Plotnine/geom_segment.ipynb

{
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   "source": [
    "# NOTE: This notebook only works in Python 3\n",
    "#       and uses the plydata package for\n",
    "#       data manipulation.\n",
    "import pandas as pd\n",
    "import pandas.api.types as pdtypes\n",
    "import numpy as np\n",
    "\n",
    "from plotnine import *\n",
    "from plydata import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ranges of Similar Variables\n",
    "\n",
    "*Comparing the point to point difference of many similar variables*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read the data.\n",
    "\n",
    "Source: Pew Research Global Attitudes Spring 2015"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
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   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>age</th>\n",
       "      <th>use_social_media</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11376</th>\n",
       "      <td>Vietnam</td>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12937</th>\n",
       "      <td>United States</td>\n",
       "      <td>51</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19440</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>44</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30665</th>\n",
       "      <td>Malaysia</td>\n",
       "      <td>46</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37003</th>\n",
       "      <td>Israel</td>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19271</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>18</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30445</th>\n",
       "      <td>Malaysia</td>\n",
       "      <td>40</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16782</th>\n",
       "      <td>Poland</td>\n",
       "      <td>72</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39999</th>\n",
       "      <td>China</td>\n",
       "      <td>61</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8041</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>35</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             country age use_social_media\n",
       "11376        Vietnam  48              Yes\n",
       "12937  United States  51              Yes\n",
       "19440       Pakistan  44                 \n",
       "30665       Malaysia  46                 \n",
       "37003         Israel  63                 \n",
       "19271       Pakistan  18              Yes\n",
       "30445       Malaysia  40              Yes\n",
       "16782         Poland  72                 \n",
       "39999          China  61                 \n",
       "8041           Kenya  35              Yes"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data/survey-social-media.csv')\n",
    "data = (\n",
    "    data\n",
    "    >> rename(\n",
    "        country='COUNTRY',\n",
    "        gender='Q145',\n",
    "        age='Q146',\n",
    "        use_internet='Q70',\n",
    "        use_social_media='Q74'\n",
    "    )\n",
    "    >> select('PSRAID', 'gender', 'use_internet', drop=True)\n",
    ")\n",
    "\n",
    "data >> sample_n(10, random_state=123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2021-03-04T13:05:45.845345Z"
    }
   },
   "outputs": [],
   "source": [
    "def format_sequence(s, fmt='{}'):\n",
    "    \"\"\"\n",
    "    Format items sequence\n",
    "    \n",
    "    Useful for creating labels from numeric data\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    s : sequence\n",
    "        List of values\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    out : list\n",
    "        List of string values\n",
    "    \"\"\"\n",
    "    return [fmt.format(x) for x in s]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create age groups for users of social media"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
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   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>age_group</th>\n",
       "      <th>sm_use_percent</th>\n",
       "      <th>smq_response_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>18-34</td>\n",
       "      <td>77.777778</td>\n",
       "      <td>0.081000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>35-49</td>\n",
       "      <td>61.538462</td>\n",
       "      <td>0.013000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>50+</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>0.003000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>35-49</td>\n",
       "      <td>57.246377</td>\n",
       "      <td>0.274627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>18-34</td>\n",
       "      <td>75.147929</td>\n",
       "      <td>0.336318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>50+</td>\n",
       "      <td>33.532934</td>\n",
       "      <td>0.332338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Spain</td>\n",
       "      <td>50+</td>\n",
       "      <td>47.422680</td>\n",
       "      <td>0.388000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Spain</td>\n",
       "      <td>18-34</td>\n",
       "      <td>86.842105</td>\n",
       "      <td>0.228000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Spain</td>\n",
       "      <td>35-49</td>\n",
