growth-rate-viz.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Slope Comparisons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ratreya/anaconda3/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3071: DtypeWarning: Columns (2) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import altair as alt\n",
    "from scipy import stats\n",
    "from altair import datum\n",
    "from ipywidgets import interact\n",
    "\n",
    "# Set up some global config and variables\n",
    "alt.renderers.enable('default')\n",
    "pd.options.mode.chained_assignment = None\n",
    "np.seterr(all='ignore')\n",
    "\n",
    "df = pd.read_csv('jhu-daily-reports.csv')\n",
    "df['Active']  = df.Confirmed - (df.Deaths + df.Recovered)\n",
    "samples = df[['Date', 'Country']].groupby('Date').Country.nunique()\n",
    "days = samples[samples > 1].index.tolist()\n",
    "df = df[df['Date'].isin(days)]\n",
    "\n",
    "country_level = df.groupby(['Country', 'Date'], as_index=False).sum()\n",
    "def state_data(country):\n",
    "    return df[df['Country'] == country].groupby(['State', 'Date'], as_index=False).sum()\n",
    "def county_data(state):\n",
    "    return df[(df['Country'] == 'US') & (df['State'] == state)].groupby(['County', 'Date'], as_index=False).sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def slope_chart(data, by, offset, xscale='linear', limit=400, scale=1, value='Confirmed_New', window=7, today=days[-1]):\n",
    "    data = data[data['Date']<=today]\n",
    "    source = data[data['Date'] == today]\n",
    "    for var in source[by].unique():\n",
    "        values = data[data[by] == var].sort_values('Date').tail(window)[['Confirmed', value]]\n",
    "        slope, intercept, r_value, p_value, std_err = stats.linregress(values.Confirmed, values[value])\n",
    "        source.loc[source[by] == var, 'Slope'] = slope\n",
    "    source.fillna(0, inplace=True)\n",
    "    source = source[source[value] > limit]\n",
    "\n",
    "    title = 'Slope of %s in last %d days since %s vs. Total Confirmed' % (' '.join(value.split('_')), window, today)\n",
    "    base = alt.Chart(source, title=title).mark_point(filled=True, stroke='grey').encode(\n",
    "        alt.X('Confirmed:Q', scale=alt.Scale(type=xscale), axis=alt.Axis(offset=offset)),\n",
    "        alt.Y('Slope:Q', axis=alt.Axis(title='Slope')),\n",
    "        color=alt.Color(by+':N', scale=alt.Scale(scheme='category20'), legend=alt.Legend(columns=2, clipHeight=20, padding=10)),\n",
    "        size=alt.Size(value+':Q', scale=alt.Scale(domain=[source.Confirmed_New.min(), source.Confirmed_New.max()], range=[100*scale, 3000*scale])),\n",
    "        tooltip=[by, 'Confirmed', 'Slope', value]\n",
    "    )\n",
    "    text = base.mark_text().encode(\n",
    "        text=by+':N',\n",
    "        size=alt.value(12),\n",
    "        color=alt.value('black')\n",
    "    ).transform_filter(datum[value] > limit*2)\n",
    "    regression = base.transform_regression('Confirmed', 'Slope', method=\"poly\", order=1).mark_line(strokeDash=[6,8]).encode(color=alt.value('grey'), size=alt.value(2))\n",
    "    hline = alt.Chart().mark_rule(color='red', strokeDash=[6,3]).encode(alt.Y('a:Q', axis=alt.Axis(title=''))).transform_calculate(a=\"0\")\n",
    "\n",
    "    return (base+text+regression+hline) if offset == 0 else (base+text+regression)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Country Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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\"Date\": \"12-24-2020\", \"Confirmed\": 608561.0, \"Deaths\": 14912.0, \"Recovered\": 523829.0, \"Confirmed_New\": 4310.0, \"Deaths_New\": 146.0, \"Recovered_New\": 7406.0, \"Active\": 69820.0, \"Slope\": 0.00033090512452563247}, {\"Country\": \"Russia\", \"Date\": \"12-24-2020\", \"Confirmed\": 2934695.0, \"Deaths\": 52434.0, \"Recovered\": 2347700.0, \"Confirmed_New\": 29499.0, \"Deaths_New\": 624.0, \"Recovered_New\": 26338.0, \"Active\": 534561.0, \"Slope\": 0.002702158178417179}, {\"Country\": \"Serbia\", \"Date\": \"12-24-2020\", \"Confirmed\": 316344.0, \"Deaths\": 2882.0, \"Recovered\": 0.0, \"Confirmed_New\": 4091.0, \"Deaths_New\": 49.0, \"Recovered_New\": 0.0, \"Active\": 313462.0, \"Slope\": -0.006348616163637977}, {\"Country\": \"Slovakia\", \"Date\": \"12-24-2020\", \"Confirmed\": 161562.0, \"Deaths\": 1732.0, \"Recovered\": 114267.0, \"Confirmed_New\": 2657.0, \"Deaths_New\": 46.0, \"Recovered_New\": 1640.0, \"Active\": 45563.0, \"Slope\": -0.021473023413092405}, {\"Country\": \"Slovenia\", \"Date\": \"12-24-2020\", \"Confirmed\": 112021.0, \"Deaths\": 2479.0, \"Recovered\": 91952.0, \"Confirmed_New\": 2087.0, \"Deaths_New\": 25.0, \"Recovered_New\": 1852.0, \"Active\": 17590.0, \"Slope\": 0.12413776016638328}, {\"Country\": \"South Africa\", \"Date\": \"12-24-2020\", \"Confirmed\": 968563.0, \"Deaths\": 25983.0, \"Recovered\": 822978.0, \"Confirmed_New\": 14305.0, \"Deaths_New\": 326.0, \"Recovered_New\": 11606.0, \"Active\": 119602.0, \"Slope\": 0.08053333627394266}, {\"Country\": \"South Korea\", \"Date\": \"12-24-2020\", \"Confirmed\": 54770.0, \"Deaths\": 773.0, \"Recovered\": 38048.0, \"Confirmed_New\": 1237.0, \"Deaths_New\": 17.0, \"Recovered_New\": 623.0, \"Active\": 15949.0, \"Slope\": 0.019151099930898422}, {\"Country\": \"Spain\", \"Date\": \"12-24-2020\", \"Confirmed\": 1854951.0, \"Deaths\": 49824.0, \"Recovered\": 150376.0, \"Confirmed_New\": 12662.0, \"Deaths_New\": 126.0, \"Recovered_New\": 0.0, \"Active\": 1654751.0, \"Slope\": 0.16538030655390298}, {\"Country\": \"Switzerland\", \"Date\": \"12-24-2020\", \"Confirmed\": 428197.0, \"Deaths\": 7098.0, \"Recovered\": 311500.0, \"Confirmed_New\": 4898.0, \"Deaths_New\": 69.0, \"Recovered_New\": 0.0, \"Active\": 109599.0, \"Slope\": 0.16332799801174616}, {\"Country\": \"Tunisia\", \"Date\": \"12-24-2020\", \"Confirmed\": 126752.0, \"Deaths\": 4324.0, \"Recovered\": 97776.0, \"Confirmed_New\": 1752.0, \"Deaths_New\": 49.0, \"Recovered_New\": 750.0, \"Active\": 24652.0, \"Slope\": 0.019670992223640774}, {\"Country\": \"Turkey\", \"Date\": \"12-24-2020\", \"Confirmed\": 2100712.0, \"Deaths\": 19115.0, \"Recovered\": 1935292.0, \"Confirmed_New\": 18102.0, \"Deaths_New\": 254.0, \"Recovered_New\": 33985.0, \"Active\": 146305.0, \"Slope\": -0.057171869260883953}, {\"Country\": \"UK\", \"Date\": \"12-24-2020\", \"Confirmed\": 2195144.0, \"Deaths\": 69732.0, \"Recovered\": 4821.0, \"Confirmed_New\": 39148.0, \"Deaths_New\": 575.0, \"Recovered_New\": 98.0, \"Active\": 2120591.0, \"Slope\": 0.056751117356407345}, {\"Country\": \"US\", \"Date\": \"12-24-2020\", \"Confirmed\": 18650454.0, \"Deaths\": 329023.0, \"Recovered\": 0.0, \"Confirmed_New\": 192081.0, \"Deaths_New\": 2899.0, \"Recovered_New\": 0.0, \"Active\": 18321431.0, \"Slope\": -0.01770407998956029}, {\"Country\": \"Ukraine\", \"Date\": \"12-24-2020\", \"Confirmed\": 1030125.0, \"Deaths\": 18057.0, \"Recovered\": 654592.0, \"Confirmed_New\": 11926.0, \"Deaths_New\": 234.0, \"Recovered_New\": 16327.0, \"Active\": 357476.0, \"Slope\": -0.020752828244821817}, {\"Country\": \"United Arab Emirates\", \"Date\": \"12-24-2020\", \"Confirmed\": 198435.0, \"Deaths\": 647.0, \"Recovered\": 174479.0, \"Confirmed_New\": 1311.0, \"Deaths_New\": 2.0, \"Recovered_New\": 1495.0, \"Active\": 23309.0, \"Slope\": 0.004099635812283415}, {\"Country\": \"West Bank and Gaza\", \"Date\": \"12-24-2020\", \"Confirmed\": 129080.0, \"Deaths\": 1243.0, \"Recovered\": 105233.0, \"Confirmed_New\": 1704.0, \"Deaths_New\": 17.0, \"Recovered_New\": 2291.0, \"Active\": 22604.0, \"Slope\": 0.006888998724677098}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slope_chart(country_level, 'Country', 0, xscale='log', limit=1000, scale=3, window=7).properties(\n",
    "    width=1200,\n",
    "    height=800\n",
