mirror of
https://codeberg.org/Freeyourgadget/Gadgetbridge
synced 2024-11-30 14:02:56 +01:00
WatchX(Plus) - Activity Analysis
* add activity intensity interpolation based on heart rate * add steps per activity sample (based on total steps divided by total activity) * search data for periods without records to add ActivityKind.TYPE_NOT_MEASURED (15 to 60 min) and ActivityKind.TYPE_NOT_WORN (more than 60 min) * randomize ActivityKind.DEEP_SLEEP intensity for cool graph results (do not affect sleep counting)
This commit is contained in:
mamutcho
Gitea
parent
a4a2bed80c
commit
f88bc0cf6d
@ -8,6 +8,7 @@ import org.slf4j.LoggerFactory;
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import java.util.ArrayList;
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import java.util.ArrayList;
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import java.util.List;
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import java.util.List;
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import java.util.Random;
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import de.greenrobot.dao.AbstractDao;
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import de.greenrobot.dao.AbstractDao;
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import de.greenrobot.dao.Property;
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import de.greenrobot.dao.Property;
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@ -24,7 +25,7 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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private GBDevice mDevice;
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private GBDevice mDevice;
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private DaoSession mSession;
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private DaoSession mSession;
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private final float movementDivisor = 1500.0f;
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private final float movementDivisor = 950.0f;
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private static final Logger LOG = LoggerFactory.getLogger(WatchXPlusSampleProvider.class);
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private static final Logger LOG = LoggerFactory.getLogger(WatchXPlusSampleProvider.class);
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@ -87,6 +88,34 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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return WatchXPlusActivitySampleDao.Properties.DeviceId;
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return WatchXPlusActivitySampleDao.Properties.DeviceId;
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}
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}
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// generate ActivityKind.TYPE_NOT_MEASURED if there are no data for more than 15 min. and less than 60 min.
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// generate ActivityKind.TYPE_NOT_WORN if there are no data for more than 60 min.
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@NonNull
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private List<WatchXPlusActivitySample> checkActivityData(List<WatchXPlusActivitySample> samples, int notMeasuredTS, int notWornTS) {
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int oldTS = 0;
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int newTS = 0;
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oldTS = samples.get(0).getTimestamp();
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for (int i = 0; i < samples.size(); i++) {
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//oldTS = resultList.get(i).getTimestamp();
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newTS = samples.get(i).getTimestamp();
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if ((newTS - oldTS) < notMeasuredTS) { //check data timestamp diff is more than 15 min
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oldTS = samples.get(i).getTimestamp();
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} else if (((newTS - oldTS) > notMeasuredTS) && ((newTS - oldTS) < notWornTS)) { //set data to ActivityKind.TYPE_NOT_MEASURED) if timestamp diff is more than 15 min
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samples.get(i-1).setRawKind(ActivityKind.TYPE_NOT_MEASURED);
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samples.get(i).setRawKind(ActivityKind.TYPE_NOT_MEASURED);
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oldTS = samples.get(i).getTimestamp();
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} else if ((newTS - oldTS) > notWornTS) { //set data to ActivityKind.TYPE_NOT_WORN if timestamp diff is more than 60 min
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samples.get(i-1).setRawKind(ActivityKind.TYPE_NOT_WORN);
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samples.get(i).setRawKind(ActivityKind.TYPE_NOT_WORN);
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oldTS = samples.get(i).getTimestamp();
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}
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}
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return samples;
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}
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@Override
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@Override
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public List<WatchXPlusActivitySample> getAllActivitySamples(int timestamp_from, int timestamp_to) {
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public List<WatchXPlusActivitySample> getAllActivitySamples(int timestamp_from, int timestamp_to) {
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boolean showRawData = GBApplication.getDeviceSpecificSharedPrefs(mDevice.getAddress()).getBoolean(WatchXPlusConstants.PREF_SHOW_RAW_GRAPH, false);
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boolean showRawData = GBApplication.getDeviceSpecificSharedPrefs(mDevice.getAddress()).getBoolean(WatchXPlusConstants.PREF_SHOW_RAW_GRAPH, false);
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@ -95,18 +124,10 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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}
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}
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List<WatchXPlusActivitySample> samples = getGBActivitySamples(timestamp_from, timestamp_to, ActivityKind.TYPE_ALL);
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List<WatchXPlusActivitySample> samples = getGBActivitySamples(timestamp_from, timestamp_to, ActivityKind.TYPE_ALL);
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int numEntries = samples.size();
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int numEntries = samples.size();
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if (numEntries < 2) {
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if (numEntries < 3) {
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return getGBActivitySamples(timestamp_from, timestamp_to, ActivityKind.TYPE_ALL);
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return samples;
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}
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}
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// LOG.info(" testing: ts_from:" + timestamp_from + " ts_to: " + timestamp_to);