       "      <td>67.777778</td>\n",
       "      <td>0.270000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country age_group  sm_use_percent  smq_response_rate\n",
       "0     Ethiopia     18-34       77.777778           0.081000\n",
       "1     Ethiopia     35-49       61.538462           0.013000\n",
       "2     Ethiopia       50+       66.666667           0.003000\n",
       "3  South Korea     35-49       57.246377           0.274627\n",
       "4  South Korea     18-34       75.147929           0.336318\n",
       "5  South Korea       50+       33.532934           0.332338\n",
       "6        Spain       50+       47.422680           0.388000\n",
       "7        Spain     18-34       86.842105           0.228000\n",
       "8        Spain     35-49       67.777778           0.270000"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def toint(s):\n",
    "    res = []\n",
    "    for x in s:\n",
    "        try:\n",
    "            x = int(x)\n",
    "        except ValueError:\n",
    "            x = -1\n",
    "        res.append(x)\n",
    "    return res\n",
    "\n",
    "def percent(gdf):\n",
    "    return 100 * np.sum(gdf['use_social_media'] == 'Yes') / len(gdf)\n",
    "\n",
    "no_age = ['Refused', 'Don\\'t know']\n",
    "yes_no = ['Yes', 'No']\n",
    "ages = ['18-34', '35-49', '50+']\n",
    "\n",
    "def first(s):\n",
    "    return s.iloc[0]\n",
    "\n",
    "rdata = (\n",
    "    data\n",
    "    >> define(age_='toint(age)')\n",
    "    >> define(age_group=case_when([\n",
    "        ('age_ == -1', '\"\"'),\n",
    "        ('age_ < 35', '\"18-34\"'),\n",
    "        ('age_ < 50', '\"35-49\"'),\n",
    "        ('age_ >= 50', '\"50+\"'),\n",
    "    ]))\n",
    "    >> select('age_', drop=True)\n",
    "    >> group_by('country')\n",
    "    >> define(country_count='n()')\n",
    "    >> query('age_group in @ages')\n",
    "    >> query('use_social_media in @yes_no')\n",
    "    >> group_by('country', 'age_group')\n",
    "    >> do(\n",
    "        # social media use percentage\n",
    "        sm_use_percent=lambda gdf: 100 * sum(gdf['use_social_media'] == 'Yes') / len(gdf),\n",
    "        \n",
    "        # social media question response rate\n",
    "        smq_response_rate=lambda gdf: len(gdf) / gdf['country_count'].iloc[0]\n",
    "    )\n",
    ")\n",
    "\n",
    "rdata >> ungroup() >> head(9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top 14 countries by response rate to the social media question."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>age_group</th>\n",
       "      <th>sm_use_percent</th>\n",
       "      <th>smq_response_rate</th>\n",
       "      <th>sm_use_percent_str</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>35-49</td>\n",
       "      <td>57.246377</td>\n",
       "      <td>0.274627</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>18-34</td>\n",
       "      <td>75.147929</td>\n",
       "      <td>0.336318</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>50+</td>\n",
       "      <td>33.532934</td>\n",
       "      <td>0.332338</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spain</td>\n",
       "      <td>50+</td>\n",
       "      <td>47.422680</td>\n",
       "      <td>0.388000</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Spain</td>\n",
       "      <td>18-34</td>\n",
       "      <td>86.842105</td>\n",
       "      <td>0.228000</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Spain</td>\n",
       "      <td>35-49</td>\n",
       "      <td>67.777778</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country age_group  sm_use_percent  smq_response_rate sm_use_percent_str\n",
       "0  South Korea     35-49       57.246377           0.274627                 57\n",
       "1  South Korea     18-34       75.147929           0.336318                 75\n",
       "2  South Korea       50+       33.532934           0.332338                 34\n",
       "3        Spain       50+       47.422680           0.388000                 47\n",
       "4        Spain     18-34       86.842105           0.228000                 87\n",
       "5        Spain     35-49       67.777778           0.270000                 68"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 14\n",
    "\n",
    "top = (\n",
    "    rdata\n",
    "    >> group_by('country')\n",
    "    >> summarize(r='sum(smq_response_rate)')\n",
    "    >> arrange('-r')\n",
    "    >> head(n)\n",
    ")\n",
    "\n",
    "top_countries = top['country']\n",
    "\n",
    "point_data = (\n",
    "    rdata\n",
    "    >> query('country in @top_countries')\n",
    "    \n",
    "    # Format the floating point data that will be plotted into strings\n",
    "    >> define(sm_use_percent_str=if_else(\n",
    "        'country == \"France\"',\n",
    "        'format_sequence(sm_use_percent, \"{:.0f}%\")',\n",
    "        'format_sequence(sm_use_percent, \"{:.0f}\")')\n",
    "    )\n",
    "    >> ungroup()\n",
    ")\n",
    "\n",
    "point_data >> head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2021-03-04T13:05:49.446134Z"
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   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>gap</th>\n",
       "      <th>min_str</th>\n",
       "      <th>max_str</th>\n",