    ").interactive()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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1349.0, \"Recovered_New\": 24730.0, \"Active\": 2930526.0}, {\"Country\": \"US\", \"Date\": \"07-31-2020\", \"Confirmed\": 4565722.0, \"Deaths\": 153555.0, \"Recovered\": 1438160.0, \"Confirmed_New\": 68763.0, \"Deaths_New\": 1277.0, \"Recovered_New\": 24005.0, \"Active\": 2974007.0}, {\"Country\": \"US\", \"Date\": \"08-01-2020\", \"Confirmed\": 4623497.0, \"Deaths\": 154678.0, \"Recovered\": 1461885.0, \"Confirmed_New\": 57775.0, \"Deaths_New\": 1123.0, \"Recovered_New\": 23725.0, \"Active\": 3006934.0}, {\"Country\": \"US\", \"Date\": \"08-02-2020\", \"Confirmed\": 4670110.0, \"Deaths\": 155103.0, \"Recovered\": 1468689.0, \"Confirmed_New\": 46613.0, \"Deaths_New\": 425.0, \"Recovered_New\": 6804.0, \"Active\": 3046318.0}, {\"Country\": \"US\", \"Date\": \"08-03-2020\", \"Confirmed\": 4715655.0, \"Deaths\": 155669.0, \"Recovered\": 1513446.0, \"Confirmed_New\": 45545.0, \"Deaths_New\": 566.0, \"Recovered_New\": 44757.0, \"Active\": 3046540.0}, {\"Country\": \"US\", \"Date\": \"08-04-2020\", \"Confirmed\": 4773256.0, \"Deaths\": 157050.0, \"Recovered\": 1528979.0, \"Confirmed_New\": 57601.0, \"Deaths_New\": 1381.0, \"Recovered_New\": 15533.0, \"Active\": 3087227.0}, {\"Country\": \"US\", \"Date\": \"08-05-2020\", \"Confirmed\": 4827024.0, \"Deaths\": 158462.0, \"Recovered\": 1577851.0, \"Confirmed_New\": 53768.0, \"Deaths_New\": 1412.0, \"Recovered_New\": 48872.0, \"Active\": 3090711.0}, {\"Country\": \"US\", \"Date\": \"08-06-2020\", \"Confirmed\": 4886579.0, \"Deaths\": 160292.0, \"Recovered\": 1598624.0, \"Confirmed_New\": 59555.0, \"Deaths_New\": 1830.0, \"Recovered_New\": 20773.0, \"Active\": 3127663.0}, {\"Country\": \"US\", \"Date\": \"08-07-2020\", \"Confirmed\": 4945300.0, \"Deaths\": 161533.0, \"Recovered\": 1623870.0, \"Confirmed_New\": 58721.0, \"Deaths_New\": 1241.0, \"Recovered_New\": 25246.0, \"Active\": 3159897.0}, {\"Country\": \"US\", \"Date\": \"08-08-2020\", \"Confirmed\": 5000288.0, \"Deaths\": 162602.0, \"Recovered\": 1643118.0, 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170679.0, \"Recovered\": 1865580.0, \"Confirmed_New\": 36211.0, \"Deaths_New\": 448.0, \"Recovered_New\": 32513.0, \"Active\": 3405209.0}, {\"Country\": \"US\", \"Date\": \"08-18-2020\", \"Confirmed\": 5486501.0, \"Deaths\": 171982.0, \"Recovered\": 1898159.0, \"Confirmed_New\": 45033.0, \"Deaths_New\": 1303.0, \"Recovered_New\": 32579.0, \"Active\": 3416360.0}, {\"Country\": \"US\", \"Date\": \"08-19-2020\", \"Confirmed\": 5533444.0, \"Deaths\": 173332.0, \"Recovered\": 1925049.0, \"Confirmed_New\": 46943.0, \"Deaths_New\": 1350.0, \"Recovered_New\": 26890.0, \"Active\": 3435063.0}, {\"Country\": \"US\", \"Date\": \"08-20-2020\", \"Confirmed\": 5577373.0, \"Deaths\": 174411.0, \"Recovered\": 1947035.0, \"Confirmed_New\": 43929.0, \"Deaths_New\": 1079.0, \"Recovered_New\": 21986.0, \"Active\": 3455927.0}, {\"Country\": \"US\", \"Date\": \"08-21-2020\", \"Confirmed\": 5626798.0, \"Deaths\": 175509.0, \"Recovered\": 1965056.0, \"Confirmed_New\": 49425.0, \"Deaths_New\": 1098.0, 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10164349.0, \"Deaths\": 239077.0, \"Recovered\": 3928845.0, \"Confirmed_New\": 87811.0, \"Deaths_New\": 680.0, \"Recovered_New\": 47354.0, \"Active\": 5996427.0}, {\"Country\": \"US\", \"Date\": \"11-10-2020\", \"Confirmed\": 10308385.0, \"Deaths\": 240496.0, \"Recovered\": 3961873.0, \"Confirmed_New\": 144036.0, \"Deaths_New\": 1419.0, \"Recovered_New\": 33028.0, \"Active\": 6106016.0}, {\"Country\": \"US\", \"Date\": \"11-11-2020\", \"Confirmed\": 10454619.0, \"Deaths\": 241978.0, \"Recovered\": 3997175.0, \"Confirmed_New\": 146234.0, \"Deaths_New\": 1482.0, \"Recovered_New\": 35302.0, \"Active\": 6215466.0}, {\"Country\": \"US\", \"Date\": \"11-12-2020\", \"Confirmed\": 10616251.0, \"Deaths\": 243335.0, \"Recovered\": 4051256.0, \"Confirmed_New\": 161632.0, \"Deaths_New\": 1357.0, \"Recovered_New\": 54081.0, \"Active\": 6321660.0}, {\"Country\": \"US\", \"Date\": \"11-13-2020\", \"Confirmed\": 10795270.0, \"Deaths\": 244499.0, \"Recovered\": 4095146.0, \"Confirmed_New\": 179019.0, 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\"US\", \"Date\": \"11-18-2020\", \"Confirmed\": 11591694.0, \"Deaths\": 250716.0, \"Recovered\": 4350789.0, \"Confirmed_New\": 172555.0, \"Deaths_New\": 1878.0, \"Recovered_New\": 57149.0, \"Active\": 6990189.0}, {\"Country\": \"US\", \"Date\": \"11-19-2020\", \"Confirmed\": 11780990.0, \"Deaths\": 252694.0, \"Recovered\": 4410709.0, \"Confirmed_New\": 189296.0, \"Deaths_New\": 1978.0, \"Recovered_New\": 59920.0, \"Active\": 7117587.0}, {\"Country\": \"US\", \"Date\": \"11-20-2020\", \"Confirmed\": 11977440.0, \"Deaths\": 254590.0, \"Recovered\": 4457930.0, \"Confirmed_New\": 196450.0, \"Deaths_New\": 1896.0, \"Recovered_New\": 47221.0, \"Active\": 7264920.0}, {\"Country\": \"US\", \"Date\": \"11-21-2020\", \"Confirmed\": 12157737.0, \"Deaths\": 256040.0, \"Recovered\": 4529700.0, \"Confirmed_New\": 180297.0, \"Deaths_New\": 1450.0, \"Recovered_New\": 71770.0, \"Active\": 7371997.0}, {\"Country\": \"US\", \"Date\": \"11-22-2020\", \"Confirmed\": 12304199.0, \"Deaths\": 256958.0, \"Recovered\": 4526513.0, \"Confirmed_New\": 146462.0, \"Deaths_New\": 918.0, \"Recovered_New\": -3187.0, \"Active\": 7520728.0}, {\"Country\": \"US\", \"Date\": \"11-23-2020\", \"Confirmed\": 12472178.0, \"Deaths\": 257874.0, \"Recovered\": 4633600.0, \"Confirmed_New\": 167979.0, \"Deaths_New\": 916.0, \"Recovered_New\": 107087.0, \"Active\": 7580704.0}, {\"Country\": \"US\", \"Date\": \"11-24-2020\", \"Confirmed\": 12646575.0, \"Deaths\": 260000.0, \"Recovered\": 4696664.0, \"Confirmed_New\": 174397.0, \"Deaths_New\": 2126.0, \"Recovered_New\": 63064.0, \"Active\": 7689911.0}, {\"Country\": \"US\", \"Date\": \"11-25-2020\", \"Confirmed\": 12830170.0, \"Deaths\": 262287.0, \"Recovered\": 4835956.0, \"Confirmed_New\": 183595.0, \"Deaths_New\": 2287.0, \"Recovered_New\": 139292.0, \"Active\": 7731927.0}, {\"Country\": \"US\", \"Date\": \"11-26-2020\", \"Confirmed\": 12944048.0, \"Deaths\": 263532.0, \"Recovered\": 4871203.0, \"Confirmed_New\": 113878.0, \"Deaths_New\": 1245.0, \"Recovered_New\": 35247.0, \"Active\": 7809313.0}, {\"Country\": \"US\", \"Date\": \"11-27-2020\", \"Confirmed\": 13148135.0, \"Deaths\": 264958.0, \"Recovered\": 4947446.0, \"Confirmed_New\": 204087.0, \"Deaths_New\": 1426.0, \"Recovered_New\": 76243.0, \"Active\": 7935731.0}, {\"Country\": \"US\", \"Date\": \"11-28-2020\", \"Confirmed\": 13303242.0, \"Deaths\": 266170.0, \"Recovered\": 5023063.0, \"Confirmed_New\": 155107.0, \"Deaths_New\": 1212.0, \"Recovered_New\": 75617.0, \"Active\": 8014009.0}, {\"Country\": \"US\", \"Date\": \"11-29-2020\", \"Confirmed\": 13442656.0, \"Deaths\": 267012.0, \"Recovered\": 5065030.0, \"Confirmed_New\": 139414.0, \"Deaths_New\": 842.0, \"Recovered_New\": 41967.0, \"Active\": 8110614.0}, {\"Country\": \"US\", \"Date\": \"11-30-2020\", \"Confirmed\": 13599496.0, \"Deaths\": 268165.0, \"Recovered\": 5146319.0, \"Confirmed_New\": 156840.0, \"Deaths_New\": 1153.0, \"Recovered_New\": 81289.0, \"Active\": 8185012.0}, {\"Country\": \"US\", \"Date\": \"12-01-2020\", \"Confirmed\": 13783773.0, \"Deaths\": 270753.0, \"Recovered\": 5226581.0, \"Confirmed_New\": 184277.0, \"Deaths_New\": 2588.0, \"Recovered_New\": 80262.0, \"Active\": 8286439.0}, {\"Country\": \"US\", \"Date\": \"12-02-2020\", \"Confirmed\": 13985434.0, \"Deaths\": 273528.0, \"Recovered\": 5322128.0, \"Confirmed_New\": 201661.0, \"Deaths_New\": 2775.0, \"Recovered_New\": 95547.0, \"Active\": 8389778.0}, {\"Country\": \"US\", \"Date\": \"12-03-2020\", \"Confirmed\": 14205041.0, \"Deaths\": 276371.0, \"Recovered\": 5404018.0, \"Confirmed_New\": 219607.0, \"Deaths_New\": 2843.0, \"Recovered_New\": 81890.0, \"Active\": 8524652.0}, {\"Country\": \"US\", \"Date\": \"12-04-2020\", \"Confirmed\": 14434647.0, \"Deaths\": 278965.0, \"Recovered\": 5470389.0, \"Confirmed_New\": 229606.0, \"Deaths_New\": 2594.0, \"Recovered_New\": 66371.0, \"Active\": 8685293.0}, {\"Country\": \"US\", \"Date\": \"12-05-2020\", \"Confirmed\": 14650139.0, \"Deaths\": 281222.0, \"Recovered\": 5576026.0, \"Confirmed_New\": 215492.0, \"Deaths_New\": 2257.0, \"Recovered_New\": 105637.0, \"Active\": 8792891.0}, {\"Country\": \"US\", \"Date\": \"12-06-2020\", \"Confirmed\": 14830883.0, \"Deaths\": 282344.0, \"Recovered\": 5624444.0, \"Confirmed_New\": 180744.0, \"Deaths_New\": 1122.0, \"Recovered_New\": 48418.0, \"Active\": 8924095.0}, {\"Country\": \"US\", \"Date\": \"12-07-2020\", \"Confirmed\": 15020042.0, \"Deaths\": 283763.0, \"Recovered\": 5714557.0, \"Confirmed_New\": 189159.0, \"Deaths_New\": 1419.0, \"Recovered_New\": 90113.0, \"Active\": 9021722.0}, {\"Country\": \"US\", \"Date\": \"12-08-2020\", \"Confirmed\": 15239976.0, \"Deaths\": 286283.0, \"Recovered\": 5786915.0, \"Confirmed_New\": 219934.0, \"Deaths_New\": 2520.0, \"Recovered_New\": 72358.0, \"Active\": 9166778.0}, {\"Country\": \"US\", \"Date\": \"12-09-2020\", \"Confirmed\": 15463239.0, \"Deaths\": 289347.0, \"Recovered\": 5889896.0, \"Confirmed_New\": 