diff --git a/.gitignore b/.gitignore
index af2f8a7..0275f1e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,4 +6,6 @@ __pycache__/
 /config/*.ipynb
 /statistical_analysis/*.ipynb
 /machine_learning/intermediate_results/
-/data
+/data/features/
+/data/baseline/
+/data/*input*.csv
diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 0000000..8ecc6c8
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,4 @@
+[submodule "rapids"]
+	path = rapids
+	url = https://repo.ijs.si/junoslukan/rapids.git
+	branch = master
diff --git a/.idea/misc.xml b/.idea/misc.xml
index 8962e54..b6b261d 100644
--- a/.idea/misc.xml
+++ b/.idea/misc.xml
@@ -4,4 +4,17 @@
   <component name="PyCharmProfessionalAdvertiser">
     <option name="shown" value="true" />
   </component>
+  <component name="RMarkdownSettings">
+    <option name="renderProfiles">
+      <map>
+        <entry key="file://$PROJECT_DIR$/rapids/src/visualization/merge_heatmap_sensors_per_minute_per_time_segment.Rmd">
+          <value>
+            <RMarkdownRenderProfile>
+              <option name="outputDirectoryUrl" value="file://$PROJECT_DIR$/rapids/src/visualization" />
+            </RMarkdownRenderProfile>
+          </value>
+        </entry>
+      </map>
+    </option>
+  </component>
 </project>
\ No newline at end of file
diff --git a/.idea/snakemake-settings.xml b/.idea/snakemake-settings.xml
new file mode 100644
index 0000000..d7d964d
--- /dev/null
+++ b/.idea/snakemake-settings.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="SmkProjectSettings" sdk="Python 3.10 (snakemake)" enabled="true" />
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
index 94a25f7..dbf83cf 100644
--- a/.idea/vcs.xml
+++ b/.idea/vcs.xml
@@ -2,5 +2,6 @@
 <project version="4">
   <component name="VcsDirectoryMappings">
     <mapping directory="$PROJECT_DIR$" vcs="Git" />
+    <mapping directory="$PROJECT_DIR$/rapids" vcs="Git" />
   </component>
 </project>
\ No newline at end of file
diff --git a/README.md b/README.md
index ff7f95f..99972cc 100644
--- a/README.md
+++ b/README.md
@@ -32,4 +32,130 @@ To install:
    
    ```
    DB_PASSWORD=database-password
-   ```
\ No newline at end of file
+   ```
+   
+# RAPIDS
+
+To install RAPIDS, follow the [instructions on their webpage](https://www.rapids.science/1.6/setup/installation/). 
+
+Here, I include additional information related to the installation and specific to the STRAW2analysis project.
+The installation was tested on Windows using Ubuntu 20.04 on Windows Subsystem for Linux ([WSL2](https://docs.microsoft.com/en-us/windows/wsl/install)).
+
+## Custom configuration
+### Credentials
+
+As mentioned under [Database in RAPIDS documentation](https://www.rapids.science/1.6/snippets/database/), a `credentials.yaml` file is needed to connect to a database.
+It should contain:
+
+```yaml
+PSQL_STRAW:
+  database: staw
+  host: 212.235.208.113
+  password: password
+  port: 5432
+  user: staw_db
+```
+
+where`password` needs to be specified as well.
+
+## Possible installation issues
+### Missing dependencies for RPostgres
+
+To install `RPostgres` R package (used to connect to the PostgreSQL database), an error might occur:
+
+```text
+------------------------- ANTICONF ERROR ---------------------------
+Configuration failed because libpq was not found. Try installing:
+   * deb: libpq-dev (Debian, Ubuntu, etc)
+   * rpm: postgresql-devel (Fedora, EPEL)
+   * rpm: postgreql8-devel, psstgresql92-devel, postgresql93-devel, or postgresql94-devel (Amazon Linux)
+   * csw: postgresql_dev (Solaris)
+   * brew: libpq (OSX)
+If libpq is already installed, check that either:
+  (i)  'pkg-config' is in your PATH AND PKG_CONFIG_PATH contains a libpq.pc file; or
+  (ii) 'pg_config' is in your PATH.
+If neither can detect , you can set INCLUDE_DIR
+and LIB_DIR manually via:
+  R CMD INSTALL --configure-vars='INCLUDE_DIR=... LIB_DIR=...'
+--------------------------[ ERROR MESSAGE ]----------------------------
+  <stdin>:1:10: fatal error: libpq-fe.h: No such file or directory
+compilation terminated.
+```
+
+The library requires `libpq` for compiling from source, so install accordingly.
+
+### Timezone environment variable for tidyverse (relevant for WSL2)
+
+One of the R packages, `tidyverse` might need access to the `TZ` environment variable during the installation.
+On Ubuntu 20.04 on WSL2 this triggers the following error:
+
+```text
+> install.packages('tidyverse')
+
+ERROR: configuration failed for package ‘xml2’
+System has not been booted with systemd as init system (PID 1). Can't operate.
+Failed to create bus connection: Host is down
+Warning in system("timedatectl", intern = TRUE) :
+  running command 'timedatectl' had status 1
+Error in loadNamespace(j <- i[[1L]], c(lib.loc, .libPaths()), versionCheck = vI[[j]]) :
+  namespace ‘xml2’ 1.3.1 is already loaded, but >= 1.3.2 is required
+Calls: <Anonymous> ... namespaceImportFrom -> asNamespace -> loadNamespace
+Execution halted
+ERROR: lazy loading failed for package ‘tidyverse’
+```
+
+This happens because WSL2 does not use the `timedatectl` service, which provides this variable.
+
+```bash
+~$ timedatectl
+System has not been booted with systemd as init system (PID 1). Can't operate.
+Failed to create bus connection: Host is down
+```
+
+and later 
+
+```bash 
+Warning message:
+In system("timedatectl", intern = TRUE) :
+  running command 'timedatectl' had status 1
+Execution halted
+```
+
+This can be amended by setting the environment variable manually before attempting to install `tidyverse`:
+
+```bash
+export TZ='Europe/Ljubljana'
+```
+
+## Possible runtime issues
+### Unix end of line characters
+
+Upon running rapids, an error might occur:
+
+```bash
+/usr/bin/env: ‘python3\r’: No such file or directory
+```
+
+This is due to Windows style end of line characters. 
+To amend this, I added a `.gitattributes` files to force `git` to checkout `rapids` using Unix EOL characters.
+If this still fails, `dos2unix` can be used to change them.
+
+### System has not been booted with systemd as init system (PID 1)
+
+See [the installation issue above](#Timezone-environment-variable-for-tidyverse-(relevant-for-WSL2)).
+
+## Update RAPIDS
+
+To update RAPIDS, first pull and merge [origin]( https://github.com/carissalow/rapids), such as with:
+
+```commandline
+git fetch --progress "origin" refs/heads/master
+git merge --no-ff origin/master
+```
+
+Next, update the conda and R virtual environment.
+
+```bash
+R -e 'renv::restore(repos = c(CRAN = "https://packagemanager.rstudio.com/all/__linux__/focal/latest"))'
+```
+
diff --git a/data/app_categories.csv b/data/app_categories.csv
new file mode 100644
index 0000000..d8d7bbb
--- /dev/null
+++ b/data/app_categories.csv
@@ -0,0 +1,1019 @@
+package_hash,genre
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diff --git a/exploration/debug_heatmap.py b/exploration/debug_heatmap.py
new file mode 100644
index 0000000..1e5663b
--- /dev/null
+++ b/exploration/debug_heatmap.py
@@ -0,0 +1,323 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:percent
+#     text_representation:
+#       extension: .py
+#       format_name: percent
+#       format_version: '1.3'
+#       jupytext_version: 1.13.0
+#   kernelspec:
+#     display_name: straw2analysis
+#     language: python
+#     name: straw2analysis
+# ---
+
+# %%
+import os, sys
+import importlib
+import pandas as pd
+import numpy as np
+
+# import plotly.graph_objects as go
+from importlib import util
+from pathlib import Path
+import yaml
+
+# %%
+phone_data_yield = pd.read_csv(
+    "../rapids/data/interim/p011/phone_yielded_timestamps_with_datetime.csv",
+    parse_dates=["local_date_time"],
+)
+time_segments_labels = pd.read_csv(
+    "../rapids/data/interim/time_segments/p011_time_segments_labels.csv"
+)
+
+# %%
+phone_data_yield["assigned_segments"] = phone_data_yield[
+    "assigned_segments"
+].str.replace(r"_RR\d+SS#", "#")
+time_segments_labels["label"] = time_segments_labels["label"].str.replace(
+    r"_RR\d+SS$", ""
+)
+
+
+# %% tags=[]
+def filter_data_by_segment(data, time_segment):
+    data.dropna(subset=["assigned_segments"], inplace=True)
+    if data.shape[0] == 0:  # data is empty
+        data["local_segment"] = data["timestamps_segment"] = None
+        return data
+
+    datetime_regex = "[0-9]{4}[\-|\/][0-9]{2}[\-|\/][0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}"
+    timestamps_regex = "[0-9]{13}"
+    segment_regex = "\[({}#{},{};{},{})\]".format(
+        time_segment, datetime_regex, datetime_regex, timestamps_regex, timestamps_regex
+    )
+    data["local_segment"] = data["assigned_segments"].str.extract(
+        segment_regex, expand=True
+    )
+    data = data.drop(columns=["assigned_segments"])
+    data = data.dropna(subset=["local_segment"])
+    if (
+        data.shape[0] == 0
+    ):  # there are no rows belonging to time_segment after droping na
+        data["timestamps_segment"] = None
+    else:
+        data[["local_segment", "timestamps_segment"]] = data["local_segment"].str.split(
+            pat=";", n=1, expand=True
+        )
+
+    # chunk episodes
+    if (
+        (not data.empty)
+        and ("start_timestamp" in data.columns)
+        and ("end_timestamp" in data.columns)
+    ):
+        data = chunk_episodes(data)
+
+    return data
+
+
+# %% tags=[]
+time_segment = "daily"
+phone_data_yield_per_segment = filter_data_by_segment(phone_data_yield, time_segment)
+
+# %%
+phone_data_yield.tail()
+
+# %%
+phone_data_yield_per_segment.tail()
+
+
+# %%
+def getDataForPlot(phone_data_yield_per_segment):
+    # calculate the length (in minute) of per segment instance
+    phone_data_yield_per_segment["length"] = (
+        phone_data_yield_per_segment["timestamps_segment"]
+        .str.split(",")
+        .apply(lambda x: int((int(x[1]) - int(x[0])) / (1000 * 60)))
+    )
+    # calculate the number of sensors logged at least one row of data per minute.
+    phone_data_yield_per_segment = (
+        phone_data_yield_per_segment.groupby(
+            ["local_segment", "length", "local_date", "local_hour", "local_minute"]
+        )[["sensor", "local_date_time"]]
+        .max()
+        .reset_index()
+    )
+    # extract local start datetime of the segment from "local_segment" column
+    phone_data_yield_per_segment["local_segment_start_datetimes"] = pd.to_datetime(
+        phone_data_yield_per_segment["local_segment"].apply(
+            lambda x: x.split("#")[1].split(",")[0]
+        )
+    )
+    # calculate the number of minutes after local start datetime of the segment
+    phone_data_yield_per_segment["minutes_after_segment_start"] = (
+        (
+            phone_data_yield_per_segment["local_date_time"]
+            - phone_data_yield_per_segment["local_segment_start_datetimes"]
+        )
+        / pd.Timedelta(minutes=1)
+    ).astype("int")
+
+    # impute missing rows with 0
+    columns_for_full_index = phone_data_yield_per_segment[
+        ["local_segment_start_datetimes", "length"]
+    ].drop_duplicates(keep="first")
+    columns_for_full_index = columns_for_full_index.apply(
+        lambda row: [
+            [row["local_segment_start_datetimes"], x] for x in range(row["length"] + 1)
+        ],
+        axis=1,
+    )
+    full_index = []
+    for columns in columns_for_full_index:
+        full_index = full_index + columns
+    full_index = pd.MultiIndex.from_tuples(
+        full_index,
+        names=("local_segment_start_datetimes", "minutes_after_segment_start"),
+    )
+    phone_data_yield_per_segment = (
+        phone_data_yield_per_segment.set_index(
+            ["local_segment_start_datetimes", "minutes_after_segment_start"]
+        )
+        .reindex(full_index)
+        .reset_index()
+        .fillna(0)
+    )
+
+    # transpose the dataframe per local start datetime of the segment and discard the useless index layer
+    phone_data_yield_per_segment = phone_data_yield_per_segment.groupby(
+        "local_segment_start_datetimes"
+    )[["minutes_after_segment_start", "sensor"]].apply(
+        lambda x: x.set_index("minutes_after_segment_start").transpose()
+    )
+    phone_data_yield_per_segment.index = phone_data_yield_per_segment.index.get_level_values(
+        "local_segment_start_datetimes"
+    )
+    return phone_data_yield_per_segment
+
+
+# %%
+data_for_plot_per_segment = getDataForPlot(phone_data_yield_per_segment)
+
+# %%
+# calculate the length (in minute) of per segment instance
+phone_data_yield_per_segment["length"] = (
+    phone_data_yield_per_segment["timestamps_segment"]
+    .str.split(",")
+    .apply(lambda x: int((int(x[1]) - int(x[0])) / (1000 * 60)))
+)
+
+# %%
+phone_data_yield_per_segment.tail()
+
+# %%
+# calculate the number of sensors logged at least one row of data per minute.
+phone_data_yield_per_segment = (
+    phone_data_yield_per_segment.groupby(
+        ["local_segment", "length", "local_date", "local_hour", "local_minute"]
+    )[["sensor", "local_date_time"]]
+    .max()
+    .reset_index()
+)
+
+# %%
+# extract local start datetime of the segment from "local_segment" column
+phone_data_yield_per_segment["local_segment_start_datetimes"] = pd.to_datetime(
+    phone_data_yield_per_segment["local_segment"].apply(
+        lambda x: x.split("#")[1].split(",")[0]
+    )
+)
+
+# %%
+# calculate the number of minutes after local start datetime of the segment
+phone_data_yield_per_segment["minutes_after_segment_start"] = (
+    (
+        phone_data_yield_per_segment["local_date_time"]
+        - phone_data_yield_per_segment["local_segment_start_datetimes"]
+    )
+    / pd.Timedelta(minutes=1)
+).astype("int")
+
+# %%
+columns_for_full_index = phone_data_yield_per_segment[
+    ["local_segment_start_datetimes", "length"]
+].drop_duplicates(keep="first")
+columns_for_full_index = columns_for_full_index.apply(
+    lambda row: [
+        [row["local_segment_start_datetimes"], x] for x in range(row["length"] + 1)
+    ],
+    axis=1,
+)
+
+# %%
+full_index = []
+for columns in columns_for_full_index:
+    full_index = full_index + columns
+full_index = pd.MultiIndex.from_tuples(
+    full_index, names=("local_segment_start_datetimes", "minutes_after_segment_start")
+)
+
+# %%
+phone_data_yield_per_segment.tail()
+
+# %% [markdown]
+# # A workaround
+
+# %%
+phone_data_yield_per_segment["local_segment_start_datetimes", "minutes_after_segment_start"] = phone_data_yield_per_segment[
+    ["local_segment_start_datetimes", "minutes_after_segment_start"]
+].drop_duplicates(keep="first")
+
+# %%
+phone_data_yield_per_segment.set_index(
+    ["local_segment_start_datetimes", "minutes_after_segment_start"],
+    verify_integrity=True,
+).reindex(full_index)
+
+# %%
+phone_data_yield_per_segment.head()
+
+
+# %% [markdown]
+# # Retry
+
+# %%
+def getDataForPlot(phone_data_yield_per_segment):
+    # calculate the length (in minute) of per segment instance
+    phone_data_yield_per_segment["length"] = (
+        phone_data_yield_per_segment["timestamps_segment"]
+        .str.split(",")
+        .apply(lambda x: int((int(x[1]) - int(x[0])) / (1000 * 60)))
+    )
+    # calculate the number of sensors logged at least one row of data per minute.
+    phone_data_yield_per_segment = (
+        phone_data_yield_per_segment.groupby(
+            ["local_segment", "length", "local_date", "local_hour", "local_minute"]
+        )[["sensor", "local_date_time"]]
+        .max()
+        .reset_index()
+    )
+    # extract local start datetime of the segment from "local_segment" column
+    phone_data_yield_per_segment["local_segment_start_datetimes"] = pd.to_datetime(
+        phone_data_yield_per_segment["local_segment"].apply(
+            lambda x: x.split("#")[1].split(",")[0]
+        )
+    )
+    # calculate the number of minutes after local start datetime of the segment
+    phone_data_yield_per_segment["minutes_after_segment_start"] = (
+        (
+            phone_data_yield_per_segment["local_date_time"]
+            - phone_data_yield_per_segment["local_segment_start_datetimes"]
+        )
+        / pd.Timedelta(minutes=1)
+    ).astype("int")
+
+    # impute missing rows with 0
+    columns_for_full_index = phone_data_yield_per_segment[
+        ["local_segment_start_datetimes", "length"]
+    ].drop_duplicates(keep="first")
+    columns_for_full_index = columns_for_full_index.apply(
+        lambda row: [
+            [row["local_segment_start_datetimes"], x] for x in range(row["length"] + 1)
+        ],
+        axis=1,
+    )
+    full_index = []
+    for columns in columns_for_full_index:
+        full_index = full_index + columns
+    full_index = pd.MultiIndex.from_tuples(
+        full_index,
+        names=("local_segment_start_datetimes", "minutes_after_segment_start"),
+    )
+    phone_data_yield_per_segment = phone_data_yield_per_segment.drop_duplicates(subset=["local_segment_start_datetimes", "minutes_after_segment_start"],keep="first")
+    phone_data_yield_per_segment = (
+        phone_data_yield_per_segment.set_index(
+            ["local_segment_start_datetimes", "minutes_after_segment_start"]
+        )
+        .reindex(full_index)
+        .reset_index()
+        .fillna(0)
+    )
+
+    # transpose the dataframe per local start datetime of the segment and discard the useless index layer
+    phone_data_yield_per_segment = phone_data_yield_per_segment.groupby(
+        "local_segment_start_datetimes"
+    )[["minutes_after_segment_start", "sensor"]].apply(
+        lambda x: x.set_index("minutes_after_segment_start").transpose()
+    )
+    phone_data_yield_per_segment.index = phone_data_yield_per_segment.index.get_level_values(
+        "local_segment_start_datetimes"
+    )
+    return phone_data_yield_per_segment
+
+
+# %%
+phone_data_yield_per_segment = filter_data_by_segment(phone_data_yield, time_segment)
+
+# %%
+data_for_plot_per_segment = getDataForPlot(phone_data_yield_per_segment)
+
+# %%
diff --git a/exploration/ex_ml_pipeline.py b/exploration/ex_ml_pipeline.py
index 56cf57d..e392132 100644
--- a/exploration/ex_ml_pipeline.py
+++ b/exploration/ex_ml_pipeline.py
@@ -46,7 +46,7 @@ from features import esm, helper, proximity
 # %% [markdown] tags=[]
 # # 1. Get the relevant data
 
-# %% jupyter={"source_hidden": true}
+# %%
 participants_inactive_usernames = participants.query_db.get_usernames(
     collection_start=datetime.date.fromisoformat("2020-08-01")
 )
@@ -56,11 +56,11 @@ ptcp_2 = participants_inactive_usernames[0:2]
 # %% [markdown] jp-MarkdownHeadingCollapsed=true tags=[]
 # ## 1.1 Labels
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_esm = esm.get_esm_data(ptcp_2)
 df_esm_preprocessed = esm.preprocess_esm(df_esm)
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_esm_PANAS = df_esm_preprocessed[
     (df_esm_preprocessed["questionnaire_id"] == 8)
     | (df_esm_preprocessed["questionnaire_id"] == 9)
@@ -70,7 +70,7 @@ df_esm_PANAS_clean = esm.clean_up_esm(df_esm_PANAS)
 # %% [markdown]
 # ## 1.2 Sensor data
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_proximity = proximity.get_proximity_data(ptcp_2)
 df_proximity = helper.get_date_from_timestamp(df_proximity)
 df_proximity = proximity.recode_proximity(df_proximity)
@@ -81,7 +81,7 @@ df_proximity = proximity.recode_proximity(df_proximity)
 # %% [markdown]
 # # 2. Grouping/segmentation
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_esm_PANAS_daily_means = (
     df_esm_PANAS_clean.groupby(["participant_id", "date_lj", "questionnaire_id"])
     .esm_user_answer_numeric.agg("mean")
@@ -89,7 +89,7 @@ df_esm_PANAS_daily_means = (
     .rename(columns={"esm_user_answer_numeric": "esm_numeric_mean"})
 )
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_esm_PANAS_daily_means = (
     df_esm_PANAS_daily_means.pivot(
         index=["participant_id", "date_lj"],
@@ -102,16 +102,16 @@ df_esm_PANAS_daily_means = (
 )
 
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_proximity_daily_counts = proximity.count_proximity(df_proximity, ["date_lj"])
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_proximity_daily_counts
 
 # %% [markdown]
 # # 3. Join features (and export to csv?)
 
-# %% jupyter={"source_hidden": true}
+# %%
 df_full_data_daily_means = df_esm_PANAS_daily_means.join(
     df_proximity_daily_counts
 ).reset_index()
@@ -119,13 +119,13 @@ df_full_data_daily_means = df_esm_PANAS_daily_means.join(
 # %% [markdown]
 # # 4. Machine learning model and parameters
 
-# %% jupyter={"source_hidden": true}
+# %%
 lin_reg_proximity = linear_model.LinearRegression()
 
 # %% [markdown]
 # ## 4.1 Validation method
 
-# %% jupyter={"source_hidden": true}
+# %%
 logo = LeaveOneGroupOut()
 logo.get_n_splits(
     df_full_data_daily_means[["freq_prox_near", "prop_prox_near"]],
@@ -136,7 +136,7 @@ logo.get_n_splits(
 # %% [markdown]
 # ## 4.2 Fit results (export?)
 
-# %% jupyter={"source_hidden": true}
+# %%
 cross_val_score(
     lin_reg_proximity,
     df_full_data_daily_means[["freq_prox_near", "prop_prox_near"]],
@@ -147,7 +147,7 @@ cross_val_score(
     scoring="r2",
 )
 
-# %% jupyter={"source_hidden": true}
+# %%
 lin_reg_proximity.fit(
     df_full_data_daily_means[["freq_prox_near", "prop_prox_near"]],
     df_full_data_daily_means["PA"],
diff --git a/exploration/expl_app_categories.py b/exploration/expl_app_categories.py
index 1163cf4..464203d 100644
--- a/exploration/expl_app_categories.py
+++ b/exploration/expl_app_categories.py
@@ -6,7 +6,7 @@
 #       extension: .py
 #       format_name: percent
 #       format_version: '1.3'
-#       jupytext_version: 1.11.4
+#       jupytext_version: 1.13.0
 #   kernelspec:
 #     display_name: straw2analysis
 #     language: python
@@ -74,3 +74,29 @@ rows_os_manufacturer = df_category_not_found["package_name"].str.contains(
 # %%
 with pd.option_context("display.max_rows", None, "display.max_columns", None):
     display(df_category_not_found.loc[~rows_os_manufacturer])
+
+# %% [markdown]
+# # Export categories
+
+# %% [markdown]
+# Rename all of "not_found" to "system" or "other".