       "      <th>gap_str</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>France</td>\n",
       "      <td>30.564784</td>\n",
       "      <td>84.824903</td>\n",
       "      <td>54.260119</td>\n",
       "      <td>31</td>\n",
       "      <td>85</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Germany</td>\n",
       "      <td>29.384966</td>\n",
       "      <td>79.646018</td>\n",
       "      <td>50.261052</td>\n",
       "      <td>29</td>\n",
       "      <td>80</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Japan</td>\n",
       "      <td>30.794702</td>\n",
       "      <td>78.735632</td>\n",
       "      <td>47.940930</td>\n",
       "      <td>31</td>\n",
       "      <td>79</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Australia</td>\n",
       "      <td>48.380952</td>\n",
       "      <td>90.862944</td>\n",
       "      <td>42.481992</td>\n",
       "      <td>48</td>\n",
       "      <td>91</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>33.532934</td>\n",
       "      <td>75.147929</td>\n",
       "      <td>41.614995</td>\n",
       "      <td>34</td>\n",
       "      <td>75</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country        min        max        gap min_str max_str gap_str\n",
       "0       France  30.564784  84.824903  54.260119      31      85      54\n",
       "1      Germany  29.384966  79.646018  50.261052      29      80      50\n",
       "2        Japan  30.794702  78.735632  47.940930      31      79      48\n",
       "3    Australia  48.380952  90.862944  42.481992      48      91      42\n",
       "4  South Korea  33.532934  75.147929  41.614995      34      75      42"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segment_data = (\n",
    "    point_data\n",
    "    >> group_by('country')\n",
    "    >> summarize(min='min(sm_use_percent)', max='max(sm_use_percent)')\n",
    "    >> define(gap='max-min')\n",
    "    >> arrange('-gap')\n",
    "    # Format the floating point data that will be plotted into strings\n",
    "    >> define(\n",
    "        min_str='format_sequence(min, \"{:.0f}\")',\n",
    "        max_str='format_sequence(max, \"{:.0f}\")',\n",
    "        gap_str='format_sequence(gap, \"{:.0f}\")',\n",
    "    )\n",
    ")\n",
    "\n",
    "segment_data >> head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Format the floating point data that will be plotted into strings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the order of the countries along the y-axis by setting the `country` variable to an ordered categorical."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:05:49.472097Z",
     "iopub.status.busy": "2021-03-04T13:05:49.470294Z",
     "iopub.status.idle": "2021-03-04T13:05:49.477101Z",
     "shell.execute_reply": "2021-03-04T13:05:49.475264Z"
    }
   },
   "outputs": [],
   "source": [
    "# Create a verb to order the countries. You can apply this verb to any\n",
    "# dataframe with a country column\n",
    "categories = list(segment_data['country'])[::-1]\n",
    "ordered_country_dtype = pdtypes.CategoricalDtype(categories=categories, ordered=True)\n",
    "order_country = define(country='country.astype(ordered_country_dtype)')\n",
    "\n",
    "segment_data >>= order_country\n",
    "point_data >>= order_country"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:05:49.504446Z",
     "iopub.status.busy": "2021-03-04T13:05:49.488742Z",
     "iopub.status.idle": "2021-03-04T13:05:55.817648Z",
     "shell.execute_reply": "2021-03-04T13:05:55.816093Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (97654321012345679)>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The right column (youngest-oldest gap) location\n",
    "xgap = 112\n",
    "\n",
    "(ggplot()\n",
    " # Range strip\n",
    " + geom_segment(\n",
    "     segment_data,\n",
    "     aes(x='min', xend='max', y='country', yend='country'),\n",
    "     size=6,\n",
    "     color='#a7a9ac'\n",
    " )\n",
    " # Age group markers\n",
    " + geom_point(\n",
    "     point_data,\n",
    "     aes('sm_use_percent', 'country', color='age_group', fill='age_group'),\n",
    "     size=5,\n",
    "     stroke=0.7,\n",
    " )\n",
    " # Age group percentages\n",
    " + geom_text(\n",
    "     point_data >> query('age_group==\"50+\"'),\n",
    "     aes(x='sm_use_percent-2', y='country', label='sm_use_percent_str', color='age_group'),\n",
    "     size=8,\n",
    "     ha='right',\n",
    " )\n",
    " + geom_text(\n",
    "     point_data >> query('age_group==\"35-49\"'),\n",
    "     aes(x='sm_use_percent+2', y='country', label='sm_use_percent_str'),\n",
    "     size=8,\n",
    "     ha='left',\n",
    "     va='center',\n",
    "     color='white'\n",
    " )\n",
    " + geom_text(\n",
    "     point_data >> query('age_group==\"18-34\"'),\n",
    "     aes(x='sm_use_percent+2', y='country', label='sm_use_percent_str', color='age_group'),\n",
    "     size=8,\n",
    "     ha='left',\n",
    " )\n",
    " # gap difference\n",
    " + geom_text(\n",
    "     segment_data,\n",
    "     aes(x=xgap, y='country', label='gap_str'),\n",
    "     size=9,\n",
    "     fontweight='bold',\n",
    "     format_string='+{}'\n",
    " )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tweak it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:05:55.898314Z",