223263.0, \"Deaths_New\": 3064.0, \"Recovered_New\": 102981.0, \"Active\": 9283996.0}, {\"Country\": \"US\", \"Date\": \"12-10-2020\", \"Confirmed\": 15689923.0, \"Deaths\": 292267.0, \"Recovered\": 5985047.0, \"Confirmed_New\": 226684.0, \"Deaths_New\": 2920.0, \"Recovered_New\": 95151.0, \"Active\": 9412609.0}, {\"Country\": \"US\", \"Date\": \"12-11-2020\", \"Confirmed\": 15924026.0, \"Deaths\": 295550.0, \"Recovered\": 6135314.0, \"Confirmed_New\": 234103.0, \"Deaths_New\": 3283.0, \"Recovered_New\": 150267.0, \"Active\": 9493162.0}, {\"Country\": \"US\", \"Date\": \"12-12-2020\", \"Confirmed\": 16143219.0, \"Deaths\": 297904.0, \"Recovered\": 6246605.0, \"Confirmed_New\": 219193.0, \"Deaths_New\": 2354.0, \"Recovered_New\": 111291.0, \"Active\": 9598710.0}, {\"Country\": \"US\", \"Date\": \"12-13-2020\", \"Confirmed\": 16334361.0, \"Deaths\": 299293.0, \"Recovered\": 6298082.0, \"Confirmed_New\": 191142.0, \"Deaths_New\": 1389.0, \"Recovered_New\": 51477.0, \"Active\": 9736986.0}, {\"Country\": \"US\", \"Date\": \"12-14-2020\", \"Confirmed\": 16527207.0, \"Deaths\": 300777.0, \"Recovered\": 6399531.0, \"Confirmed_New\": 192846.0, \"Deaths_New\": 1484.0, \"Recovered_New\": 101449.0, \"Active\": 9826899.0}, {\"Country\": \"US\", \"Date\": \"12-15-2020\", \"Confirmed\": 16725973.0, \"Deaths\": 303761.0, \"Recovered\": 0.0, \"Confirmed_New\": 198766.0, \"Deaths_New\": 2984.0, \"Recovered_New\": -6399531.0, \"Active\": 16422212.0}, {\"Country\": \"US\", \"Date\": \"12-16-2020\", \"Confirmed\": 16973376.0, \"Deaths\": 307443.0, \"Recovered\": 0.0, \"Confirmed_New\": 247403.0, \"Deaths_New\": 3682.0, \"Recovered_New\": 0.0, \"Active\": 16665933.0}, {\"Country\": \"US\", \"Date\": \"12-17-2020\", \"Confirmed\": 17209587.0, \"Deaths\": 310789.0, \"Recovered\": 0.0, \"Confirmed_New\": 236211.0, \"Deaths_New\": 3346.0, \"Recovered_New\": 0.0, \"Active\": 16898798.0}, {\"Country\": \"US\", \"Date\": \"12-18-2020\", \"Confirmed\": 17459296.0, \"Deaths\": 313610.0, \"Recovered\": 0.0, \"Confirmed_New\": 249709.0, \"Deaths_New\": 2821.0, \"Recovered_New\": 0.0, \"Active\": 17145686.0}, {\"Country\": \"US\", \"Date\": \"12-19-2020\", \"Confirmed\": 17655591.0, \"Deaths\": 316159.0, \"Recovered\": 0.0, \"Confirmed_New\": 196295.0, \"Deaths_New\": 2549.0, \"Recovered_New\": 0.0, \"Active\": 17339432.0}, {\"Country\": \"US\", \"Date\": \"12-20-2020\", \"Confirmed\": 17844690.0, \"Deaths\": 317668.0, \"Recovered\": 0.0, \"Confirmed_New\": 189099.0, \"Deaths_New\": 1509.0, \"Recovered_New\": 0.0, \"Active\": 17527022.0}, {\"Country\": \"US\", \"Date\": \"12-21-2020\", \"Confirmed\": 18035209.0, \"Deaths\": 319364.0, \"Recovered\": 0.0, \"Confirmed_New\": 190519.0, \"Deaths_New\": 1696.0, \"Recovered_New\": 0.0, \"Active\": 17715845.0}, {\"Country\": \"US\", \"Date\": \"12-22-2020\", \"Confirmed\": 18230242.0, \"Deaths\": 322765.0, \"Recovered\": 0.0, \"Confirmed_New\": 195033.0, \"Deaths_New\": 3401.0, \"Recovered_New\": 0.0, \"Active\": 17907477.0}, {\"Country\": \"US\", \"Date\": \"12-23-2020\", \"Confirmed\": 18458373.0, \"Deaths\": 326124.0, \"Recovered\": 0.0, \"Confirmed_New\": 228131.0, \"Deaths_New\": 3359.0, \"Recovered_New\": 0.0, \"Active\": 18132249.0}, {\"Country\": \"US\", \"Date\": \"12-24-2020\", \"Confirmed\": 18650454.0, \"Deaths\": 329023.0, \"Recovered\": 0.0, \"Confirmed_New\": 192081.0, \"Deaths_New\": 2899.0, \"Recovered_New\": 0.0, \"Active\": 18321431.0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = country_level\n",
    "state = alt.Chart(data[data['Country'] == 'US'].sort_values('Date').tail(160)).mark_line().encode(\n",
    "    alt.X('Date:T', axis=alt.Axis(title='Cumulative Cases')),\n",
    "    alt.Y('Confirmed_New:Q', axis=alt.Axis(title='New Cases'))\n",
    ")\n",
    "reg = state.transform_regression(\"Date\", \"Confirmed_New\", method=\"linear\").mark_line(color='red', strokeDash=[6,3])\n",
    "(state+reg).properties(width=800, height=500).interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# State Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b4aa50d97b484bb095a123a49502097f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=7, description='window', max=90, min=2), IntSlider(value=1, description=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact(window=(2, 90, 1), past=(1, 90, 1))\n",
    "def chart(window=7, past=0):\n",
    "    return slope_chart(state_data('US'), 'State', 0, limit=50, xscale='log', scale=3, window=window, today=days[-past]).properties(\n",
    "        width=1200,\n",
    "        height=800\n",
    "    ).interactive()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-6dd8f5b2cbc54d9fa19143791991279e\"></div>\n",
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       "    let outputDiv = document.currentScript.previousElementSibling;\n",
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       "      outputDiv = document.getElementById(\"altair-viz-6dd8f5b2cbc54d9fa19143791991279e\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": \"line\", \"encoding\": {\"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed_New\"}}, \"selection\": {\"selector004\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}}, {\"mark\": {\"type\": \"line\", \"color\": \"red\", \"strokeDash\": [6, 3]}, \"encoding\": {\"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed_New\"}}, \"transform\": [{\"on\": \"Confirmed\", \"regression\": \"Confirmed_New\", \"method\": \"poly\"}]}], \"data\": {\"name\": \"data-82e80815aa2c38ae75afc28d5a2d4617\"}, \"height\": 500, \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-82e80815aa2c38ae75afc28d5a2d4617\": [{\"State\": \"CA\", \"Date\": \"10-26-2020\", \"Confirmed\": 910438.0, \"Deaths\": 17386.0, \"Recovered\": 0.0, \"Confirmed_New\": 3842.0, \"Deaths_New\": 28.0, \"Recovered_New\": 0.0, \"Active\": 893052.0}, {\"State\": \"CA\", \"Date\": \"10-27-2020\", \"Confirmed\": 914888.0, \"Deaths\": 17460.0, \"Recovered\": 0.0, \"Confirmed_New\": 4450.0, \"Deaths_New\": 74.0, \"Recovered_New\": 0.0, \"Active\": 897428.0}, {\"State\": \"CA\", \"Date\": \"10-28-2020\", \"Confirmed\": 919276.0, \"Deaths\": 17529.0, \"Recovered\": 0.0, \"Confirmed_New\": 4388.0, \"Deaths_New\": 69.0, \"Recovered_New\": 0.0, \"Active\": 901747.0}, {\"State\": \"CA\", \"Date\": \"10-29-2020\", \"Confirmed\": 923648.0, \"Deaths\": 17559.0, \"Recovered\": 0.0, \"Confirmed_New\": 4372.0, \"Deaths_New\": 30.0, \"Recovered_New\": 0.0, \"Active\": 906089.0}, {\"State\": \"CA\", \"Date\": \"10-30-2020\", \"Confirmed\": 928028.0, \"Deaths\": 17618.0, \"Recovered\": 0.0, \"Confirmed_New\": 4380.0, \"Deaths_New\": 59.0, \"Recovered_New\": 0.0, \"Active\": 910410.0}, {\"State\": \"CA\", \"Date\": \"10-31-2020\", \"Confirmed\": 932143.0, \"Deaths\": 17659.0, \"Recovered\": 0.0, \"Confirmed_New\": 4115.0, \"Deaths_New\": 41.0, \"Recovered_New\": 0.0, \"Active\": 914484.0}, {\"State\": \"CA\", \"Date\": \"11-01-2020\", \"Confirmed\": 935878.0, \"Deaths\": 17671.0, \"Recovered\": 0.0, \"Confirmed_New\": 3735.0, \"Deaths_New\": 12.0, \"Recovered_New\": 0.0, \"Active\": 918207.0}, {\"State\": \"CA\", \"Date\": \"11-02-2020\", \"Confirmed\": 940411.0, \"Deaths\": 17689.0, \"Recovered\": 0.0, \"Confirmed_New\": 4533.0, \"Deaths_New\": 18.0, \"Recovered_New\": 0.0, \"Active\": 922722.0}, {\"State\": \"CA\", \"Date\": \"11-03-2020\", \"Confirmed\": 945401.0, \"Deaths\": 17745.0, \"Recovered\": 0.0, \"Confirmed_New\": 4990.0, \"Deaths_New\": 56.0, \"Recovered_New\": 0.0, \"Active\": 927656.0}, {\"State\": \"CA\", \"Date\": \"11-04-2020\", \"Confirmed\": 950920.0, \"Deaths\": 17808.0, \"Recovered\": 0.0, \"Confirmed_New\": 5519.0, \"Deaths_New\": 63.0, \"Recovered_New\": 0.0, \"Active\": 933112.0}, {\"State\": \"CA\", \"Date\": \"11-05-2020\", \"Confirmed\": 956854.0, \"Deaths\": 17860.0, \"Recovered\": 0.0, \"Confirmed_New\": 5934.0, \"Deaths_New\": 52.0, \"Recovered_New\": 0.0, \"Active\": 938994.0}, {\"State\": \"CA\", \"Date\": \"11-06-2020\", \"Confirmed\": 963211.0, \"Deaths\": 17931.0, \"Recovered\": 0.0, \"Confirmed_New\": 6357.0, \"Deaths_New\": 71.0, \"Recovered_New\": 0.0, \"Active\": 945280.0}, {\"State\": \"CA\", \"Date\": \"11-07-2020\", \"Confirmed\": 969362.0, \"Deaths\": 17961.0, \"Recovered\": 0.0, \"Confirmed_New\": 6151.0, \"Deaths_New\": 30.0, \"Recovered_New\": 0.0, \"Active\": 951401.0}, {\"State\": \"CA\", \"Date\": \"11-08-2020\", \"Confirmed\": 972713.0, \"Deaths\": 17973.0, \"Recovered\": 0.0, \"Confirmed_New\": 3351.0, \"Deaths_New\": 12.0, \"Recovered_New\": 