0.02100 -0.00136\n",
"4 31077 2017-06-19 04:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 -0.02837 -0.01950 -0.00737"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# correct data types\n",
"for q in quantile_cols:\n",
" df[q] = pd.to_numeric(df[q], errors='coerce')\n",
"\n",
"print(df.dtypes)\n",
"df.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Before calling error calcs, truncate negative actuals and predictions to 0\n",
"If you are not expecting negatives, such as for counts"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Num negative mean predictors: 22694\n",
"Num negative mean predictors: 0\n",
"Num negative p65 predictors: 17656\n",
"Num negative p65 predictors: 0\n",
"Num negative p90 predictors: 6569\n",
"Num negative p90 predictors: 0\n",
"Num negative actuals: 0\n",
"Num negative actuals: 0\n"
]
}
],
"source": [
"\n",
"### Before calling error calcs, truncate negative actuals and predictions to 0\n",
"\n",
"df_eligible = df.copy()\n",
"df_eligible = truncate_negatives_to_zero(df_eligible\n",
" , target_value_col=target_value\n",
" , quantile_cols=quantile_cols)\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Friday 11208\n",
"Tuesday 11160\n",
"Thursday 11160\n",
"Monday 11160\n",
"Wednesday 11160\n",
"Name: day_of_week, dtype: int64\n",
"(55848, 10)\n",
"(55848, 11)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
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\n",
" \n",
" \n",
" \n",
" item_id \n",
" timestamp \n",
" target_value \n",
" backtestwindow_start_time \n",
" backtestwindow_end_time \n",
" mean \n",
" p65 \n",
" p90 \n",
" day_of_week \n",
" window_x \n",
" window_y \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 31077 \n",
" 2017-06-19 00:00:00 \n",
" 0.00000 \n",
" 2017-06-19 \n",
" 2017-06-19 23:00:00 \n",
" 0.00000 \n",
" 0.00000 \n",
" 0.00000 \n",
" Monday \n",
" 1 \n",
" 1 \n",
" \n",
" \n",
" 1 \n",
" 31077 \n",
" 2017-06-19 01:00:00 \n",
" 0.00000 \n",
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" 2017-06-19 23:00:00 \n",
" 0.00000 \n",
" 0.00000 \n",
" 0.00525 \n",
" Monday \n",
" 1 \n",
" 1 \n",
" \n",
" \n",
" 2 \n",
" 31077 \n",
" 2017-06-19 02:00:00 \n",
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" 1 \n",
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" \n",
" 3 \n",
" 31077 \n",
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" 4 \n",
" 31077 \n",
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],
"text/plain": [
" item_id timestamp target_value backtestwindow_start_time backtestwindow_end_time mean p65 p90 day_of_week window_x window_y\n",
"0 31077 2017-06-19 00:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 0.00000 0.00000 0.00000 Monday 1 1\n",
"1 31077 2017-06-19 01:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 0.00000 0.00000 0.00525 Monday 1 1\n",
"2 31077 2017-06-19 02:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 0.00000 0.00000 0.00000 Monday 1 1\n",
"3 31077 2017-06-19 03:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 0.00000 0.00000 0.00000 Monday 1 1\n",
"4 31077 2017-06-19 04:00:00 0.00000 2017-06-19 2017-06-19 23:00:00 0.00000 0.00000 0.00000 Monday 1 1"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Add day of week for convenience\n",
"df_eligible['day_of_week'] = df_eligible.timestamp.dt.day_name()\n",
"print(df_eligible.day_of_week.value_counts())\n",
"\n",
"# Add window number for convenience\n",
"windows = df_eligible.backtestwindow_start_time.value_counts().rename_axis('backtestwindow_start_time').reset_index(name='count')\n",
"windows.sort_values('backtestwindow_start_time', inplace=True)\n",
"windows.reset_index(inplace=True, drop=True)\n",
"windows.drop('count', axis=1, inplace=True)\n",
"windows['window'] = windows.index + 1\n",
"\n",
"print(df_eligible.shape)\n",
"df_eligible = df_eligible.merge(windows, how=\"left\", on=\"backtestwindow_start_time\")\n",
"print(df_eligible.shape)\n",
"df_eligible.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 3: Visualize the Backtest Window forecasts \n",