     "iopub.status.busy": "2021-03-04T13:05:55.852016Z",
     "iopub.status.idle": "2021-03-04T13:06:03.831189Z",
     "shell.execute_reply": "2021-03-04T13:06:03.829386Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (97654321012345679)>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The right column (youngest-oldest gap) location\n",
    "xgap = 112\n",
    "\n",
    "# Gallery Plot\n",
    "\n",
    "(ggplot()\n",
    " # Background Strips                                     # new\n",
    " + geom_segment(\n",
    "     segment_data,\n",
    "     aes(y='country', yend='country'),\n",
    "     x=0, xend=100,\n",
    "     size=8.5,\n",
    "     color='#edece3'\n",
    " )\n",
    " # vertical grid lines along the strips                  # new\n",
    " + annotate(\n",
    "     'segment',\n",
    "     x=list(range(10, 100, 10)) * n,\n",
    "     xend=list(range(10, 100, 10)) * n,\n",
    "     y=np.tile(np.arange(1, n+1), 9)-.25,\n",
    "     yend=np.tile(np.arange(1, n+1), 9) + .25,\n",
    "     color='#CCCCCC'\n",
    " )\n",
    " # Range strip\n",
    " + geom_segment(\n",
    "     segment_data,\n",
    "     aes(x='min', xend='max', y='country', yend='country'),\n",
    "     size=6,\n",
    "     color='#a7a9ac'\n",
    " )\n",
    " # Age group markers\n",
    " + geom_point(\n",
    "     point_data,\n",
    "     aes('sm_use_percent', 'country', color='age_group', fill='age_group'),\n",
    "     size=5,\n",
    "     stroke=0.7,\n",
    " )\n",
    " # Age group percentages\n",
    " + geom_text(\n",
    "     point_data >> query('age_group==\"50+\"'),\n",
    "     aes(x='sm_use_percent-2', y='country', label='sm_use_percent_str', color='age_group'),\n",
    "     size=8,\n",
    "     ha='right',\n",
    " )\n",
    " + geom_text(\n",
    "     point_data >> query('age_group==\"35-49\"'),\n",
    "     aes(x='sm_use_percent+2', y='country', label='sm_use_percent_str'),\n",
    "     size=8,\n",
    "     ha='left',\n",
    "     va='center',\n",
    "     color='white'\n",
    " )\n",
    " + geom_text(\n",
    "     point_data >> query('age_group==\"18-34\"'),\n",
    "     aes(x='sm_use_percent+2', y='country', label='sm_use_percent_str', color='age_group'),\n",
    "     size=8,\n",
    "     ha='left',\n",
    " )\n",
    " # countries right-hand-size (instead of y-axis)         # new\n",
    " + geom_text(\n",
    "     segment_data,\n",
    "     aes(y='country', label='country'),\n",
    "     x=-1,\n",
    "     size=8,\n",
    "     ha='right',\n",
    "     fontweight='bold',\n",
    "     color='#222222'\n",
    " )\n",
    " # gap difference\n",
    " + geom_vline(xintercept=xgap, color='#edece3', size=32)  # new\n",
    " + geom_text(\n",
    "     segment_data,\n",
    "     aes(x=xgap, y='country', label='gap_str'),\n",
    "     size=9,\n",
    "     fontweight='bold',\n",
    "     format_string='+{}'\n",
    " )\n",
    " # Annotations                                            # new\n",
    " + annotate('text', x=31, y=n+1.1, label='50+', size=9, color='#ea9f2f', va='top')\n",
    " + annotate('text', x=56, y=n+1.1, label='35-49', size=9, color='#6d6e71', va='top')\n",
    " + annotate('text', x=85, y=n+1.1, label='18-34', size=9, color='#939c49', va='top')\n",
    " + annotate('text', x=xgap, y=n+.5, label='Youngest-\\nOldest Gap', size=9, color='#444444', va='bottom', ha='center')\n",
    " + annotate('point', x=[31, 56, 85], y=n+.3, alpha=0.85, stroke=0)\n",
    " + annotate('segment', x=[31, 56, 85], xend=[31, 56, 85], y=n+.3, yend=n+.8, alpha=0.85)\n",
    " + annotate('hline', yintercept=[x+0.5 for x in range(2, n, 2)], alpha=.5, linetype='dotted', size=0.7)\n",
    " \n",
    " # Better spacing and color                              # new\n",
    " + scale_x_continuous(limits=(-18, xgap+2))\n",
    " + scale_y_discrete(expand=(0, 0, 0.1, 0))\n",
    " + scale_fill_manual(values=['#c3ca8c', '#d1d3d4', '#f2c480'])\n",
    " + scale_color_manual(values=['#939c49', '#6d6e71', '#ea9f2f'])\n",
    " + guides(color=None, fill=None)\n",
    " + theme_void()\n",
    " + theme(figure_size=(8, 7.5))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of looking at this plot as having a country variable on the `y-axis` and a percentage variable on the `x-axis`,\n",
    "we can view it as having vertically stacked up many *indepedent* variables, the values of which have a similar scale.\n",
    "\n",
    "**Protip:** Save a pdf file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Change in Rank\n",
    "\n",
    "*Comparing a group of ranked items at two different times*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read the data.\n",
    "\n",
    "Source: World Bank - Infanct Mortality Rate (per 1,000 live births)b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:06:03.848382Z",
     "iopub.status.busy": "2021-03-04T13:06:03.846601Z",
     "iopub.status.idle": "2021-03-04T13:06:03.962870Z",
     "shell.execute_reply": "2021-03-04T13:06:03.961035Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>code</th>\n",
       "      <th>y1960</th>\n",
       "      <th>y1961</th>\n",
       "      <th>y1962</th>\n",
       "      <th>y1963</th>\n",
       "      <th>y1964</th>\n",
       "      <th>y1965</th>\n",