0.0, \"Active\": 954740.0}, {\"State\": \"CA\", \"Date\": \"11-09-2020\", \"Confirmed\": 981297.0, \"Deaths\": 18021.0, \"Recovered\": 0.0, \"Confirmed_New\": 8584.0, \"Deaths_New\": 48.0, \"Recovered_New\": 0.0, \"Active\": 963276.0}, {\"State\": \"CA\", \"Date\": \"11-10-2020\", \"Confirmed\": 989432.0, \"Deaths\": 18066.0, \"Recovered\": 0.0, \"Confirmed_New\": 8135.0, \"Deaths_New\": 45.0, \"Recovered_New\": 0.0, \"Active\": 971366.0}, {\"State\": \"CA\", \"Date\": \"11-11-2020\", \"Confirmed\": 995575.0, \"Deaths\": 18108.0, \"Recovered\": 0.0, \"Confirmed_New\": 6143.0, \"Deaths_New\": 42.0, \"Recovered_New\": 0.0, \"Active\": 977467.0}, {\"State\": \"CA\", \"Date\": \"11-12-2020\", \"Confirmed\": 1004116.0, \"Deaths\": 18135.0, \"Recovered\": 0.0, \"Confirmed_New\": 8541.0, \"Deaths_New\": 27.0, \"Recovered_New\": 0.0, \"Active\": 985981.0}, {\"State\": \"CA\", \"Date\": \"11-13-2020\", \"Confirmed\": 1013566.0, \"Deaths\": 18205.0, \"Recovered\": 0.0, \"Confirmed_New\": 9450.0, \"Deaths_New\": 70.0, \"Recovered_New\": 0.0, \"Active\": 995361.0}, {\"State\": \"CA\", \"Date\": \"11-14-2020\", \"Confirmed\": 1023067.0, \"Deaths\": 18253.0, \"Recovered\": 0.0, \"Confirmed_New\": 9501.0, \"Deaths_New\": 48.0, \"Recovered_New\": 0.0, \"Active\": 1004814.0}, {\"State\": \"CA\", \"Date\": \"11-15-2020\", \"Confirmed\": 1032095.0, \"Deaths\": 18262.0, \"Recovered\": 0.0, \"Confirmed_New\": 9028.0, \"Deaths_New\": 9.0, \"Recovered_New\": 0.0, \"Active\": 1013833.0}, {\"State\": \"CA\", \"Date\": \"11-16-2020\", \"Confirmed\": 1041690.0, \"Deaths\": 18288.0, \"Recovered\": 0.0, \"Confirmed_New\": 9595.0, \"Deaths_New\": 26.0, \"Recovered_New\": 0.0, \"Active\": 1023402.0}, {\"State\": \"CA\", \"Date\": \"11-17-2020\", \"Confirmed\": 1052285.0, \"Deaths\": 18347.0, \"Recovered\": 0.0, \"Confirmed_New\": 10595.0, \"Deaths_New\": 59.0, \"Recovered_New\": 0.0, \"Active\": 1033938.0}, {\"State\": \"CA\", \"Date\": \"11-18-2020\", \"Confirmed\": 1064040.0, \"Deaths\": 18453.0, \"Recovered\": 0.0, \"Confirmed_New\": 11755.0, \"Deaths_New\": 106.0, \"Recovered_New\": 0.0, \"Active\": 1045587.0}, {\"State\": \"CA\", \"Date\": \"11-19-2020\", \"Confirmed\": 1077174.0, \"Deaths\": 18542.0, \"Recovered\": 0.0, \"Confirmed_New\": 13134.0, \"Deaths_New\": 89.0, \"Recovered_New\": 0.0, \"Active\": 1058632.0}, {\"State\": \"CA\", \"Date\": \"11-20-2020\", \"Confirmed\": 1089750.0, \"Deaths\": 18640.0, \"Recovered\": 0.0, \"Confirmed_New\": 12576.0, \"Deaths_New\": 98.0, \"Recovered_New\": 0.0, \"Active\": 1071110.0}, {\"State\": \"CA\", \"Date\": \"11-21-2020\", \"Confirmed\": 1105435.0, \"Deaths\": 18672.0, \"Recovered\": 0.0, \"Confirmed_New\": 15685.0, \"Deaths_New\": 32.0, \"Recovered_New\": 0.0, \"Active\": 1086763.0}, {\"State\": \"CA\", \"Date\": \"11-22-2020\", \"Confirmed\": 1114524.0, \"Deaths\": 18726.0, \"Recovered\": 0.0, \"Confirmed_New\": 9089.0, \"Deaths_New\": 54.0, \"Recovered_New\": 0.0, \"Active\": 1095798.0}, {\"State\": \"CA\", \"Date\": \"11-23-2020\", \"Confirmed\": 1128219.0, \"Deaths\": 18753.0, \"Recovered\": 0.0, \"Confirmed_New\": 13695.0, \"Deaths_New\": 27.0, \"Recovered_New\": 0.0, \"Active\": 1109466.0}, {\"State\": \"CA\", \"Date\": \"11-24-2020\", \"Confirmed\": 1145209.0, \"Deaths\": 18862.0, \"Recovered\": 0.0, \"Confirmed_New\": 16990.0, \"Deaths_New\": 109.0, \"Recovered_New\": 0.0, \"Active\": 1126347.0}, {\"State\": \"CA\", \"Date\": \"11-25-2020\", \"Confirmed\": 1160940.0, \"Deaths\": 18968.0, \"Recovered\": 0.0, \"Confirmed_New\": 15731.0, \"Deaths_New\": 106.0, \"Recovered_New\": 0.0, \"Active\": 1141972.0}, {\"State\": \"CA\", \"Date\": \"11-26-2020\", \"Confirmed\": 1171802.0, \"Deaths\": 19025.0, \"Recovered\": 0.0, \"Confirmed_New\": 10862.0, \"Deaths_New\": 57.0, \"Recovered_New\": 0.0, \"Active\": 1152777.0}, {\"State\": \"CA\", \"Date\": \"11-27-2020\", \"Confirmed\": 1185576.0, \"Deaths\": 19089.0, \"Recovered\": 0.0, \"Confirmed_New\": 13774.0, \"Deaths_New\": 64.0, \"Recovered_New\": 0.0, \"Active\": 1166487.0}, {\"State\": \"CA\", \"Date\": \"11-28-2020\", \"Confirmed\": 1200624.0, \"Deaths\": 19116.0, \"Recovered\": 0.0, \"Confirmed_New\": 15048.0, \"Deaths_New\": 27.0, \"Recovered_New\": 0.0, \"Active\": 1181508.0}, {\"State\": \"CA\", \"Date\": \"11-29-2020\", \"Confirmed\": 1215455.0, \"Deaths\": 19151.0, \"Recovered\": 0.0, \"Confirmed_New\": 14831.0, \"Deaths_New\": 35.0, \"Recovered_New\": 0.0, \"Active\": 1196304.0}, {\"State\": \"CA\", \"Date\": \"11-30-2020\", \"Confirmed\": 1230264.0, \"Deaths\": 19173.0, \"Recovered\": 0.0, \"Confirmed_New\": 14809.0, \"Deaths_New\": 22.0, \"Recovered_New\": 0.0, \"Active\": 1211091.0}, {\"State\": \"CA\", \"Date\": \"12-01-2020\", \"Confirmed\": 1246042.0, \"Deaths\": 19304.0, \"Recovered\": 0.0, \"Confirmed_New\": 15778.0, \"Deaths_New\": 131.0, \"Recovered_New\": 0.0, \"Active\": 1226738.0}, {\"State\": \"CA\", \"Date\": \"12-02-2020\", \"Confirmed\": 1265182.0, \"Deaths\": 19410.0, \"Recovered\": 0.0, \"Confirmed_New\": 19140.0, \"Deaths_New\": 106.0, \"Recovered_New\": 0.0, \"Active\": 1245772.0}, {\"State\": \"CA\", \"Date\": \"12-03-2020\", \"Confirmed\": 1286550.0, \"Deaths\": 19553.0, \"Recovered\": 0.0, \"Confirmed_New\": 21368.0, \"Deaths_New\": 143.0, \"Recovered_New\": 0.0, \"Active\": 1266997.0}, {\"State\": \"CA\", \"Date\": \"12-04-2020\", \"Confirmed\": 1310307.0, \"Deaths\": 19734.0, \"Recovered\": 0.0, \"Confirmed_New\": 23757.0, \"Deaths_New\": 181.0, \"Recovered_New\": 0.0, \"Active\": 1290573.0}, {\"State\": \"CA\", \"Date\": \"12-05-2020\", \"Confirmed\": 1337941.0, \"Deaths\": 19870.0, \"Recovered\": 0.0, \"Confirmed_New\": 27634.0, \"Deaths_New\": 136.0, \"Recovered_New\": 0.0, \"Active\": 1318071.0}, {\"State\": \"CA\", \"Date\": \"12-06-2020\", \"Confirmed\": 1366673.0, \"Deaths\": 19928.0, \"Recovered\": 0.0, \"Confirmed_New\": 28732.0, \"Deaths_New\": 58.0, \"Recovered_New\": 0.0, \"Active\": 1346745.0}, {\"State\": \"CA\", \"Date\": \"12-07-2020\", \"Confirmed\": 1390828.0, \"Deaths\": 20015.0, \"Recovered\": 0.0, \"Confirmed_New\": 24155.0, \"Deaths_New\": 87.0, \"Recovered_New\": 0.0, \"Active\": 1370813.0}, {\"State\": \"CA\", \"Date\": \"12-08-2020\", \"Confirmed\": 1415396.0, \"Deaths\": 20205.0, \"Recovered\": 0.0, \"Confirmed_New\": 24568.0, \"Deaths_New\": 190.0, \"Recovered_New\": 0.0, \"Active\": 1395191.0}, {\"State\": \"CA\", \"Date\": \"12-09-2020\", \"Confirmed\": 1448987.0, \"Deaths\": 20411.0, \"Recovered\": 0.0, \"Confirmed_New\": 33591.0, \"Deaths_New\": 206.0, \"Recovered_New\": 0.0, \"Active\": 1428576.0}, {\"State\": \"CA\", \"Date\": \"12-10-2020\", \"Confirmed\": 1482551.0, \"Deaths\": 20603.0, \"Recovered\": 0.0, \"Confirmed_New\": 33564.0, \"Deaths_New\": 192.0, \"Recovered_New\": 0.0, \"Active\": 1461948.0}, {\"State\": \"CA\", \"Date\": \"12-11-2020\", \"Confirmed\": 1516215.0, \"Deaths\": 20787.0, \"Recovered\": 0.0, \"Confirmed_New\": 33664.0, \"Deaths_New\": 184.0, \"Recovered_New\": 0.0, \"Active\": 1495428.0}, {\"State\": \"CA\", \"Date\": \"12-12-2020\", \"Confirmed\": 1549176.0, \"Deaths\": 20958.0, \"Recovered\": 0.0, \"Confirmed_New\": 32961.0, \"Deaths_New\": 171.0, \"Recovered_New\": 0.0, \"Active\": 1528218.0}, {\"State\": \"CA\", \"Date\": \"12-13-2020\", \"Confirmed\": 1585378.0, \"Deaths\": 21040.0, \"Recovered\": 0.0, \"Confirmed_New\": 36202.0, \"Deaths_New\": 82.0, \"Recovered_New\": 0.0, \"Active\": 1564338.0}, {\"State\": \"CA\", \"Date\": \"12-14-2020\", \"Confirmed\": 1611493.0, \"Deaths\": 21144.0, \"Recovered\": 0.0, \"Confirmed_New\": 26115.0, \"Deaths_New\": 104.0, \"Recovered_New\": 0.0, \"Active\": 1590349.0}, {\"State\": \"CA\", \"Date\": \"12-15-2020\", \"Confirmed\": 1644742.0, \"Deaths\": 21420.0, \"Recovered\": 0.0, \"Confirmed_New\": 33249.0, \"Deaths_New\": 276.0, \"Recovered_New\": 0.0, \"Active\": 1623322.0}, {\"State\": \"CA\", \"Date\": \"12-16-2020\", \"Confirmed\": 1708559.0, \"Deaths\": 21817.0, \"Recovered\": 0.0, \"Confirmed_New\": 63817.0, \"Deaths_New\": 397.0, \"Recovered_New\": 0.0, \"Active\": 1686742.0}, {\"State\": \"CA\", \"Date\": \"12-17-2020\", \"Confirmed\": 1753974.0, \"Deaths\": 22094.0, \"Recovered\": 0.0, \"Confirmed_New\": 45415.0, \"Deaths_New\": 277.0, \"Recovered_New\": 0.0, \"Active\": 1731880.0}, {\"State\": \"CA\", \"Date\": \"12-18-2020\", \"Confirmed\": 1802195.0, \"Deaths\": 22370.0, \"Recovered\": 0.0, \"Confirmed_New\": 48221.0, \"Deaths_New\": 276.0, \"Recovered_New\": 0.0, \"Active\": 1779825.0}, {\"State\": \"CA\", \"Date\": \"12-19-2020\", \"Confirmed\": 