+
+# %%
+df_app_categories_to_export = df_app_categories.copy()
+rows_os_manufacturer_full = (df_app_categories_to_export["package_name"].str.contains(
+    "|".join(manufacturers + custom_rom + other), case=False
+)) & (df_app_categories_to_export["play_store_genre"] == "not_found")
+df_app_categories_to_export.loc[rows_os_manufacturer_full, "play_store_genre"] = "System"
+
+# %%
+rows_not_found = (df_app_categories_to_export["play_store_genre"] == "not_found")
+df_app_categories_to_export.loc[rows_not_found, "play_store_genre"] = "Other"
+
+# %%
+df_app_categories_to_export["play_store_genre"].value_counts()
+
+# %%
+df_app_categories_to_export.rename(columns={"play_store_genre": "genre"},inplace=True)
+df_app_categories_to_export.to_csv("../data/app_categories.csv", columns=["package_hash","genre"],index=False)
+
+# %%
diff --git a/exploration/ml_pipeline_daily.py b/exploration/ml_pipeline_daily.py
index db4ab7e..3099aa3 100644
--- a/exploration/ml_pipeline_daily.py
+++ b/exploration/ml_pipeline_daily.py
@@ -26,10 +26,11 @@ import pandas as pd
 import seaborn as sns
 import yaml
 from pyprojroot import here
-from sklearn import linear_model, svm, kernel_ridge, gaussian_process
+from sklearn import linear_model, svm, kernel_ridge, gaussian_process, ensemble
 from sklearn.model_selection import LeaveOneGroupOut, cross_val_score
 from sklearn.metrics import mean_squared_error, r2_score
 from sklearn.impute import SimpleImputer
+from xgboost import XGBRegressor
 
 nb_dir = os.path.split(os.getcwd())[0]
 if nb_dir not in sys.path:
@@ -269,3 +270,203 @@ np.median(
     )
 )
 # %%
+def insert_row(df, row):
+    return pd.concat([df, pd.DataFrame([row], columns=df.columns)], ignore_index=True)
+
+# %%
+def run_all_models(input_csv):
+    # Prepare data
+    model_input = pd.read_csv(input_csv)
+    model_input.dropna(axis=1, how="all", inplace=True)
+    model_input.dropna(axis=0, how="any", subset=["target"], inplace=True)
+
+    index_columns = ["local_segment", "local_segment_label", "local_segment_start_datetime", "local_segment_end_datetime"]
+    model_input.set_index(index_columns, inplace=True)
+
+    data_x, data_y, data_groups = model_input.drop(["target", "pid"], axis=1), model_input["target"], model_input["pid"]
+
+    categorical_feature_colnames = ["gender", "startlanguage"]
+    categorical_features = data_x[categorical_feature_colnames].copy()
+    mode_categorical_features = categorical_features.mode().iloc[0]
+    # fillna with mode
+    categorical_features = categorical_features.fillna(mode_categorical_features)
+    # one-hot encoding
+    categorical_features = categorical_features.apply(lambda col: col.astype("category"))
+    if not categorical_features.empty:
+        categorical_features = pd.get_dummies(categorical_features)
+
+    numerical_features = data_x.drop(categorical_feature_colnames, axis=1)
+
+    train_x = pd.concat([numerical_features, categorical_features], axis=1)
+    imputer = SimpleImputer(missing_values=np.nan, strategy='mean')
+    train_x_imputed = imputer.fit_transform(train_x)
+
+    # Prepare cross validation
+    logo = LeaveOneGroupOut()
+    logo.get_n_splits(
+        train_x,
+        data_y,
+        groups=data_groups,
+    )
+    scores = pd.DataFrame(columns=["method", "median", "max"])
+
+    # Validate models
+    lin_reg_rapids = linear_model.LinearRegression()
+    lin_reg_scores = cross_val_score(
+        lin_reg_rapids,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring='r2'
+    )
+    print("Linear regression:")
+    print(np.median(lin_reg_scores))
+    scores = insert_row(scores, ["Linear regression",np.median(lin_reg_scores),np.max(lin_reg_scores)])
+
+    ridge_reg = linear_model.Ridge(alpha=.5)
+    ridge_reg_scores = cross_val_score(
+        ridge_reg,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("Ridge regression")
+    print(np.median(ridge_reg_scores))
+    scores = insert_row(scores, ["Ridge regression",np.median(ridge_reg_scores),np.max(ridge_reg_scores)])
+
+    lasso_reg = linear_model.Lasso(alpha=0.1)
+    lasso_reg_score = cross_val_score(
+        lasso_reg,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("Lasso regression")
+    print(np.median(lasso_reg_score))
+    scores = insert_row(scores, ["Lasso regression",np.median(lasso_reg_score),np.max(lasso_reg_score)])
+
+    bayesian_ridge_reg = linear_model.BayesianRidge()
+    bayesian_ridge_reg_score = cross_val_score(
+        bayesian_ridge_reg,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("Bayesian Ridge")
+    print(np.median(bayesian_ridge_reg_score))
+    scores = insert_row(scores, ["Bayesian Ridge",np.median(bayesian_ridge_reg_score),np.max(bayesian_ridge_reg_score)])
+
+    ransac_reg = linear_model.RANSACRegressor()
+    ransac_reg_score = cross_val_score(
+        ransac_reg,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("RANSAC (outlier robust regression)")
+    print(np.median(ransac_reg_score))
+    scores = insert_row(scores, ["RANSAC",np.median(ransac_reg_score),np.max(ransac_reg_score)])
+
+    svr = svm.SVR()
+    svr_score = cross_val_score(
+        svr,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("Support vector regression")
+    print(np.median(svr_score))
+    scores = insert_row(scores, ["Support vector regression",np.median(svr_score),np.max(svr_score)])
+
+    kridge = kernel_ridge.KernelRidge()
+    kridge_score = cross_val_score(
+        kridge,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("Kernel Ridge regression")
+    print(np.median(kridge_score))
+    scores = insert_row(scores, ["Kernel Ridge regression",np.median(kridge_score),np.max(kridge_score)])
+
+    gpr = gaussian_process.GaussianProcessRegressor()
+    gpr_score = cross_val_score(
+        gpr,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("Gaussian Process Regression")
+    print(np.median(gpr_score))
+    scores = insert_row(scores, ["Gaussian Process Regression",np.median(gpr_score),np.max(gpr_score)])
+
+    rfr = ensemble.RandomForestRegressor(max_features=0.3, n_jobs=-1)
+    rfr_score = cross_val_score(
+        rfr,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("Random Forest Regression")
+    print(np.median(rfr_score))
+    scores = insert_row(scores, ["Random Forest Regression",np.median(rfr_score),np.max(rfr_score)])
+
+    xgb = XGBRegressor()
+    xgb_score = cross_val_score(
+        xgb,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("XGBoost Regressor")
+    print(np.median(xgb_score))
+    scores = insert_row(scores, ["XGBoost Regressor",np.median(xgb_score),np.max(xgb_score)])
+
+    ada = ensemble.AdaBoostRegressor()
+    ada_score = cross_val_score(
+        ada,
+        X=train_x_imputed,
+        y=data_y,
+        groups=data_groups,
+        cv=logo,
+        n_jobs=-1,
+        scoring="r2"
+    )
+    print("ADA Boost Regressor")
+    print(np.median(ada_score))
+    scores = insert_row(scores, ["ADA Boost Regressor",np.median(ada_score),np.max(ada_score)])
+
+    return scores
+
+
+
+
diff --git a/features/timezone.py b/features/timezone.py
new file mode 100644
index 0000000..3ba9d08
--- /dev/null
+++ b/features/timezone.py
@@ -0,0 +1,30 @@
+from collections.abc import Collection
+
+import pandas as pd
+
+from config.models import Participant, Timezone
+from setup import db_engine, session
+
+
+def get_timezone_data(usernames: Collection) -> pd.DataFrame:
+    """
+    Read the data from the proximity sensor table and return it in a dataframe.
+
+    Parameters
+    ----------
+    usernames: Collection
+        A list of usernames to put into the WHERE condition.
+
+    Returns
+    -------
+    df_proximity: pd.DataFrame
+        A dataframe of proximity data.
+    """
+    query_timezone = (
+        session.query(Timezone, Participant.username)
+        .filter(Participant.id == Timezone.participant_id)
+        .filter(Participant.username.in_(usernames))
+    )
+    with db_engine.connect() as connection:
+        df_timezone = pd.read_sql(query_timezone.statement, connection)
+    return df_timezone
diff --git a/images/dag_calls_nokia_example.svg b/images/dag_calls_nokia_example.svg
new file mode 100644
index 0000000..eb87131
--- /dev/null
+++ b/images/dag_calls_nokia_example.svg
@@ -0,0 +1,205 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+ "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<!-- Generated by graphviz version 2.43.0 (0)
+ -->
+<!-- Title: snakemake_dag Pages: 1 -->
+<svg width="548pt" height="625pt"
+ viewBox="0.00 0.00 548.00 625.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 621)">
+<title>snakemake_dag</title>
+<polygon fill="white" stroke="transparent" points="-4,4 -4,-621 544,-621 544,4 -4,4"/>
+<!-- 0 -->
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+<text text-anchor="middle" x="187" y="-15.5" font-family="sans" font-size="10.00">all</text>
+</g>
+<!-- 1 -->
+<g id="node2" class="node">
+<title>1</title>
+<path fill="none" stroke="#56d8a9" stroke-width="2" d="M100,-617C100,-617 12,-617 12,-617 6,-617 0,-611 0,-605 0,-605 0,-588 0,-588 0,-582 6,-576 12,-576 12,-576 100,-576 100,-576 106,-576 112,-582 112,-588 112,-588 112,-605 112,-605 112,-611 106,-617 100,-617"/>
+<text text-anchor="middle" x="56" y="-605" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="56" y="-594" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="56" y="-583" font-family="sans" font-size="10.00">sensor: calls</text>
+</g>
+<!-- 1&#45;&gt;0 -->
+<g id="edge1" class="edge">
+<title>1&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M47.83,-575.78C37.21,-548.32 20,-496.76 20,-451 20,-451 20,-451 20,-161 20,-114.96 38.83,-102.85 73,-72 95.21,-51.94 126.33,-38.17 150.45,-29.7"/>
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+<!-- 2 -->
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+<title>2</title>
+<path fill="none" stroke="#56d863" stroke-width="2" d="M124,-540C124,-540 60,-540 60,-540 54,-540 48,-534 48,-528 48,-528 48,-516 48,-516 48,-510 54,-504 60,-504 60,-504 124,-504 124,-504 130,-504 136,-510 136,-516 136,-516 136,-528 136,-528 136,-534 130,-540 124,-540"/>
+<text text-anchor="middle" x="92" y="-519.5" font-family="sans" font-size="10.00">calls_episodes</text>
+</g>
+<!-- 1&#45;&gt;2 -->
+<g id="edge9" class="edge">
+<title>1&#45;&gt;2</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M65.84,-575.69C69.87,-567.56 74.6,-558.03 78.92,-549.33"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="82.09,-550.83 83.4,-540.32 75.82,-547.72 82.09,-550.83"/>
+</g>
+<!-- 2&#45;&gt;0 -->
+<g id="edge2" class="edge">
+<title>2&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M85.12,-503.83C75.18,-477.44 58,-425.14 58,-379 58,-379 58,-379 58,-161 58,-105.34 112.96,-61.84 151.14,-38.34"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="153.16,-41.21 159.96,-33.08 149.58,-35.2 153.16,-41.21"/>
+</g>
+<!-- 3 -->
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+<title>3</title>
+<path fill="none" stroke="#d8a456" stroke-width="2" d="M187.5,-468C187.5,-468 98.5,-468 98.5,-468 92.5,-468 86.5,-462 86.5,-456 86.5,-456 86.5,-444 86.5,-444 86.5,-438 92.5,-432 98.5,-432 98.5,-432 187.5,-432 187.5,-432 193.5,-432 199.5,-438 199.5,-444 199.5,-444 199.5,-456 199.5,-456 199.5,-462 193.5,-468 187.5,-468"/>
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+<text text-anchor="middle" x="143" y="-442" font-family="sans" font-size="10.00">sensor: phone_calls</text>
+</g>
+<!-- 2&#45;&gt;3 -->
+<g id="edge10" class="edge">
+<title>2&#45;&gt;3</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M104.61,-503.7C110.6,-495.47 117.88,-485.48 124.48,-476.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="127.48,-478.25 130.54,-468.1 121.82,-474.13 127.48,-478.25"/>
+</g>
+<!-- 3&#45;&gt;0 -->
+<g id="edge3" class="edge">
+<title>3&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M140.43,-432C136.64,-405.4 130,-352.3 130,-307 130,-307 130,-307 130,-161 130,-117.8 153,-72.19 169.78,-44.66"/>
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+<title>4</title>
+<path fill="none" stroke="#56d8d8" stroke-width="2" d="M357.5,-396C357.5,-396 194.5,-396 194.5,-396 188.5,-396 182.5,-390 182.5,-384 182.5,-384 182.5,-372 182.5,-372 182.5,-366 188.5,-360 194.5,-360 194.5,-360 357.5,-360 357.5,-360 363.5,-360 369.5,-366 369.5,-372 369.5,-372 369.5,-384 369.5,-384 369.5,-390 363.5,-396 357.5,-396"/>
+<text text-anchor="middle" x="276" y="-375.5" font-family="sans" font-size="10.00">resample_episodes_with_datetime</text>
+</g>
+<!-- 3&#45;&gt;4 -->
+<g id="edge11" class="edge">
+<title>3&#45;&gt;4</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M175.54,-431.88C193.25,-422.55 215.35,-410.92 234.32,-400.94"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="236.12,-403.94 243.34,-396.19 232.86,-397.75 236.12,-403.94"/>
+</g>
+<!-- 4&#45;&gt;0 -->
+<g id="edge4" class="edge">
+<title>4&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M250.68,-359.83C218.76,-335.92 168,-289.36 168,-235 168,-235 168,-235 168,-161 168,-120.86 175.55,-74.9 181.13,-46.4"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="184.61,-46.88 183.16,-36.39 177.74,-45.5 184.61,-46.88"/>
+</g>
+<!-- 8 -->
+<g id="node9" class="node">
+<title>8</title>
+<path fill="none" stroke="#68d856" stroke-width="2" d="M353.5,-324C353.5,-324 248.5,-324 248.5,-324 242.5,-324 236.5,-318 236.5,-312 236.5,-312 236.5,-300 236.5,-300 236.5,-294 242.5,-288 248.5,-288 248.5,-288 353.5,-288 353.5,-288 359.5,-288 365.5,-294 365.5,-300 365.5,-300 365.5,-312 365.5,-312 365.5,-318 359.5,-324 353.5,-324"/>
+<text text-anchor="middle" x="301" y="-309" font-family="sans" font-size="10.00">phone_calls_r_features</text>
+<text text-anchor="middle" x="301" y="-298" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 4&#45;&gt;8 -->
+<g id="edge15" class="edge">
+<title>4&#45;&gt;8</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M282.18,-359.7C285,-351.81 288.39,-342.3 291.52,-333.55"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="294.82,-334.7 294.89,-324.1 288.23,-332.34 294.82,-334.7"/>
+</g>
+<!-- 5 -->
+<g id="node6" class="node">
+<title>5</title>
+<path fill="none" stroke="#afd856" stroke-width="2" d="M475.5,-468C475.5,-468 364.5,-468 364.5,-468 358.5,-468 352.5,-462 352.5,-456 352.5,-456 352.5,-444 352.5,-444 352.5,-438 358.5,-432 364.5,-432 364.5,-432 475.5,-432 475.5,-432 481.5,-432 487.5,-438 487.5,-444 487.5,-444 487.5,-456 487.5,-456 487.5,-462 481.5,-468 475.5,-468"/>
+<text text-anchor="middle" x="420" y="-453" font-family="sans" font-size="10.00">process_time_segments</text>
+<text text-anchor="middle" x="420" y="-442" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+</g>
+<!-- 5&#45;&gt;4 -->
+<g id="edge12" class="edge">
+<title>5&#45;&gt;4</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M384.77,-431.88C365.42,-422.47 341.23,-410.71 320.57,-400.67"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="321.89,-397.41 311.36,-396.19 318.83,-403.71 321.89,-397.41"/>
+</g>
+<!-- 5&#45;&gt;8 -->
+<g id="edge16" class="edge">
+<title>5&#45;&gt;8</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M415.13,-431.72C409.07,-412.57 397.25,-381.55 379,-360 369.03,-348.23 355.82,-337.94 343.12,-329.64"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="344.79,-326.55 334.45,-324.21 341.08,-332.49 344.79,-326.55"/>
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+<!-- 6 -->
+<g id="node7" class="node">
+<title>6</title>
+<path fill="none" stroke="#d86656" stroke-width="2" stroke-dasharray="5,2" d="M322.5,-468C322.5,-468 229.5,-468 229.5,-468 223.5,-468 217.5,-462 217.5,-456 217.5,-456 217.5,-444 217.5,-444 217.5,-438 223.5,-432 229.5,-432 229.5,-432 322.5,-432 322.5,-432 328.5,-432 334.5,-438 334.5,-444 334.5,-444 334.5,-456 334.5,-456 334.5,-462 328.5,-468 322.5,-468"/>
+<text text-anchor="middle" x="276" y="-447.5" font-family="sans" font-size="10.00">prepare_tzcodes_file</text>
+</g>
+<!-- 6&#45;&gt;4 -->
+<g id="edge13" class="edge">
+<title>6&#45;&gt;4</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M276,-431.7C276,-423.98 276,-414.71 276,-406.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="279.5,-406.1 276,-396.1 272.5,-406.1 279.5,-406.1"/>
+</g>
+<!-- 7 -->
+<g id="node8" class="node">
+<title>7</title>
+<path fill="none" stroke="#56d86b" stroke-width="2" stroke-dasharray="5,2" d="M370,-540C370,-540 182,-540 182,-540 176,-540 170,-534 170,-528 170,-528 170,-516 170,-516 170,-510 176,-504 182,-504 182,-504 370,-504 370,-504 376,-504 382,-510 382,-516 382,-516 382,-528 382,-528 382,-534 376,-540 370,-540"/>
+<text text-anchor="middle" x="276" y="-519.5" font-family="sans" font-size="10.00">query_usernames_device_empatica_ids</text>
+</g>
+<!-- 7&#45;&gt;6 -->
+<g id="edge14" class="edge">
+<title>7&#45;&gt;6</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M276,-503.7C276,-495.98 276,-486.71 276,-478.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="279.5,-478.1 276,-468.1 272.5,-478.1 279.5,-478.1"/>
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+<!-- 8&#45;&gt;0 -->
+<g id="edge5" class="edge">
+<title>8&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M264.63,-287.8C250.06,-279.08 234.51,-267.11 225,-252 184.07,-186.97 182.71,-92.23 184.91,-46.17"/>
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+<g id="node10" class="node">
+<title>9</title>
+<path fill="none" stroke="#d87556" stroke-width="2" d="M382,-252C382,-252 246,-252 246,-252 240,-252 234,-246 234,-240 234,-240 234,-228 234,-228 234,-222 240,-216 246,-216 246,-216 382,-216 382,-216 388,-216 394,-222 394,-228 394,-228 394,-240 394,-240 394,-246 388,-252 382,-252"/>
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+<text text-anchor="middle" x="314" y="-226" font-family="sans" font-size="10.00">sensor_key: phone_calls</text>
+</g>
+<!-- 8&#45;&gt;9 -->
+<g id="edge17" class="edge">
+<title>8&#45;&gt;9</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M304.21,-287.7C305.65,-279.98 307.37,-270.71 308.96,-262.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="312.44,-262.58 310.82,-252.1 305.56,-261.3 312.44,-262.58"/>
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+<!-- 9&#45;&gt;0 -->
+<g id="edge6" class="edge">
+<title>9&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M294.15,-215.87C283.81,-206.16 271.58,-193.31 263,-180 235.01,-136.57 243.3,-118.11 220,-72 215.36,-62.81 209.61,-53.14 204.23,-44.62"/>
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+<g id="node11" class="node">
+<title>10</title>
+<path fill="none" stroke="#56d8d0" stroke-width="2" d="M526,-180C526,-180 284,-180 284,-180 278,-180 272,-174 272,-168 272,-168 272,-156 272,-156 272,-150 278,-144 284,-144 284,-144 526,-144 526,-144 532,-144 538,-150 538,-156 538,-156 538,-168 538,-168 538,-174 532,-180 526,-180"/>
+<text text-anchor="middle" x="405" y="-159.5" font-family="sans" font-size="10.00">merge_sensor_features_for_individual_participants</text>
+</g>
+<!-- 9&#45;&gt;10 -->
+<g id="edge18" class="edge">
+<title>9&#45;&gt;10</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M336.49,-215.7C347.96,-206.88 362.06,-196.03 374.48,-186.47"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="376.97,-188.98 382.76,-180.1 372.7,-183.43 376.97,-188.98"/>
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+<!-- 10&#45;&gt;0 -->
+<g id="edge7" class="edge">
+<title>10&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M366.3,-143.85C346.21,-134.31 321.62,-121.63 301,-108 280.21,-94.25 277.55,-87.46 258,-72 245.35,-62 231.16,-51.3 218.81,-42.16"/>
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+<!-- 11 -->
+<g id="node12" class="node">
+<title>11</title>
+<path fill="none" stroke="#56d892" stroke-width="2" d="M528,-108C528,-108 322,-108 322,-108 316,-108 310,-102 310,-96 310,-96 310,-84 310,-84 310,-78 316,-72 322,-72 322,-72 528,-72 528,-72 534,-72 540,-78 540,-84 540,-84 540,-96 540,-96 540,-102 534,-108 528,-108"/>
+<text text-anchor="middle" x="425" y="-87.5" font-family="sans" font-size="10.00">merge_sensor_features_for_all_participants</text>
+</g>
+<!-- 10&#45;&gt;11 -->
+<g id="edge19" class="edge">
+<title>10&#45;&gt;11</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M409.94,-143.7C412.17,-135.9 414.85,-126.51 417.33,-117.83"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="420.73,-118.68 420.11,-108.1 414,-116.76 420.73,-118.68"/>
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+<!-- 11&#45;&gt;0 -->
+<g id="edge8" class="edge">
+<title>11&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M367.08,-71.97C322.5,-58.85 262.21,-41.12 223.96,-29.87"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="224.84,-26.48 214.26,-27.02 222.87,-33.2 224.84,-26.48"/>
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+</g>
+</svg>
diff --git a/images/dag_full_nokia_example.svg b/images/dag_full_nokia_example.svg
new file mode 100644
index 0000000..173c5b5
--- /dev/null
+++ b/images/dag_full_nokia_example.svg
@@ -0,0 +1,1896 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+ "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<!-- Generated by graphviz version 2.43.0 (0)
+ -->
+<!-- Title: snakemake_dag Pages: 1 -->
+<svg width="4956pt" height="913pt"
+ viewBox="0.00 0.00 4956.00 913.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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+<polygon fill="white" stroke="transparent" points="-4,4 -4,-909 4952,-909 4952,4 -4,4"/>
+<!-- 0 -->
+<g id="node1" class="node">
+<title>0</title>
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+<g id="node2" class="node">
+<title>1</title>
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+<text text-anchor="middle" x="1671.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
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+<!-- 1&#45;&gt;0 -->
+<g id="edge1" class="edge">
+<title>1&#45;&gt;0</title>
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+<title>13</title>