       "      <th>y1966</th>\n",
       "      <th>y1967</th>\n",
       "      <th>...</th>\n",
       "      <th>y2007</th>\n",
       "      <th>y2008</th>\n",
       "      <th>y2009</th>\n",
       "      <th>y2010</th>\n",
       "      <th>y2011</th>\n",
       "      <th>y2012</th>\n",
       "      <th>y2013</th>\n",
       "      <th>y2014</th>\n",
       "      <th>y2015</th>\n",
       "      <th>y2016</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>240.5</td>\n",
       "      <td>236.3</td>\n",
       "      <td>232.3</td>\n",
       "      <td>228.5</td>\n",
       "      <td>224.6</td>\n",
       "      <td>220.7</td>\n",
       "      <td>217.0</td>\n",
       "      <td>...</td>\n",
       "      <td>80.4</td>\n",
       "      <td>78.6</td>\n",
       "      <td>76.8</td>\n",
       "      <td>75.1</td>\n",
       "      <td>73.4</td>\n",
       "      <td>71.7</td>\n",
       "      <td>69.9</td>\n",
       "      <td>68.1</td>\n",
       "      <td>66.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>117.1</td>\n",
       "      <td>114.7</td>\n",
       "      <td>112.2</td>\n",
       "      <td>109.6</td>\n",
       "      <td>106.8</td>\n",
       "      <td>104.1</td>\n",
       "      <td>101.4</td>\n",
       "      <td>98.8</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16.7</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>14.8</td>\n",
       "      <td>14.3</td>\n",
       "      <td>13.8</td>\n",
       "      <td>13.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>12.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 59 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       country code  y1960  y1961  y1962  y1963  y1964  y1965  y1966  y1967  \\\n",
       "0        Aruba  ABW    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "1  Afghanistan  AFG    NaN  240.5  236.3  232.3  228.5  224.6  220.7  217.0   \n",
       "2       Angola  AGO    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "3      Albania  ALB    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "4      Andorra  AND    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "   ...  y2007  y2008  y2009  y2010  y2011  y2012  y2013  y2014  y2015  y2016  \n",
       "0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
       "1  ...   80.4   78.6   76.8   75.1   73.4   71.7   69.9   68.1   66.3    NaN  \n",
       "2  ...  117.1  114.7  112.2  109.6  106.8  104.1  101.4   98.8   96.0    NaN  \n",
       "3  ...   16.7   16.0   15.4   14.8   14.3   13.8   13.3   12.9   12.5    NaN  \n",
       "4  ...    2.8    2.7    2.6    2.5    2.4    2.3    2.2    2.1    2.1    NaN  \n",
       "\n",
       "[5 rows x 59 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\n",
    "    'data/API_SP.DYN.IMRT.IN_DS2_en_csv_v2/API_SP.DYN.IMRT.IN_DS2_en_csv_v2.csv',\n",
    "    skiprows=[0, 1, 2])\n",
    "\n",
    "# Columns as valid python variables\n",
    "year_columns = {'y{}'.format(c): c for c in data.columns if c[:2] in {'19', '20'}}\n",
    "\n",
    "data = (\n",
    "    data    \n",
    "    >> rename({'country': 'Country Name', 'code': 'Country Code'})\n",
    "    >> rename(year_columns)\n",
    "    >> select('Indicator Name', 'Indicator Code', 'Unnamed: 61', drop=True)\n",
    ")\n",
    "\n",
    "data >> head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data includes regional aggregates. To tell apart the regional aggregates we need the metadata.\n",
    "Every row in the data table has a corresponding row in the metadata table. Where the row has\n",
    "regional aggregate data, the `Region` column in the metadata table is `NaN`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:06:03.978139Z",
     "iopub.status.busy": "2021-03-04T13:06:03.976358Z",
     "iopub.status.idle": "2021-03-04T13:06:04.017688Z",
     "shell.execute_reply": "2021-03-04T13:06:04.015853Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>region</th>\n",
       "      <th>income_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABW</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AFG</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Low income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Lower middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALB</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Upper middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AND</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ARB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ARE</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ARG</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Upper middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ARM</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ASM</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Upper middle income</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  code                      region         income_group\n",
       "0  ABW   Latin America & Caribbean          High income\n",
       "1  AFG                  South Asia           Low income\n",
       "2  AGO          Sub-Saharan Africa  Lower middle income\n",
       "3  ALB       Europe & Central Asia  Upper middle income\n",
       "4  AND       Europe & Central Asia          High income\n",
       "5  ARB                         NaN                  NaN\n",