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/*
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LOG.info(" testing: samples: ");
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for (int i = 0; i < numEntries; i++) {
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LOG.info(" s: " + i + " : " + samples.get(i).toString());
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}
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*/
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List<WatchXPlusActivitySample> resultList = new ArrayList<>(numEntries);
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List<WatchXPlusActivitySample> resultList = new ArrayList<>(numEntries);
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// how many elements to scan for sleep sate before and after sleep block
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// how many elements to scan for sleep sate before and after sleep block
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@ -132,7 +153,7 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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if (countNextSleepStart_1 == 0) {
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if (countNextSleepStart_1 == 0) {
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countNextSleepStart_1 = i;
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countNextSleepStart_1 = i;
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// reset start index if next index is far ahead
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// reset start index if next index is far ahead
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if ((countNextSleepStart_1 - sleepStartIndex_1) > seekAhead * 2) {
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if ((countNextSleepStart_1 - sleepStartIndex_1) > seekAhead * 3) {
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sleepStartIndex_1 = countNextSleepStart_1;
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sleepStartIndex_1 = countNextSleepStart_1;
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sleepStopIndex_1 = sleepStartIndex_1;
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sleepStopIndex_1 = sleepStartIndex_1;
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countNextSleepStop_1 = sleepStopIndex_1;
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countNextSleepStop_1 = sleepStopIndex_1;
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@ -141,7 +162,7 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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}
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}
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if ((i - sleepStopIndex_1) < (seekAhead * 3)) {
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if ((i - sleepStopIndex_1) < (seekAhead * 4)) {
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sleepStopIndex_1 = i;
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sleepStopIndex_1 = i;
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}
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}
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countNextSleepStop_1 = i;
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countNextSleepStop_1 = i;
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@ -166,14 +187,14 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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if (countNextSleepStart_2 == 0) {
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if (countNextSleepStart_2 == 0) {
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countNextSleepStart_2 = i;
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countNextSleepStart_2 = i;
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// reset start index if next index is far ahead
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// reset start index if next index is far ahead
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if ((countNextSleepStart_2 - sleepStartIndex_2) > seekAhead * 2) {
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if ((countNextSleepStart_2 - sleepStartIndex_2) > seekAhead * 3) {
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sleepStartIndex_2 = countNextSleepStart_2;
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sleepStartIndex_2 = countNextSleepStart_2;
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sleepStopIndex_2 = sleepStartIndex_2;
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sleepStopIndex_2 = sleepStartIndex_2;
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countNextSleepStop_2 = sleepStopIndex_2;
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countNextSleepStop_2 = sleepStopIndex_2;
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}
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}
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}
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}
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}
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}
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if ((i - sleepStopIndex_2) < (seekAhead * 3)) {
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if ((i - sleepStopIndex_2) < (seekAhead * 4)) {
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sleepStopIndex_2 = i;
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sleepStopIndex_2 = i;
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}
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}
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countNextSleepStop_2 = i;
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countNextSleepStop_2 = i;
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@ -181,7 +202,7 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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}
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}
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if (sleepStartIndex_2 != 0) {
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if (sleepStartIndex_2 != 0) {
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secondBlock = true;
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secondBlock = true;
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LOG.info(" second block ");
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LOG.info(" Found second block ");
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}
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}
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LOG.info(" sleep_1 begin index:" + sleepStartIndex_1 + " next index: " + countNextSleepStart_1 + " sleep end index: " + sleepStopIndex_1 + " sleep end: " + countNextSleepStop_1);
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LOG.info(" sleep_1 begin index:" + sleepStartIndex_1 + " next index: " + countNextSleepStart_1 + " sleep end index: " + sleepStopIndex_1 + " sleep end: " + countNextSleepStop_1);
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@ -232,7 +253,7 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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// add sleep activity
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// add sleep activity
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int newSleepStopIndex_1;
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int newSleepStopIndex_1;