+<path fill="none" stroke="#567bd8" stroke-width="2" d="M4161.5,-828C4161.5,-828 4033.5,-828 4033.5,-828 4027.5,-828 4021.5,-822 4021.5,-816 4021.5,-816 4021.5,-804 4021.5,-804 4021.5,-798 4027.5,-792 4033.5,-792 4033.5,-792 4161.5,-792 4161.5,-792 4167.5,-792 4173.5,-798 4173.5,-804 4173.5,-804 4173.5,-816 4173.5,-816 4173.5,-822 4167.5,-828 4161.5,-828"/>
+<text text-anchor="middle" x="4097.5" y="-807.5" font-family="sans" font-size="10.00">phone_yielded_timestamps</text>
+</g>
+<!-- 1&#45;&gt;13 -->
+<g id="edge78" class="edge">
+<title>1&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1734.21,-881.63C2066.99,-871.68 3625.4,-825.11 4011.02,-813.58"/>
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+<g id="node24" class="node">
+<title>23</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M1728.5,-756C1728.5,-756 1608.5,-756 1608.5,-756 1602.5,-756 1596.5,-750 1596.5,-744 1596.5,-744 1596.5,-732 1596.5,-732 1596.5,-726 1602.5,-720 1608.5,-720 1608.5,-720 1728.5,-720 1728.5,-720 1734.5,-720 1740.5,-726 1740.5,-732 1740.5,-732 1740.5,-744 1740.5,-744 1740.5,-750 1734.5,-756 1728.5,-756"/>
+<text text-anchor="middle" x="1668.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 1&#45;&gt;23 -->
+<g id="edge113" class="edge">
+<title>1&#45;&gt;23</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1671.09,-863.71C1670.57,-838.49 1669.66,-794.76 1669.07,-766.36"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1672.57,-766.22 1668.86,-756.3 1665.57,-766.37 1672.57,-766.22"/>
+</g>
+<!-- 2 -->
+<g id="node3" class="node">
+<title>2</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M331.5,-905C331.5,-905 203.5,-905 203.5,-905 197.5,-905 191.5,-899 191.5,-893 191.5,-893 191.5,-876 191.5,-876 191.5,-870 197.5,-864 203.5,-864 203.5,-864 331.5,-864 331.5,-864 337.5,-864 343.5,-870 343.5,-876 343.5,-876 343.5,-893 343.5,-893 343.5,-899 337.5,-905 331.5,-905"/>
+<text text-anchor="middle" x="267.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="267.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="267.5" y="-871" font-family="sans" font-size="10.00">sensor: activity_recognition</text>
+</g>
+<!-- 2&#45;&gt;0 -->
+<g id="edge2" class="edge">
+<title>2&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M226.52,-863.99C184.27,-840.69 124.5,-797.41 124.5,-739 124.5,-739 124.5,-739 124.5,-161 124.5,-117.07 130.56,-95.77 167.5,-72 217.59,-39.76 2156.4,-21.85 2450.32,-19.31"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.49,-22.81 2460.46,-19.23 2450.43,-15.81 2450.49,-22.81"/>
+</g>
+<!-- 2&#45;&gt;13 -->
+<g id="edge79" class="edge">
+<title>2&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M343.82,-865.19C346.74,-864.74 349.64,-864.34 352.5,-864 446.32,-852.7 3459.1,-818.21 4011.1,-811.97"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4011.41,-815.47 4021.37,-811.86 4011.33,-808.47 4011.41,-815.47"/>
+</g>
+<!-- 30 -->
+<g id="node31" class="node">
+<title>30</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M721.5,-756C721.5,-756 601.5,-756 601.5,-756 595.5,-756 589.5,-750 589.5,-744 589.5,-744 589.5,-732 589.5,-732 589.5,-726 595.5,-720 601.5,-720 601.5,-720 721.5,-720 721.5,-720 727.5,-720 733.5,-726 733.5,-732 733.5,-732 733.5,-744 733.5,-744 733.5,-750 727.5,-756 721.5,-756"/>
+<text text-anchor="middle" x="661.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 2&#45;&gt;30 -->
+<g id="edge126" class="edge">
+<title>2&#45;&gt;30</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M259.16,-863.7C251.98,-843.15 245.23,-811.34 262.5,-792 307.98,-741.08 494.48,-765.18 579.1,-755.88"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="579.69,-759.34 589.14,-754.54 578.76,-752.4 579.69,-759.34"/>
+</g>
+<!-- 3 -->
+<g id="node4" class="node">
+<title>3</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M161,-905C161,-905 12,-905 12,-905 6,-905 0,-899 0,-893 0,-893 0,-876 0,-876 0,-870 6,-864 12,-864 12,-864 161,-864 161,-864 167,-864 173,-870 173,-876 173,-876 173,-893 173,-893 173,-899 167,-905 161,-905"/>
+<text text-anchor="middle" x="86.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="86.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="86.5" y="-871" font-family="sans" font-size="10.00">sensor: applications_foreground</text>
+</g>
+<!-- 3&#45;&gt;0 -->
+<g id="edge3" class="edge">
+<title>3&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M86.5,-863.87C86.5,-836.07 86.5,-783.65 86.5,-739 86.5,-739 86.5,-739 86.5,-161 86.5,-117.07 92.55,-95.77 129.5,-72 180.45,-39.23 2153.04,-21.75 2450.18,-19.3"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.45,-22.8 2460.42,-19.22 2450.4,-15.8 2450.45,-22.8"/>
+</g>
+<!-- 3&#45;&gt;13 -->
+<g id="edge80" class="edge">
+<title>3&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M173.25,-865.12C176.37,-864.7 179.46,-864.33 182.5,-864 280.95,-853.43 3445.18,-818.18 4011.26,-811.95"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4011.43,-815.44 4021.39,-811.83 4011.35,-808.44 4011.43,-815.44"/>
+</g>
+<!-- 34 -->
+<g id="node35" class="node">
+<title>34</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M559.5,-756C559.5,-756 439.5,-756 439.5,-756 433.5,-756 427.5,-750 427.5,-744 427.5,-744 427.5,-732 427.5,-732 427.5,-726 433.5,-720 439.5,-720 439.5,-720 559.5,-720 559.5,-720 565.5,-720 571.5,-726 571.5,-732 571.5,-732 571.5,-744 571.5,-744 571.5,-750 565.5,-756 559.5,-756"/>
+<text text-anchor="middle" x="499.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 3&#45;&gt;34 -->
+<g id="edge134" class="edge">
+<title>3&#45;&gt;34</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M114.74,-863.98C146.08,-843.2 198.79,-810.77 248.5,-792 302.97,-771.43 367.27,-758.04 417.16,-749.87"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="417.93,-753.29 427.25,-748.26 416.83,-746.38 417.93,-753.29"/>
+</g>
+<!-- 4 -->
+<g id="node5" class="node">
+<title>4</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M4936,-905C4936,-905 4781,-905 4781,-905 4775,-905 4769,-899 4769,-893 4769,-893 4769,-876 4769,-876 4769,-870 4775,-864 4781,-864 4781,-864 4936,-864 4936,-864 4942,-864 4948,-870 4948,-876 4948,-876 4948,-893 4948,-893 4948,-899 4942,-905 4936,-905"/>
+<text text-anchor="middle" x="4858.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="4858.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="4858.5" y="-871" font-family="sans" font-size="10.00">sensor: applications_notifications</text>
+</g>
+<!-- 4&#45;&gt;0 -->
+<g id="edge4" class="edge">
+<title>4&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4858.5,-863.87C4858.5,-836.07 4858.5,-783.65 4858.5,-739 4858.5,-739 4858.5,-739 4858.5,-161 4858.5,-106.91 4824.85,-94.14 4775.5,-72 4668.52,-24 2812.92,-19.46 2524.93,-19.04"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.61,-15.54 2514.6,-19.03 2524.6,-22.54 2524.61,-15.54"/>
+</g>
+<!-- 4&#45;&gt;13 -->
+<g id="edge81" class="edge">
+<title>4&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4769,-865.39C4765.8,-864.9 4762.62,-864.43 4759.5,-864 4553.91,-835.62 4310.15,-820.95 4183.53,-814.74"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4183.67,-811.24 4173.51,-814.25 4183.33,-818.23 4183.67,-811.24"/>
+</g>
+<!-- 5 -->
+<g id="node6" class="node">
+<title>5</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M4577.5,-905C4577.5,-905 4489.5,-905 4489.5,-905 4483.5,-905 4477.5,-899 4477.5,-893 4477.5,-893 4477.5,-876 4477.5,-876 4477.5,-870 4483.5,-864 4489.5,-864 4489.5,-864 4577.5,-864 4577.5,-864 4583.5,-864 4589.5,-870 4589.5,-876 4589.5,-876 4589.5,-893 4589.5,-893 4589.5,-899 4583.5,-905 4577.5,-905"/>
+<text text-anchor="middle" x="4533.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="4533.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="4533.5" y="-871" font-family="sans" font-size="10.00">sensor: battery</text>
+</g>
+<!-- 5&#45;&gt;0 -->
+<g id="edge5" class="edge">
+<title>5&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4552.62,-863.83C4576,-837.63 4612.5,-788.75 4612.5,-739 4612.5,-739 4612.5,-739 4612.5,-161 4612.5,-118.33 4611.57,-96.3 4576.5,-72 4532.63,-41.61 2803.76,-22.3 2525.21,-19.39"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.86,-15.88 2514.83,-19.28 2524.79,-22.88 2524.86,-15.88"/>
+</g>
+<!-- 5&#45;&gt;13 -->
+<g id="edge82" class="edge">
+<title>5&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4477.39,-874.17C4402.87,-861.78 4270.53,-839.77 4183.39,-825.28"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4183.96,-821.83 4173.53,-823.64 4182.82,-828.73 4183.96,-821.83"/>
+</g>
+<!-- 44 -->
+<g id="node45" class="node">
+<title>44</title>
+<path fill="none" stroke="#56d892" stroke-width="2" d="M4572,-612C4572,-612 4495,-612 4495,-612 4489,-612 4483,-606 4483,-600 4483,-600 4483,-588 4483,-588 4483,-582 4489,-576 4495,-576 4495,-576 4572,-576 4572,-576 4578,-576 4584,-582 4584,-588 4584,-588 4584,-600 4584,-600 4584,-606 4578,-612 4572,-612"/>
+<text text-anchor="middle" x="4533.5" y="-591.5" font-family="sans" font-size="10.00">battery_episodes</text>
+</g>
+<!-- 5&#45;&gt;44 -->
+<g id="edge154" class="edge">
+<title>5&#45;&gt;44</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4533.5,-863.67C4533.5,-813.2 4533.5,-679.8 4533.5,-622.16"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4537,-622.01 4533.5,-612.01 4530,-622.01 4537,-622.01"/>
+</g>
+<!-- 6 -->
+<g id="node7" class="node">
+<title>6</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M1349.5,-905C1349.5,-905 1261.5,-905 1261.5,-905 1255.5,-905 1249.5,-899 1249.5,-893 1249.5,-893 1249.5,-876 1249.5,-876 1249.5,-870 1255.5,-864 1261.5,-864 1261.5,-864 1349.5,-864 1349.5,-864 1355.5,-864 1361.5,-870 1361.5,-876 1361.5,-876 1361.5,-893 1361.5,-893 1361.5,-899 1355.5,-905 1349.5,-905"/>
+<text text-anchor="middle" x="1305.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="1305.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="1305.5" y="-871" font-family="sans" font-size="10.00">sensor: bluetooth</text>
+</g>
+<!-- 6&#45;&gt;0 -->
+<g id="edge6" class="edge">
+<title>6&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1249.07,-883.44C1123.52,-882.42 812.03,-874.91 556.5,-828 446.13,-807.74 410.7,-813.77 314.5,-756 239.33,-710.86 200.5,-682.68 200.5,-595 200.5,-595 200.5,-595 200.5,-161 200.5,-117.07 206.57,-95.79 243.5,-72 291.84,-40.87 2159.53,-22.08 2449.77,-19.35"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.21,-22.84 2460.17,-19.25 2450.14,-15.84 2450.21,-22.84"/>
+</g>
+<!-- 6&#45;&gt;13 -->
+<g id="edge83" class="edge">
+<title>6&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1361.65,-865.64C1364.63,-865.01 1367.59,-864.46 1370.5,-864 1503.8,-843.11 3561.84,-817.4 4011.25,-812.02"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4011.29,-815.52 4021.25,-811.9 4011.21,-808.52 4011.29,-815.52"/>
+</g>
+<!-- 47 -->
+<g id="node48" class="node">
+<title>47</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M1366.5,-756C1366.5,-756 1246.5,-756 1246.5,-756 1240.5,-756 1234.5,-750 1234.5,-744 1234.5,-744 1234.5,-732 1234.5,-732 1234.5,-726 1240.5,-720 1246.5,-720 1246.5,-720 1366.5,-720 1366.5,-720 1372.5,-720 1378.5,-726 1378.5,-732 1378.5,-732 1378.5,-744 1378.5,-744 1378.5,-750 1372.5,-756 1366.5,-756"/>
+<text text-anchor="middle" x="1306.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 6&#45;&gt;47 -->
+<g id="edge159" class="edge">
+<title>6&#45;&gt;47</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1305.64,-863.71C1305.81,-838.49 1306.11,-794.76 1306.31,-766.36"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1309.81,-766.32 1306.38,-756.3 1302.81,-766.27 1309.81,-766.32"/>
+</g>
+<!-- 7 -->
+<g id="node8" class="node">
+<title>7</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M4738.5,-905C4738.5,-905 4650.5,-905 4650.5,-905 4644.5,-905 4638.5,-899 4638.5,-893 4638.5,-893 4638.5,-876 4638.5,-876 4638.5,-870 4644.5,-864 4650.5,-864 4650.5,-864 4738.5,-864 4738.5,-864 4744.5,-864 4750.5,-870 4750.5,-876 4750.5,-876 4750.5,-893 4750.5,-893 4750.5,-899 4744.5,-905 4738.5,-905"/>
+<text text-anchor="middle" x="4694.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="4694.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="4694.5" y="-871" font-family="sans" font-size="10.00">sensor: calls</text>
+</g>
+<!-- 7&#45;&gt;0 -->
+<g id="edge7" class="edge">
+<title>7&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4728.93,-863.84C4766.24,-839.67 4820.5,-794.92 4820.5,-739 4820.5,-739 4820.5,-739 4820.5,-161 4820.5,-102.49 4777.77,-93.87 4723.5,-72 4617.32,-29.21 2809.04,-20.28 2524.93,-19.14"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.75,-15.64 2514.74,-19.1 2524.72,-22.64 2524.75,-15.64"/>
+</g>
+<!-- 7&#45;&gt;13 -->
+<g id="edge84" class="edge">
+<title>7&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4638.31,-871.16C4625.28,-868.55 4611.44,-865.99 4598.5,-864 4453.71,-841.69 4283.91,-825.88 4183.82,-817.62"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4184.01,-814.13 4173.76,-816.8 4183.44,-821.1 4184.01,-814.13"/>
+</g>
+<!-- 53 -->
+<g id="node54" class="node">
+<title>53</title>
+<path fill="none" stroke="#d8b456" stroke-width="2" d="M4729.5,-612C4729.5,-612 4665.5,-612 4665.5,-612 4659.5,-612 4653.5,-606 4653.5,-600 4653.5,-600 4653.5,-588 4653.5,-588 4653.5,-582 4659.5,-576 4665.5,-576 4665.5,-576 4729.5,-576 4729.5,-576 4735.5,-576 4741.5,-582 4741.5,-588 4741.5,-588 4741.5,-600 4741.5,-600 4741.5,-606 4735.5,-612 4729.5,-612"/>
+<text text-anchor="middle" x="4697.5" y="-591.5" font-family="sans" font-size="10.00">calls_episodes</text>
+</g>
+<!-- 7&#45;&gt;53 -->
+<g id="edge171" class="edge">
+<title>7&#45;&gt;53</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4694.71,-863.67C4695.23,-813.2 4696.62,-679.8 4697.22,-622.16"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4700.72,-622.04 4697.32,-612.01 4693.72,-621.97 4700.72,-622.04"/>
+</g>
+<!-- 8 -->
+<g id="node9" class="node">
+<title>8</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M4264.5,-905C4264.5,-905 4176.5,-905 4176.5,-905 4170.5,-905 4164.5,-899 4164.5,-893 4164.5,-893 4164.5,-876 4164.5,-876 4164.5,-870 4170.5,-864 4176.5,-864 4176.5,-864 4264.5,-864 4264.5,-864 4270.5,-864 4276.5,-870 4276.5,-876 4276.5,-876 4276.5,-893 4276.5,-893 4276.5,-899 4270.5,-905 4264.5,-905"/>
+<text text-anchor="middle" x="4220.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="4220.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="4220.5" y="-871" font-family="sans" font-size="10.00">sensor: light</text>
+</g>
+<!-- 8&#45;&gt;0 -->
+<g id="edge8" class="edge">
+<title>8&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4257.83,-863.97C4297.48,-840.22 4354.5,-796.14 4354.5,-739 4354.5,-739 4354.5,-739 4354.5,-161 4354.5,-116.87 4347.64,-95.82 4310.5,-72 4232.67,-22.07 2778.4,-19.13 2525,-19"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.83,-15.5 2514.83,-19 2524.83,-22.5 2524.83,-15.5"/>
+</g>
+<!-- 8&#45;&gt;13 -->
+<g id="edge85" class="edge">
+<title>8&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4187.21,-863.88C4171.25,-854.47 4152.04,-843.15 4135.5,-833.4"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4137.02,-830.23 4126.62,-828.17 4133.46,-836.26 4137.02,-830.23"/>
+</g>
+<!-- 56 -->
+<g id="node57" class="node">
+<title>56</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M3414.5,-756C3414.5,-756 3294.5,-756 3294.5,-756 3288.5,-756 3282.5,-750 3282.5,-744 3282.5,-744 3282.5,-732 3282.5,-732 3282.5,-726 3288.5,-720 3294.5,-720 3294.5,-720 3414.5,-720 3414.5,-720 3420.5,-720 3426.5,-726 3426.5,-732 3426.5,-732 3426.5,-744 3426.5,-744 3426.5,-750 3420.5,-756 3414.5,-756"/>
+<text text-anchor="middle" x="3354.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 8&#45;&gt;56 -->
+<g id="edge175" class="edge">
+<title>8&#45;&gt;56</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4218.33,-863.68C4214.81,-842.15 4205.73,-808.6 4182.5,-792 4122.82,-749.34 3633.83,-741.01 3436.56,-739.39"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3436.56,-735.89 3426.54,-739.31 3436.51,-742.89 3436.56,-735.89"/>
+</g>
+<!-- 9 -->
+<g id="node10" class="node">
+<title>9</title>
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+<text text-anchor="middle" x="4350.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="4350.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="4350.5" y="-871" font-family="sans" font-size="10.00">sensor: locations</text>
+</g>
+<!-- 9&#45;&gt;0 -->
+<g id="edge9" class="edge">
+<title>9&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4377.01,-863.99C4407.83,-838.84 4454.5,-792.01 4454.5,-739 4454.5,-739 4454.5,-739 4454.5,-665 4454.5,-624.55 4452.63,-610.65 4473.5,-576 4486.36,-554.65 4503.53,-561.28 4516.5,-540 4537.6,-505.38 4536.5,-491.54 4536.5,-451 4536.5,-451 4536.5,-451 4536.5,-161 4536.5,-89.51 4470.65,-93.6 4402.5,-72 4217.41,-13.33 2776.54,-17.6 2524.92,-18.8"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.81,-15.3 2514.82,-18.85 2524.84,-22.3 2524.81,-15.3"/>
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+<!-- 9&#45;&gt;13 -->
+<g id="edge86" class="edge">
+<title>9&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4294.5,-866.63C4291.46,-865.74 4288.44,-864.86 4285.5,-864 4246.96,-852.79 4203.86,-840.61 4168.67,-830.76"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4169.53,-827.37 4158.96,-828.05 4167.65,-834.11 4169.53,-827.37"/>
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+<!-- 63 -->
+<g id="node64" class="node">
+<title>63</title>
+<path fill="none" stroke="#d8ac56" stroke-width="2" d="M4276,-756C4276,-756 4129,-756 4129,-756 4123,-756 4117,-750 4117,-744 4117,-744 4117,-732 4117,-732 4117,-726 4123,-720 4129,-720 4129,-720 4276,-720 4276,-720 4282,-720 4288,-726 4288,-732 4288,-732 4288,-744 4288,-744 4288,-750 4282,-756 4276,-756"/>
+<text text-anchor="middle" x="4202.5" y="-735.5" font-family="sans" font-size="10.00">process_phone_locations_types</text>
+</g>
+<!-- 9&#45;&gt;63 -->
+<g id="edge190" class="edge">
+<title>9&#45;&gt;63</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4330.23,-863.71C4303.49,-837.6 4256.43,-791.65 4227.51,-763.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4229.81,-760.78 4220.21,-756.3 4224.92,-765.79 4229.81,-760.78"/>
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+<!-- 10 -->
+<g id="node11" class="node">
+<title>10</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M4134.5,-905C4134.5,-905 4046.5,-905 4046.5,-905 4040.5,-905 4034.5,-899 4034.5,-893 4034.5,-893 4034.5,-876 4034.5,-876 4034.5,-870 4040.5,-864 4046.5,-864 4046.5,-864 4134.5,-864 4134.5,-864 4140.5,-864 4146.5,-870 4146.5,-876 4146.5,-876 4146.5,-893 4146.5,-893 4146.5,-899 4140.5,-905 4134.5,-905"/>
+<text text-anchor="middle" x="4090.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="4090.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="4090.5" y="-871" font-family="sans" font-size="10.00">sensor: messages</text>
+</g>
+<!-- 10&#45;&gt;0 -->
+<g id="edge10" class="edge">
+<title>10&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4138.43,-863.94C4204.77,-835.32 4316.5,-780.91 4316.5,-739 4316.5,-739 4316.5,-739 4316.5,-161 4316.5,-118.33 4315.52,-96.37 4280.5,-72 4205.89,-20.07 2775.46,-18.78 2524.82,-18.95"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.76,-15.45 2514.76,-18.96 2524.76,-22.45 2524.76,-15.45"/>
+</g>
+<!-- 10&#45;&gt;13 -->
+<g id="edge87" class="edge">
+<title>10&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4092.41,-863.69C4093.16,-855.91 4094.04,-846.84 4094.85,-838.45"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4098.35,-838.61 4095.83,-828.32 4091.38,-837.94 4098.35,-838.61"/>
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+<!-- 68 -->
+<g id="node69" class="node">
+<title>68</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M2550.5,-756C2550.5,-756 2430.5,-756 2430.5,-756 2424.5,-756 2418.5,-750 2418.5,-744 2418.5,-744 2418.5,-732 2418.5,-732 2418.5,-726 2424.5,-720 2430.5,-720 2430.5,-720 2550.5,-720 2550.5,-720 2556.5,-720 2562.5,-726 2562.5,-732 2562.5,-732 2562.5,-744 2562.5,-744 2562.5,-750 2556.5,-756 2550.5,-756"/>
+<text text-anchor="middle" x="2490.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 10&#45;&gt;68 -->
+<g id="edge200" class="edge">
+<title>10&#45;&gt;68</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4034.31,-865.85C4031.34,-865.17 4028.39,-864.55 4025.5,-864 3742.58,-810.66 2849.38,-758.6 2572.9,-743.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2572.72,-739.9 2562.54,-742.85 2572.33,-746.89 2572.72,-739.9"/>
+</g>
+<!-- 11 -->
+<g id="node12" class="node">
+<title>11</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M461.5,-905C461.5,-905 373.5,-905 373.5,-905 367.5,-905 361.5,-899 361.5,-893 361.5,-893 361.5,-876 361.5,-876 361.5,-870 367.5,-864 373.5,-864 373.5,-864 461.5,-864 461.5,-864 467.5,-864 473.5,-870 473.5,-876 473.5,-876 473.5,-893 473.5,-893 473.5,-899 467.5,-905 461.5,-905"/>
+<text text-anchor="middle" x="417.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="417.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="417.5" y="-871" font-family="sans" font-size="10.00">sensor: screen</text>
+</g>
+<!-- 11&#45;&gt;0 -->
+<g id="edge11" class="edge">
+<title>11&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M361.22,-864.16C286.13,-836.6 162.5,-784.35 162.5,-739 162.5,-739 162.5,-739 162.5,-161 162.5,-117.07 168.56,-95.78 205.5,-72 254.72,-40.32 2157.85,-21.96 2450.02,-19.33"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.14,-22.83 2460.11,-19.24 2450.08,-15.83 2450.14,-22.83"/>
+</g>
+<!-- 11&#45;&gt;13 -->
+<g id="edge88" class="edge">
+<title>11&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M473.87,-882.06C607.17,-878.69 952.22,-870.09 1240.5,-864 2334.24,-840.9 3663.63,-818.27 4011.11,-812.44"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4011.4,-815.94 4021.34,-812.27 4011.29,-808.94 4011.4,-815.94"/>
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+<!-- 39 -->
+<g id="node40" class="node">