       "6  ARE  Middle East & North Africa          High income\n",
       "7  ARG   Latin America & Caribbean  Upper middle income\n",
       "8  ARM       Europe & Central Asia  Lower middle income\n",
       "9  ASM         East Asia & Pacific  Upper middle income"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata = pd.read_csv(\n",
    "    'data/API_SP.DYN.IMRT.IN_DS2_en_csv_v2/Metadata_Country_API_SP.DYN.IMRT.IN_DS2_en_csv_v2.csv'\n",
    ")\n",
    "\n",
    "metadata = (\n",
    "    metadata\n",
    "    >> rename({'code': 'Country Code',\n",
    "               'region': 'Region',\n",
    "               'income_group': 'IncomeGroup'\n",
    "               })\n",
    "    >> select('code', 'region', 'income_group')\n",
    ")\n",
    "\n",
    "cat_order = ['High income', 'Upper middle income', 'Lower middle income', 'Low income']\n",
    "metadata['income_group'] = pd.Categorical(metadata['income_group'], categories=cat_order, ordered=True)\n",
    "\n",
    "metadata >> head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ARB` (row 5) is a regional code.\n",
    "\n",
    "Drop the regional aggregates from the metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:06:04.050936Z",
     "iopub.status.busy": "2021-03-04T13:06:04.049132Z",
     "iopub.status.idle": "2021-03-04T13:06:04.056029Z",
     "shell.execute_reply": "2021-03-04T13:06:04.057512Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>region</th>\n",
       "      <th>income_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABW</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AFG</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Low income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Lower middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALB</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Upper middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AND</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ARE</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ARG</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Upper middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ARM</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ASM</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Upper middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ATG</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   code                      region         income_group\n",
       "0   ABW   Latin America & Caribbean          High income\n",
       "1   AFG                  South Asia           Low income\n",
       "2   AGO          Sub-Saharan Africa  Lower middle income\n",
       "3   ALB       Europe & Central Asia  Upper middle income\n",
       "4   AND       Europe & Central Asia          High income\n",
       "6   ARE  Middle East & North Africa          High income\n",
       "7   ARG   Latin America & Caribbean  Upper middle income\n",
       "8   ARM       Europe & Central Asia  Lower middle income\n",
       "9   ASM         East Asia & Pacific  Upper middle income\n",
       "10  ATG   Latin America & Caribbean          High income"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop the aggregates from\n",
    "country_metadata = metadata >> call('.dropna', subset=['region'])\n",
    "country_metadata >> head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove the regional aggregates, to create a table with only country data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:06:04.151713Z",
     "iopub.status.busy": "2021-03-04T13:06:04.098552Z",
     "iopub.status.idle": "2021-03-04T13:06:04.160422Z",
     "shell.execute_reply": "2021-03-04T13:06:04.158538Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>code</th>\n",
       "      <th>y1960</th>\n",
       "      <th>y1961</th>\n",
       "      <th>y1962</th>\n",
       "      <th>y1963</th>\n",
       "      <th>y1964</th>\n",
       "      <th>y1965</th>\n",
       "      <th>y1966</th>\n",
       "      <th>y1967</th>\n",
       "      <th>...</th>\n",
       "      <th>y2009</th>\n",
       "      <th>y2010</th>\n",
       "      <th>y2011</th>\n",
       "      <th>y2012</th>\n",
       "      <th>y2013</th>\n",
       "      <th>y2014</th>\n",
       "      <th>y2015</th>\n",
       "      <th>y2016</th>\n",
       "      <th>region</th>\n",
       "      <th>income_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>240.5</td>\n",
       "      <td>236.3</td>\n",
       "      <td>232.3</td>\n",
       "      <td>228.5</td>\n",
       "      <td>224.6</td>\n",
       "      <td>220.7</td>\n",
       "      <td>217.0</td>\n",
       "      <td>...</td>\n",
       "      <td>76.8</td>\n",
       "      <td>75.1</td>\n",
       "      <td>73.4</td>\n",
       "      <td>71.7</td>\n",
       "      <td>69.9</td>\n",
       "      <td>68.1</td>\n",
       "      <td>66.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Low income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>112.2</td>\n",
       "      <td>109.6</td>\n",
       "      <td>106.8</td>\n",
       "      <td>104.1</td>\n",
       "      <td>101.4</td>\n",
       "      <td>98.8</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Lower middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>15.4</td>\n",
       "      <td>14.8</td>\n",