1842557.0, \"Deaths\": 22582.0, \"Recovered\": 0.0, \"Confirmed_New\": 40362.0, \"Deaths_New\": 212.0, \"Recovered_New\": 0.0, \"Active\": 1819975.0}, {\"State\": \"CA\", \"Date\": \"12-20-2020\", \"Confirmed\": 1884033.0, \"Deaths\": 22675.0, \"Recovered\": 0.0, \"Confirmed_New\": 41476.0, \"Deaths_New\": 93.0, \"Recovered_New\": 0.0, \"Active\": 1861358.0}, {\"State\": \"CA\", \"Date\": \"12-21-2020\", \"Confirmed\": 1923887.0, \"Deaths\": 22837.0, \"Recovered\": 0.0, \"Confirmed_New\": 39854.0, \"Deaths_New\": 162.0, \"Recovered_New\": 0.0, \"Active\": 1901050.0}, {\"State\": \"CA\", \"Date\": \"12-22-2020\", \"Confirmed\": 1958508.0, \"Deaths\": 23239.0, \"Recovered\": 0.0, \"Confirmed_New\": 34621.0, \"Deaths_New\": 402.0, \"Recovered_New\": 0.0, \"Active\": 1935269.0}, {\"State\": \"CA\", \"Date\": \"12-23-2020\", \"Confirmed\": 2002494.0, \"Deaths\": 23558.0, \"Recovered\": 0.0, \"Confirmed_New\": 43986.0, \"Deaths_New\": 319.0, \"Recovered_New\": 0.0, \"Active\": 1978936.0}, {\"State\": \"CA\", \"Date\": \"12-24-2020\", \"Confirmed\": 2040188.0, \"Deaths\": 23881.0, \"Recovered\": 0.0, \"Confirmed_New\": 37694.0, \"Deaths_New\": 323.0, \"Recovered_New\": 0.0, \"Active\": 2016307.0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = state_data('US')\n",
    "state = alt.Chart(data[data['State'] == 'CA'].sort_values('Date').tail(60)).mark_line().encode(\n",
    "    x='Confirmed:Q',\n",
    "    y='Confirmed_New:Q'\n",
    ")\n",
    "reg = state.transform_regression(\"Confirmed\", \"Confirmed_New\", method=\"poly\").mark_line(color='red', strokeDash=[6,3])\n",
    "(state+reg).properties(width=800, height=500).interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# US County Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a9b16af0070e45b5ab98c3a92ef36329",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=7, description='window', max=21, min=2), Output()), _dom_classes=('widge…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact(window=(2, 21, 1))\n",
    "def chart(window=7):\n",
    "    return slope_chart(county_data('CA'), 'County', 0, xscale='log', limit=15, scale=5, window=window).properties(\n",
    "        width=1200,\n",
    "        height=800\n",
    "    ).interactive()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-1ba6a645223042e0a624cfe70336e0ce\"></div>\n",
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       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-1ba6a645223042e0a624cfe70336e0ce\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-1ba6a645223042e0a624cfe70336e0ce\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": \"line\", \"encoding\": {\"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed_New\"}}, \"selection\": {\"selector006\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}}, {\"mark\": {\"type\": \"line\", \"color\": \"red\", \"strokeDash\": [6, 3]}, \"encoding\": {\"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed_New\"}}, \"transform\": [{\"on\": \"Confirmed\", \"regression\": \"Confirmed_New\", \"method\": \"poly\"}]}], \"data\": {\"name\": \"data-24570e6537da19611166efe382e3cace\"}, \"height\": 500, \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-24570e6537da19611166efe382e3cace\": [{\"County\": \"Los Angeles\", \"Date\": \"10-26-2020\", \"Confirmed\": 300614.0, \"Deaths\": 7000.0, \"Recovered\": 0.0, \"Confirmed_New\": 854.0, \"Deaths_New\": 7.0, \"Recovered_New\": 0.0, \"Active\": 293614.0}, {\"County\": \"Los Angeles\", \"Date\": \"10-27-2020\", \"Confirmed\": 302077.0, \"Deaths\": 7027.0, \"Recovered\": 0.0, \"Confirmed_New\": 1463.0, \"Deaths_New\": 27.0, \"Recovered_New\": 0.0, \"Active\": 295050.0}, {\"County\": \"Los Angeles\", \"Date\": \"10-28-2020\", \"Confirmed\": 303369.0, \"Deaths\": 7040.0, \"Recovered\": 0.0, \"Confirmed_New\": 1292.0, \"Deaths_New\": 13.0, \"Recovered_New\": 0.0, \"Active\": 296329.0}, {\"County\": \"Los Angeles\", \"Date\": \"10-29-2020\", \"Confirmed\": 305070.0, \"Deaths\": 7044.0, \"Recovered\": 0.0, \"Confirmed_New\": 1701.0, \"Deaths_New\": 4.0, \"Recovered_New\": 0.0, \"Active\": 298026.0}, {\"County\": \"Los Angeles\", \"Date\": \"10-30-2020\", \"Confirmed\": 306327.0, \"Deaths\": 7056.0, \"Recovered\": 0.0, \"Confirmed_New\": 1257.0, \"Deaths_New\": 12.0, \"Recovered_New\": 0.0, \"Active\": 299271.0}, {\"County\": \"Los Angeles\", \"Date\": \"10-31-2020\", \"Confirmed\": 307618.0, \"Deaths\": 7071.0, \"Recovered\": 0.0, \"Confirmed_New\": 1291.0, \"Deaths_New\": 15.0, \"Recovered_New\": 0.0, \"Active\": 300547.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-01-2020\", \"Confirmed\": 309190.0, \"Deaths\": 7074.0, \"Recovered\": 0.0, \"Confirmed_New\": 1572.0, \"Deaths_New\": 3.0, \"Recovered_New\": 0.0, \"Active\": 302116.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-02-2020\", \"Confirmed\": 310595.0, \"Deaths\": 7076.0, \"Recovered\": 0.0, \"Confirmed_New\": 1405.0, \"Deaths_New\": 2.0, \"Recovered_New\": 0.0, \"Active\": 303519.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-03-2020\", \"Confirmed\": 311745.0, \"Deaths\": 7097.0, \"Recovered\": 0.0, \"Confirmed_New\": 1150.0, \"Deaths_New\": 21.0, \"Recovered_New\": 0.0, \"Active\": 304648.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-04-2020\", \"Confirmed\": 313526.0, \"Deaths\": 7117.0, \"Recovered\": 0.0, \"Confirmed_New\": 1781.0, \"Deaths_New\": 20.0, \"Recovered_New\": 0.0, \"Active\": 306409.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-05-2020\", \"Confirmed\": 315564.0, \"Deaths\": 7140.0, \"Recovered\": 0.0, \"Confirmed_New\": 2038.0, \"Deaths_New\": 23.0, \"Recovered_New\": 0.0, \"Active\": 308424.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-06-2020\", \"Confirmed\": 317656.0, \"Deaths\": 7157.0, \"Recovered\": 0.0, \"Confirmed_New\": 2092.0, \"Deaths_New\": 17.0, \"Recovered_New\": 0.0, \"Active\": 310499.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-07-2020\", \"Confirmed\": 319977.0, \"Deaths\": 7170.0, \"Recovered\": 0.0, \"Confirmed_New\": 2321.0, \"Deaths_New\": 13.0, \"Recovered_New\": 0.0, \"Active\": 312807.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-08-2020\", \"Confirmed\": 319977.0, \"Deaths\": 7170.0, \"Recovered\": 0.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 312807.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-09-2020\", \"Confirmed\": 323625.0, \"Deaths\": 7177.0, \"Recovered\": 0.0, \"Confirmed_New\": 3648.0, \"Deaths_New\": 7.0, \"Recovered_New\": 0.0, \"Active\": 316448.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-10-2020\", \"Confirmed\": 325876.0, \"Deaths\": 7200.0, \"Recovered\": 0.0, \"Confirmed_New\": 2251.0, \"Deaths_New\": 23.0, \"Recovered_New\": 0.0, \"Active\": 318676.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-11-2020\", \"Confirmed\": 327964.0, \"Deaths\": 7216.0, \"Recovered\": 0.0, \"Confirmed_New\": 2088.0, \"Deaths_New\": 16.0, \"Recovered_New\": 0.0, \"Active\": 320748.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-12-2020\", \"Confirmed\": 330450.0, \"Deaths\": 7221.0, \"Recovered\": 0.0, \"Confirmed_New\": 2486.0, \"Deaths_New\": 5.0, \"Recovered_New\": 0.0, \"Active\": 323229.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-13-2020\", \"Confirmed\": 332865.0, \"Deaths\": 7246.0, \"Recovered\": 0.0, \"Confirmed_New\": 2415.0, \"Deaths_New\": 25.0, \"Recovered_New\": 0.0, \"Active\": 325619.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-14-2020\", \"Confirmed\": 336549.0, \"Deaths\": 7266.0, \"Recovered\": 0.0, \"Confirmed_New\": 3684.0, \"Deaths_New\": 20.0, \"Recovered_New\": 0.0, \"Active\": 329283.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-15-2020\", \"Confirmed\": 339560.0, \"Deaths\": 7269.0, \"Recovered\": 0.0, \"Confirmed_New\": 3011.0, \"Deaths_New\": 3.0, \"Recovered_New\": 0.0, \"Active\": 332291.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-16-2020\", \"Confirmed\": 342343.0, \"Deaths\": 7275.0, \"Recovered\": 0.0, \"Confirmed_New\": 2783.0, \"Deaths_New\": 6.0, \"Recovered_New\": 0.0, \"Active\": 335068.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-17-2020\", \"Confirmed\": 344523.0, \"Deaths\": 7299.0, \"Recovered\": 0.0, \"Confirmed_New\": 2180.0, \"Deaths_New\": 24.0, \"Recovered_New\": 0.0, \"Active\": 337224.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-18-2020\", \"Confirmed\": 348336.0, \"Deaths\": 7335.0, \"Recovered\": 0.0, \"Confirmed_New\": 3813.0, \"Deaths_New\": 36.0, \"Recovered_New\": 0.0, \"Active\": 341001.