+<title>39</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M951.5,-756C951.5,-756 831.5,-756 831.5,-756 825.5,-756 819.5,-750 819.5,-744 819.5,-744 819.5,-732 819.5,-732 819.5,-726 825.5,-720 831.5,-720 831.5,-720 951.5,-720 951.5,-720 957.5,-720 963.5,-726 963.5,-732 963.5,-732 963.5,-744 963.5,-744 963.5,-750 957.5,-756 951.5,-756"/>
+<text text-anchor="middle" x="891.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 11&#45;&gt;39 -->
+<g id="edge144" class="edge">
+<title>11&#45;&gt;39</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M473.74,-866.36C561.96,-839.46 732.47,-787.48 826.06,-758.95"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="827.16,-762.27 835.7,-756.01 825.12,-755.58 827.16,-762.27"/>
+</g>
+<!-- 12 -->
+<g id="node13" class="node">
+<title>12</title>
+<path fill="none" stroke="#56b1d8" stroke-width="2" d="M4004.5,-905C4004.5,-905 3916.5,-905 3916.5,-905 3910.5,-905 3904.5,-899 3904.5,-893 3904.5,-893 3904.5,-876 3904.5,-876 3904.5,-870 3910.5,-864 3916.5,-864 3916.5,-864 4004.5,-864 4004.5,-864 4010.5,-864 4016.5,-870 4016.5,-876 4016.5,-876 4016.5,-893 4016.5,-893 4016.5,-899 4010.5,-905 4004.5,-905"/>
+<text text-anchor="middle" x="3960.5" y="-893" font-family="sans" font-size="10.00">pull_phone_data</text>
+<text text-anchor="middle" x="3960.5" y="-882" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+<text text-anchor="middle" x="3960.5" y="-871" font-family="sans" font-size="10.00">sensor: wifi_visible</text>
+</g>
+<!-- 12&#45;&gt;0 -->
+<g id="edge12" class="edge">
+<title>12&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3970.78,-863.81C3980.81,-844.99 3996.82,-816.02 4012.5,-792 4032.5,-761.36 4202.5,-559.59 4202.5,-523 4202.5,-523 4202.5,-523 4202.5,-161 4202.5,-114.5 4187.75,-95.29 4147.5,-72 4074.95,-30.02 2764.39,-20.57 2524.91,-19.2"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.65,-15.69 2514.63,-19.14 2524.61,-22.69 2524.65,-15.69"/>
+</g>
+<!-- 12&#45;&gt;13 -->
+<g id="edge89" class="edge">
+<title>12&#45;&gt;13</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3997.57,-863.88C4015.69,-854.29 4037.55,-842.73 4056.2,-832.86"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4057.86,-835.94 4065.06,-828.17 4054.59,-829.75 4057.86,-835.94"/>
+</g>
+<!-- 75 -->
+<g id="node76" class="node">
+<title>75</title>
+<path fill="none" stroke="#56d873" stroke-width="2" d="M1528.5,-756C1528.5,-756 1408.5,-756 1408.5,-756 1402.5,-756 1396.5,-750 1396.5,-744 1396.5,-744 1396.5,-732 1396.5,-732 1396.5,-726 1402.5,-720 1408.5,-720 1408.5,-720 1528.5,-720 1528.5,-720 1534.5,-720 1540.5,-726 1540.5,-732 1540.5,-732 1540.5,-744 1540.5,-744 1540.5,-750 1534.5,-756 1528.5,-756"/>
+<text text-anchor="middle" x="1468.5" y="-735.5" font-family="sans" font-size="10.00">phone_readable_datetime</text>
+</g>
+<!-- 12&#45;&gt;75 -->
+<g id="edge213" class="edge">
+<title>12&#45;&gt;75</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3904.43,-883.01C3691.73,-880.85 2914.36,-870.37 2275.5,-828 1954.17,-806.69 1873.05,-803.28 1554.5,-756 1553.23,-755.81 1551.95,-755.62 1550.66,-755.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1551.11,-751.94 1540.67,-753.79 1549.98,-758.85 1551.11,-751.94"/>
+</g>
+<!-- 13&#45;&gt;0 -->
+<g id="edge13" class="edge">
+<title>13&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4096.14,-791.67C4095.41,-773.02 4096.39,-742.95 4107.5,-720 4137.22,-658.62 4182.22,-670.95 4216.5,-612 4237.09,-576.58 4240.5,-563.97 4240.5,-523 4240.5,-523 4240.5,-523 4240.5,-161 4240.5,-120.03 4248.64,-97.41 4216.5,-72 4147.84,-17.71 2770.02,-18.35 2524.7,-18.89"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.51,-15.39 2514.51,-18.92 2524.52,-22.39 2524.51,-15.39"/>
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+<!-- 14 -->
+<g id="node15" class="node">
+<title>14</title>
+<path fill="none" stroke="#56a9d8" stroke-width="2" d="M2872,-684C2872,-684 2669,-684 2669,-684 2663,-684 2657,-678 2657,-672 2657,-672 2657,-660 2657,-660 2657,-654 2663,-648 2669,-648 2669,-648 2872,-648 2872,-648 2878,-648 2884,-654 2884,-660 2884,-660 2884,-672 2884,-672 2884,-678 2878,-684 2872,-684"/>
+<text text-anchor="middle" x="2770.5" y="-663.5" font-family="sans" font-size="10.00">phone_yielded_timestamps_with_datetime</text>
+</g>
+<!-- 13&#45;&gt;14 -->
+<g id="edge90" class="edge">
+<title>13&#45;&gt;14</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4021.41,-806.93C3875.76,-802.33 3547.66,-788.97 3273.5,-756 3128.15,-738.52 2961.1,-706.58 2860.77,-686.09"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2861.17,-682.6 2850.67,-684.02 2859.77,-689.46 2861.17,-682.6"/>
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+<!-- 13&#45;&gt;63 -->
+<g id="edge191" class="edge">
+<title>13&#45;&gt;63</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4123.19,-791.88C4136.79,-782.81 4153.67,-771.55 4168.36,-761.76"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4170.34,-764.65 4176.72,-756.19 4166.45,-758.82 4170.34,-764.65"/>
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+<!-- 14&#45;&gt;0 -->
+<g id="edge14" class="edge">
+<title>14&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2769.48,-647.87C2767.86,-607.41 2768.35,-503.91 2809.5,-432 2828.07,-399.55 2910.42,-348.69 2938.5,-324 2956.22,-308.42 2957.21,-300.03 2977.5,-288 3020.66,-262.42 3049.52,-287.97 3084.5,-252 3140.27,-194.64 3147.32,-122.78 3085.5,-72 3042.17,-36.4 2649.01,-23.2 2524.88,-19.9"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.81,-16.39 2514.73,-19.63 2524.63,-23.39 2524.81,-16.39"/>
+</g>
+<!-- 18 -->
+<g id="node19" class="node">
+<title>18</title>
+<path fill="none" stroke="#d8a456" stroke-width="2" d="M2964.5,-468C2964.5,-468 2830.5,-468 2830.5,-468 2824.5,-468 2818.5,-462 2818.5,-456 2818.5,-456 2818.5,-444 2818.5,-444 2818.5,-438 2824.5,-432 2830.5,-432 2830.5,-432 2964.5,-432 2964.5,-432 2970.5,-432 2976.5,-438 2976.5,-444 2976.5,-444 2976.5,-456 2976.5,-456 2976.5,-462 2970.5,-468 2964.5,-468"/>
+<text text-anchor="middle" x="2897.5" y="-453" font-family="sans" font-size="10.00">phone_data_yield_r_features</text>
+<text text-anchor="middle" x="2897.5" y="-442" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 14&#45;&gt;18 -->
+<g id="edge94" class="edge">
+<title>14&#45;&gt;18</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2781.73,-647.94C2788.45,-637.61 2797.11,-624.14 2804.5,-612 2833.23,-564.83 2865.1,-508.79 2883.08,-476.81"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2886.14,-478.51 2887.98,-468.07 2880.04,-475.08 2886.14,-478.51"/>
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+<!-- 78 -->
+<g id="node79" class="node">
+<title>78</title>
+<path fill="none" stroke="#ced856" stroke-width="2" d="M2822.5,-396C2822.5,-396 2586.5,-396 2586.5,-396 2580.5,-396 2574.5,-390 2574.5,-384 2574.5,-384 2574.5,-372 2574.5,-372 2574.5,-366 2580.5,-360 2586.5,-360 2586.5,-360 2822.5,-360 2822.5,-360 2828.5,-360 2834.5,-366 2834.5,-372 2834.5,-372 2834.5,-384 2834.5,-384 2834.5,-390 2828.5,-396 2822.5,-396"/>
+<text text-anchor="middle" x="2704.5" y="-375.5" font-family="sans" font-size="10.00">heatmap_sensors_per_minute_per_time_segment</text>
+</g>
+<!-- 14&#45;&gt;78 -->
+<g id="edge218" class="edge">
+<title>14&#45;&gt;78</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2766.57,-647.97C2755.54,-600.19 2724.26,-464.62 2710.79,-406.27"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2714.15,-405.26 2708.49,-396.31 2707.33,-406.84 2714.15,-405.26"/>
+</g>
+<!-- 15 -->
+<g id="node16" class="node">
+<title>15</title>
+<path fill="none" stroke="#56d86b" stroke-width="2" d="M2408,-828C2408,-828 2297,-828 2297,-828 2291,-828 2285,-822 2285,-816 2285,-816 2285,-804 2285,-804 2285,-798 2291,-792 2297,-792 2297,-792 2408,-792 2408,-792 2414,-792 2420,-798 2420,-804 2420,-804 2420,-816 2420,-816 2420,-822 2414,-828 2408,-828"/>
+<text text-anchor="middle" x="2352.5" y="-813" font-family="sans" font-size="10.00">process_time_segments</text>
+<text text-anchor="middle" x="2352.5" y="-802" font-family="sans" font-size="10.00">pid: nokia_0000003</text>
+</g>
+<!-- 15&#45;&gt;14 -->
+<g id="edge91" class="edge">
+<title>15&#45;&gt;14</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.15,-804.8C2480.44,-799.17 2570.08,-786.12 2642.5,-756 2680.89,-740.03 2719.3,-711.17 2743.88,-690.65"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2746.31,-693.18 2751.67,-684.04 2741.78,-687.85 2746.31,-693.18"/>
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+<!-- 15&#45;&gt;18 -->
+<g id="edge95" class="edge">
+<title>15&#45;&gt;18</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.05,-806.05C2568.99,-797.7 2912.5,-767.55 2912.5,-667 2912.5,-667 2912.5,-667 2912.5,-593 2912.5,-552.99 2906.54,-507 2902.13,-478.46"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2905.56,-477.75 2900.54,-468.43 2898.65,-478.85 2905.56,-477.75"/>
+</g>
+<!-- 22 -->
+<g id="node23" class="node">
+<title>22</title>
+<path fill="none" stroke="#80d856" stroke-width="2" d="M2070,-684C2070,-684 1887,-684 1887,-684 1881,-684 1875,-678 1875,-672 1875,-672 1875,-660 1875,-660 1875,-654 1881,-648 1887,-648 1887,-648 2070,-648 2070,-648 2076,-648 2082,-654 2082,-660 2082,-660 2082,-672 2082,-672 2082,-678 2076,-684 2070,-684"/>
+<text text-anchor="middle" x="1978.5" y="-669" font-family="sans" font-size="10.00">phone_accelerometer_python_features</text>
+<text text-anchor="middle" x="1978.5" y="-658" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;22 -->
+<g id="edge112" class="edge">
+<title>15&#45;&gt;22</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2307.39,-791.87C2238.5,-765.72 2107.29,-715.9 2033.12,-687.74"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2034.07,-684.36 2023.48,-684.08 2031.59,-690.9 2034.07,-684.36"/>
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+<!-- 15&#45;&gt;23 -->
+<g id="edge114" class="edge">
+<title>15&#45;&gt;23</title>
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+<polygon fill="grey" stroke="grey" stroke-width="2" points="1751.09,-751.96 1740.67,-753.85 1749.99,-758.87 1751.09,-751.96"/>
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+<!-- 24 -->
+<g id="node25" class="node">
+<title>24</title>
+<path fill="none" stroke="#80d856" stroke-width="2" d="M2295,-684C2295,-684 2112,-684 2112,-684 2106,-684 2100,-678 2100,-672 2100,-672 2100,-660 2100,-660 2100,-654 2106,-648 2112,-648 2112,-648 2295,-648 2295,-648 2301,-648 2307,-654 2307,-660 2307,-660 2307,-672 2307,-672 2307,-678 2301,-684 2295,-684"/>
+<text text-anchor="middle" x="2203.5" y="-669" font-family="sans" font-size="10.00">phone_accelerometer_python_features</text>
+<text text-anchor="middle" x="2203.5" y="-658" font-family="sans" font-size="10.00">provider_key: panda</text>
+</g>
+<!-- 15&#45;&gt;24 -->
+<g id="edge117" class="edge">
+<title>15&#45;&gt;24</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2334.53,-791.87C2308.24,-766.82 2259.17,-720.05 2229.11,-691.41"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2231.19,-688.55 2221.54,-684.19 2226.36,-693.62 2231.19,-688.55"/>
+</g>
+<!-- 26 -->
+<g id="node27" class="node">
+<title>26</title>
+<path fill="none" stroke="#5663d8" stroke-width="2" d="M1552,-396C1552,-396 1343,-396 1343,-396 1337,-396 1331,-390 1331,-384 1331,-384 1331,-372 1331,-372 1331,-366 1337,-360 1343,-360 1343,-360 1552,-360 1552,-360 1558,-360 1564,-366 1564,-372 1564,-372 1564,-384 1564,-384 1564,-390 1558,-396 1552,-396"/>
+<text text-anchor="middle" x="1447.5" y="-381" font-family="sans" font-size="10.00">phone_activity_recognition_python_features</text>
+<text text-anchor="middle" x="1447.5" y="-370" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;26 -->
+<g id="edge120" class="edge">
+<title>15&#45;&gt;26</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.96,-804.68C2151.77,-795.81 1864.55,-774.78 1823.5,-756 1802.34,-746.32 1805.76,-731.44 1785.5,-720 1733.3,-690.51 1707.89,-713.15 1655.5,-684 1634.89,-672.53 1634.22,-663.58 1616.5,-648 1597.78,-631.54 1586.89,-633.02 1573.5,-612 1529.02,-542.17 1573.42,-499.52 1525.5,-432 1516.8,-419.74 1504.31,-409.46 1491.86,-401.31"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1493.65,-398.3 1483.3,-396.02 1489.96,-404.25 1493.65,-398.3"/>
+</g>
+<!-- 27 -->
+<g id="node28" class="node">
+<title>27</title>
+<path fill="none" stroke="#70d856" stroke-width="2" d="M1116,-468C1116,-468 953,-468 953,-468 947,-468 941,-462 941,-456 941,-456 941,-444 941,-444 941,-438 947,-432 953,-432 953,-432 1116,-432 1116,-432 1122,-432 1128,-438 1128,-444 1128,-444 1128,-456 1128,-456 1128,-462 1122,-468 1116,-468"/>
+<text text-anchor="middle" x="1034.5" y="-447.5" font-family="sans" font-size="10.00">resample_episodes_with_datetime</text>
+</g>
+<!-- 15&#45;&gt;27 -->
+<g id="edge122" class="edge">
+<title>15&#45;&gt;27</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.8,-807.52C2048.42,-802.12 1271.55,-782.45 1225.5,-756 1169.6,-723.89 1079.72,-545.38 1046.96,-477.34"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1050.03,-475.64 1042.55,-468.14 1043.71,-478.67 1050.03,-475.64"/>
+</g>
+<!-- 15&#45;&gt;30 -->
+<g id="edge127" class="edge">
+<title>15&#45;&gt;30</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.84,-807.39C2026.69,-801.13 1103.51,-777.72 810.5,-756 788.87,-754.4 765.54,-752.04 743.9,-749.58"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="744.1,-746.08 733.77,-748.41 743.3,-753.04 744.1,-746.08"/>
+</g>
+<!-- 32 -->
+<g id="node33" class="node">
+<title>32</title>
+<path fill="none" stroke="#56d8c1" stroke-width="2" d="M1034.5,-396C1034.5,-396 804.5,-396 804.5,-396 798.5,-396 792.5,-390 792.5,-384 792.5,-384 792.5,-372 792.5,-372 792.5,-366 798.5,-360 804.5,-360 804.5,-360 1034.5,-360 1034.5,-360 1040.5,-360 1046.5,-366 1046.5,-372 1046.5,-372 1046.5,-384 1046.5,-384 1046.5,-390 1040.5,-396 1034.5,-396"/>
+<text text-anchor="middle" x="919.5" y="-381" font-family="sans" font-size="10.00">phone_applications_foreground_python_features</text>
+<text text-anchor="middle" x="919.5" y="-370" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;32 -->
+<g id="edge132" class="edge">
+<title>15&#45;&gt;32</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.99,-807.4C2043.5,-801.47 1234.28,-779.9 1184.5,-756 1030.91,-682.25 1002.12,-623.05 931.5,-468 922.68,-448.64 919.85,-424.63 919.14,-406.43"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="922.63,-406.13 918.93,-396.21 915.63,-406.28 922.63,-406.13"/>
+</g>
+<!-- 15&#45;&gt;34 -->
+<g id="edge135" class="edge">
+<title>15&#45;&gt;34</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.89,-807.69C1986.53,-801.8 793.5,-777.23 581.95,-755.95"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="582.14,-752.45 571.82,-754.84 581.38,-759.4 582.14,-752.45"/>
+</g>
+<!-- 35 -->
+<g id="node36" class="node">
+<title>35</title>
+<path fill="none" stroke="#70d856" stroke-width="2" d="M760,-468C760,-468 597,-468 597,-468 591,-468 585,-462 585,-456 585,-456 585,-444 585,-444 585,-438 591,-432 597,-432 597,-432 760,-432 760,-432 766,-432 772,-438 772,-444 772,-444 772,-456 772,-456 772,-462 766,-468 760,-468"/>
+<text text-anchor="middle" x="678.5" y="-447.5" font-family="sans" font-size="10.00">resample_episodes_with_datetime</text>
+</g>
+<!-- 15&#45;&gt;35 -->
+<g id="edge138" class="edge">
+<title>15&#45;&gt;35</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.9,-808.09C2025.55,-804.37 1106.05,-788.9 1053.5,-756 1007.32,-727.09 1030.97,-689.36 995.5,-648 926.3,-567.3 896.65,-557.02 804.5,-504 783.09,-491.68 758.26,-480.62 736.33,-471.82"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="737.39,-468.48 726.8,-468.07 734.82,-474.99 737.39,-468.48"/>
+</g>
+<!-- 15&#45;&gt;39 -->
+<g id="edge145" class="edge">
+<title>15&#45;&gt;39</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.88,-808.63C2088.42,-807.04 1500.87,-798.79 1015.5,-756 1002,-754.81 987.72,-753.19 973.84,-751.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="974.19,-747.94 963.82,-750.11 973.28,-754.88 974.19,-747.94"/>
+</g>
+<!-- 41 -->
+<g id="node42" class="node">
+<title>41</title>
+<path fill="none" stroke="#d8a456" stroke-width="2" d="M3206.5,-396C3206.5,-396 3058.5,-396 3058.5,-396 3052.5,-396 3046.5,-390 3046.5,-384 3046.5,-384 3046.5,-372 3046.5,-372 3046.5,-366 3052.5,-360 3058.5,-360 3058.5,-360 3206.5,-360 3206.5,-360 3212.5,-360 3218.5,-366 3218.5,-372 3218.5,-372 3218.5,-384 3218.5,-384 3218.5,-390 3212.5,-396 3206.5,-396"/>
+<text text-anchor="middle" x="3132.5" y="-381" font-family="sans" font-size="10.00">phone_battery_python_features</text>
+<text text-anchor="middle" x="3132.5" y="-370" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;41 -->
+<g id="edge149" class="edge">
+<title>15&#45;&gt;41</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.13,-806.7C2537.21,-801.91 2772.32,-788.47 2847.5,-756 2892.64,-736.51 2903.56,-724.46 2931.5,-684 2999.16,-586.01 2942.72,-520.4 3022.5,-432 3034.61,-418.58 3050.86,-408.22 3067.14,-400.37"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3069.04,-403.35 3076.7,-396.04 3066.15,-396.98 3069.04,-403.35"/>
+</g>
+<!-- 42 -->
+<g id="node43" class="node">
+<title>42</title>
+<path fill="none" stroke="#70d856" stroke-width="2" d="M3207,-468C3207,-468 3044,-468 3044,-468 3038,-468 3032,-462 3032,-456 3032,-456 3032,-444 3032,-444 3032,-438 3038,-432 3044,-432 3044,-432 3207,-432 3207,-432 3213,-432 3219,-438 3219,-444 3219,-444 3219,-456 3219,-456 3219,-462 3213,-468 3207,-468"/>
+<text text-anchor="middle" x="3125.5" y="-447.5" font-family="sans" font-size="10.00">resample_episodes_with_datetime</text>
+</g>
+<!-- 15&#45;&gt;42 -->
+<g id="edge151" class="edge">
+<title>15&#45;&gt;42</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.29,-808.13C2584.44,-805.42 2993.3,-794.79 3040.5,-756 3062.46,-737.95 3104.44,-549.89 3119.74,-478.38"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3123.22,-478.84 3121.88,-468.33 3116.37,-477.38 3123.22,-478.84"/>
+</g>
+<!-- 46 -->
+<g id="node47" class="node">
+<title>46</title>
+<path fill="none" stroke="#78d856" stroke-width="2" d="M1806,-684C1806,-684 1677,-684 1677,-684 1671,-684 1665,-678 1665,-672 1665,-672 1665,-660 1665,-660 1665,-654 1671,-648 1677,-648 1677,-648 1806,-648 1806,-648 1812,-648 1818,-654 1818,-660 1818,-660 1818,-672 1818,-672 1818,-678 1812,-684 1806,-684"/>
+<text text-anchor="middle" x="1741.5" y="-669" font-family="sans" font-size="10.00">phone_bluetooth_r_features</text>
+<text text-anchor="middle" x="1741.5" y="-658" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;46 -->
+<g id="edge158" class="edge">
+<title>15&#45;&gt;46</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.73,-808.78C2195.87,-806.74 2036.04,-796.99 1906.5,-756 1857.71,-740.56 1806.62,-710.52 1774.45,-689.63"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1776.17,-686.58 1765.9,-684 1772.33,-692.42 1776.17,-686.58"/>
+</g>
+<!-- 15&#45;&gt;47 -->
+<g id="edge160" class="edge">
+<title>15&#45;&gt;47</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.9,-808.81C2128.61,-807.61 1730.17,-800.21 1388.91,-756.07"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1389.2,-752.57 1378.83,-754.75 1388.29,-759.51 1389.2,-752.57"/>
+</g>
+<!-- 48 -->
+<g id="node49" class="node">
+<title>48</title>
+<path fill="none" stroke="#5692d8" stroke-width="2" d="M1596,-684C1596,-684 1437,-684 1437,-684 1431,-684 1425,-678 1425,-672 1425,-672 1425,-660 1425,-660 1425,-654 1431,-648 1437,-648 1437,-648 1596,-648 1596,-648 1602,-648 1608,-654 1608,-660 1608,-660 1608,-672 1608,-672 1608,-678 1602,-684 1596,-684"/>
+<text text-anchor="middle" x="1516.5" y="-669" font-family="sans" font-size="10.00">phone_bluetooth_python_features</text>
+<text text-anchor="middle" x="1516.5" y="-658" font-family="sans" font-size="10.00">provider_key: doryab</text>
+</g>
+<!-- 15&#45;&gt;48 -->
+<g id="edge163" class="edge">
+<title>15&#45;&gt;48</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.75,-807.59C2155.72,-804.09 1879.79,-792.47 1792.5,-756 1769.5,-746.39 1771.83,-731.07 1749.5,-720 1726.15,-708.42 1669.59,-695.44 1618.04,-685.22"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1618.64,-681.77 1608.15,-683.28 1617.29,-688.64 1618.64,-681.77"/>
+</g>
+<!-- 50 -->
+<g id="node51" class="node">
+<title>50</title>
+<path fill="none" stroke="#d8cb56" stroke-width="2" d="M3589,-396C3589,-396 3484,-396 3484,-396 3478,-396 3472,-390 3472,-384 3472,-384 3472,-372 3472,-372 3472,-366 3478,-360 3484,-360 3484,-360 3589,-360 3589,-360 3595,-360 3601,-366 3601,-372 3601,-372 3601,-384 3601,-384 3601,-390 3595,-396 3589,-396"/>
+<text text-anchor="middle" x="3536.5" y="-381" font-family="sans" font-size="10.00">phone_calls_r_features</text>
+<text text-anchor="middle" x="3536.5" y="-370" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;50 -->
+<g id="edge166" class="edge">
+<title>15&#45;&gt;50</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.07,-804.12C2509.8,-796.97 2672.99,-781.64 2810.5,-756 2935.97,-732.61 2981.26,-753.2 3088.5,-684 3140.29,-650.58 3131.84,-619.51 3175.5,-576 3248.07,-503.68 3264.62,-479.29 3355.5,-432 3388.68,-414.74 3428.28,-402.33 3461.97,-393.88"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3462.88,-397.26 3471.77,-391.49 3461.22,-390.46 3462.88,-397.26"/>
+</g>
+<!-- 51 -->
+<g id="node52" class="node">
+<title>51</title>
+<path fill="none" stroke="#70d856" stroke-width="2" d="M3618,-468C3618,-468 3455,-468 3455,-468 3449,-468 3443,-462 3443,-456 3443,-456 3443,-444 3443,-444 3443,-438 3449,-432 3455,-432 3455,-432 3618,-432 3618,-432 3624,-432 3630,-438 3630,-444 3630,-444 3630,-456 3630,-456 3630,-462 3624,-468 3618,-468"/>
+<text text-anchor="middle" x="3536.5" y="-447.5" font-family="sans" font-size="10.00">resample_episodes_with_datetime</text>
+</g>
+<!-- 15&#45;&gt;51 -->
+<g id="edge168" class="edge">
+<title>15&#45;&gt;51</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.19,-808.23C2651.81,-805.26 3400.41,-792.85 3435.5,-756 3512.74,-674.89 3373.98,-599.5 3432.5,-504 3440.75,-490.53 3453.62,-480.36 3467.52,-472.71"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3469.42,-475.67 3476.77,-468.04 3466.27,-469.42 3469.42,-475.67"/>
