apple_watch_stories/one-ring-to-rule-them-all.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data Story Date** 2020-10-02\n",
    "\n",
    "Story's data last updated on 2020-11-16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# One Ring To Rule Them All"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tracking Weight Changes with the Scale, Apple Watch and the iPhone Health App"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "[Close Your Rings](https://www.apple.com/watch/close-your-rings/) is a practice that is familiar to many Apple Watch wearers. There are three rings that represent daily goals. They are:\n",
    "\n",
    "-  Move Ring\n",
    "\n",
    "    The number of active calories to burn per day. The number is set by the user.\n",
    "      \n",
    "\n",
    "-  Exercise Ring\n",
    "\n",
    "    The number of exercise minutes per day. Apple sets the goal to 30 minutes. Apple defines exercise as a brisk activity.\n",
    "      \n",
    "      \n",
    "-  Stand Ring\n",
    "\n",
    "    Apple says that the Stand Ring \"measures how often your stand up and move around over the course of 12 hours.\"\n",
    "      \n",
    "    \n",
    "    \n",
    "The Apple Watch measures the move-calories burned, the exercise minutes, and the number of times one stands up and moves during the day. It syncs these data with the iPhone's Health App. Other data that the Apple Watch transmits to the the Health app include heart rate and steps. The iPhone Health App takes these data and displays them graphically in daily, weekly, monthly and annual views. These graphical charts provide a good way to track different health metrics.\n",
    "\n",
    "I extracted the data from the iPhone Health App to study and view the data in ways that the Health App does not provide me. In this story, I combine my weight data and rings-closing data to derive some understanding of their relationship. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Rings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![rings.png](img/rings.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "The outermost ring is the Move Ring, the middle ring is the Exercise Ring, and the innermost ring is the Stand Ring\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "home = pathlib.Path.home()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "study_path = f\"{home}/small-data/study/apple-watch-health-tracking/story-data\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequency of Tracking Weight and Weight Changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ext_weight = pd.read_csv(f\"{study_path}/weights-intervals-study.csv\", parse_dates=['Date'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Interval"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the graph that follows, there are 28 points representing intervals. The intervals span 957 days. Each interval starts with a month that has at least one weigh-in day. An interval does not have to start on the first day of the month. It can also end on a day of another month. When this happens, it means the succeeding interval's first-weighin date is not the first day of the month.\n",
    "\n",
    "There are consecutive intervals spanning in my data that span for than one month, e.g., there are 100 days between intervals 16 and 17. The increase in weight between these intervals appears as the steepest climb in the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1224x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weight_study_period = ext_weight.plot.line(title=\"Frequency of Tracking Weight and Weight Changes\", \n",
    "             x='Interval', y='Weight Change Since First Day',\n",
    "             figsize=(17, 11), style='.-', grid=True,\n",
    "             markevery=1, markersize=14, markerfacecolor='orange')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Confirmation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graph confirms my belief that irregular tracking of weight results in weight gain on my part.  \n",
    "\n",
    "Intervals 0 only has one weigh-in date and serves as my baseline weight. Intervals 1-4 \"contradicts\" my statement about irregular tracking and weight gain. During these intervals, I learned to eat healthily and to eat smaller portions. I also put in a few light workouts. I lost weight! However, things turned around after a few months and my weight inched its way up again.\n",
    "\n",
    "*Interval 5 is when the Apple Watch appeared*. It took me a while to learn how to use the watch effectively and consistently.\n",
    "\n",
    "*Interval 27* (the last weigh-in) falls on the same month as Interval 26. This single point marks the end of **958** days of personal-health data study. The end of this data study does not mean the end of practicing the good health habits I acquired during this period."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Weight Changes In the Time of the Apple Watch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, I use 25 months (762 days) of Apple Watch data to show how using the watch consistently and effectively helped improve my fitness and health. The number of intervals are less than 25 because I didn't track my weight for a few periods of time."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Setting up the Apple Watch Intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval_activity_weights = pd.read_csv(f\"{study_path}/start-end-weights-activity-intervals.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interval_weight_change_plot = interval_activity_weights.plot.bar(\n",
    "    title=\"Weight Changes In the Time of the Apple Watch\",\n",
    "    x=\"Interval\",\n",
    "    y=[\"Number of Days\", \"Weight Change\", \"Cumulative Weight Change\"],\n",
    "    rot=0, grid=True,\n",
    "    figsize=(17, 11), width=0.85, ylim=(-30, 110))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Closing All Rings Each Interval and Weight Changes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A month of closing all rings as shown in the iPhone Fitness App.\n",
    "\n",
    "\n",
    "<img src=\"img/closed-rings.jpeg\" width=320, height=240>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval_activity_totals = pd.read_csv(f\"{study_path}/month-intervals-activity-totals.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval_activity_totals_weight_changes = pd.merge(interval_activity_weights, \n",