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-19-2020\", \"Confirmed\": 353232.0, \"Deaths\": 7363.0, \"Recovered\": 0.0, \"Confirmed_New\": 4896.0, \"Deaths_New\": 28.0, \"Recovered_New\": 0.0, \"Active\": 345869.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-20-2020\", \"Confirmed\": 357451.0, \"Deaths\": 7396.0, \"Recovered\": 0.0, \"Confirmed_New\": 4219.0, \"Deaths_New\": 33.0, \"Recovered_New\": 0.0, \"Active\": 350055.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-21-2020\", \"Confirmed\": 361869.0, \"Deaths\": 7397.0, \"Recovered\": 0.0, \"Confirmed_New\": 4418.0, \"Deaths_New\": 1.0, \"Recovered_New\": 0.0, \"Active\": 354472.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-22-2020\", \"Confirmed\": 364520.0, \"Deaths\": 7438.0, \"Recovered\": 0.0, \"Confirmed_New\": 2651.0, \"Deaths_New\": 41.0, \"Recovered_New\": 0.0, \"Active\": 357082.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-23-2020\", \"Confirmed\": 370636.0, \"Deaths\": 7446.0, \"Recovered\": 0.0, \"Confirmed_New\": 6116.0, \"Deaths_New\": 8.0, \"Recovered_New\": 0.0, \"Active\": 363190.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-24-2020\", \"Confirmed\": 374134.0, \"Deaths\": 7497.0, \"Recovered\": 0.0, \"Confirmed_New\": 3498.0, \"Deaths_New\": 51.0, \"Recovered_New\": 0.0, \"Active\": 366637.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-25-2020\", \"Confirmed\": 378323.0, \"Deaths\": 7543.0, \"Recovered\": 0.0, \"Confirmed_New\": 4189.0, \"Deaths_New\": 46.0, \"Recovered_New\": 0.0, \"Active\": 370780.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-26-2020\", \"Confirmed\": 383275.0, \"Deaths\": 7580.0, \"Recovered\": 0.0, \"Confirmed_New\": 4952.0, \"Deaths_New\": 37.0, \"Recovered_New\": 0.0, \"Active\": 375695.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-27-2020\", \"Confirmed\": 387793.0, \"Deaths\": 7604.0, \"Recovered\": 0.0, \"Confirmed_New\": 4518.0, \"Deaths_New\": 24.0, \"Recovered_New\": 0.0, \"Active\": 380189.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-28-2020\", \"Confirmed\": 390891.0, \"Deaths\": 7623.0, \"Recovered\": 0.0, \"Confirmed_New\": 3098.0, \"Deaths_New\": 19.0, \"Recovered_New\": 0.0, \"Active\": 383268.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-29-2020\", \"Confirmed\": 395843.0, \"Deaths\": 7639.0, \"Recovered\": 0.0, \"Confirmed_New\": 4952.0, \"Deaths_New\": 16.0, \"Recovered_New\": 0.0, \"Active\": 388204.0}, {\"County\": \"Los Angeles\", \"Date\": \"11-30-2020\", \"Confirmed\": 400919.0, \"Deaths\": 7655.0, \"Recovered\": 0.0, \"Confirmed_New\": 5076.0, \"Deaths_New\": 16.0, \"Recovered_New\": 0.0, \"Active\": 393264.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-01-2020\", \"Confirmed\": 408396.0, \"Deaths\": 7700.0, \"Recovered\": 0.0, \"Confirmed_New\": 7477.0, \"Deaths_New\": 45.0, \"Recovered_New\": 0.0, \"Active\": 400696.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-02-2020\", \"Confirmed\": 414185.0, \"Deaths\": 7740.0, \"Recovered\": 0.0, \"Confirmed_New\": 5789.0, \"Deaths_New\": 40.0, \"Recovered_New\": 0.0, \"Active\": 406445.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-03-2020\", \"Confirmed\": 421881.0, \"Deaths\": 7782.0, \"Recovered\": 0.0, \"Confirmed_New\": 7696.0, \"Deaths_New\": 42.0, \"Recovered_New\": 0.0, \"Active\": 414099.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-04-2020\", \"Confirmed\": 430583.0, \"Deaths\": 7842.0, \"Recovered\": 0.0, \"Confirmed_New\": 8702.0, \"Deaths_New\": 60.0, \"Recovered_New\": 0.0, \"Active\": 422741.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-05-2020\", \"Confirmed\": 439408.0, \"Deaths\": 7886.0, \"Recovered\": 0.0, \"Confirmed_New\": 8825.0, \"Deaths_New\": 44.0, \"Recovered_New\": 0.0, \"Active\": 431522.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-06-2020\", \"Confirmed\": 449851.0, \"Deaths\": 7909.0, \"Recovered\": 0.0, \"Confirmed_New\": 10443.0, \"Deaths_New\": 23.0, \"Recovered_New\": 0.0, \"Active\": 441942.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-07-2020\", \"Confirmed\": 457880.0, \"Deaths\": 7936.0, \"Recovered\": 0.0, \"Confirmed_New\": 8029.0, \"Deaths_New\": 27.0, \"Recovered_New\": 0.0, \"Active\": 449944.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-08-2020\", \"Confirmed\": 466321.0, \"Deaths\": 8000.0, \"Recovered\": 0.0, \"Confirmed_New\": 8441.0, \"Deaths_New\": 64.0, \"Recovered_New\": 0.0, \"Active\": 458321.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-09-2020\", \"Confirmed\": 475271.0, \"Deaths\": 8075.0, \"Recovered\": 0.0, \"Confirmed_New\": 8950.0, \"Deaths_New\": 75.0, \"Recovered_New\": 0.0, \"Active\": 467196.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-10-2020\", \"Confirmed\": 487917.0, \"Deaths\": 8149.0, \"Recovered\": 0.0, \"Confirmed_New\": 12646.0, \"Deaths_New\": 74.0, \"Recovered_New\": 0.0, \"Active\": 479768.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-11-2020\", \"Confirmed\": 501635.0, \"Deaths\": 8199.0, \"Recovered\": 0.0, \"Confirmed_New\": 13718.0, \"Deaths_New\": 50.0, \"Recovered_New\": 0.0, \"Active\": 493436.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-12-2020\", \"Confirmed\": 512872.0, \"Deaths\": 8269.0, \"Recovered\": 0.0, \"Confirmed_New\": 11237.0, \"Deaths_New\": 70.0, \"Recovered_New\": 0.0, \"Active\": 504603.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-13-2020\", \"Confirmed\": 525486.0, \"Deaths\": 8298.0, \"Recovered\": 0.0, \"Confirmed_New\": 12614.0, \"Deaths_New\": 29.0, \"Recovered_New\": 0.0, \"Active\": 517188.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-14-2020\", \"Confirmed\": 532730.0, \"Deaths\": 8345.0, \"Recovered\": 0.0, \"Confirmed_New\": 7244.0, \"Deaths_New\": 47.0, \"Recovered_New\": 0.0, \"Active\": 524385.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-15-2020\", \"Confirmed\": 543769.0, \"Deaths\": 8431.0, \"Recovered\": 0.0, \"Confirmed_New\": 11039.0, \"Deaths_New\": 86.0, \"Recovered_New\": 0.0, \"Active\": 535338.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-16-2020\", \"Confirmed\": 566005.0, \"Deaths\": 8568.0, \"Recovered\": 0.0, \"Confirmed_New\": 22236.0, \"Deaths_New\": 137.0, \"Recovered_New\": 0.0, \"Active\": 557437.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-17-2020\", \"Confirmed\": 580325.0, \"Deaths\": 8664.0, \"Recovered\": 0.0, \"Confirmed_New\": 14320.0, \"Deaths_New\": 96.0, \"Recovered_New\": 0.0, \"Active\": 571661.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-18-2020\", \"Confirmed\": 596721.0, \"Deaths\": 8757.0, \"Recovered\": 0.0, \"Confirmed_New\": 16396.0, \"Deaths_New\": 93.0, \"Recovered_New\": 0.0, \"Active\": 587964.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-19-2020\", \"Confirmed\": 610372.0, \"Deaths\": 8817.0, \"Recovered\": 0.0, \"Confirmed_New\": 13651.0, \"Deaths_New\": 60.0, \"Recovered_New\": 0.0, \"Active\": 601555.0}, {\"County\": \"Los Angeles\", \"Date\": \"12-20-2020\", \"Confirmed\": 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\"Active\": 668000.0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = county_data('CA')\n",
    "state = alt.Chart(data[data['County'] == 'Los Angeles'].sort_values('Date').tail(60)).mark_line().encode(\n",
    "    x='Confirmed:Q',\n",
    "    y='Confirmed_New:Q'\n",
    ")\n",
    "reg = state.transform_regression(\"Confirmed\", \"Confirmed_New\", method=\"poly\").mark_line(color='red', strokeDash=[6,3])\n",
    "(state+reg).properties(width=800, height=500).interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# US Hospitalizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ratreya/anaconda3/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3071: DtypeWarning: Columns (15) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a1074c7b782c4fcd9298339ed1a66ef7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=7, description='window', max=21, min=2), Output()), _dom_classes=('widge…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfh = pd.read_csv('https://covidtracking.com/api/v1/states/daily.csv')\n",
    "dfh.date = pd.to_datetime(dfh.date, format='%Y%m%d')\n",
    "dfh.date = dfh.date.dt.strftime('%m-%d-%Y')\n",
    "dfh = dfh.rename({'date': 'Date', 'state':'State', 'hospitalizedCurrently': 'Hospitalized'}, axis=1)\n",
    "data = state_data('US')\n",
    "data = data.merge(dfh, on=['Date', 'State'], how='outer')\n",
    "@interact(window=(2, 21, 1))\n",
    "def chart(window=7):\n",