+</g>
+<!-- 55 -->
+<g id="node56" class="node">
+<title>55</title>
+<path fill="none" stroke="#56c1d8" stroke-width="2" d="M3330.5,-612C3330.5,-612 3196.5,-612 3196.5,-612 3190.5,-612 3184.5,-606 3184.5,-600 3184.5,-600 3184.5,-588 3184.5,-588 3184.5,-582 3190.5,-576 3196.5,-576 3196.5,-576 3330.5,-576 3330.5,-576 3336.5,-576 3342.5,-582 3342.5,-588 3342.5,-588 3342.5,-600 3342.5,-600 3342.5,-606 3336.5,-612 3330.5,-612"/>
+<text text-anchor="middle" x="3263.5" y="-597" font-family="sans" font-size="10.00">phone_light_python_features</text>
+<text text-anchor="middle" x="3263.5" y="-586" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;55 -->
+<g id="edge174" class="edge">
+<title>15&#45;&gt;55</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.2,-807.91C2602.04,-804.51 3091.6,-792.08 3154.5,-756 3206.82,-725.99 3239.21,-659.42 3254,-621.96"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3257.42,-622.82 3257.71,-612.22 3250.88,-620.33 3257.42,-622.82"/>
+</g>
+<!-- 15&#45;&gt;56 -->
+<g id="edge176" class="edge">
+<title>15&#45;&gt;56</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.11,-806.67C2567.56,-801.21 2929.03,-785.72 3230.5,-756 3244.07,-754.66 3258.44,-752.96 3272.41,-751.15"/>
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+<!-- 58 -->
+<g id="node59" class="node">
+<title>58</title>
+<path fill="none" stroke="#d87556" stroke-width="2" d="M3960,-396C3960,-396 3803,-396 3803,-396 3797,-396 3791,-390 3791,-384 3791,-384 3791,-372 3791,-372 3791,-366 3797,-360 3803,-360 3803,-360 3960,-360 3960,-360 3966,-360 3972,-366 3972,-372 3972,-372 3972,-384 3972,-384 3972,-390 3966,-396 3960,-396"/>
+<text text-anchor="middle" x="3881.5" y="-381" font-family="sans" font-size="10.00">phone_locations_python_features</text>
+<text text-anchor="middle" x="3881.5" y="-370" font-family="sans" font-size="10.00">provider_key: doryab</text>
+</g>
+<!-- 15&#45;&gt;58 -->
+<g id="edge181" class="edge">
+<title>15&#45;&gt;58</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420,-808.2C2654.7,-805.11 3422.96,-792.24 3460.5,-756 3541.1,-678.2 3392.56,-589.02 3465.5,-504 3499.76,-464.07 3649.3,-483.74 3699.5,-468 3752.03,-451.54 3808.36,-421.94 3844.2,-401.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3846.4,-404.19 3853.31,-396.15 3842.9,-398.13 3846.4,-404.19"/>
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+<!-- 59 -->
+<g id="node60" class="node">
+<title>59</title>
+<path fill="none" stroke="#70d856" stroke-width="2" d="M4039,-468C4039,-468 3876,-468 3876,-468 3870,-468 3864,-462 3864,-456 3864,-456 3864,-444 3864,-444 3864,-438 3870,-432 3876,-432 3876,-432 4039,-432 4039,-432 4045,-432 4051,-438 4051,-444 4051,-444 4051,-456 4051,-456 4051,-462 4045,-468 4039,-468"/>
+<text text-anchor="middle" x="3957.5" y="-447.5" font-family="sans" font-size="10.00">resample_episodes_with_datetime</text>
+</g>
+<!-- 15&#45;&gt;59 -->
+<g id="edge183" class="edge">
+<title>15&#45;&gt;59</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.16,-808.08C2664.07,-804.5 3486.27,-789.94 3530.5,-756 3597.07,-704.91 3539.3,-644.69 3587.5,-576 3602.61,-554.46 3613.87,-556.33 3634.5,-540 3654.31,-524.32 3655.6,-514.69 3678.5,-504 3694.61,-496.48 3781.11,-480.61 3853.58,-468.19"/>
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+<!-- 62 -->
+<g id="node63" class="node">
+<title>62</title>
+<path fill="none" stroke="#56d8d8" stroke-width="2" d="M3938,-684C3938,-684 3735,-684 3735,-684 3729,-684 3723,-678 3723,-672 3723,-672 3723,-660 3723,-660 3723,-654 3729,-648 3735,-648 3735,-648 3938,-648 3938,-648 3944,-648 3950,-654 3950,-660 3950,-660 3950,-672 3950,-672 3950,-678 3944,-684 3938,-684"/>
+<text text-anchor="middle" x="3836.5" y="-663.5" font-family="sans" font-size="10.00">phone_locations_processed_with_datetime</text>
+</g>
+<!-- 15&#45;&gt;62 -->
+<g id="edge188" class="edge">
+<title>15&#45;&gt;62</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.1,-807.99C2671.46,-803.99 3543.99,-787.92 3664.5,-756 3716.26,-742.29 3770.19,-711.19 3803.56,-689.65"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3805.55,-692.53 3811.99,-684.12 3801.71,-686.67 3805.55,-692.53"/>
+</g>
+<!-- 64 -->
+<g id="node65" class="node">
+<title>64</title>
+<path fill="none" stroke="#9fd856" stroke-width="2" d="M3614,-540C3614,-540 3487,-540 3487,-540 3481,-540 3475,-534 3475,-528 3475,-528 3475,-516 3475,-516 3475,-510 3481,-504 3487,-504 3487,-504 3614,-504 3614,-504 3620,-504 3626,-510 3626,-516 3626,-516 3626,-528 3626,-528 3626,-534 3620,-540 3614,-540"/>
+<text text-anchor="middle" x="3550.5" y="-525" font-family="sans" font-size="10.00">phone_locations_r_features</text>
+<text text-anchor="middle" x="3550.5" y="-514" font-family="sans" font-size="10.00">provider_key: barnett</text>
+</g>
+<!-- 15&#45;&gt;64 -->
+<g id="edge193" class="edge">
+<title>15&#45;&gt;64</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.16,-808.19C2661.12,-805.01 3465.33,-791.75 3506.5,-756 3537.1,-729.43 3546.66,-605.93 3549.44,-550.29"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3552.94,-550.27 3549.91,-540.12 3545.95,-549.95 3552.94,-550.27"/>
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+<!-- 65 -->
+<g id="node66" class="node">
+<title>65</title>
+<path fill="none" stroke="#56d8b1" stroke-width="2" d="M3796.5,-612C3796.5,-612 3608.5,-612 3608.5,-612 3602.5,-612 3596.5,-606 3596.5,-600 3596.5,-600 3596.5,-588 3596.5,-588 3596.5,-582 3602.5,-576 3608.5,-576 3608.5,-576 3796.5,-576 3796.5,-576 3802.5,-576 3808.5,-582 3808.5,-588 3808.5,-588 3808.5,-600 3808.5,-600 3808.5,-606 3802.5,-612 3796.5,-612"/>
+<text text-anchor="middle" x="3702.5" y="-591.5" font-family="sans" font-size="10.00">phone_locations_barnett_daily_features</text>
+</g>
+<!-- 15&#45;&gt;65 -->
+<g id="edge196" class="edge">
+<title>15&#45;&gt;65</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.2,-809.45C2662.81,-810.61 3479.71,-810.39 3582.5,-756 3637.94,-726.67 3674.73,-659.04 3691.69,-621.43"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3694.97,-622.68 3695.77,-612.12 3688.55,-619.88 3694.97,-622.68"/>
+</g>
+<!-- 67 -->
+<g id="node68" class="node">
+<title>67</title>
+<path fill="none" stroke="#568ad8" stroke-width="2" d="M2616.5,-468C2616.5,-468 2484.5,-468 2484.5,-468 2478.5,-468 2472.5,-462 2472.5,-456 2472.5,-456 2472.5,-444 2472.5,-444 2472.5,-438 2478.5,-432 2484.5,-432 2484.5,-432 2616.5,-432 2616.5,-432 2622.5,-432 2628.5,-438 2628.5,-444 2628.5,-444 2628.5,-456 2628.5,-456 2628.5,-462 2622.5,-468 2616.5,-468"/>
+<text text-anchor="middle" x="2550.5" y="-453" font-family="sans" font-size="10.00">phone_messages_r_features</text>
+<text text-anchor="middle" x="2550.5" y="-442" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;67 -->
+<g id="edge199" class="edge">
+<title>15&#45;&gt;67</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.19,-800.58C2476.48,-792.19 2550.63,-777.45 2571.5,-756 2599.71,-727.01 2590.5,-707.45 2590.5,-667 2590.5,-667 2590.5,-667 2590.5,-593 2590.5,-551.48 2574.46,-505.61 2562.7,-477.54"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2565.77,-475.84 2558.59,-468.05 2559.35,-478.62 2565.77,-475.84"/>
+</g>
+<!-- 15&#45;&gt;68 -->
+<g id="edge201" class="edge">
+<title>15&#45;&gt;68</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2386.26,-791.88C2404.72,-782.51 2427.78,-770.81 2447.52,-760.8"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2449.28,-763.83 2456.61,-756.19 2446.11,-757.59 2449.28,-763.83"/>
+</g>
+<!-- 70 -->
+<g id="node71" class="node">
+<title>70</title>
+<path fill="none" stroke="#56d8b1" stroke-width="2" d="M1815,-396C1815,-396 1670,-396 1670,-396 1664,-396 1658,-390 1658,-384 1658,-384 1658,-372 1658,-372 1658,-366 1664,-360 1670,-360 1670,-360 1815,-360 1815,-360 1821,-360 1827,-366 1827,-372 1827,-372 1827,-384 1827,-384 1827,-390 1821,-396 1815,-396"/>
+<text text-anchor="middle" x="1742.5" y="-381" font-family="sans" font-size="10.00">phone_screen_python_features</text>
+<text text-anchor="middle" x="1742.5" y="-370" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;70 -->
+<g id="edge205" class="edge">
+<title>15&#45;&gt;70</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.84,-799.49C2166.17,-781.57 1927.21,-739.55 1865.5,-684 1781.01,-607.95 1753.54,-465.7 1745.51,-406.23"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1748.95,-405.6 1744.22,-396.12 1742.01,-406.48 1748.95,-405.6"/>
+</g>
+<!-- 71 -->
+<g id="node72" class="node">
+<title>71</title>
+<path fill="none" stroke="#70d856" stroke-width="2" d="M1434,-468C1434,-468 1271,-468 1271,-468 1265,-468 1259,-462 1259,-456 1259,-456 1259,-444 1259,-444 1259,-438 1265,-432 1271,-432 1271,-432 1434,-432 1434,-432 1440,-432 1446,-438 1446,-444 1446,-444 1446,-456 1446,-456 1446,-462 1440,-468 1434,-468"/>
+<text text-anchor="middle" x="1352.5" y="-447.5" font-family="sans" font-size="10.00">resample_episodes_with_datetime</text>
+</g>
+<!-- 15&#45;&gt;71 -->
+<g id="edge207" class="edge">
+<title>15&#45;&gt;71</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.9,-804.92C2100.85,-793.75 1603.38,-762.98 1587.5,-756 1566.2,-746.65 1570.08,-730.85 1549.5,-720 1482.34,-684.58 1433.88,-739.9 1382.5,-684 1330.03,-626.91 1338.95,-526.11 1347.01,-478.01"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1350.48,-478.5 1348.8,-468.04 1343.59,-477.26 1350.48,-478.5"/>
+</g>
+<!-- 74 -->
+<g id="node75" class="node">
+<title>74</title>
+<path fill="none" stroke="#569ad8" stroke-width="2" d="M2474,-684C2474,-684 2337,-684 2337,-684 2331,-684 2325,-678 2325,-672 2325,-672 2325,-660 2325,-660 2325,-654 2331,-648 2337,-648 2337,-648 2474,-648 2474,-648 2480,-648 2486,-654 2486,-660 2486,-660 2486,-672 2486,-672 2486,-678 2480,-684 2474,-684"/>
+<text text-anchor="middle" x="2405.5" y="-669" font-family="sans" font-size="10.00">phone_wifi_visible_r_features</text>
+<text text-anchor="middle" x="2405.5" y="-658" font-family="sans" font-size="10.00">provider_key: rapids</text>
+</g>
+<!-- 15&#45;&gt;74 -->
+<g id="edge212" class="edge">
+<title>15&#45;&gt;74</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2358.89,-791.87C2368.01,-767.46 2384.81,-722.43 2395.56,-693.64"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2398.87,-694.78 2399.08,-684.19 2392.31,-692.33 2398.87,-694.78"/>
+</g>
+<!-- 15&#45;&gt;75 -->
+<g id="edge214" class="edge">
+<title>15&#45;&gt;75</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2284.79,-805.63C2118.8,-797.18 1695,-774.47 1554.5,-756 1553.23,-755.83 1551.94,-755.66 1550.65,-755.48"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1551.06,-752 1540.65,-753.96 1550.01,-758.92 1551.06,-752"/>
+</g>
+<!-- 15&#45;&gt;78 -->
+<g id="edge219" class="edge">
+<title>15&#45;&gt;78</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2420.22,-802C2483.04,-794.17 2570.47,-779.41 2595.5,-756 2647.77,-707.1 2687.67,-484.5 2700.29,-406.28"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2703.77,-406.66 2701.89,-396.23 2696.86,-405.56 2703.77,-406.66"/>
+</g>
+<!-- 16 -->
+<g id="node17" class="node">
+<title>16</title>
+<path fill="none" stroke="#88d856" stroke-width="2" stroke-dasharray="5,2" d="M1532,-828C1532,-828 1439,-828 1439,-828 1433,-828 1427,-822 1427,-816 1427,-816 1427,-804 1427,-804 1427,-798 1433,-792 1439,-792 1439,-792 1532,-792 1532,-792 1538,-792 1544,-798 1544,-804 1544,-804 1544,-816 1544,-816 1544,-822 1538,-828 1532,-828"/>
+<text text-anchor="middle" x="1485.5" y="-807.5" font-family="sans" font-size="10.00">prepare_tzcodes_file</text>
+</g>
+<!-- 16&#45;&gt;14 -->
+<g id="edge92" class="edge">
+<title>16&#45;&gt;14</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1544.05,-802.53C1740.01,-780.87 2375.73,-710.62 2646.52,-680.7"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2647.22,-684.14 2656.78,-679.57 2646.46,-677.19 2647.22,-684.14"/>
+</g>
+<!-- 16&#45;&gt;23 -->
+<g id="edge115" class="edge">
+<title>16&#45;&gt;23</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1530.27,-791.88C1555.62,-782.18 1587.51,-769.98 1614.27,-759.74"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1615.79,-762.91 1623.88,-756.07 1613.29,-756.37 1615.79,-762.91"/>
+</g>
+<!-- 16&#45;&gt;27 -->
+<g id="edge123" class="edge">
+<title>16&#45;&gt;27</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1426.86,-806.68C1306.91,-801.32 1042.48,-786.19 1015.5,-756 944.99,-677.09 995.89,-535.99 1021.81,-477.51"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1025.08,-478.77 1026.03,-468.22 1018.71,-475.88 1025.08,-478.77"/>
+</g>
+<!-- 16&#45;&gt;30 -->
+<g id="edge128" class="edge">
+<title>16&#45;&gt;30</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1426.63,-806.01C1305.08,-799.51 1017.63,-782.55 777.5,-756 766.66,-754.8 755.27,-753.36 744.04,-751.83"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="744.18,-748.31 733.8,-750.4 743.22,-755.25 744.18,-748.31"/>
+</g>
+<!-- 16&#45;&gt;34 -->
+<g id="edge136" class="edge">
+<title>16&#45;&gt;34</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1426.98,-808.57C1284.06,-806.89 905.83,-798.55 581.88,-756.07"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="582.2,-752.58 571.83,-754.74 581.29,-759.52 582.2,-752.58"/>
+</g>
+<!-- 16&#45;&gt;35 -->
+<g id="edge139" class="edge">
+<title>16&#45;&gt;35</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1426.72,-808.57C1270.6,-806.86 854.39,-798.33 810.5,-756 729.35,-677.74 845.63,-596.72 781.5,-504 772.22,-490.58 758.47,-480.34 744.02,-472.61"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="745.48,-469.43 734.96,-468.12 742.37,-475.7 745.48,-469.43"/>
+</g>
+<!-- 16&#45;&gt;39 -->
+<g id="edge146" class="edge">
+<title>16&#45;&gt;39</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1427,-804.64C1332.25,-797.19 1139.49,-780.41 977.5,-756 976.23,-755.81 974.95,-755.61 973.66,-755.41"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="974.11,-751.94 963.68,-753.76 972.98,-758.84 974.11,-751.94"/>
+</g>
+<!-- 16&#45;&gt;42 -->
+<g id="edge152" class="edge">
+<title>16&#45;&gt;42</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1544.05,-805.33C1658.96,-797.9 1922.06,-779.74 2142.5,-756 2261.55,-743.18 2290.41,-732.46 2409.5,-720 2516.55,-708.8 2794.66,-728.86 2892.5,-684 2944.56,-660.13 3057.71,-531.07 3104.55,-475.96"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3107.43,-477.98 3111.22,-468.09 3102.09,-473.46 3107.43,-477.98"/>
+</g>
+<!-- 16&#45;&gt;47 -->
+<g id="edge161" class="edge">
+<title>16&#45;&gt;47</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1441.71,-791.88C1416.92,-782.18 1385.72,-769.98 1359.54,-759.74"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1360.73,-756.45 1350.15,-756.07 1358.18,-762.97 1360.73,-756.45"/>
+</g>
+<!-- 16&#45;&gt;51 -->
+<g id="edge169" class="edge">
+<title>16&#45;&gt;51</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1544.04,-809.19C1707.31,-809.08 2181.37,-804.26 2571.5,-756 2733.43,-735.97 2779.83,-744.18 2931.5,-684 3015.75,-650.57 3021.73,-612.95 3104.5,-576 3216.34,-526.07 3353.33,-490.4 3442.65,-470.25"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3443.49,-473.65 3452.49,-468.06 3441.96,-466.82 3443.49,-473.65"/>
+</g>
+<!-- 16&#45;&gt;56 -->
+<g id="edge177" class="edge">
+<title>16&#45;&gt;56</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1544.27,-807.59C1829.16,-800.68 3059.75,-770.26 3230.5,-756 3244,-754.87 3258.29,-753.29 3272.17,-751.53"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3272.72,-754.99 3282.19,-750.23 3271.82,-748.05 3272.72,-754.99"/>
+</g>
+<!-- 16&#45;&gt;59 -->
+<g id="edge184" class="edge">
+<title>16&#45;&gt;59</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1544.08,-808.18C1755.99,-804.93 2482.27,-791.42 2711.5,-756 2832.96,-737.23 2864.47,-729.87 2978.5,-684 3024.82,-665.37 3129,-594.17 3175.5,-576 3299.2,-527.68 3334.73,-527.17 3465.5,-504 3598.4,-480.46 3753.48,-465.85 3853.46,-458.08"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3853.86,-461.56 3863.56,-457.3 3853.32,-454.58 3853.86,-461.56"/>
+</g>
+<!-- 16&#45;&gt;62 -->
+<g id="edge189" class="edge">
+<title>16&#45;&gt;62</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1544.05,-807.77C1817.05,-801.93 2958.37,-776.5 3116.5,-756 3187.49,-746.79 3202.82,-731.38 3273.5,-720 3423.69,-695.82 3598.32,-681.49 3712.79,-673.95"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3713.23,-677.43 3722.99,-673.29 3712.78,-670.45 3713.23,-677.43"/>
+</g>
+<!-- 16&#45;&gt;68 -->
+<g id="edge202" class="edge">
+<title>16&#45;&gt;68</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1544.08,-808.41C1690.02,-806.34 2081.28,-797.07 2404.5,-756 2405.77,-755.84 2407.06,-755.67 2408.35,-755.49"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2408.98,-758.94 2418.36,-754.01 2407.95,-752.01 2408.98,-758.94"/>
+</g>
+<!-- 16&#45;&gt;71 -->
+<g id="edge208" class="edge">
+<title>16&#45;&gt;71</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1426.78,-805.44C1358.05,-799.91 1250.41,-786.51 1225.5,-756 1152.9,-667.11 1271.37,-530.85 1326.58,-475.57"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1329.27,-477.84 1333.93,-468.32 1324.35,-472.86 1329.27,-477.84"/>
+</g>
+<!-- 16&#45;&gt;75 -->
+<g id="edge215" class="edge">
+<title>16&#45;&gt;75</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1481.3,-791.7C1479.4,-783.9 1477.12,-774.51 1475.02,-765.83"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1478.42,-765 1472.65,-756.1 1471.61,-766.65 1478.42,-765"/>
+</g>
+<!-- 17 -->
+<g id="node18" class="node">
+<title>17</title>
+<path fill="none" stroke="#569ad8" stroke-width="2" stroke-dasharray="5,2" d="M1579.5,-902.5C1579.5,-902.5 1391.5,-902.5 1391.5,-902.5 1385.5,-902.5 1379.5,-896.5 1379.5,-890.5 1379.5,-890.5 1379.5,-878.5 1379.5,-878.5 1379.5,-872.5 1385.5,-866.5 1391.5,-866.5 1391.5,-866.5 1579.5,-866.5 1579.5,-866.5 1585.5,-866.5 1591.5,-872.5 1591.5,-878.5 1591.5,-878.5 1591.5,-890.5 1591.5,-890.5 1591.5,-896.5 1585.5,-902.5 1579.5,-902.5"/>
+<text text-anchor="middle" x="1485.5" y="-882" font-family="sans" font-size="10.00">query_usernames_device_empatica_ids</text>
+</g>
+<!-- 17&#45;&gt;16 -->
+<g id="edge93" class="edge">
+<title>17&#45;&gt;16</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1485.5,-866.32C1485.5,-857.92 1485.5,-847.62 1485.5,-838.19"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1489,-838.06 1485.5,-828.06 1482,-838.06 1489,-838.06"/>
+</g>
+<!-- 18&#45;&gt;0 -->
+<g id="edge15" class="edge">
+<title>18&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2920.17,-431.85C2946.99,-412.23 2993.54,-380.22 3037.5,-360 3087.31,-337.08 3119.21,-365.1 3155.5,-324 3229.65,-240.02 3247.5,-143.8 3161.5,-72 3112.48,-31.08 2659.8,-21.43 2525.12,-19.46"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.94,-15.95 2514.9,-19.31 2524.85,-22.95 2524.94,-15.95"/>
+</g>
+<!-- 19 -->
+<g id="node20" class="node">
+<title>19</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M2918,-324C2918,-324 2779,-324 2779,-324 2773,-324 2767,-318 2767,-312 2767,-312 2767,-300 2767,-300 2767,-294 2773,-288 2779,-288 2779,-288 2918,-288 2918,-288 2924,-288 2930,-294 2930,-300 2930,-300 2930,-312 2930,-312 2930,-318 2924,-324 2918,-324"/>
+<text text-anchor="middle" x="2848.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="2848.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_data_yield</text>
+</g>
+<!-- 18&#45;&gt;19 -->
+<g id="edge96" class="edge">
+<title>18&#45;&gt;19</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2891.59,-431.87C2883.2,-407.56 2867.76,-362.82 2857.82,-334.01"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2861,-332.5 2854.43,-324.19 2854.38,-334.78 2861,-332.5"/>
+</g>
+<!-- 19&#45;&gt;0 -->
+<g id="edge16" class="edge">
+<title>19&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2930.01,-289.4C2985.46,-277.95 3050.22,-262.62 3058.5,-252 3107.66,-188.89 3112.39,-131.12 3058.5,-72 3022.53,-32.54 2645.87,-22 2524.77,-19.62"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.59,-16.11 2514.52,-19.42 2524.46,-23.11 2524.59,-16.11"/>
+</g>
+<!-- 20 -->
+<g id="node21" class="node">
+<title>20</title>
+<path fill="none" stroke="#56b9d8" stroke-width="2" d="M2609.5,-252C2609.5,-252 2367.5,-252 2367.5,-252 2361.5,-252 2355.5,-246 2355.5,-240 2355.5,-240 2355.5,-228 2355.5,-228 2355.5,-222 2361.5,-216 2367.5,-216 2367.5,-216 2609.5,-216 2609.5,-216 2615.5,-216 2621.5,-222 2621.5,-228 2621.5,-228 2621.5,-240 2621.5,-240 2621.5,-246 2615.5,-252 2609.5,-252"/>
+<text text-anchor="middle" x="2488.5" y="-231.5" font-family="sans" font-size="10.00">merge_sensor_features_for_individual_participants</text>
+</g>
+<!-- 19&#45;&gt;20 -->
+<g id="edge103" class="edge">
+<title>19&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2766.81,-289.12C2713.19,-278.69 2642.78,-265 2586.19,-254"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2586.64,-250.52 2576.16,-252.04 2585.3,-257.39 2586.64,-250.52"/>
+</g>
+<!-- 20&#45;&gt;0 -->
+<g id="edge17" class="edge">
+<title>20&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2580.49,-215.96C2682.91,-194.89 2838.69,-155.9 2873.5,-108 2882.91,-95.06 2884.02,-84.06 2873.5,-72 2828.43,-20.32 2612.61,-17.26 2524.8,-18.22"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.69,-14.72 2514.74,-18.35 2524.79,-21.72 2524.69,-14.72"/>
+</g>
+<!-- 76 -->
+<g id="node77" class="node">
+<title>76</title>
+<path fill="none" stroke="#567bd8" stroke-width="2" d="M2590.5,-180C2590.5,-180 2384.5,-180 2384.5,-180 2378.5,-180 2372.5,-174 2372.5,-168 2372.5,-168 2372.5,-156 2372.5,-156 2372.5,-150 2378.5,-144 2384.5,-144 2384.5,-144 2590.5,-144 2590.5,-144 2596.5,-144 2602.5,-150 2602.5,-156 2602.5,-156 2602.5,-168 2602.5,-168 2602.5,-174 2596.5,-180 2590.5,-180"/>
+<text text-anchor="middle" x="2487.5" y="-159.5" font-family="sans" font-size="10.00">merge_sensor_features_for_all_participants</text>
+</g>
+<!-- 20&#45;&gt;76 -->
+<g id="edge216" class="edge">