       "      <td>14.3</td>\n",
       "      <td>13.8</td>\n",
       "      <td>13.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>12.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Upper middle income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>High income</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 61 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       country code  y1960  y1961  y1962  y1963  y1964  y1965  y1966  y1967  \\\n",
       "0        Aruba  ABW    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "1  Afghanistan  AFG    NaN  240.5  236.3  232.3  228.5  224.6  220.7  217.0   \n",
       "2       Angola  AGO    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "3      Albania  ALB    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "4      Andorra  AND    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "   ...  y2009  y2010  y2011  y2012  y2013  y2014  y2015  y2016  \\\n",
       "0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "1  ...   76.8   75.1   73.4   71.7   69.9   68.1   66.3    NaN   \n",
       "2  ...  112.2  109.6  106.8  104.1  101.4   98.8   96.0    NaN   \n",
       "3  ...   15.4   14.8   14.3   13.8   13.3   12.9   12.5    NaN   \n",
       "4  ...    2.6    2.5    2.4    2.3    2.2    2.1    2.1    NaN   \n",
       "\n",
       "                      region         income_group  \n",
       "0  Latin America & Caribbean          High income  \n",
       "1                 South Asia           Low income  \n",
       "2         Sub-Saharan Africa  Lower middle income  \n",
       "3      Europe & Central Asia  Upper middle income  \n",
       "4      Europe & Central Asia          High income  \n",
       "\n",
       "[5 rows x 61 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_data = inner_join(data, country_metadata, on='code')\n",
    "country_data >> head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are interested in the changes in rank between 1960 and 2015. To plot a reasonable sized graph, we randomly\n",
    "sample 35 countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:06:04.182541Z",
     "iopub.status.busy": "2021-03-04T13:06:04.180198Z",
     "iopub.status.idle": "2021-03-04T13:06:04.407378Z",
     "shell.execute_reply": "2021-03-04T13:06:04.405811Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>code</th>\n",
       "      <th>y1960</th>\n",
       "      <th>y1961</th>\n",
       "      <th>y1962</th>\n",
       "      <th>y1963</th>\n",
       "      <th>y1964</th>\n",
       "      <th>y1965</th>\n",
       "      <th>y1966</th>\n",
       "      <th>y1967</th>\n",
       "      <th>...</th>\n",
       "      <th>y2011</th>\n",
       "      <th>y2012</th>\n",
       "      <th>y2013</th>\n",
       "      <th>y2014</th>\n",
       "      <th>y2015</th>\n",
       "      <th>y2016</th>\n",
       "      <th>region</th>\n",
       "      <th>income_group</th>\n",
       "      <th>y1960_rank</th>\n",
       "      <th>y2015_rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>BOL</td>\n",
       "      <td>173.4</td>\n",
       "      <td>170.5</td>\n",
       "      <td>167.7</td>\n",
       "      <td>165.0</td>\n",
       "      <td>162.2</td>\n",
       "      <td>159.4</td>\n",
       "      <td>156.5</td>\n",
       "      <td>153.6</td>\n",
       "      <td>...</td>\n",
       "      <td>35.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>31.7</td>\n",
       "      <td>30.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>SWE</td>\n",
       "      <td>16.3</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>13.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>High income</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Kuwait</td>\n",
       "      <td>KWT</td>\n",
       "      <td>101.6</td>\n",
       "      <td>95.2</td>\n",
       "      <td>89.0</td>\n",
       "      <td>83.3</td>\n",
       "      <td>77.8</td>\n",
       "      <td>72.6</td>\n",
       "      <td>68.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>...</td>\n",
       "      <td>8.9</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.7</td>\n",
       "      <td>7.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>High income</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Fiji</td>\n",
       "      <td>FJI</td>\n",
       "      <td>54.0</td>\n",
       "      <td>52.1</td>\n",
       "      <td>50.3</td>\n",
       "      <td>48.8</td>\n",
       "      <td>47.5</td>\n",
       "      <td>46.3</td>\n",
       "      <td>45.3</td>\n",
       "      <td>44.5</td>\n",
       "      <td>...</td>\n",
       "      <td>20.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>19.7</td>\n",
       "      <td>19.4</td>\n",
       "      <td>19.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Paraguay</td>\n",
       "      <td>PRY</td>\n",
       "      <td>62.6</td>\n",
       "      <td>62.0</td>\n",
       "      <td>61.4</td>\n",
       "      <td>60.9</td>\n",
       "      <td>60.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>59.6</td>\n",
       "      <td>59.3</td>\n",
       "      <td>...</td>\n",
       "      <td>19.8</td>\n",
       "      <td>19.2</td>\n",