    "                                                   interval_activity_totals, \n",
    "                                                   left_on=\"Interval\", \n",
    "                                                   right_on=\"Interval\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interval_allrings_closed_weight_changes_bar_plot = interval_activity_totals_weight_changes.plot.bar(\n",
    "    title=\"Number of Days of Closing All Rings Per Interval and Weight Changes\",\n",
    "    y=[\"Number of Days\", \"Weight Change\", \"All Rings Closed\"],\n",
    "    x=\"Interval\",\n",
    "    rot=0, grid=True,\n",
    "    figsize=(17, 11), width=0.85, ylim=(-15, 105))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Weight reduction happened for every interval that had daily closing of all rings (except for Interval 2 which had closed-rings 88% of the time). The opposite happens when closing all rings on a daily basis were not often.\n",
    " \n",
    "Period 11 spurred me to close all of my daily rings as often as possible, which turned out to be every day from periods 12 to 21."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Closing Rings Frequency and Periods of Weight Gains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval_closed_rings_weight_gains = \\\n",
    "interval_activity_totals_weight_changes.loc[interval_activity_totals_weight_changes[\n",
    "    \"Weight Change\"] > 1, [\"Interval\", \"Number of Days\", \"Weight Change\", \n",
    "                           \"Move Rings Closed\", \"Exercise Rings Closed\", \n",
    "                           \"Stand Rings Closed\", \"All Rings Closed\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interval_closed_rings_weight_gain_bar_plot = interval_closed_rings_weight_gains.plot.bar(\n",
    "    title=\"Number of Days of Closed Rings Per Interval, for intervals with weight gain > 1 lb\",\n",
    "    x=\"Interval\",\n",
    "    y=[\"Number of Days\", \"Weight Change\", \n",
    "       \"Move Rings Closed\", \"Exercise Rings Closed\", \"Stand Rings Closed\", \"All Rings Closed\"],\n",
    "    color=[\"#4984b8\", \"orange\",  \"#ff000d\", \"#01ff07\", \"cyan\", \"#5729ce\"],\n",
    "    figsize=(17, 11), width=0.85,\n",
    "    ylim=(0, 110), rot=0, grid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standing and moving around after every hour of sitting is good practice. I like the stand ring feature. However, the stand ring has no bearing on weight reduction or weight maintenance, so it's not an important metric to me.\n",
    "\n",
    "I can close my exercise ring very easily without burning many calories. All I need to do is walk for 30 minutes and I still will not come close to burning enough calories to  close my Move ring."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Move Ring is the One Ring to Rule Them All? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval_activity_averages = pd.read_csv(\n",
    "    f\"{study_path}/month-intervals-activity-averages.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval_activity_averages_weight_changes = pd.merge(interval_activity_weights, \n",
    "                                                     interval_activity_averages, \n",
    "                                                     left_on=\"Interval\", \n",
    "                                                     right_on=\"Interval\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interval_activity_averages_weight_changes_bar_plot = interval_activity_averages_weight_changes.plot.bar(\n",
    "    title=\"Difference Between Average Daily Burned Calories and the Daily Move Energy Goal\",\n",
    "    x=\"Interval\",\n",
    "    y=[\"Number of Days\", \"Avg. Move Calories and Move Goal Difference\", \"Weight Change\"],\n",
    "    figsize=(17, 11), width=0.85, \n",
    "    ylim=(-150, 600), rot=0, grid=True,\n",
    ")\n",
    "\n"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "In general, yes, closing many Move rings per interval usually results in a weight loss, or it maintains a very tight and small bound of gains and losses. The Move Ring is precious! \n",
    "\n",
    "A more accurate statement would be exceeding my daily Move Calories goal by close to 200 calories is a good way to lose or maintain my weight. Perhaps it's time to increase my daily Move calories goal by 150-200 calories. \n",
    "\n",
    "Some notes about the above graph:\n",
    "\n",
    "1. Interval 9 should be ignored because my Apple Watch was not on my wrist for a few days. I had sent it to Apple for servicing. \n",
    "\n",
    "2. Intervals 10 and 11 have the most noticeable weight gain; both intervals show that on average, I did not meet my daily Move calories goal.\n",
    "\n",
    "3. Burning more calories doesn't lead to higher weight reduction. Interval 14 expended the most number of calories in this study period. Interval 18 expended 4,452 calories less than Interval 14, but lost 2.4 pounds more tha Interval 14 did. A likely reason is diet. I began a food experiment in Interval 18, adding bittermelon and/or eggplant to my meals. \n",
    "\n",
    "4. Intervals 15 and 19's daily average Move calories expended are very close to each other. It was by design, so I can compare and contrast. The end of Interval 15 resulted in a weight gain of over a pound, while Interval 19 ended with loss of two pounds. Interval 19 continued the food/diet experiment of Interval 18. Another reason could be the way I burned my calories. Interval 15's physical activity was mostly walking, while Interval 19 involved 28 days of running. I will look at walking and running data in the future."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apple Watch Can Be A Good  and a Fun Tool"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data show that when I use the Apple Watch regularly to meet activity goals, it becomes an effective tool for improving my health. It is also a fun tool as I have been able to use the Watch data as opportunities to learn how to do data analysis and for writing software tools to process the data. "
   ]
  }
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