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if ((sleepStopIndex_1 + seekAhead) < next_block) {
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if ((sleepStopIndex_1 + seekAhead * 2) < next_block) {
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newSleepStopIndex_1 = sleepStopIndex_1 + seekAhead * 2;
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newSleepStopIndex_1 = sleepStopIndex_1 + seekAhead * 2;
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} else {
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} else {
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newSleepStopIndex_1 = next_block;
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newSleepStopIndex_1 = next_block;
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@ -314,107 +335,190 @@ public class WatchXPlusSampleProvider extends AbstractSampleProvider<WatchXPlusA
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}
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}
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}
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}
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}
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}
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if (!secondBlock) {
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samples.get(next_block-1).setRawIntensity(100);
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samples.get(next_block-1).setRawKind(-1);
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resultList.add(samples.get(next_block-1));
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return resultList;
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}
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// SLEEP BLOCK 2
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// SLEEP BLOCK 2
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if (secondBlock) {
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// add sleep activity
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// add sleep activity
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int newSleepStopIndex_2;
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int newSleepStopIndex_2;
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int newSleepStartIndex_2 = 0;
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int newSleepStartIndex_2 = 0;
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boolean replaceActivity_2 = false;
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boolean replaceActivity_2 = false;
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if (sleepStartIndex_2 >= next_block + seekAhead) {
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if (sleepStartIndex_2 >= next_block + seekAhead) {
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newSleepStartIndex_2 = sleepStartIndex_2 - seekAhead;
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newSleepStartIndex_2 = sleepStartIndex_2 - seekAhead;
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} else {
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} else {
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newSleepStartIndex_2 = next_block;
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newSleepStartIndex_2 = next_block;
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}
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}
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if ((sleepStopIndex_2 + seekAhead) < numEntries) {
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if ((sleepStopIndex_2 + seekAhead * 2) < numEntries) {
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newSleepStopIndex_2 = sleepStopIndex_2 + seekAhead;
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newSleepStopIndex_2 = sleepStopIndex_2 + seekAhead * 2;
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} else {
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} else {
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newSleepStopIndex_2 = numEntries;
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newSleepStopIndex_2 = numEntries;
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}
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}
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for (int i = newSleepStartIndex_2; i < newSleepStopIndex_2; i++) {
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for (int i = newSleepStartIndex_2; i < newSleepStopIndex_2; i++) {
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ActivitySample sample = samples.get(i);
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ActivitySample sample = samples.get(i);
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if (i < sleepStartIndex_2) {
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if (i < sleepStartIndex_2) {
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) {
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) {
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replaceActivity_2 = true;
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replaceActivity_2 = true;
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samples.get(i).setRawIntensity(600);
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samples.get(i).setRawIntensity(600);
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resultList.add(samples.get(i));
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resultList.add(samples.get(i));
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} else {
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} else {
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if (replaceActivity_2) {
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if (replaceActivity_2) {
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samples.get(i).setRawKind(2);
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samples.get(i).setRawKind(2);
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samples.get(i).setRawIntensity(600);
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samples.get(i).setRawIntensity(600);
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resultList.add(samples.get(i));
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resultList.add(samples.get(i));
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} else {
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} else {
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samples.get(i).setRawIntensity(600);
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samples.get(i).setRawIntensity(600);
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resultList.add(samples.get(i));
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resultList.add(samples.get(i));
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}
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}
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}
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}
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}
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}
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if ((samples.get(i).getRawKind() == ActivityKind.TYPE_DEEP_SLEEP) || (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP)) {
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if ((samples.get(i).getRawKind() == ActivityKind.TYPE_DEEP_SLEEP) || (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP)) {
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) {