+<title>20&#45;&gt;76</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2488.25,-215.7C2488.14,-207.98 2488.01,-198.71 2487.89,-190.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2491.39,-190.05 2487.74,-180.1 2484.39,-190.15 2491.39,-190.05"/>
+</g>
+<!-- 21 -->
+<g id="node22" class="node">
+<title>21</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M2063.5,-540C2063.5,-540 1905.5,-540 1905.5,-540 1899.5,-540 1893.5,-534 1893.5,-528 1893.5,-528 1893.5,-516 1893.5,-516 1893.5,-510 1899.5,-504 1905.5,-504 1905.5,-504 2063.5,-504 2063.5,-504 2069.5,-504 2075.5,-510 2075.5,-516 2075.5,-516 2075.5,-528 2075.5,-528 2075.5,-534 2069.5,-540 2063.5,-540"/>
+<text text-anchor="middle" x="1984.5" y="-525" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="1984.5" y="-514" font-family="sans" font-size="10.00">sensor_key: phone_accelerometer</text>
+</g>
+<!-- 21&#45;&gt;0 -->
+<g id="edge53" class="edge">
+<title>21&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1974.83,-503.88C1951.21,-460.42 1892.5,-341.66 1892.5,-235 1892.5,-235 1892.5,-235 1892.5,-161 1892.5,-118.5 1893.54,-97.56 1927.5,-72 1969.2,-40.61 2331.83,-24.68 2450.26,-20.29"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.44,-23.78 2460.3,-19.92 2450.18,-16.79 2450.44,-23.78"/>
+</g>
+<!-- 21&#45;&gt;20 -->
+<g id="edge97" class="edge">
+<title>21&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2045.64,-503.93C2134.97,-476.78 2303.27,-417.14 2420.5,-324 2442.58,-306.46 2461.47,-280.23 2473.69,-260.78"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2476.76,-262.47 2478.99,-252.12 2470.79,-258.83 2476.76,-262.47"/>
+</g>
+<!-- 22&#45;&gt;0 -->
+<g id="edge52" class="edge">
+<title>22&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1948.3,-647.99C1873.98,-604.49 1681.31,-481.41 1585.5,-324 1563.4,-287.69 1550.5,-277.5 1550.5,-235 1550.5,-235 1550.5,-235 1550.5,-161 1550.5,-114.5 1565.58,-95.85 1605.5,-72 1678.79,-28.2 2291.68,-20.5 2450.19,-19.23"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.41,-22.73 2460.39,-19.16 2450.36,-15.73 2450.41,-22.73"/>
+</g>
+<!-- 22&#45;&gt;21 -->
+<g id="edge109" class="edge">
+<title>22&#45;&gt;21</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1979.22,-647.87C1980.25,-623.67 1982.12,-579.21 1983.34,-550.39"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1986.85,-550.33 1983.77,-540.19 1979.85,-550.03 1986.85,-550.33"/>
+</g>
+<!-- 23&#45;&gt;0 -->
+<g id="edge51" class="edge">
+<title>23&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1596.21,-722.42C1521.96,-707.36 1416.96,-685.8 1415.5,-684 1344.05,-596.03 1526.16,-519.8 1454.5,-432 1404.02,-370.14 1349.32,-432.87 1278.5,-396 1257.87,-385.26 1258.69,-374.5 1240.5,-360 1217.95,-342.02 1204.72,-346.36 1186.5,-324 1159.55,-290.92 1150.5,-277.67 1150.5,-235 1150.5,-235 1150.5,-235 1150.5,-161 1150.5,-114.73 1164.66,-95.52 1204.5,-72 1259.49,-39.53 2244.02,-22.72 2449.93,-19.56"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.28,-23.05 2460.23,-19.4 2450.18,-16.05 2450.28,-23.05"/>
+</g>
+<!-- 23&#45;&gt;22 -->
+<g id="edge111" class="edge">
+<title>23&#45;&gt;22</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1740.79,-720.68C1786.31,-710.4 1845.28,-697.08 1893.1,-686.28"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1894.14,-689.64 1903.12,-684.02 1892.6,-682.81 1894.14,-689.64"/>
+</g>
+<!-- 23&#45;&gt;24 -->
+<g id="edge116" class="edge">
+<title>23&#45;&gt;24</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1740.63,-728.48C1822.57,-718.69 1960.57,-701.82 2089.69,-684.09"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2090.33,-687.54 2099.76,-682.71 2089.37,-680.6 2090.33,-687.54"/>
+</g>
+<!-- 24&#45;&gt;0 -->
+<g id="edge54" class="edge">
+<title>24&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2181.94,-647.78C2153.91,-623.28 2108.5,-575.5 2108.5,-523 2108.5,-523 2108.5,-523 2108.5,-377 2108.5,-336.55 2104.1,-325.72 2089.5,-288 2082.82,-270.72 2076.84,-268.54 2068.5,-252 2052.8,-220.9 2046.64,-213.62 2037.5,-180 2024.86,-133.52 1996.45,-107.96 2028.5,-72 2056.46,-40.63 2346.2,-25.1 2450.42,-20.5"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.64,-24 2460.48,-20.07 2450.34,-17 2450.64,-24"/>
+</g>
+<!-- 24&#45;&gt;21 -->
+<g id="edge110" class="edge">
+<title>24&#45;&gt;21</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2162.98,-647.96C2141.93,-638.46 2116.16,-625.78 2094.5,-612 2063.99,-592.6 2032.2,-566.08 2010.69,-547.05"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2012.76,-544.21 2002.97,-540.15 2008.09,-549.43 2012.76,-544.21"/>
+</g>
+<!-- 25 -->
+<g id="node26" class="node">
+<title>25</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M1814,-324C1814,-324 1629,-324 1629,-324 1623,-324 1617,-318 1617,-312 1617,-312 1617,-300 1617,-300 1617,-294 1623,-288 1629,-288 1629,-288 1814,-288 1814,-288 1820,-288 1826,-294 1826,-300 1826,-300 1826,-312 1826,-312 1826,-318 1820,-324 1814,-324"/>
+<text text-anchor="middle" x="1721.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="1721.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_activity_recognition</text>
+</g>
+<!-- 25&#45;&gt;0 -->
+<g id="edge36" class="edge">
+<title>25&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1724.45,-287.77C1733.08,-243.21 1762.76,-124.07 1840.5,-72 1891.22,-38.03 2319.51,-23.6 2449.95,-19.96"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.33,-23.45 2460.23,-19.68 2450.14,-16.46 2450.33,-23.45"/>
+</g>
+<!-- 25&#45;&gt;20 -->
+<g id="edge98" class="edge">
+<title>25&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1826.14,-295.45C1960.48,-283.19 2194.22,-261.86 2345.06,-248.09"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2345.69,-251.55 2355.33,-247.15 2345.05,-244.58 2345.69,-251.55"/>
+</g>
+<!-- 26&#45;&gt;0 -->
+<g id="edge35" class="edge">
+<title>26&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1452.96,-359.71C1460.85,-333.18 1474.5,-280.67 1474.5,-235 1474.5,-235 1474.5,-235 1474.5,-161 1474.5,-120.03 1466.66,-97.78 1498.5,-72 1536.18,-41.5 2274.97,-23.61 2450.38,-19.78"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.49,-23.28 2460.41,-19.56 2450.34,-16.28 2450.49,-23.28"/>
+</g>
+<!-- 26&#45;&gt;25 -->
+<g id="edge118" class="edge">
+<title>26&#45;&gt;25</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1514.18,-359.97C1553.63,-349.89 1603.75,-337.08 1644.83,-326.59"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1645.7,-329.98 1654.52,-324.11 1643.97,-323.2 1645.7,-329.98"/>
+</g>
+<!-- 27&#45;&gt;0 -->
+<g id="edge34" class="edge">
+<title>27&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1045.77,-431.72C1056.52,-412.84 1069.21,-382.32 1055.5,-360 1036.98,-329.85 1006.81,-351.46 984.5,-324 958.66,-292.21 960.5,-275.97 960.5,-235 960.5,-235 960.5,-235 960.5,-161 960.5,-120.03 952.42,-97.48 984.5,-72 1043.65,-25.01 2224.41,-19.67 2450.32,-19.07"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.36,-22.57 2460.35,-19.05 2450.34,-15.57 2450.36,-22.57"/>
+</g>
+<!-- 27&#45;&gt;26 -->
+<g id="edge119" class="edge">
+<title>27&#45;&gt;26</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1128.22,-433.12C1190.24,-422.6 1271.85,-408.77 1337.04,-397.72"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1337.66,-401.17 1346.94,-396.04 1336.49,-394.26 1337.66,-401.17"/>
+</g>
+<!-- 28 -->
+<g id="node29" class="node">
+<title>28</title>
+<path fill="none" stroke="#8fd856" stroke-width="2" d="M761,-540C761,-540 598,-540 598,-540 592,-540 586,-534 586,-528 586,-528 586,-516 586,-516 586,-510 592,-504 598,-504 598,-504 761,-504 761,-504 767,-504 773,-510 773,-516 773,-516 773,-528 773,-528 773,-534 767,-540 761,-540"/>
+<text text-anchor="middle" x="679.5" y="-525" font-family="sans" font-size="10.00">resample_episodes</text>
+<text text-anchor="middle" x="679.5" y="-514" font-family="sans" font-size="10.00">sensor: phone_activity_recognition</text>
+</g>
+<!-- 28&#45;&gt;0 -->
+<g id="edge33" class="edge">
+<title>28&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M624.36,-503.92C606.31,-495.76 587.76,-484.14 575.5,-468 551.09,-435.86 557.5,-419.36 557.5,-379 557.5,-379 557.5,-379 557.5,-161 557.5,-92.8 617.85,-93.71 682.5,-72 855.55,-13.88 2207.82,-17.64 2450.33,-18.8"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.38,-22.3 2460.4,-18.85 2450.42,-15.3 2450.38,-22.3"/>
+</g>
+<!-- 28&#45;&gt;27 -->
+<g id="edge121" class="edge">
+<title>28&#45;&gt;27</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M765.89,-503.97C817.96,-493.7 884.38,-480.6 938.15,-470"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="938.9,-473.42 948.03,-468.05 937.54,-466.55 938.9,-473.42"/>
+</g>
+<!-- 29 -->
+<g id="node30" class="node">
+<title>29</title>
+<path fill="none" stroke="#70d856" stroke-width="2" d="M722.5,-612C722.5,-612 584.5,-612 584.5,-612 578.5,-612 572.5,-606 572.5,-600 572.5,-600 572.5,-588 572.5,-588 572.5,-582 578.5,-576 584.5,-576 584.5,-576 722.5,-576 722.5,-576 728.5,-576 734.5,-582 734.5,-588 734.5,-588 734.5,-600 734.5,-600 734.5,-606 728.5,-612 722.5,-612"/>
+<text text-anchor="middle" x="653.5" y="-591.5" font-family="sans" font-size="10.00">activity_recognition_episodes</text>
+</g>
+<!-- 29&#45;&gt;0 -->
+<g id="edge32" class="edge">
+<title>29&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M572.45,-576.4C518.75,-564.68 456.56,-549.44 447.5,-540 419.5,-510.81 428.5,-491.45 428.5,-451 428.5,-451 428.5,-451 428.5,-161 428.5,-101.83 472.55,-93.93 527.5,-72 620.18,-35.02 2187.67,-21.32 2450.31,-19.28"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.5,-22.77 2460.47,-19.2 2450.44,-15.78 2450.5,-22.77"/>
+</g>
+<!-- 29&#45;&gt;28 -->
+<g id="edge124" class="edge">
+<title>29&#45;&gt;28</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M659.93,-575.7C662.86,-567.81 666.39,-558.3 669.64,-549.55"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="672.95,-550.7 673.15,-540.1 666.38,-548.26 672.95,-550.7"/>
+</g>
+<!-- 30&#45;&gt;0 -->
+<g id="edge31" class="edge">
+<title>30&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M589.24,-721.8C515.76,-706.32 412.52,-684.52 411.5,-684 359.49,-657.21 314.5,-653.51 314.5,-595 314.5,-595 314.5,-595 314.5,-161 314.5,-116.68 322.04,-95.69 359.5,-72 451.4,-13.9 2172.95,-17.83 2450.01,-18.84"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.32,-22.35 2460.33,-18.88 2450.35,-15.35 2450.32,-22.35"/>
+</g>
+<!-- 30&#45;&gt;29 -->
+<g id="edge125" class="edge">
+<title>30&#45;&gt;29</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M660.54,-719.87C659.17,-695.67 656.67,-651.21 655.04,-622.39"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="658.53,-621.98 654.47,-612.19 651.54,-622.37 658.53,-621.98"/>
+</g>
+<!-- 31 -->
+<g id="node32" class="node">
+<title>31</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M1434.5,-324C1434.5,-324 1228.5,-324 1228.5,-324 1222.5,-324 1216.5,-318 1216.5,-312 1216.5,-312 1216.5,-300 1216.5,-300 1216.5,-294 1222.5,-288 1228.5,-288 1228.5,-288 1434.5,-288 1434.5,-288 1440.5,-288 1446.5,-294 1446.5,-300 1446.5,-300 1446.5,-312 1446.5,-312 1446.5,-318 1440.5,-324 1434.5,-324"/>
+<text text-anchor="middle" x="1331.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="1331.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_applications_foreground</text>
+</g>
+<!-- 31&#45;&gt;0 -->
+<g id="edge61" class="edge">
+<title>31&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1335.02,-287.91C1345.25,-243.17 1379.52,-122.58 1460.5,-72 1545.74,-18.76 2275.5,-18.17 2450.09,-18.8"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.3,-22.3 2460.32,-18.84 2450.33,-15.3 2450.3,-22.3"/>
+</g>
+<!-- 31&#45;&gt;20 -->
+<g id="edge99" class="edge">
+<title>31&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1446.65,-297.87C1496.15,-294.82 1554.67,-291.22 1607.5,-288 1867.62,-272.16 2170.96,-253.98 2345.28,-243.55"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2345.51,-247.05 2355.29,-242.95 2345.1,-240.06 2345.51,-247.05"/>
+</g>
+<!-- 32&#45;&gt;0 -->
+<g id="edge60" class="edge">
+<title>32&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M919.7,-359.95C919.99,-333.29 920.5,-280.12 920.5,-235 920.5,-235 920.5,-235 920.5,-161 920.5,-119.79 913.96,-97.28 946.5,-72 1007.73,-24.44 2220.43,-19.55 2450.13,-19.06"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.32,-22.56 2460.32,-19.04 2450.31,-15.56 2450.32,-22.56"/>
+</g>
+<!-- 32&#45;&gt;31 -->
+<g id="edge129" class="edge">
+<title>32&#45;&gt;31</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1019.76,-359.97C1080.69,-349.61 1158.56,-336.38 1221.23,-325.74"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1221.88,-329.18 1231.15,-324.05 1220.7,-322.27 1221.88,-329.18"/>
+</g>
+<!-- 33 -->
+<g id="node34" class="node">
+<title>33</title>
+<path fill="none" stroke="#56d863" stroke-width="2" d="M570.5,-684C570.5,-684 432.5,-684 432.5,-684 426.5,-684 420.5,-678 420.5,-672 420.5,-672 420.5,-660 420.5,-660 420.5,-654 426.5,-648 432.5,-648 432.5,-648 570.5,-648 570.5,-648 576.5,-648 582.5,-654 582.5,-660 582.5,-660 582.5,-672 582.5,-672 582.5,-678 576.5,-684 570.5,-684"/>
+<text text-anchor="middle" x="501.5" y="-669" font-family="sans" font-size="10.00">phone_application_categories</text>
+<text text-anchor="middle" x="501.5" y="-658" font-family="sans" font-size="10.00">type: foreground</text>
+</g>
+<!-- 33&#45;&gt;0 -->
+<g id="edge56" class="edge">
+<title>33&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M461.57,-647.87C417.44,-625.93 352.5,-583.39 352.5,-523 352.5,-523 352.5,-523 352.5,-161 352.5,-116.06 362.2,-95.52 400.5,-72 491.31,-16.22 2177.36,-18.2 2450.32,-18.89"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.48,-22.39 2460.49,-18.92 2450.5,-15.39 2450.48,-22.39"/>
+</g>
+<!-- 33&#45;&gt;32 -->
+<g id="edge130" class="edge">
+<title>33&#45;&gt;32</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M582.62,-661.36C632.37,-655.86 695.51,-642.74 743.5,-612 825.57,-559.43 883.63,-454.41 907.46,-405.37"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="910.75,-406.6 911.9,-396.06 904.43,-403.58 910.75,-406.6"/>
+</g>
+<!-- 37 -->
+<g id="node38" class="node">
+<title>37</title>
+<path fill="none" stroke="#d87556" stroke-width="2" d="M532,-612C532,-612 473,-612 473,-612 467,-612 461,-606 461,-600 461,-600 461,-588 461,-588 461,-582 467,-576 473,-576 473,-576 532,-576 532,-576 538,-576 544,-582 544,-588 544,-588 544,-600 544,-600 544,-606 538,-612 532,-612"/>
+<text text-anchor="middle" x="502.5" y="-591.5" font-family="sans" font-size="10.00">app_episodes</text>
+</g>
+<!-- 33&#45;&gt;37 -->
+<g id="edge142" class="edge">
+<title>33&#45;&gt;37</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M501.75,-647.7C501.86,-639.98 501.99,-630.71 502.11,-622.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="505.61,-622.15 502.26,-612.1 498.61,-622.05 505.61,-622.15"/>
+</g>
+<!-- 34&#45;&gt;0 -->
+<g id="edge55" class="edge">
+<title>34&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M427.41,-722.64C362.25,-704.96 276.5,-667.86 276.5,-595 276.5,-595 276.5,-595 276.5,-161 276.5,-116.87 283.3,-95.74 320.5,-72 413.92,-12.38 2170.72,-17.61 2450.18,-18.82"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.2,-22.32 2460.22,-18.86 2450.23,-15.32 2450.2,-22.32"/>
+</g>
+<!-- 34&#45;&gt;33 -->
+<g id="edge133" class="edge">
+<title>34&#45;&gt;33</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M499.99,-719.7C500.21,-711.98 500.48,-702.71 500.73,-694.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="504.22,-694.2 501.01,-684.1 497.23,-694 504.22,-694.2"/>
+</g>
+<!-- 35&#45;&gt;0 -->
+<g id="edge59" class="edge">
+<title>35&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M679.49,-431.96C680.94,-405.31 683.5,-352.14 683.5,-307 683.5,-307 683.5,-307 683.5,-161 683.5,-119.4 679.2,-96.94 712.5,-72 784.49,-18.08 2200.71,-18.42 2450.14,-18.91"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.48,-22.41 2460.48,-18.93 2450.49,-15.41 2450.48,-22.41"/>
+</g>
+<!-- 35&#45;&gt;32 -->
+<g id="edge131" class="edge">
+<title>35&#45;&gt;32</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M737.15,-431.97C771.41,-422.01 814.82,-409.41 850.69,-398.99"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="851.96,-402.26 860.59,-396.11 850.01,-395.54 851.96,-402.26"/>
+</g>
+<!-- 36 -->
+<g id="node37" class="node">
+<title>36</title>
+<path fill="none" stroke="#8fd856" stroke-width="2" d="M556,-540C556,-540 469,-540 469,-540 463,-540 457,-534 457,-528 457,-528 457,-516 457,-516 457,-510 463,-504 469,-504 469,-504 556,-504 556,-504 562,-504 568,-510 568,-516 568,-516 568,-528 568,-528 568,-534 562,-540 556,-540"/>
+<text text-anchor="middle" x="512.5" y="-525" font-family="sans" font-size="10.00">resample_episodes</text>
+<text text-anchor="middle" x="512.5" y="-514" font-family="sans" font-size="10.00">sensor: phone_app</text>
+</g>
+<!-- 36&#45;&gt;0 -->
+<g id="edge58" class="edge">
+<title>36&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M513.09,-503.95C513.97,-477.3 515.5,-424.12 515.5,-379 515.5,-379 515.5,-379 515.5,-161 515.5,-112.28 536.46,-94.82 579.5,-72 665.23,-26.54 2191.67,-19.9 2450.39,-19.1"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.42,-22.6 2460.41,-19.07 2450.4,-15.6 2450.42,-22.6"/>
+</g>
+<!-- 36&#45;&gt;35 -->
+<g id="edge137" class="edge">
+<title>36&#45;&gt;35</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M553.11,-503.88C575.9,-494.26 604.53,-482.19 628.67,-472.01"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="630.17,-475.18 638.02,-468.07 627.45,-468.73 630.17,-475.18"/>
+</g>
+<!-- 37&#45;&gt;0 -->
+<g id="edge57" class="edge">
+<title>37&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M468.21,-575.91C453.11,-566.96 436.18,-554.76 424.5,-540 398.22,-506.8 390.5,-493.34 390.5,-451 390.5,-451 390.5,-451 390.5,-161 390.5,-114.03 406.59,-95.08 447.5,-72 538.14,-20.87 2181.21,-18.95 2450.35,-18.98"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.39,-22.48 2460.39,-18.98 2450.4,-15.48 2450.39,-22.48"/>
+</g>
+<!-- 37&#45;&gt;36 -->
+<g id="edge140" class="edge">
+<title>37&#45;&gt;36</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M504.97,-575.7C506.07,-567.98 507.4,-558.71 508.63,-550.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="512.11,-550.5 510.06,-540.1 505.18,-549.51 512.11,-550.5"/>
+</g>
+<!-- 38 -->
+<g id="node39" class="node">
+<title>38</title>
+<path fill="none" stroke="#56d892" stroke-width="2" d="M951.5,-684C951.5,-684 877.5,-684 877.5,-684 871.5,-684 865.5,-678 865.5,-672 865.5,-672 865.5,-660 865.5,-660 865.5,-654 871.5,-648 877.5,-648 877.5,-648 951.5,-648 951.5,-648 957.5,-648 963.5,-654 963.5,-660 963.5,-660 963.5,-672 963.5,-672 963.5,-678 957.5,-684 951.5,-684"/>
+<text text-anchor="middle" x="914.5" y="-663.5" font-family="sans" font-size="10.00">screen_episodes</text>
+</g>
+<!-- 38&#45;&gt;0 -->
+<g id="edge43" class="edge">
+<title>38&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M908.69,-647.78C898.46,-617.99 876.08,-555.14 852.5,-504 837.26,-470.95 833.92,-462.13 813.5,-432 801.82,-414.76 792.61,-414.73 783.5,-396 765.81,-359.62 764.5,-347.45 764.5,-307 764.5,-307 764.5,-307 764.5,-161 764.5,-81.95 842.5,-93.76 918.5,-72 1069.88,-28.65 2226.48,-20.38 2450.13,-19.18"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.37,-22.68 2460.35,-19.12 2450.34,-15.68 2450.37,-22.68"/>
+</g>
+<!-- 38&#45;&gt;37 -->
+<g id="edge141" class="edge">
+<title>38&#45;&gt;37</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M865.33,-659.5C797.13,-651.43 670.17,-634.83 563.5,-612 560.33,-611.32 557.08,-610.57 553.81,-609.78"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="554.56,-606.36 544.01,-607.3 552.84,-613.15 554.56,-606.36"/>
+</g>
+<!-- 72 -->
+<g id="node73" class="node">
+<title>72</title>
+<path fill="none" stroke="#8fd856" stroke-width="2" d="M1204.5,-540C1204.5,-540 1106.5,-540 1106.5,-540 1100.5,-540 1094.5,-534 1094.5,-528 1094.5,-528 1094.5,-516 1094.5,-516 1094.5,-510 1100.5,-504 1106.5,-504 1106.5,-504 1204.5,-504 1204.5,-504 1210.5,-504 1216.5,-510 1216.5,-516 1216.5,-516 1216.5,-528 1216.5,-528 1216.5,-534 1210.5,-540 1204.5,-540"/>
+<text text-anchor="middle" x="1155.5" y="-525" font-family="sans" font-size="10.00">resample_episodes</text>
+<text text-anchor="middle" x="1155.5" y="-514" font-family="sans" font-size="10.00">sensor: phone_screen</text>
+</g>
+<!-- 38&#45;&gt;72 -->
+<g id="edge209" class="edge">
+<title>38&#45;&gt;72</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M943.57,-647.87C987.09,-622.23 1069.2,-573.85 1117.44,-545.43"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1119.49,-548.28 1126.33,-540.19 1115.93,-542.25 1119.49,-548.28"/>
+</g>
+<!-- 39&#45;&gt;0 -->
+<g id="edge42" class="edge">
+<title>39&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M878.09,-719.64C870.89,-709.65 862.32,-696.61 856.5,-684 821.6,-608.39 829.23,-583.52 804.5,-504 794.48,-471.79 792.53,-463.51 780.5,-432 758.91,-375.46 726.5,-367.52 726.5,-307 726.5,-307 726.5,-307 726.5,-161 726.5,-113.79 743.34,-95.14 784.5,-72 859.57,-29.79 2207.72,-20.52 2450.28,-19.19"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.37,-22.69 2460.35,-19.13 2450.33,-15.69 2450.37,-22.69"/>
+</g>
+<!-- 39&#45;&gt;38 -->
+<g id="edge143" class="edge">
+<title>39&#45;&gt;38</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M897.19,-719.7C899.75,-711.9 902.83,-702.51 905.68,-693.83"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="909.08,-694.7 908.88,-684.1 902.43,-692.51 909.08,-694.7"/>
+</g>
+<!-- 40 -->
+<g id="node41" class="node">
+<title>40</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M3134.5,-324C3134.5,-324 2998.5,-324 2998.5,-324 2992.5,-324 2986.5,-318 2986.5,-312 2986.5,-312 2986.5,-300 2986.5,-300 2986.5,-294 2992.5,-288 2998.5,-288 2998.5,-288 3134.5,-288 3134.5,-288 3140.5,-288 3146.5,-294 3146.5,-300 3146.5,-300 3146.5,-312 3146.5,-312 3146.5,-318 3140.5,-324 3134.5,-324"/>
+<text text-anchor="middle" x="3066.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="3066.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_battery</text>
+</g>
+<!-- 40&#45;&gt;0 -->
+<g id="edge41" class="edge">