    "    return slope_chart(data, 'State', 0, xscale='log', limit=200, scale=4, value='Hospitalized', window=window, today=days[-1]).properties(\n",
    "        width=1200,\n",
    "        height=800\n",
    "    ).interactive()#.properties(width=608, height=385).save('hospitalizations.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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       "    function showError(err) {\n",
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       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "      displayChart(vegaEmbed);\n",
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       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
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\"onVentilatorCurrently\": null, \"onVentilatorCumulative\": null, \"recovered\": null, \"dataQualityGrade\": \"A\", \"lastUpdateEt\": \"12/22/2020 23:59\", \"dateModified\": \"2020-12-22T23:59:00Z\", \"checkTimeEt\": \"12/22 18:59\", \"death\": 21173.0, \"hospitalized\": 61617.0, \"dateChecked\": \"2020-12-22T23:59:00Z\", \"totalTestsViral\": 13340461.0, \"positiveTestsViral\": 1578242.0, \"negativeTestsViral\": 11703145.0, \"positiveCasesViral\": 1059114.0, \"deathConfirmed\": null, \"deathProbable\": null, \"totalTestEncountersViral\": 14941870.0, \"totalTestsPeopleViral\": 8376934.0, \"totalTestsAntibody\": 650372.0, \"positiveTestsAntibody\": 71851.0, \"negativeTestsAntibody\": 578113.0, \"totalTestsPeopleAntibody\": 630838.0, \"positiveTestsPeopleAntibody\": 69600.0, \"negativeTestsPeopleAntibody\": 560932.0, \"totalTestsPeopleAntigen\": null, \"positiveTestsPeopleAntigen\": null, \"totalTestsAntigen\": null, \"positiveTestsAntigen\": null, \"fips\": 12.0, \"positiveIncrease\": 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\"dataQualityGrade\": \"A\", \"lastUpdateEt\": \"12/23/2020 23:59\", \"dateModified\": \"2020-12-23T23:59:00Z\", \"checkTimeEt\": \"12/23 18:59\", \"death\": 21295.0, \"hospitalized\": 61922.0, \"dateChecked\": \"2020-12-23T23:59:00Z\", \"totalTestsViral\": 13468971.0, \"positiveTestsViral\": 1595315.0, \"negativeTestsViral\": 11814196.0, \"positiveCasesViral\": 1067767.0, \"deathConfirmed\": null, \"deathProbable\": null, \"totalTestEncountersViral\": 15093456.0, \"totalTestsPeopleViral\": 8436778.0, \"totalTestsAntibody\": 650372.0, \"positiveTestsAntibody\": 71851.0, \"negativeTestsAntibody\": 578113.0, \"totalTestsPeopleAntibody\": 630838.0, \"positiveTestsPeopleAntibody\": 69600.0, \"negativeTestsPeopleAntibody\": 560932.0, \"totalTestsPeopleAntigen\": null, \"positiveTestsPeopleAntigen\": null, \"totalTestsAntigen\": null, \"positiveTestsAntigen\": null, \"fips\": 12.0, \"positiveIncrease\": 12770.0, \"negativeIncrease\": 47074.0, \"total\": 8443543.0, \"totalTestResultsIncrease\": 151586.0, \"posNeg\": 8436778.0, \"deathIncrease\": 122.0, \"hospitalizedIncrease\": 305.0, \"hash\": \"279a7b2aebdbcc0579247b86ce9fa9bfde7396c7\", \"commercialScore\": 0.0, \"negativeRegularScore\": 0.0, \"negativeScore\": 0.0, \"positiveScore\": 0.0, \"score\": 0.0, \"grade\": null}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state = alt.Chart(data[data['State'] == 'FL'].sort_values('Date').tail(7)).mark_line().encode(\n",
    "    x='Date:T',\n",
    "    y='Hospitalized:Q'\n",
    ")\n",
    "reg = state.transform_regression(\"Date\", \"Hospitalized\", method=\"poly\").mark_line(color='red', strokeDash=[6,3])\n",
    "(state+reg).properties(width=800, height=500).interactive()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-0d98be98d07f4828a7d3fc36f060501b\"></div>\n",
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       "\n",
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       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
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       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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\"Active\": 3.0}, {\"Country\": \"India\", \"Date\": \"02-15-2020\", \"Confirmed\": 3.0, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 3.0}, {\"Country\": \"India\", \"Date\": \"02-16-2020\", \"Confirmed\": 3.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 3.0, \"Active\": 0.0}, {\"Country\": \"India\", \"Date\": \"02-17-2020\", \"Confirmed\": 3.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 0.0}, {\"Country\": \"India\", \"Date\": \"02-18-2020\", \"Confirmed\": 3.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 0.0}, {\"Country\": \"India\", \"Date\": \"02-19-2020\", \"Confirmed\": 3.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 0.0}, 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\"Confirmed\": 3.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 0.0}, {\"Country\": \"India\", \"Date\": \"03-02-2020\", \"Confirmed\": 5.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 2.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 2.0}, {\"Country\": \"India\", \"Date\": \"03-03-2020\", \"Confirmed\": 5.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 2.0}, {\"Country\": \"India\", \"Date\": \"03-04-2020\", \"Confirmed\": 28.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 23.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 25.0}, {\"Country\": \"India\", \"Date\": \"03-05-2020\", \"Confirmed\": 30.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 2.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 27.0}, {\"Country\": \"India\", \"Date\": \"03-06-2020\", \"Confirmed\": 31.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 1.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 28.0}, {\"Country\": \"India\", \"Date\": \"03-07-2020\", \"Confirmed\": 34.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 3.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 31.0}, {\"Country\": \"India\", \"Date\": \"03-08-2020\", \"Confirmed\": 39.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 5.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 36.0}, {\"Country\": \"India\", \"Date\": \"03-09-2020\", \"Confirmed\": 43.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Confirmed_New\": 4.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 40.0}, {\"Country\": \"India\", \"Date\": \"03-10-2020\", \"Confirmed\": 56.0, \"Deaths\": 0.0, \"Recovered\": 4.0, \"Confirmed_New\": 13.0, \"Deaths_New\": 0.0, \"Recovered_New\": 1.0, \"Active\": 52.0}, {\"Country\": \"India\", \"Date\": \"03-11-2020\", \"Confirmed\": 62.0, \"Deaths\": 1.0, \"Recovered\": 4.0, \"Confirmed_New\": 6.0, \"Deaths_New\": 1.0, \"Recovered_New\": 0.0, \"Active\": 57.0}, {\"Country\": \"India\", \"Date\": \"03-12-2020\", \"Confirmed\": 73.0, \"Deaths\": 1.0, \"Recovered\": 4.0, \"Confirmed_New\": 11.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 68.0}, {\"Country\": \"India\", \"Date\": \"03-13-2020\", \"Confirmed\": 82.0, \"Deaths\": 2.0, \"Recovered\": 4.0, \"Confirmed_New\": 9.0, \"Deaths_New\": 1.0, \"Recovered_New\": 0.0, \"Active\": 76.0}, {\"Country\": \"India\", \"Date\": \"03-14-2020\", \"Confirmed\": 102.0, \"Deaths\": 2.0, \"Recovered\": 4.0, \"Confirmed_New\": 20.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 96.0}, {\"Country\": \"India\", \"Date\": \"03-15-2020\", \"Confirmed\": 113.0, \"Deaths\": 2.0, \"Recovered\": 13.0, \"Confirmed_New\": 11.0, \"Deaths_New\": 0.0, \"Recovered_New\": 9.0, \"Active\": 98.0}, {\"Country\": \"India\", \"Date\": \"03-16-2020\", \"Confirmed\": 119.0, \"Deaths\": 2.0, \"Recovered\": 13.0, \"Confirmed_New\": 6.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 104.0}, {\"Country\": \"India\", \"Date\": \"03-17-2020\", \"Confirmed\": 142.0, \"Deaths\": 3.0, \"Recovered\": 14.0, \"Confirmed_New\": 23.0, \"Deaths_New\": 1.0, \"Recovered_New\": 1.0, \"Active\": 125.0}, {\"Country\": \"India\", \"Date\": \"03-18-2020\", \"Confirmed\": 156.0, \"Deaths\": 3.0, \"Recovered\": 14.0, \"Confirmed_New\": 14.