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) {
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if (i > 0) {
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if (i > 0) {
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if (samples.get(i - 1).getHeartRate() > 0) {
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if (samples.get(i - 1).getHeartRate() > 0) {
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samples.get(i).setHeartRate(samples.get(i - 1).getHeartRate());
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samples.get(i).setHeartRate(samples.get(i - 1).getHeartRate());
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}
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}
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} else {
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} else {
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if (samples.get(i + 1).getHeartRate() > 0) {
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if (samples.get(i + 1).getHeartRate() > 0) {
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samples.get(i).setHeartRate(samples.get(i + 1).getHeartRate());
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samples.get(i).setHeartRate(samples.get(i + 1).getHeartRate());
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}
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}
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}
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}
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samples.get(i).setRawIntensity(600);
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samples.get(i).setRawIntensity(600);
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resultList.add(samples.get(i));
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resultList.add(samples.get(i));
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} else {
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} else {
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samples.get(i).setRawIntensity(1000);
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samples.get(i).setRawIntensity(1000);
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resultList.add(samples.get(i));
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resultList.add(samples.get(i));
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}
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}
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}
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}
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if ((samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) && (i > sleepStopIndex_2)) {
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if ((samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) && (i > sleepStopIndex_2)) {
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samples.get(i).setRawIntensity(600);
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samples.get(i).setRawIntensity(600);
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resultList.add(samples.get(i));
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resultList.add(samples.get(i));
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}
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}
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}
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}
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// add remaining activity
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// add remaining activity
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if (newSleepStopIndex_2 < numEntries) {
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if (newSleepStopIndex_2 < numEntries) {
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for (int i = newSleepStopIndex_2; i < (numEntries-1); i++) {
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for (int i = newSleepStopIndex_2; i < (numEntries - 1); i++) {
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) {
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) {
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if (samples.get(i).getRawIntensity() <= 300) {
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if (samples.get(i).getRawIntensity() <= 300) {
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samples.get(i).setRawIntensity(200);
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samples.get(i).setRawIntensity(200);
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} else if ((samples.get(i).getRawIntensity() <= 1000) && (samples.get(i).getRawIntensity() > 100)) {
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} else if ((samples.get(i).getRawIntensity() <= 1000) && (samples.get(i).getRawIntensity() > 100)) {
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samples.get(i).setRawIntensity(400);
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samples.get(i).setRawIntensity(400);
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} if (samples.get(i).getRawIntensity() > 1000) {
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}
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samples.get(i).setRawIntensity(600);
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if (samples.get(i).getRawIntensity() > 1000) {
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}
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samples.get(i).setRawIntensity(600);
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samples.get(i).setRawKind(1);
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}
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resultList.add(samples.get(i));
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samples.get(i).setRawKind(1);
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} else {
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resultList.add(samples.get(i));
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_ACTIVITY) {
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} else {
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if (i < (numEntries - 3)) {
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if (samples.get(i).getRawKind() == ActivityKind.TYPE_ACTIVITY) {
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if ((samples.get(i + 1).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) || (samples.get(i + 2).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) || (samples.get(i + 3).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP)) {
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if (i < (numEntries - 3)) {
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samples.get(i).setRawKind(1);
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if ((samples.get(i + 1).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) || (samples.get(i + 2).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP) || (samples.get(i + 3).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP)) {
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//samples.get(i).setRawIntensity(700);
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samples.get(i).setRawKind(1);
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} else {
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//samples.get(i).setRawIntensity(700);
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samples.get(i).setRawIntensity(1000);
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} else {