+<title>40&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3099.86,-287.86C3113.21,-279.09 3127.14,-267.06 3134.5,-252 3169.61,-180.12 3188.71,-130.83 3134.5,-72 3093.05,-27.01 2656.51,-20.21 2524.87,-19.18"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.88,-15.68 2514.86,-19.11 2524.83,-22.68 2524.88,-15.68"/>
+</g>
+<!-- 40&#45;&gt;20 -->
+<g id="edge100" class="edge">
+<title>40&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2986.29,-294.16C2970.46,-292.08 2953.96,-289.94 2938.5,-288 2836.1,-275.17 2720.47,-261.57 2632.06,-251.36"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2632.3,-247.86 2621.97,-250.19 2631.5,-254.82 2632.3,-247.86"/>
+</g>
+<!-- 41&#45;&gt;0 -->
+<g id="edge40" class="edge">
+<title>41&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3218.61,-360.17C3284.8,-346.88 3365.89,-329.66 3371.5,-324 3399.99,-295.29 3390.5,-275.45 3390.5,-235 3390.5,-235 3390.5,-235 3390.5,-161 3390.5,-83.48 3314.49,-95.12 3240.5,-72 3104.71,-29.56 2657.61,-20.99 2524.93,-19.36"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.9,-15.86 2514.86,-19.24 2524.82,-22.86 2524.9,-15.86"/>
+</g>
+<!-- 41&#45;&gt;40 -->
+<g id="edge147" class="edge">
+<title>41&#45;&gt;40</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3116.19,-359.7C3108.19,-351.22 3098.43,-340.86 3089.68,-331.58"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3092.03,-328.98 3082.63,-324.1 3086.94,-333.78 3092.03,-328.98"/>
+</g>
+<!-- 42&#45;&gt;0 -->
+<g id="edge39" class="edge">
+<title>42&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3198.08,-431.98C3258.41,-414.36 3342.64,-381.18 3395.5,-324 3424.14,-293.02 3428.5,-277.19 3428.5,-235 3428.5,-235 3428.5,-235 3428.5,-161 3428.5,-98.11 3377.09,-94.86 3318.5,-72 3243.94,-42.91 2676.62,-24.49 2524.78,-20.05"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.67,-16.54 2514.58,-19.75 2524.47,-23.54 2524.67,-16.54"/>
+</g>
+<!-- 42&#45;&gt;41 -->
+<g id="edge148" class="edge">
+<title>42&#45;&gt;41</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3127.23,-431.7C3128,-423.98 3128.93,-414.71 3129.79,-406.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3133.28,-406.4 3130.79,-396.1 3126.31,-405.71 3133.28,-406.4"/>
+</g>
+<!-- 43 -->
+<g id="node44" class="node">
+<title>43</title>
+<path fill="none" stroke="#8fd856" stroke-width="2" d="M4496,-540C4496,-540 4395,-540 4395,-540 4389,-540 4383,-534 4383,-528 4383,-528 4383,-516 4383,-516 4383,-510 4389,-504 4395,-504 4395,-504 4496,-504 4496,-504 4502,-504 4508,-510 4508,-516 4508,-516 4508,-528 4508,-528 4508,-534 4502,-540 4496,-540"/>
+<text text-anchor="middle" x="4445.5" y="-525" font-family="sans" font-size="10.00">resample_episodes</text>
+<text text-anchor="middle" x="4445.5" y="-514" font-family="sans" font-size="10.00">sensor: phone_battery</text>
+</g>
+<!-- 43&#45;&gt;0 -->
+<g id="edge38" class="edge">
+<title>43&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4440.24,-503.7C4432.64,-477.14 4419.5,-424.61 4419.5,-379 4419.5,-379 4419.5,-379 4419.5,-161 4419.5,-115.41 4407.62,-95.41 4368.5,-72 4286.5,-22.92 2782.64,-19.28 2524.93,-19.02"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.6,-15.52 2514.6,-19.01 2524.6,-22.52 2524.6,-15.52"/>
+</g>
+<!-- 43&#45;&gt;42 -->
+<g id="edge150" class="edge">
+<title>43&#45;&gt;42</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4382.73,-517.77C4223.83,-509.6 3792.77,-487.32 3433.5,-468 3365.51,-464.34 3289.08,-460.13 3229.37,-456.81"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3229.35,-453.3 3219.17,-456.24 3228.97,-460.29 3229.35,-453.3"/>
+</g>
+<!-- 44&#45;&gt;0 -->
+<g id="edge37" class="edge">
+<title>44&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4541.8,-575.97C4553.78,-549.77 4574.5,-497.7 4574.5,-451 4574.5,-451 4574.5,-451 4574.5,-161 4574.5,-120.03 4582.7,-97.33 4550.5,-72 4509.08,-39.42 2800.13,-21.95 2524.78,-19.34"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.55,-15.84 2514.51,-19.25 2524.48,-22.84 2524.55,-15.84"/>
+</g>
+<!-- 44&#45;&gt;43 -->
+<g id="edge153" class="edge">
+<title>44&#45;&gt;43</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4511.75,-575.7C4500.66,-566.88 4487.03,-556.03 4475.01,-546.47"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4477.01,-543.59 4467,-540.1 4472.65,-549.07 4477.01,-543.59"/>
+</g>
+<!-- 45 -->
+<g id="node46" class="node">
+<title>45</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M1730.5,-612C1730.5,-612 1594.5,-612 1594.5,-612 1588.5,-612 1582.5,-606 1582.5,-600 1582.5,-600 1582.5,-588 1582.5,-588 1582.5,-582 1588.5,-576 1594.5,-576 1594.5,-576 1730.5,-576 1730.5,-576 1736.5,-576 1742.5,-582 1742.5,-588 1742.5,-588 1742.5,-600 1742.5,-600 1742.5,-606 1736.5,-612 1730.5,-612"/>
+<text text-anchor="middle" x="1662.5" y="-597" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="1662.5" y="-586" font-family="sans" font-size="10.00">sensor_key: phone_bluetooth</text>
+</g>
+<!-- 45&#45;&gt;0 -->
+<g id="edge29" class="edge">
+<title>45&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1658.48,-575.77C1648.55,-535.53 1620.17,-433.23 1572.5,-360 1560.16,-341.04 1547.83,-343.59 1536.5,-324 1515.99,-288.54 1512.5,-275.97 1512.5,-235 1512.5,-235 1512.5,-235 1512.5,-161 1512.5,-120.03 1504.68,-97.81 1536.5,-72 1572.58,-42.73 2278.57,-24 2450.16,-19.87"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.31,-23.36 2460.22,-19.63 2450.14,-16.37 2450.31,-23.36"/>
+</g>
+<!-- 45&#45;&gt;20 -->
+<g id="edge101" class="edge">
+<title>45&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1704.59,-575.95C1749.19,-557.93 1821.72,-528.73 1884.5,-504 2090.69,-422.77 2151.86,-424.25 2349.5,-324 2387.78,-304.58 2428.85,-277.42 2456.34,-258.22"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2458.61,-260.91 2464.77,-252.29 2454.58,-255.18 2458.61,-260.91"/>
+</g>
+<!-- 46&#45;&gt;0 -->
+<g id="edge28" class="edge">
+<title>46&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1753.59,-647.87C1782.74,-604.86 1854.5,-487.91 1854.5,-379 1854.5,-379 1854.5,-379 1854.5,-161 1854.5,-117.63 1859.17,-97.15 1894.5,-72 1939.75,-39.78 2327.2,-24.3 2450.2,-20.16"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.38,-23.66 2460.26,-19.83 2450.15,-16.66 2450.38,-23.66"/>
+</g>
+<!-- 46&#45;&gt;45 -->
+<g id="edge155" class="edge">
+<title>46&#45;&gt;45</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1721.97,-647.7C1712.12,-638.97 1700.01,-628.24 1689.3,-618.75"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1691.61,-616.12 1681.8,-612.1 1686.97,-621.36 1691.61,-616.12"/>
+</g>
+<!-- 47&#45;&gt;0 -->
+<g id="edge27" class="edge">
+<title>47&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1302.64,-719.8C1293.26,-680.04 1266.99,-579.42 1225.5,-504 1190.28,-439.99 1036.5,-308.06 1036.5,-235 1036.5,-235 1036.5,-235 1036.5,-161 1036.5,-117.63 1040.54,-96.23 1076.5,-72 1135.07,-32.53 2231.92,-21.17 2449.99,-19.3"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.3,-22.8 2460.27,-19.21 2450.24,-15.8 2450.3,-22.8"/>
+</g>
+<!-- 47&#45;&gt;46 -->
+<g id="edge157" class="edge">
+<title>47&#45;&gt;46</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1378.88,-721.59C1381.79,-721.04 1384.67,-720.51 1387.5,-720 1437.34,-711.05 1567.18,-692.01 1654.97,-679.36"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1655.53,-682.82 1664.93,-677.93 1654.53,-675.89 1655.53,-682.82"/>
+</g>
+<!-- 47&#45;&gt;48 -->
+<g id="edge162" class="edge">
+<title>47&#45;&gt;48</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1357.6,-719.97C1387.07,-710.14 1424.31,-697.73 1455.33,-687.39"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1456.79,-690.59 1465.17,-684.11 1454.57,-683.95 1456.79,-690.59"/>
+</g>
+<!-- 48&#45;&gt;0 -->
+<g id="edge30" class="edge">
+<title>48&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1520.28,-647.98C1528.63,-605.44 1543.74,-493.53 1487.5,-432 1436.57,-376.28 1389.3,-429.2 1321.5,-396 1299.11,-385.04 1299.31,-373.72 1278.5,-360 1248.97,-340.52 1229.08,-352.04 1207.5,-324 1182.83,-291.95 1188.5,-275.45 1188.5,-235 1188.5,-235 1188.5,-235 1188.5,-161 1188.5,-51.81 1310.71,-94.77 1417.5,-72 1620.86,-28.64 2285.22,-20.59 2450.17,-19.25"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.33,-22.75 2460.31,-19.17 2450.28,-15.75 2450.33,-22.75"/>
+</g>
+<!-- 48&#45;&gt;45 -->
+<g id="edge156" class="edge">
+<title>48&#45;&gt;45</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1552.22,-647.88C1572,-638.39 1596.77,-626.51 1617.83,-616.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1619.4,-619.55 1626.9,-612.07 1616.37,-613.24 1619.4,-619.55"/>
+</g>
+<!-- 49 -->
+<g id="node50" class="node">
+<title>49</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M3604.5,-324C3604.5,-324 3468.5,-324 3468.5,-324 3462.5,-324 3456.5,-318 3456.5,-312 3456.5,-312 3456.5,-300 3456.5,-300 3456.5,-294 3462.5,-288 3468.5,-288 3468.5,-288 3604.5,-288 3604.5,-288 3610.5,-288 3616.5,-294 3616.5,-300 3616.5,-300 3616.5,-312 3616.5,-312 3616.5,-318 3610.5,-324 3604.5,-324"/>
+<text text-anchor="middle" x="3536.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="3536.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_calls</text>
+</g>
+<!-- 49&#45;&gt;0 -->
+<g id="edge26" class="edge">
+<title>49&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3535.5,-287.79C3531.91,-243.31 3515.56,-124.31 3442.5,-72 3366.87,-17.85 2691.94,-17.89 2524.81,-18.74"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.53,-15.24 2514.55,-18.8 2524.57,-22.24 2524.53,-15.24"/>
+</g>
+<!-- 49&#45;&gt;20 -->
+<g id="edge102" class="edge">
+<title>49&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3456.42,-295.96C3429.47,-293.13 3399.2,-290.18 3371.5,-288 3077.75,-264.89 3003.52,-271.3 2709.5,-252 2684.41,-250.35 2657.74,-248.44 2631.92,-246.5"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2631.93,-242.99 2621.69,-245.73 2631.4,-249.97 2631.93,-242.99"/>
+</g>
+<!-- 50&#45;&gt;0 -->
+<g id="edge25" class="edge">
+<title>50&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3580.46,-359.93C3596.9,-351.46 3614.29,-339.64 3625.5,-324 3649.07,-291.13 3644.5,-275.45 3644.5,-235 3644.5,-235 3644.5,-235 3644.5,-161 3644.5,-75.72 3556.74,-94.58 3474.5,-72 3290.7,-21.53 2682.67,-18.74 2525.07,-18.89"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.93,-15.39 2514.93,-18.9 2524.94,-22.39 2524.93,-15.39"/>
+</g>
+<!-- 50&#45;&gt;49 -->
+<g id="edge164" class="edge">
+<title>50&#45;&gt;49</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3536.5,-359.7C3536.5,-351.98 3536.5,-342.71 3536.5,-334.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3540,-334.1 3536.5,-324.1 3533,-334.1 3540,-334.1"/>
+</g>
+<!-- 51&#45;&gt;0 -->
+<g id="edge24" class="edge">
+<title>51&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3585.96,-431.99C3606.47,-423.35 3629.59,-411.37 3647.5,-396 3707.12,-344.83 3720.5,-313.57 3720.5,-235 3720.5,-235 3720.5,-235 3720.5,-161 3720.5,-120.03 3728.47,-97.62 3696.5,-72 3649.69,-34.48 2723.86,-21.72 2524.94,-19.41"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.75,-15.9 2514.71,-19.29 2524.67,-22.9 2524.75,-15.9"/>
+</g>
+<!-- 51&#45;&gt;50 -->
+<g id="edge165" class="edge">
+<title>51&#45;&gt;50</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3536.5,-431.7C3536.5,-423.98 3536.5,-414.71 3536.5,-406.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3540,-406.1 3536.5,-396.1 3533,-406.1 3540,-406.1"/>
+</g>
+<!-- 52 -->
+<g id="node53" class="node">
+<title>52</title>
+<path fill="none" stroke="#8fd856" stroke-width="2" d="M4742,-540C4742,-540 4653,-540 4653,-540 4647,-540 4641,-534 4641,-528 4641,-528 4641,-516 4641,-516 4641,-510 4647,-504 4653,-504 4653,-504 4742,-504 4742,-504 4748,-504 4754,-510 4754,-516 4754,-516 4754,-528 4754,-528 4754,-534 4748,-540 4742,-540"/>
+<text text-anchor="middle" x="4697.5" y="-525" font-family="sans" font-size="10.00">resample_episodes</text>
+<text text-anchor="middle" x="4697.5" y="-514" font-family="sans" font-size="10.00">sensor: phone_calls</text>
+</g>
+<!-- 52&#45;&gt;0 -->
+<g id="edge23" class="edge">
+<title>52&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4692.85,-503.66C4686.12,-477.05 4674.5,-424.45 4674.5,-379 4674.5,-379 4674.5,-379 4674.5,-161 4674.5,-116.06 4664.8,-95.51 4626.5,-72 4533.36,-14.83 2803.55,-17.98 2525.17,-18.86"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.79,-15.36 2514.8,-18.9 2524.81,-22.36 2524.79,-15.36"/>
+</g>
+<!-- 52&#45;&gt;51 -->
+<g id="edge167" class="edge">
+<title>52&#45;&gt;51</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4640.89,-515.1C4605.23,-511.53 4558.21,-507.09 4516.5,-504 4494.88,-502.4 3888.05,-469.84 3640.32,-456.56"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3640.4,-453.06 3630.23,-456.02 3640.03,-460.05 3640.4,-453.06"/>
+</g>
+<!-- 53&#45;&gt;0 -->
+<g id="edge22" class="edge">
+<title>53&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4726.25,-575.91C4739.19,-566.8 4753.54,-554.49 4762.5,-540 4783.83,-505.52 4782.5,-491.54 4782.5,-451 4782.5,-451 4782.5,-451 4782.5,-161 4782.5,-93.52 4723.44,-93.57 4659.5,-72 4554.25,-36.49 2803.16,-21.45 2524.69,-19.28"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.71,-15.78 2514.68,-19.2 2524.66,-22.78 2524.71,-15.78"/>
+</g>
+<!-- 53&#45;&gt;52 -->
+<g id="edge170" class="edge">
+<title>53&#45;&gt;52</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4697.5,-575.7C4697.5,-567.98 4697.5,-558.71 4697.5,-550.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="4701,-550.1 4697.5,-540.1 4694,-550.1 4701,-550.1"/>
+</g>
+<!-- 54 -->
+<g id="node55" class="node">
+<title>54</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M3350.5,-324C3350.5,-324 3214.5,-324 3214.5,-324 3208.5,-324 3202.5,-318 3202.5,-312 3202.5,-312 3202.5,-300 3202.5,-300 3202.5,-294 3208.5,-288 3214.5,-288 3214.5,-288 3350.5,-288 3350.5,-288 3356.5,-288 3362.5,-294 3362.5,-300 3362.5,-300 3362.5,-312 3362.5,-312 3362.5,-318 3356.5,-324 3350.5,-324"/>
+<text text-anchor="middle" x="3282.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="3282.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_light</text>
+</g>
+<!-- 54&#45;&gt;0 -->
+<g id="edge50" class="edge">
+<title>54&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3283.15,-287.7C3283.76,-243.51 3278.58,-126.17 3210.5,-72 3156.57,-29.09 2665.61,-20.81 2524.98,-19.31"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.75,-15.81 2514.72,-19.21 2524.68,-22.81 2524.75,-15.81"/>
+</g>
+<!-- 54&#45;&gt;20 -->
+<g id="edge104" class="edge">
+<title>54&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3202.3,-293.6C3186.79,-291.58 3170.65,-289.61 3155.5,-288 3129.9,-285.27 2819.73,-260.89 2631.51,-246.17"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2631.77,-242.68 2621.52,-245.39 2631.22,-249.66 2631.77,-242.68"/>
+</g>
+<!-- 55&#45;&gt;0 -->
+<g id="edge49" class="edge">
+<title>55&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3276.08,-575.91C3301.67,-542.48 3363.37,-468.51 3433.5,-432 3504.32,-395.13 3545.37,-443.56 3609.5,-396 3641.05,-372.6 3682.5,-274.28 3682.5,-235 3682.5,-235 3682.5,-235 3682.5,-161 3682.5,-94.6 3625.02,-94.38 3562.5,-72 3463.2,-36.46 2702.99,-22.39 2524.79,-19.56"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.66,-16.05 2514.61,-19.4 2524.55,-23.05 2524.66,-16.05"/>
+</g>
+<!-- 55&#45;&gt;54 -->
+<g id="edge172" class="edge">
+<title>55&#45;&gt;54</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3264.63,-575.97C3267.8,-528.29 3276.77,-393.18 3280.66,-334.63"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3284.18,-334.52 3281.35,-324.31 3277.2,-334.05 3284.18,-334.52"/>
+</g>
+<!-- 56&#45;&gt;0 -->
+<g id="edge48" class="edge">
+<title>56&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3355.57,-719.7C3359.25,-676.04 3375.28,-560.79 3443.5,-504 3511.23,-447.61 3565.88,-517.94 3638.5,-468 3734.48,-402 3758.5,-351.48 3758.5,-235 3758.5,-235 3758.5,-235 3758.5,-161 3758.5,-118.33 3757.36,-96.61 3722.5,-72 3672.36,-36.61 2725.49,-22.15 2524.71,-19.47"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.71,-15.97 2514.66,-19.34 2524.62,-22.97 2524.71,-15.97"/>
+</g>
+<!-- 56&#45;&gt;55 -->
+<g id="edge173" class="edge">
+<title>56&#45;&gt;55</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3343.52,-719.87C3327.74,-695.24 3298.51,-649.64 3280.09,-620.88"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3282.86,-618.72 3274.52,-612.19 3276.96,-622.5 3282.86,-618.72"/>
+</g>
+<!-- 57 -->
+<g id="node58" class="node">
+<title>57</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M3934.5,-324C3934.5,-324 3798.5,-324 3798.5,-324 3792.5,-324 3786.5,-318 3786.5,-312 3786.5,-312 3786.5,-300 3786.5,-300 3786.5,-294 3792.5,-288 3798.5,-288 3798.5,-288 3934.5,-288 3934.5,-288 3940.5,-288 3946.5,-294 3946.5,-300 3946.5,-300 3946.5,-312 3946.5,-312 3946.5,-318 3940.5,-324 3934.5,-324"/>
+<text text-anchor="middle" x="3866.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="3866.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_locations</text>
+</g>
+<!-- 57&#45;&gt;0 -->
+<g id="edge70" class="edge">
+<title>57&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3865.55,-287.73C3862.05,-243.1 3845.93,-123.79 3772.5,-72 3720.21,-35.12 2730.89,-21.79 2524.89,-19.41"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.63,-15.9 2514.59,-19.29 2524.55,-22.9 2524.63,-15.9"/>
+</g>
+<!-- 57&#45;&gt;20 -->
+<g id="edge105" class="edge">
+<title>57&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3786.48,-298.73C3739.59,-295.21 3679.21,-290.95 3625.5,-288 3218.69,-265.66 3116.24,-275.63 2709.5,-252 2684.4,-250.54 2657.72,-248.72 2631.9,-246.82"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2631.9,-243.31 2621.67,-246.06 2631.38,-250.29 2631.9,-243.31"/>
+</g>
+<!-- 58&#45;&gt;0 -->
+<g id="edge69" class="edge">
+<title>58&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3915.82,-359.85C3930.15,-351.02 3945.72,-338.94 3955.5,-324 3977.66,-290.16 3974.5,-275.45 3974.5,-235 3974.5,-235 3974.5,-235 3974.5,-161 3974.5,-75.72 3886.89,-94.03 3804.5,-72 3678.06,-38.19 2725.78,-22.48 2524.71,-19.52"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.7,-16.02 2514.65,-19.38 2524.6,-23.02 2524.7,-16.02"/>
+</g>
+<!-- 58&#45;&gt;57 -->
+<g id="edge178" class="edge">
+<title>58&#45;&gt;57</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3877.79,-359.7C3876.14,-351.98 3874.15,-342.71 3872.31,-334.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3875.68,-333.15 3870.17,-324.1 3868.84,-334.62 3875.68,-333.15"/>
+</g>
+<!-- 59&#45;&gt;0 -->
+<g id="edge66" class="edge">
+<title>59&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3984.58,-431.91C3997.34,-422.65 4011.85,-410.2 4021.5,-396 4044.89,-361.6 4050.5,-348.6 4050.5,-307 4050.5,-307 4050.5,-307 4050.5,-161 4050.5,-120.03 4058.59,-97.47 4026.5,-72 3965.85,-23.86 2754.32,-19.45 2524.84,-19.04"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.67,-15.54 2514.66,-19.02 2524.65,-22.54 2524.67,-15.54"/>
+</g>
+<!-- 59&#45;&gt;58 -->
+<g id="edge180" class="edge">
+<title>59&#45;&gt;58</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3938.71,-431.7C3929.33,-423.05 3917.82,-412.45 3907.59,-403.03"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3909.8,-400.3 3900.07,-396.1 3905.05,-405.45 3909.8,-400.3"/>
+</g>
+<!-- 60 -->
+<g id="node61" class="node">
+<title>60</title>
+<path fill="none" stroke="#8fd856" stroke-width="2" d="M4086,-540C4086,-540 3733,-540 3733,-540 3727,-540 3721,-534 3721,-528 3721,-528 3721,-516 3721,-516 3721,-510 3727,-504 3733,-504 3733,-504 4086,-504 4086,-504 4092,-504 4098,-510 4098,-516 4098,-516 4098,-528 4098,-528 4098,-534 4092,-540 4086,-540"/>
+<text text-anchor="middle" x="3909.5" y="-525" font-family="sans" font-size="10.00">resample_episodes</text>
+<text text-anchor="middle" x="3909.5" y="-514" font-family="sans" font-size="10.00">sensor: phone_locations_processed_with_datetime_with_doryab_columns</text>
+</g>
+<!-- 60&#45;&gt;59 -->
+<g id="edge182" class="edge">
+<title>60&#45;&gt;59</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3921.37,-503.7C3927,-495.47 3933.85,-485.48 3940.07,-476.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3943,-478.33 3945.77,-468.1 3937.23,-474.37 3943,-478.33"/>
+</g>
+<!-- 61 -->
+<g id="node62" class="node">
+<title>61</title>
+<path fill="none" stroke="#56d863" stroke-width="2" d="M4088.5,-612C4088.5,-612 3876.5,-612 3876.5,-612 3870.5,-612 3864.5,-606 3864.5,-600 3864.5,-600 3864.5,-588 3864.5,-588 3864.5,-582 3870.5,-576 3876.5,-576 3876.5,-576 4088.5,-576 4088.5,-576 4094.5,-576 4100.5,-582 4100.5,-588 4100.5,-588 4100.5,-600 4100.5,-600 4100.5,-606 4094.5,-612 4088.5,-612"/>
+<text text-anchor="middle" x="3982.5" y="-591.5" font-family="sans" font-size="10.00">phone_locations_add_doryab_extra_columns</text>
+</g>
+<!-- 61&#45;&gt;0 -->
+<g id="edge65" class="edge">
+<title>61&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4053.33,-575.87C4073.05,-567.93 4092.8,-556.47 4106.5,-540 4132.43,-508.83 4126.5,-491.54 4126.5,-451 4126.5,-451 4126.5,-451 4126.5,-161 4126.5,-116.68 4118.87,-95.84 4081.5,-72 4013.76,-28.77 2757.71,-20.36 2524.57,-19.17"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.57,-15.67 2514.55,-19.12 2524.53,-22.67 2524.57,-15.67"/>
+</g>
+<!-- 61&#45;&gt;60 -->
+<g id="edge185" class="edge">
+<title>61&#45;&gt;60</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3964.46,-575.7C3955.44,-567.05 3944.38,-556.45 3934.56,-547.03"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3936.98,-544.5 3927.34,-540.1 3932.13,-549.55 3936.98,-544.5"/>
+</g>
+<!-- 62&#45;&gt;0 -->
+<g id="edge68" class="edge">
+<title>62&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3950.3,-660.95C4045.03,-650.74 4164.5,-618.87 4164.5,-523 4164.5,-523 4164.5,-523 4164.5,-161 4164.5,-115.41 4152.57,-95.5 4113.5,-72 4043.22,-29.73 2761.56,-20.53 2524.91,-19.19"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.76,-15.69 2514.74,-19.14 2524.72,-22.69 2524.76,-15.69"/>
+</g>
+<!-- 62&#45;&gt;61 -->