"\n",
"Below is 1 chart per item, for 5 random items in the \"top-movers\" item group. Y-axis is Actuals and color-coded Forecasts at each quantile. X-axis is time, starting from the first Backtest Window and ending with the last Backtest Window.\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['item_id', 'timestamp', 'target_value', 'mean', 'p65', 'p90']"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"quantile_cols\n",
"plot_columns = [item_id, timestamp, target_value]\n",
"plot_columns = plot_columns + quantile_cols\n",
"plot_columns"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
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" p65 \n",
" p90 \n",
" \n",
" \n",
" timestamp \n",
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" \n",
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"text/plain": [
" item_id actual_value mean p65 p90\n",
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"2017-06-19 31505 0.00000 0.00000 0.00000 0.03174\n",
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]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# instead of random top-movers, choose some fixed examples\n",
"random_items = [\"31519\", \"31505\", \"31519\", \"31639\", \"31623\"]\n",
"\n",
"# assemble no_weather and weather values\n",
"df_plot = df_eligible.loc[(df_eligible.item_id.isin(random_items)), plot_columns].copy()\n",
"# rename \"target_value\" to \"actual_value\" for clearer viz\n",
"df_plot.rename(columns={'target_value':'actual_value'}, inplace=True)\n",
"df_plot = df_plot.groupby([timestamp, item_id]).sum()\n",
"df_plot.reset_index(inplace=True)\n",
"df_plot.set_index(timestamp, inplace=True)\n",
"df_plot.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Visualize items\n",
"fig, axs = plt.subplots(len(random_items), 1, figsize=(15, 15), sharex=True)\n",
"\n",
"for i in range(len(random_items)):\n",
" \n",
" item = random_items[i]\n",
" zoomed = df_plot.loc[(df_plot[item_id]==item), :].copy()\n",
"\n",
" zoomed[['actual_value']].plot(ax=axs[i], color='k')\n",
" colors = ['mediumpurple', 'orange', 'deepskyblue']\n",
" \n",
" for j in range(len(quantile_cols)):\n",
" quantile = quantile_cols[j]\n",
" zoomed[[quantile]].plot(ax=axs[i], color=colors[j])\n",
" \n",
" axs[i].set_title(f\"item_id={item}\") \n",
" # set common Y label \n",
" fig.text(0.04, 0.5, 'Hourly demand', va='center', rotation='vertical')\n",
" \n",
" # format the x ticks\n",
" axs[i].set_xlabel(\"Datetime\") \n",
" \n",
" # format the grid\n",
" axs[i].grid(False)\n",
" axs[i].grid(which='minor', axis='x')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Visualize items - zoom in to see hours\n",
"fig, axs = plt.subplots(len(random_items), 1, figsize=(15, 15), sharex=True)\n",
"\n",
"\n",
"for i in range(len(random_items)):\n",
" \n",
" item = random_items[i]\n",
" zoomed = df_plot.loc[(df_plot[item_id]==item), :].copy()\n",
" zoomed = zoomed['2017-06-20':'2017-06-20']\n",
"\n",
" zoomed[['actual_value']].plot(ax=axs[i], color='k') \n",
" colors = ['mediumpurple', 'orange', 'deepskyblue']\n",
" \n",
" for j in range(len(quantile_cols)):\n",
" quantile = quantile_cols[j]\n",
" zoomed[[quantile]].plot(ax=axs[i], color=colors[j])\n",
" \n",
" axs[i].set_title(f\"Item_id={item}\")\n",
" axs[i].set_xlabel(\"Time\") #date\n",
" axs[i].set_ylabel(\"Hourly demand\") \n",
" axs[i].grid(which='minor', axis='x')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Above, peak hours for bicycle rental appear to be between 5-9am and 3-9pm. For a real customer study, we really should select more data to verify the peak hours...\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cleanup"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"delete_backtest_export_job_response = \\\n",
" forecast.delete_predictor_backtest_export_job(PredictorBacktestExportJobArn = backtest_export_job_arn)\n",
"delete_backtest_export_job_response"
]
}
],
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