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}
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samples.get(i).setRawIntensity(1000);
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}
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}
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//samples.get(i).setRawIntensity(1000);
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}
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} else {
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//samples.get(i).setRawIntensity(1000);
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samples.get(i).setRawIntensity(1000);
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} else {
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}
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samples.get(i).setRawIntensity(1000);
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resultList.add(samples.get(i));
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}
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}
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resultList.add(samples.get(i));
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}
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}
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}
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}
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samples.get(numEntries-1).setRawIntensity(-1);
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}
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samples.get(numEntries-1).setRawKind(-1);
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}
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// add one ActivityKind.TYPE_NOT_MEASURED at end of data
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samples.get(numEntries-1).setRawIntensity(0);
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samples.get(numEntries-1).setRawKind(ActivityKind.TYPE_NOT_MEASURED);
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samples.get(numEntries-1).setHeartRate(0);
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resultList.add(samples.get(numEntries-1));
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resultList.add(samples.get(numEntries-1));
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return resultList;
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// find all steps, total activity intensity and maxHR
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int totalSteps = 0;
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int maxHeartRate = 10;
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numEntries = resultList.size();
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for (int i = 0; i < numEntries-1; i++) {
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if (resultList.get(i).getRawKind() == ActivityKind.TYPE_ACTIVITY) {
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if (resultList.get(i).getSteps() > 0) {
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totalSteps = totalSteps + resultList.get(i).getSteps();
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}
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}
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if (resultList.get(i).getHeartRate() > maxHeartRate) {
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maxHeartRate = resultList.get(i).getHeartRate();
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}
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}
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// reformat activity data based on heart rate
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int newIntensity, correctedSteps;
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int totalIntensity = 0;
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for (int i = 0; i < numEntries-1; i++) {
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|
if ((resultList.get(i).getRawKind() == ActivityKind.TYPE_ACTIVITY) || (resultList.get(i).getRawKind() == ActivityKind.TYPE_LIGHT_SLEEP)) {
|
||||||
|
if (resultList.get(i).getRawIntensity() <= 600) { // set interpolated intensity based on heart rate for every TYPE_ACTIVITY which are converted from TYPE_LIGHT_SLEEP
|
||||||
|
if (resultList.get(i).getHeartRate() < 10) {
|
||||||
|
newIntensity = resultList.get(i).getRawIntensity() + ((maxHeartRate - resultList.get(i+1).getHeartRate()) * 2);
|
||||||
|
} else {
|
||||||
|
newIntensity = resultList.get(i).getRawIntensity() + ((maxHeartRate - resultList.get(i).getHeartRate()) * 2);
|
||||||
|
}
|
||||||
|
} else { // because there are not RAW intensity values for every TYPE_ACTIVITY set interpolated intensity based on heart rate
|
||||||
|
newIntensity = resultList.get(i).getRawIntensity() - ((maxHeartRate - resultList.get(i).getHeartRate()) * 2);
|
||||||
|
}
|
||||||
|
/*
|
||||||
|
if (stepsPerActivity > 0.0f) { // because there are not steps values for every TYPE_ACTIVITY set interpolated steps
|
||||||
|
correctedSteps = (int) (resultList.get(i).getRawIntensity() / stepsPerActivity);
|
||||||
|
resultList.get(i).setSteps(correctedSteps);
|
||||||
|
}
|
||||||
|
*/
|
||||||
|
resultList.get(i).setRawIntensity(newIntensity);
|
||||||
|
if (resultList.get(i).getRawIntensity() > 0) {
|
||||||
|
totalIntensity = totalIntensity + newIntensity;
|
||||||
|
}
|
||||||
|
} else { // because there are not TYPE_DEEP_SLEEP intensity set random DEEP_SLEEP intensity
|
||||||
|
Random r = new Random();
|
||||||
|
newIntensity = resultList.get(i).getRawIntensity() - ((maxHeartRate - (int)(r.nextFloat() * maxHeartRate)) * 2);
|
||||||
|
resultList.get(i).setRawIntensity(newIntensity);
|
||||||
|
if (resultList.get(i).getRawIntensity() > 0) {
|
||||||
|
totalIntensity = totalIntensity + newIntensity;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// because there are not steps values for every TYPE_ACTIVITY set interpolated steps
|
||||||
|
float stepsPerActivity = 0.000f;
|
||||||
|
int newTotalSteps = 0;
|
||||||
|
int activityCount = 0;
|
||||||
|
if (totalSteps > 0) {
|
||||||
|
stepsPerActivity = totalIntensity / totalSteps;
|
||||||
|
for (int i = 0; i < numEntries - 1; i++) {
|
||||||
|
if (resultList.get(i).getRawKind() == ActivityKind.TYPE_ACTIVITY) {
|
||||||
|
if (stepsPerActivity > 0.0f) {
|
||||||
|
correctedSteps = (int) (resultList.get(i).getRawIntensity() / stepsPerActivity);
|
||||||
|
resultList.get(i).setSteps(correctedSteps);
|
||||||
|
newTotalSteps = newTotalSteps + correctedSteps;
|
||||||
|
activityCount = activityCount + 1;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (newTotalSteps < totalSteps) {
|
||||||
|
int stepsDiff = newTotalSteps - totalSteps;
|
||||||
|
int increaseStepsWith = stepsDiff / activityCount;
|
||||||
|
if (increaseStepsWith <= 1) {
|
||||||
|
increaseStepsWith = 2;
|
||||||
|
}
|
||||||
|
newTotalSteps = 0;
|
||||||
|
for (int i = 0; i < numEntries - 1; i++) {
|
||||||
|
if (resultList.get(i).getRawKind() == ActivityKind.TYPE_ACTIVITY) {
|
||||||
|
correctedSteps = resultList.get(i).getSteps() + increaseStepsWith;
|
||||||
|
newTotalSteps = newTotalSteps + correctedSteps;
|
||||||
|
if (newTotalSteps <= totalSteps) {
|
||||||
|
resultList.get(i).setSteps(correctedSteps);
|
||||||
|
} else {
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
return checkActivityData(resultList, 900, 3600);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user