+<g id="edge186" class="edge">
+<title>62&#45;&gt;61</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3872.22,-647.88C3892,-638.39 3916.77,-626.51 3937.83,-616.42"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3939.4,-619.55 3946.9,-612.07 3936.37,-613.24 3939.4,-619.55"/>
+</g>
+<!-- 62&#45;&gt;64 -->
+<g id="edge192" class="edge">
+<title>62&#45;&gt;64</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3838,-647.64C3838.71,-627.53 3836.52,-594.74 3817.5,-576 3792.21,-551.07 3704.6,-537.15 3636.55,-529.9"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3636.54,-526.38 3626.24,-528.83 3635.82,-533.34 3636.54,-526.38"/>
+</g>
+<!-- 62&#45;&gt;65 -->
+<g id="edge195" class="edge">
+<title>62&#45;&gt;65</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3803.72,-647.88C3785.87,-638.55 3763.6,-626.92 3744.5,-616.94"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3745.89,-613.72 3735.41,-612.19 3742.65,-619.92 3745.89,-613.72"/>
+</g>
+<!-- 63&#45;&gt;0 -->
+<g id="edge67" class="edge">
+<title>63&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4218.99,-719.77C4241.34,-694.53 4278.5,-645.05 4278.5,-595 4278.5,-595 4278.5,-595 4278.5,-161 4278.5,-120.03 4286.65,-97.4 4254.5,-72 4184.28,-16.52 2774.74,-18.14 2525.12,-18.87"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.75,-15.37 2514.76,-18.9 2524.77,-22.37 2524.75,-15.37"/>
+</g>
+<!-- 63&#45;&gt;62 -->
+<g id="edge187" class="edge">
+<title>63&#45;&gt;62</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M4116.69,-720.59C4062.47,-710.22 3992.23,-696.78 3935.63,-685.96"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3936.07,-682.48 3925.59,-684.04 3934.76,-689.36 3936.07,-682.48"/>
+</g>
+<!-- 64&#45;&gt;0 -->
+<g id="edge72" class="edge">
+<title>64&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3624.8,-503.97C3664.46,-494.38 3713.95,-481.62 3757.5,-468 3801.39,-454.28 3810.8,-446.33 3854.5,-432 3909.84,-413.85 3941.04,-438.84 3980.5,-396 4029.93,-342.34 4012.5,-307.96 4012.5,-235 4012.5,-235 4012.5,-235 4012.5,-161 4012.5,-94.6 3955.15,-94.01 3892.5,-72 3760.29,-25.54 2734.79,-19.79 2524.94,-19.09"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.75,-15.59 2514.74,-19.06 2524.73,-22.59 2524.75,-15.59"/>
+</g>
+<!-- 64&#45;&gt;57 -->
+<g id="edge179" class="edge">
+<title>64&#45;&gt;57</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3624.75,-503.88C3650.03,-495.73 3677.45,-484.13 3699.5,-468 3748.14,-432.42 3736.97,-400.61 3781.5,-360 3794.27,-348.35 3809.93,-337.76 3824.32,-329.16"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3826.19,-332.13 3833.08,-324.07 3822.67,-326.07 3826.19,-332.13"/>
+</g>
+<!-- 65&#45;&gt;0 -->
+<g id="edge71" class="edge">
+<title>65&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3698.55,-575.94C3695,-555.8 3692.85,-522.69 3711.5,-504 3766.41,-448.96 4002.5,-520.87 4059.5,-468 4112.81,-418.56 4088.5,-379.71 4088.5,-307 4088.5,-307 4088.5,-307 4088.5,-161 4088.5,-118.33 4087.47,-96.45 4052.5,-72 3987.94,-26.86 2756.98,-20.01 2525.02,-19.12"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.75,-15.62 2514.74,-19.08 2524.72,-22.62 2524.75,-15.62"/>
+</g>
+<!-- 65&#45;&gt;64 -->
+<g id="edge194" class="edge">
+<title>65&#45;&gt;64</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M3665.32,-575.88C3644.63,-566.35 3618.7,-554.41 3596.72,-544.28"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="3598.11,-541.07 3587.56,-540.07 3595.18,-547.43 3598.11,-541.07"/>
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+<!-- 66 -->
+<g id="node67" class="node">
+<title>66</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M2660,-324C2660,-324 2523,-324 2523,-324 2517,-324 2511,-318 2511,-312 2511,-312 2511,-300 2511,-300 2511,-294 2517,-288 2523,-288 2523,-288 2660,-288 2660,-288 2666,-288 2672,-294 2672,-300 2672,-300 2672,-312 2672,-312 2672,-318 2666,-324 2660,-324"/>
+<text text-anchor="middle" x="2591.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="2591.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_messages</text>
+</g>
+<!-- 66&#45;&gt;0 -->
+<g id="edge21" class="edge">
+<title>66&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2615.71,-287.85C2630.02,-277.61 2648.43,-264.25 2664.5,-252 2684.87,-236.47 2686.04,-226.29 2709.5,-216 2806.26,-173.55 2875.67,-260.17 2944.5,-180 2975.77,-143.58 2976.43,-107.84 2944.5,-72 2916.7,-40.79 2628.85,-25.19 2524.78,-20.53"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.87,-17.03 2514.73,-20.09 2524.57,-24.03 2524.87,-17.03"/>
+</g>
+<!-- 66&#45;&gt;20 -->
+<g id="edge106" class="edge">
+<title>66&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2566.3,-287.88C2553.09,-278.89 2536.71,-267.76 2522.39,-258.03"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.03,-254.92 2513.79,-252.19 2520.1,-260.71 2524.03,-254.92"/>
+</g>
+<!-- 67&#45;&gt;0 -->
+<g id="edge20" class="edge">
+<title>67&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2536.1,-431.73C2511.64,-400.19 2467.76,-332.45 2501.5,-288 2537.49,-240.59 2579.54,-282.76 2630.5,-252 2649.34,-240.63 2645.71,-227.45 2664.5,-216 2713.87,-185.92 2737.38,-205.02 2789.5,-180 2849.02,-151.43 2935.04,-121.63 2891.5,-72 2867.44,-44.58 2619.87,-26.94 2524.59,-21.12"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.73,-17.62 2514.54,-20.51 2524.31,-24.61 2524.73,-17.62"/>
+</g>
+<!-- 67&#45;&gt;66 -->
+<g id="edge197" class="edge">
+<title>67&#45;&gt;66</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2551.9,-431.92C2553.73,-413.75 2557.67,-384.31 2565.5,-360 2568.42,-350.93 2572.65,-341.45 2576.85,-333.06"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2579.99,-334.62 2581.52,-324.13 2573.79,-331.38 2579.99,-334.62"/>
+</g>
+<!-- 68&#45;&gt;0 -->
+<g id="edge19" class="edge">
+<title>68&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2493.65,-719.76C2496.4,-701.7 2499.27,-672.6 2494.5,-648 2461.68,-478.66 2451.83,-426.86 2349.5,-288 2268.02,-177.44 2038.75,-175.97 2128.5,-72 2169.8,-24.15 2366.94,-18.75 2450.22,-18.65"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.26,-22.15 2460.26,-18.66 2450.27,-15.15 2450.26,-22.15"/>
+</g>
+<!-- 68&#45;&gt;67 -->
+<g id="edge198" class="edge">
+<title>68&#45;&gt;67</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2506.47,-719.75C2514.51,-709.99 2523.58,-697.15 2528.5,-684 2554.94,-613.34 2554.6,-522.6 2552.42,-478.08"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2555.91,-477.84 2551.85,-468.05 2548.92,-478.23 2555.91,-477.84"/>
+</g>
+<!-- 69 -->
+<g id="node70" class="node">
+<title>69</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M2068.5,-324C2068.5,-324 1932.5,-324 1932.5,-324 1926.5,-324 1920.5,-318 1920.5,-312 1920.5,-312 1920.5,-300 1920.5,-300 1920.5,-294 1926.5,-288 1932.5,-288 1932.5,-288 2068.5,-288 2068.5,-288 2074.5,-288 2080.5,-294 2080.5,-300 2080.5,-300 2080.5,-312 2080.5,-312 2080.5,-318 2074.5,-324 2068.5,-324"/>
+<text text-anchor="middle" x="2000.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="2000.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_screen</text>
+</g>
+<!-- 69&#45;&gt;0 -->
+<g id="edge47" class="edge">
+<title>69&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1979.68,-287.62C1970.04,-278.2 1959.61,-265.7 1954.5,-252 1926.51,-177.06 1900.8,-131.3 1954.5,-72 1987.71,-35.32 2334.18,-23 2450.02,-19.88"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.27,-23.38 2460.17,-19.62 2450.09,-16.38 2450.27,-23.38"/>
+</g>
+<!-- 69&#45;&gt;20 -->
+<g id="edge107" class="edge">
+<title>69&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2080.54,-293.52C2156.17,-282.67 2270.93,-266.21 2359.49,-253.51"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2360.21,-256.94 2369.61,-252.05 2359.21,-250.01 2360.21,-256.94"/>
+</g>
+<!-- 70&#45;&gt;0 -->
+<g id="edge46" class="edge">
+<title>70&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1661.85,-359.91C1641.57,-352.04 1621.59,-340.61 1607.5,-324 1581.34,-293.16 1588.5,-275.45 1588.5,-235 1588.5,-235 1588.5,-235 1588.5,-161 1588.5,-59.22 1700.59,-96 1799.5,-72 1924.78,-41.6 2325.71,-24.86 2450.24,-20.29"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.54,-23.78 2460.41,-19.92 2450.29,-16.79 2450.54,-23.78"/>
+</g>
+<!-- 70&#45;&gt;69 -->
+<g id="edge203" class="edge">
+<title>70&#45;&gt;69</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1805.28,-359.97C1842.12,-349.97 1888.83,-337.3 1927.32,-326.85"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1928.7,-330.11 1937.43,-324.11 1926.87,-323.35 1928.7,-330.11"/>
+</g>
+<!-- 71&#45;&gt;0 -->
+<g id="edge45" class="edge">
+<title>71&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1315.82,-431.77C1296.03,-422.02 1271.45,-409.17 1250.5,-396 1227.93,-381.8 1224.93,-374.42 1202.5,-360 1174.4,-341.93 1157.18,-350.24 1136.5,-324 1111.14,-291.82 1112.5,-275.97 1112.5,-235 1112.5,-235 1112.5,-235 1112.5,-161 1112.5,-120.03 1104.47,-97.55 1136.5,-72 1189.26,-29.92 2237.74,-20.67 2450.16,-19.23"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.5,-22.72 2460.47,-19.16 2450.45,-15.72 2450.5,-22.72"/>
+</g>
+<!-- 71&#45;&gt;70 -->
+<g id="edge204" class="edge">
+<title>71&#45;&gt;70</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1446.41,-432.14C1507.37,-421.2 1586.54,-406.99 1647.68,-396.02"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1648.49,-399.43 1657.71,-394.22 1647.25,-392.54 1648.49,-399.43"/>
+</g>
+<!-- 72&#45;&gt;0 -->
+<g id="edge44" class="edge">
+<title>72&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1154.44,-503.74C1152.71,-485.14 1148.2,-455.12 1136.5,-432 1117.17,-393.8 1104.29,-388.68 1072.5,-360 1052.17,-341.66 1038.08,-346.52 1022.5,-324 999.2,-290.31 998.5,-275.97 998.5,-235 998.5,-235 998.5,-235 998.5,-161 998.5,-120.03 990.43,-97.5 1022.5,-72 1080.04,-26.24 2227.47,-19.91 2450.22,-19.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.43,-22.61 2460.41,-19.07 2450.4,-15.61 2450.43,-22.61"/>
+</g>
+<!-- 72&#45;&gt;71 -->
+<g id="edge206" class="edge">
+<title>72&#45;&gt;71</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1203.44,-503.97C1230.97,-494.19 1265.72,-481.84 1294.74,-471.52"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="1296.09,-474.76 1304.35,-468.11 1293.75,-468.16 1296.09,-474.76"/>
+</g>
+<!-- 73 -->
+<g id="node74" class="node">
+<title>73</title>
+<path fill="none" stroke="#56d89a" stroke-width="2" d="M2329,-324C2329,-324 2186,-324 2186,-324 2180,-324 2174,-318 2174,-312 2174,-312 2174,-300 2174,-300 2174,-294 2180,-288 2186,-288 2186,-288 2329,-288 2329,-288 2335,-288 2341,-294 2341,-300 2341,-300 2341,-312 2341,-312 2341,-318 2335,-324 2329,-324"/>
+<text text-anchor="middle" x="2257.5" y="-309" font-family="sans" font-size="10.00">join_features_from_providers</text>
+<text text-anchor="middle" x="2257.5" y="-298" font-family="sans" font-size="10.00">sensor_key: phone_wifi_visible</text>
+</g>
+<!-- 73&#45;&gt;0 -->
+<g id="edge64" class="edge">
+<title>73&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2224.97,-287.94C2154.49,-248.89 1999.44,-150.34 2068.5,-72 2093.62,-43.51 2352.56,-26.42 2450.37,-20.94"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.6,-24.43 2460.4,-20.38 2450.22,-17.44 2450.6,-24.43"/>
+</g>
+<!-- 73&#45;&gt;20 -->
+<g id="edge108" class="edge">
+<title>73&#45;&gt;20</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2313.71,-287.97C2346.41,-278.06 2387.8,-265.51 2422.1,-255.12"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2423.48,-258.36 2432.03,-252.11 2421.45,-251.66 2423.48,-258.36"/>
+</g>
+<!-- 74&#45;&gt;0 -->
+<g id="edge63" class="edge">
+<title>74&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2353.09,-647.96C2277.41,-621.75 2146.5,-569.66 2146.5,-523 2146.5,-523 2146.5,-523 2146.5,-377 2146.5,-336.03 2138.93,-325.53 2122.5,-288 2099.75,-236.04 2072.48,-233.8 2054.5,-180 2039.26,-134.4 2016.61,-107.97 2048.5,-72 2075.03,-42.07 2349.23,-25.75 2450.33,-20.71"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.58,-24.21 2460.39,-20.22 2450.23,-17.21 2450.58,-24.21"/>
+</g>
+<!-- 74&#45;&gt;73 -->
+<g id="edge210" class="edge">
+<title>74&#45;&gt;73</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2391.93,-647.76C2373.14,-622.1 2341.5,-571.67 2341.5,-523 2341.5,-523 2341.5,-523 2341.5,-449 2341.5,-402.6 2307.86,-358.06 2283.16,-331.6"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2285.6,-329.09 2276.14,-324.31 2280.55,-333.95 2285.6,-329.09"/>
+</g>
+<!-- 75&#45;&gt;0 -->
+<g id="edge62" class="edge">
+<title>75&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1414.76,-719.99C1394.43,-711.58 1372.19,-699.78 1355.5,-684 1289.48,-621.56 1304.93,-582.12 1258.5,-504 1219.45,-438.3 1217.8,-414.77 1164.5,-360 1144.9,-339.86 1130.27,-345.78 1112.5,-324 1085.31,-290.68 1074.5,-278.01 1074.5,-235 1074.5,-235 1074.5,-235 1074.5,-161 1074.5,-118.5 1074.84,-96.6 1109.5,-72 1165.69,-32.12 2235.42,-21.1 2450.15,-19.29"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.32,-22.79 2460.29,-19.21 2450.26,-15.79 2450.32,-22.79"/>
+</g>
+<!-- 75&#45;&gt;74 -->
+<g id="edge211" class="edge">
+<title>75&#45;&gt;74</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M1540.74,-725.59C1556.14,-723.46 1572.33,-721.46 1587.5,-720 1906.66,-689.38 1992.06,-721.48 2314.53,-684.01"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2315.1,-687.46 2324.63,-682.82 2314.29,-680.51 2315.1,-687.46"/>
+</g>
+<!-- 76&#45;&gt;0 -->
+<g id="edge18" class="edge">
+<title>76&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2372.39,-159.1C2282.95,-154.9 2169.27,-142.65 2139.5,-108 2129.07,-95.86 2129.07,-84.14 2139.5,-72 2179.24,-25.75 2368.46,-19.4 2449.98,-18.85"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2450.31,-22.35 2460.29,-18.81 2450.28,-15.35 2450.31,-22.35"/>
+</g>
+<!-- 77 -->
+<g id="node78" class="node">
+<title>77</title>
+<path fill="none" stroke="#d85e56" stroke-width="2" d="M2294.5,-108C2294.5,-108 2160.5,-108 2160.5,-108 2154.5,-108 2148.5,-102 2148.5,-96 2148.5,-96 2148.5,-84 2148.5,-84 2148.5,-78 2154.5,-72 2160.5,-72 2160.5,-72 2294.5,-72 2294.5,-72 2300.5,-72 2306.5,-78 2306.5,-84 2306.5,-84 2306.5,-96 2306.5,-96 2306.5,-102 2300.5,-108 2294.5,-108"/>
+<text text-anchor="middle" x="2227.5" y="-87.5" font-family="sans" font-size="10.00">histogram_phone_data_yield</text>
+</g>
+<!-- 76&#45;&gt;77 -->
+<g id="edge217" class="edge">
+<title>76&#45;&gt;77</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2424.23,-143.97C2386.95,-133.93 2339.64,-121.19 2300.75,-110.72"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2301.62,-107.33 2291.05,-108.11 2299.8,-114.09 2301.62,-107.33"/>
+</g>
+<!-- 80 -->
+<g id="node81" class="node">
+<title>80</title>
+<path fill="none" stroke="#5682d8" stroke-width="2" d="M2639,-108C2639,-108 2336,-108 2336,-108 2330,-108 2324,-102 2324,-96 2324,-96 2324,-84 2324,-84 2324,-78 2330,-72 2336,-72 2336,-72 2639,-72 2639,-72 2645,-72 2651,-78 2651,-84 2651,-84 2651,-96 2651,-96 2651,-102 2645,-108 2639,-108"/>
+<text text-anchor="middle" x="2487.5" y="-87.5" font-family="sans" font-size="10.00">heatmap_phone_data_yield_per_participant_per_time_segment</text>
+</g>
+<!-- 76&#45;&gt;80 -->
+<g id="edge221" class="edge">
+<title>76&#45;&gt;80</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2487.5,-143.7C2487.5,-135.98 2487.5,-126.71 2487.5,-118.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2491,-118.1 2487.5,-108.1 2484,-118.1 2491,-118.1"/>
+</g>
+<!-- 81 -->
+<g id="node82" class="node">
+<title>81</title>
+<path fill="none" stroke="#566bd8" stroke-width="2" d="M2852.5,-108C2852.5,-108 2680.5,-108 2680.5,-108 2674.5,-108 2668.5,-102 2668.5,-96 2668.5,-96 2668.5,-84 2668.5,-84 2668.5,-78 2674.5,-72 2680.5,-72 2680.5,-72 2852.5,-72 2852.5,-72 2858.5,-72 2864.5,-78 2864.5,-84 2864.5,-84 2864.5,-96 2864.5,-96 2864.5,-102 2858.5,-108 2852.5,-108"/>
+<text text-anchor="middle" x="2766.5" y="-87.5" font-family="sans" font-size="10.00">heatmap_feature_correlation_matrix</text>
+</g>
+<!-- 76&#45;&gt;81 -->
+<g id="edge222" class="edge">
+<title>76&#45;&gt;81</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2555.39,-143.97C2595.56,-133.89 2646.6,-121.08 2688.43,-110.59"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2689.45,-113.94 2698.3,-108.11 2687.75,-107.15 2689.45,-113.94"/>
+</g>
+<!-- 77&#45;&gt;0 -->
+<g id="edge73" class="edge">
+<title>77&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2290.77,-71.97C2340.9,-58.47 2409.19,-40.08 2450.72,-28.9"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2451.67,-32.27 2460.42,-26.29 2449.85,-25.51 2451.67,-32.27"/>
+</g>
+<!-- 78&#45;&gt;0 -->
+<g id="edge74" class="edge">
+<title>78&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2709.66,-359.69C2716.81,-338.97 2731.84,-304.95 2757.5,-288 2857.4,-221.99 2945.69,-342.15 3024.5,-252 3055.9,-216.08 3109.44,-172.33 3007.5,-72 2973.2,-38.24 2638.61,-24.04 2525.01,-20.16"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.84,-16.65 2514.73,-19.82 2524.61,-23.65 2524.84,-16.65"/>
+</g>
+<!-- 79 -->
+<g id="node80" class="node">
+<title>79</title>
+<path fill="none" stroke="#59d856" stroke-width="2" d="M3004,-252C3004,-252 2731,-252 2731,-252 2725,-252 2719,-246 2719,-240 2719,-240 2719,-228 2719,-228 2719,-222 2725,-216 2731,-216 2731,-216 3004,-216 3004,-216 3010,-216 3016,-222 3016,-228 3016,-228 3016,-240 3016,-240 3016,-246 3010,-252 3004,-252"/>
+<text text-anchor="middle" x="2867.5" y="-231.5" font-family="sans" font-size="10.00">merge_heatmap_sensors_per_minute_per_time_segment</text>
+</g>
+<!-- 78&#45;&gt;79 -->
+<g id="edge220" class="edge">
+<title>78&#45;&gt;79</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2703.76,-359.78C2703.85,-340.1 2706.99,-308.03 2724.5,-288 2736.78,-273.96 2753.13,-263.63 2770.38,-256.04"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2772.1,-259.11 2780.04,-252.09 2769.46,-252.63 2772.1,-259.11"/>
+</g>
+<!-- 79&#45;&gt;0 -->
+<g id="edge75" class="edge">
+<title>79&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2936.7,-215.93C2954.64,-208.03 2971.89,-196.57 2982.5,-180 3008.38,-139.58 3014.58,-107.7 2982.5,-72 2952,-38.05 2634.87,-24.04 2524.84,-20.18"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2524.67,-16.67 2514.56,-19.83 2524.43,-23.67 2524.67,-16.67"/>
+</g>
+<!-- 80&#45;&gt;0 -->
+<g id="edge76" class="edge">
+<title>80&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2487.5,-71.7C2487.5,-63.98 2487.5,-54.71 2487.5,-46.11"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2491,-46.1 2487.5,-36.1 2484,-46.1 2491,-46.1"/>
+</g>
+<!-- 81&#45;&gt;0 -->
+<g id="edge77" class="edge">
+<title>81&#45;&gt;0</title>
+<path fill="none" stroke="grey" stroke-width="2" d="M2698.61,-71.97C2643.84,-58.22 2568.86,-39.41 2524.57,-28.3"/>
+<polygon fill="grey" stroke="grey" stroke-width="2" points="2525.36,-24.89 2514.81,-25.85 2523.65,-31.68 2525.36,-24.89"/>
+</g>
+</g>
+</svg>
diff --git a/images/dag_participants_files.svg b/images/dag_participants_files.svg
new file mode 100644
index 0000000..946c794
--- /dev/null
+++ b/images/dag_participants_files.svg
@@ -0,0 +1,68 @@
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+<!-- Generated by graphviz version 2.43.0 (0)
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+ viewBox="0.00 0.00 414.00 396.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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diff --git a/participants/prepare_usernames_file.py b/participants/prepare_usernames_file.py
new file mode 100644
index 0000000..8170af7
--- /dev/null
+++ b/participants/prepare_usernames_file.py
@@ -0,0 +1,69 @@
+import datetime
+import os
+import sys
+
+nb_dir = os.path.split(os.getcwd())[0]
+if nb_dir not in sys.path:
+    sys.path.append(nb_dir)
+
+import pandas as pd
+from features.timezone import get_timezone_data
+from pyprojroot import here
+
+import participants.query_db
+
+participants_inactive_usernames = participants.query_db.get_usernames(
+    tester=False,  # True participants are wanted.
+    active=False,  # They have all finished their participation.
+    collection_start=datetime.date.fromisoformat(
+        "2020-08-01"
+    ),  # This is the timeframe of the main study.
+    last_upload=datetime.date.fromisoformat("2021-09-01"),
+)
+
+participants_overview_si = pd.read_csv(
+    snakemake.params["baseline_folder"] + "Participants_overview_Slovenia.csv", sep=";"
+)
+participants_overview_be = pd.read_csv(
+    snakemake.params["baseline_folder"]+ "Participants_overview_Belgium.csv", sep=";"
+)
+
+participants_true_si = participants_overview_si[
+    participants_overview_si["Wristband_SerialNo"] != "DECLINED"
+]
+participants_true_be = participants_overview_be[
+    participants_overview_be["SmartphoneBrand+Generation"].str.slice(0, 3) != "Not"
+]
+
+# Concatenate participants from both countries.
+participants_usernames_empatica = pd.concat(
+    [participants_true_be, participants_true_si]
+)
+# Filter only the participants from the main study (queried from the database).
+participants_usernames_empatica = participants_usernames_empatica[
+    participants_usernames_empatica["Username"].isin(participants_inactive_usernames)
+]
+# Rename and select columns.
+participants_usernames_empatica = participants_usernames_empatica.rename(
+    columns={"Username": "label", "Wristband_SerialNo": "empatica_id"}
+)[["label", "empatica_id"]]
+# Adapt for csv export.
+participants_usernames_empatica["empatica_id"] = participants_usernames_empatica[
+    "empatica_id"
+].str.replace(",", ";")
+
+participants_usernames_empatica.to_csv(
+    snakemake.output["usernames_file"],
+    header=True,
+    index=False,
+    line_terminator="\n",
+)
+
+timezone_df = get_timezone_data(participants_inactive_usernames)
+
+timezone_df.to_csv(
+    snakemake.output["timezone_file"],
+    header=True,
+    index=False,
+    line_terminator="\n",
+)
diff --git a/rapids b/rapids
index a620def..f78aa3e 160000
--- a/rapids
+++ b/rapids
@@ -1 +1 @@
-Subproject commit a620def209e9f043f852097d0318cb45bde74467
+Subproject commit f78aa3e7b3567423b44045766b230cd60d557cb0