       "      <td>18.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>11</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 63 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      country code  y1960  y1961  y1962  y1963  y1964  y1965  y1966  y1967  \\\n",
       "25    Bolivia  BOL  173.4  170.5  167.7  165.0  162.2  159.4  156.5  153.6   \n",
       "182    Sweden  SWE   16.3   16.0   15.6   15.0   14.4   13.7   13.0   12.6   \n",
       "106    Kuwait  KWT  101.6   95.2   89.0   83.3   77.8   72.6   68.0   63.7   \n",
       "63       Fiji  FJI   54.0   52.1   50.3   48.8   47.5   46.3   45.3   44.5   \n",
       "160  Paraguay  PRY   62.6   62.0   61.4   60.9   60.5   60.0   59.6   59.3   \n",
       "\n",
       "     ...  y2011  y2012  y2013  y2014  y2015  y2016  \\\n",
       "25   ...   35.3   34.0   32.8   31.7   30.6    NaN   \n",
       "182  ...    2.4    2.4    2.4    2.4    2.4    NaN   \n",
       "106  ...    8.9    8.5    8.1    7.7    7.3    NaN   \n",
       "63   ...   20.1   20.0   19.7   19.4   19.1    NaN   \n",
       "160  ...   19.8   19.2   18.6   18.1   17.5    NaN   \n",
       "\n",
       "                         region         income_group  y1960_rank  y2015_rank  \n",
       "25    Latin America & Caribbean  Lower middle income          33          26  \n",
       "182       Europe & Central Asia          High income           1           1  \n",
       "106  Middle East & North Africa          High income          15          10  \n",
       "63          East Asia & Pacific  Upper middle income           8          21  \n",
       "160   Latin America & Caribbean  Upper middle income          11          17  \n",
       "\n",
       "[5 rows x 63 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sampled_data = (\n",
    "    country_data\n",
    "    >> call('.dropna', subset=['y1960', 'y2015'])\n",
    "    >> sample_n(35, random_state=123)\n",
    "    >> define(\n",
    "        y1960_rank='y1960.rank(method=\"min\").astype(int)',\n",
    "        y2015_rank='y2015.rank(method=\"min\").astype(int)'\n",
    "    )\n",
    ")\n",
    "\n",
    "sampled_data >> head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:06:04.464063Z",
     "iopub.status.busy": "2021-03-04T13:06:04.451257Z",
     "iopub.status.idle": "2021-03-04T13:06:07.788604Z",
     "shell.execute_reply": "2021-03-04T13:06:07.787035Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (97654321012345679)>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(sampled_data)\n",
    " + geom_text(aes(1, 'y1960_rank', label='country'), ha='right', size=9)\n",
    " + geom_text(aes(2, 'y2015_rank', label='country'), ha='left', size=9)\n",
    " + geom_point(aes(1, 'y1960_rank', color='income_group'), size=2.5)\n",
    " + geom_point(aes(2, 'y2015_rank', color='income_group'), size=2.5)\n",
    " + geom_segment(aes(x=1, y='y1960_rank', xend=2, yend='y2015_rank', color='income_group'))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It has the form we want, but we need to tweak it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-04T13:06:07.821912Z",
     "iopub.status.busy": "2021-03-04T13:06:07.816610Z",
     "iopub.status.idle": "2021-03-04T13:06:12.115487Z",
     "shell.execute_reply": "2021-03-04T13:06:12.113930Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (97654321012345679)>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Text colors\n",
    "black1 = '#252525'\n",
    "black2 = '#222222'\n",
    "\n",
    "# Gallery Plot\n",
    "\n",
    "(ggplot(sampled_data)\n",
    " # Slight modifications for the original lines,\n",
    " # 1. Nudge the text to either sides of the points\n",
    " # 2. Alter the color and alpha values\n",
    " + geom_text(aes(1, 'y1960_rank', label='country'), nudge_x=-0.05, ha='right', size=9, color=black1)\n",
    " + geom_text(aes(2, 'y2015_rank', label='country'), nudge_x=0.05, ha='left', size=9, color=black1)\n",
    " + geom_point(aes(1, 'y1960_rank', color='income_group'), size=2.5, alpha=.7)\n",
    " + geom_point(aes(2, 'y2015_rank', color='income_group'), size=2.5, alpha=.7)\n",
    " + geom_segment(aes(x=1, y='y1960_rank', xend=2, yend='y2015_rank', color='income_group'), alpha=.7)\n",
    " \n",
    " # Text Annotations\n",
    " + annotate('text', x=1, y=0, label='Rank in 1960', fontweight='bold', ha='right', size=10, color=black2)\n",
    " + annotate('text', x=2, y=0, label='Rank in 2015', fontweight='bold', ha='left', size=10, color=black2)\n",
    " + annotate('text', x=1.5, y=0, label='Lines show change in rank', size=9, color=black1)\n",
    " + annotate('label', x=1.5, y=3, label='Lower infant\\ndeath rates', size=9, color=black1,\n",
    "            label_size=0, fontstyle='italic')\n",
    " + annotate('label', x=1.5, y=33, label='Higher infant\\ndeath rates', size=9, color=black1,\n",
    "            label_size=0, fontstyle='italic')\n",
    " \n",
    " # Prevent country names from being chopped off\n",
    " + lims(x=(0.35, 2.65))\n",
    " + labs(color='Income Group')\n",
    " # Countries with lower rates on top\n",
    " + scale_y_reverse()\n",
    " # Change colors\n",
    " + scale_color_brewer(type='qual', palette=2)\n",
    " # Removes all decorations\n",
    " + theme_void()\n",
    " # Changing the figure size prevents the country names from squishing up\n",
    " + theme(figure_size=(8, 11))\n",
    ")"
   ]
  }
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