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 139.0}, {\"Country\": \"India\", \"Date\": \"03-19-2020\", \"Confirmed\": 194.0, \"Deaths\": 4.0, \"Recovered\": 15.0, \"Confirmed_New\": 38.0, \"Deaths_New\": 1.0, \"Recovered_New\": 1.0, \"Active\": 175.0}, {\"Country\": \"India\", \"Date\": \"03-20-2020\", \"Confirmed\": 244.0, \"Deaths\": 5.0, \"Recovered\": 20.0, \"Confirmed_New\": 50.0, \"Deaths_New\": 1.0, \"Recovered_New\": 5.0, \"Active\": 219.0}, {\"Country\": \"India\", \"Date\": \"03-21-2020\", \"Confirmed\": 330.0, \"Deaths\": 4.0, \"Recovered\": 23.0, \"Confirmed_New\": 86.0, \"Deaths_New\": -1.0, \"Recovered_New\": 3.0, \"Active\": 303.0}, {\"Country\": \"India\", \"Date\": \"03-22-2020\", \"Confirmed\": 396.0, \"Deaths\": 7.0, \"Recovered\": 24.0, \"Confirmed_New\": 66.0, \"Deaths_New\": 3.0, \"Recovered_New\": 1.0, \"Active\": 365.0}, {\"Country\": \"India\", \"Date\": \"03-23-2020\", \"Confirmed\": 499.0, \"Deaths\": 10.0, \"Recovered\": 34.0, \"Confirmed_New\": 103.0, \"Deaths_New\": 3.0, \"Recovered_New\": 10.0, \"Active\": 455.0}, {\"Country\": \"India\", \"Date\": \"03-24-2020\", \"Confirmed\": 536.0, \"Deaths\": 10.0, \"Recovered\": 40.0, \"Confirmed_New\": 37.0, \"Deaths_New\": 0.0, \"Recovered_New\": 6.0, \"Active\": 486.0}, {\"Country\": \"India\", \"Date\": \"03-25-2020\", \"Confirmed\": 657.0, \"Deaths\": 12.0, \"Recovered\": 43.0, \"Confirmed_New\": 121.0, \"Deaths_New\": 2.0, \"Recovered_New\": 3.0, \"Active\": 602.0}, {\"Country\": \"India\", \"Date\": \"03-26-2020\", \"Confirmed\": 727.0, \"Deaths\": 20.0, \"Recovered\": 45.0, \"Confirmed_New\": 70.0, \"Deaths_New\": 8.0, \"Recovered_New\": 2.0, \"Active\": 662.0}, {\"Country\": \"India\", \"Date\": \"03-27-2020\", \"Confirmed\": 887.0, \"Deaths\": 20.0, \"Recovered\": 73.0, \"Confirmed_New\": 160.0, \"Deaths_New\": 0.0, \"Recovered_New\": 28.0, \"Active\": 794.0}, {\"Country\": \"India\", \"Date\": \"03-28-2020\", \"Confirmed\": 987.0, \"Deaths\": 24.0, \"Recovered\": 84.0, \"Confirmed_New\": 100.0, \"Deaths_New\": 4.0, \"Recovered_New\": 11.0, \"Active\": 879.0}, {\"Country\": \"India\", \"Date\": \"03-29-2020\", \"Confirmed\": 1024.0, \"Deaths\": 27.0, \"Recovered\": 95.0, \"Confirmed_New\": 37.0, \"Deaths_New\": 3.0, \"Recovered_New\": 11.0, \"Active\": 902.0}, {\"Country\": \"India\", \"Date\": \"03-30-2020\", \"Confirmed\": 1251.0, \"Deaths\": 32.0, \"Recovered\": 102.0, \"Confirmed_New\": 227.0, \"Deaths_New\": 5.0, \"Recovered_New\": 7.0, \"Active\": 1117.0}, {\"Country\": \"India\", \"Date\": \"03-31-2020\", \"Confirmed\": 1397.0, \"Deaths\": 35.0, \"Recovered\": 123.0, \"Confirmed_New\": 146.0, \"Deaths_New\": 3.0, \"Recovered_New\": 21.0, \"Active\": 1239.0}, {\"Country\": \"India\", \"Date\": \"04-01-2020\", \"Confirmed\": 1998.0, \"Deaths\": 58.0, \"Recovered\": 148.0, \"Confirmed_New\": 601.0, \"Deaths_New\": 23.0, \"Recovered_New\": 25.0, \"Active\": 1792.0}, {\"Country\": \"India\", \"Date\": \"04-02-2020\", \"Confirmed\": 2543.0, \"Deaths\": 72.0, \"Recovered\": 191.0, \"Confirmed_New\": 545.0, \"Deaths_New\": 14.0, \"Recovered_New\": 43.0, \"Active\": 2280.0}, {\"Country\": \"India\", \"Date\": \"04-03-2020\", \"Confirmed\": 2567.0, \"Deaths\": 72.0, \"Recovered\": 192.0, \"Confirmed_New\": 24.0, \"Deaths_New\": 0.0, \"Recovered_New\": 1.0, \"Active\": 2303.0}, {\"Country\": \"India\", \"Date\": \"04-04-2020\", \"Confirmed\": 3082.0, \"Deaths\": 86.0, \"Recovered\": 229.0, \"Confirmed_New\": 515.0, \"Deaths_New\": 14.0, \"Recovered_New\": 37.0, \"Active\": 2767.0}, {\"Country\": \"India\", \"Date\": \"04-05-2020\", \"Confirmed\": 3588.0, \"Deaths\": 99.0, \"Recovered\": 229.0, \"Confirmed_New\": 506.0, \"Deaths_New\": 13.0, \"Recovered_New\": 0.0, \"Active\": 3260.0}, {\"Country\": \"India\", \"Date\": \"04-06-2020\", \"Confirmed\": 4778.0, \"Deaths\": 136.0, \"Recovered\": 375.0, \"Confirmed_New\": 1190.0, \"Deaths_New\": 37.0, \"Recovered_New\": 146.0, \"Active\": 4267.0}, {\"Country\": \"India\", \"Date\": \"04-07-2020\", \"Confirmed\": 5311.0, \"Deaths\": 150.0, \"Recovered\": 421.0, \"Confirmed_New\": 533.0, \"Deaths_New\": 14.0, \"Recovered_New\": 46.0, \"Active\": 4740.0}, {\"Country\": \"India\", \"Date\": \"04-08-2020\", \"Confirmed\": 5916.0, \"Deaths\": 178.0, \"Recovered\": 506.0, \"Confirmed_New\": 605.0, \"Deaths_New\": 28.0, \"Recovered_New\": 85.0, \"Active\": 5232.0}, {\"Country\": \"India\", \"Date\": \"04-09-2020\", \"Confirmed\": 6725.0, \"Deaths\": 226.0, \"Recovered\": 620.0, \"Confirmed_New\": 809.0, \"Deaths_New\": 48.0, \"Recovered_New\": 114.0, \"Active\": 5879.0}, {\"Country\": \"India\", \"Date\": \"04-10-2020\", \"Confirmed\": 7598.0, \"Deaths\": 246.0, \"Recovered\": 774.0, \"Confirmed_New\": 873.0, \"Deaths_New\": 20.0, \"Recovered_New\": 154.0, \"Active\": 6578.0}, {\"Country\": \"India\", \"Date\": \"04-11-2020\", \"Confirmed\": 8446.0, \"Deaths\": 288.0, \"Recovered\": 969.0, \"Confirmed_New\": 848.0, \"Deaths_New\": 42.0, \"Recovered_New\": 195.0, \"Active\": 7189.0}, {\"Country\": \"India\", \"Date\": \"04-12-2020\", \"Confirmed\": 9205.0, \"Deaths\": 331.0, \"Recovered\": 1080.0, \"Confirmed_New\": 759.0, \"Deaths_New\": 43.0, \"Recovered_New\": 111.0, \"Active\": 7794.0}, {\"Country\": \"India\", \"Date\": \"04-13-2020\", \"Confirmed\": 10453.0, \"Deaths\": 358.0, \"Recovered\": 1181.0, \"Confirmed_New\": 1248.0, \"Deaths_New\": 27.0, \"Recovered_New\": 101.0, \"Active\": 8914.0}, {\"Country\": \"India\", \"Date\": \"04-14-2020\", \"Confirmed\": 11487.0, \"Deaths\": 393.0, \"Recovered\": 1359.0, \"Confirmed_New\": 1034.0, \"Deaths_New\": 35.0, \"Recovered_New\": 178.0, \"Active\": 9735.0}, {\"Country\": \"India\", \"Date\": \"04-15-2020\", \"Confirmed\": 12322.0, \"Deaths\": 405.0, \"Recovered\": 1432.0, \"Confirmed_New\": 835.0, \"Deaths_New\": 12.0, \"Recovered_New\": 73.0, \"Active\": 10485.0}, {\"Country\": \"India\", \"Date\": \"04-16-2020\", \"Confirmed\": 13430.0, \"Deaths\": 448.0, \"Recovered\": 1768.0, \"Confirmed_New\": 1108.0, \"Deaths_New\": 43.0, \"Recovered_New\": 336.0, \"Active\": 11214.0}, {\"Country\": \"India\", \"Date\": \"04-17-2020\", \"Confirmed\": 14352.0, \"Deaths\": 486.0, \"Recovered\": 2041.0, \"Confirmed_New\": 922.0, \"Deaths_New\": 38.0, \"Recovered_New\": 273.0, \"Active\": 11825.0}, {\"Country\": \"India\", \"Date\": \"04-18-2020\", \"Confirmed\": 15722.0, \"Deaths\": 521.0, \"Recovered\": 2463.0, \"Confirmed_New\": 1370.0, \"Deaths_New\": 35.0, \"Recovered_New\": 422.0, \"Active\": 12738.0}, {\"Country\": \"India\", \"Date\": \"04-19-2020\", \"Confirmed\": 17615.0, \"Deaths\": 559.0, \"Recovered\": 2854.0, \"Confirmed_New\": 1893.0, \"Deaths_New\": 38.0, \"Recovered_New\": 391.0, \"Active\": 14202.0}, {\"Country\": \"India\", \"Date\": \"04-20-2020\", \"Confirmed\": 18539.0, \"Deaths\": 592.0, \"Recovered\": 3273.0, \"Confirmed_New\": 924.0, \"Deaths_New\": 33.0, \"Recovered_New\": 419.0, \"Active\": 14674.0}, {\"Country\": \"India\", \"Date\": \"04-21-2020\", \"Confirmed\": 20080.0, \"Deaths\": 645.0, \"Recovered\": 3975.0, \"Confirmed_New\": 1541.0, \"Deaths_New\": 53.0, \"Recovered_New\": 702.0, \"Active\": 15460.0}, {\"Country\": \"India\", \"Date\": \"04-22-2020\", \"Confirmed\": 21370.0, \"Deaths\": 681.0, \"Recovered\": 4370.0, \"Confirmed_New\": 1290.0, \"Deaths_New\": 36.0, \"Recovered_New\": 395.0, \"Active\": 16319.0}, {\"Country\": \"India\", \"Date\": \"04-23-2020\", \"Confirmed\": 23077.0, \"Deaths\": 721.0, \"Recovered\": 5012.0, \"Confirmed_New\": 1707.0, \"Deaths_New\": 40.0, \"Recovered_New\": 642.0, \"Active\": 17344.0}, {\"Country\": \"India\", \"Date\": \"04-24-2020\", \"Confirmed\": 24530.0, \"Deaths\": 780.0, \"Recovered\": 5498.0, \"Confirmed_New\": 1453.0, \"Deaths_New\": 59.0, \"Recovered_New\": 486.0, \"Active\": 18252.0}, {\"Country\": \"India\", \"Date\": \"04-25-2020\", \"Confirmed\": 26283.0, \"Deaths\": 825.0, \"Recovered\": 5939.0, \"Confirmed_New\": 1753.0, \"Deaths_New\": 45.0, \"Recovered_New\": 441.0, \"Active\": 19519.0}, {\"Country\": \"India\", \"Date\": \"04-26-2020\", \"Confirmed\": 27890.0, \"Deaths\": 881.0, \"Recovered\": 6523.0, \"Confirmed_New\": 1607.0, \"Deaths_New\": 56.0, \"Recovered_New\": 584.0, \"Active\": 20486.0}, {\"Country\": \"India\", \"Date\": \"04-27-2020\", \"Confirmed\": 29451.0, \"Deaths\": 939.0, \"Recovered\": 7137.0, \"Confirmed_New\": 1561.0, \"Deaths_New\": 58.0, \"Recovered_New\": 614.0, \"Active\": 21375.0}, {\"Country\": \"India\", \"Date\": \"04-28-2020\", \"Confirmed\": 31324.0, \"Deaths\": 1008.0, \"Recovered\": 7747.0, \"Confirmed_New\": 1873.0, \"Deaths_New\": 69.0, \"Recovered_New\": 610.0, \"Active\": 22569.0}, {\"Country\": \"India\", \"Date\": \"04-29-2020\", \"Confirmed\": 33062.0, \"Deaths\": 1079.0, \"Recovered\": 8437.0, \"Confirmed_New\": 1738.0, \"Deaths_New\": 71.0, \"Recovered_New\": 690.0, \"Active\": 23546.0}, {\"Country\": \"India\", \"Date\": \"04-30-2020\", \"Confirmed\": 34863.0, \"Deaths\": 1154.0, \"Recovered\": 9068.0, \"Confirmed_New\": 1801.0, \"Deaths_New\": 75.0, \"Recovered_New\": 631.0, \"Active\": 24641.0}, {\"Country\": \"India\", \"Date\": \"05-01-2020\", \"Confirmed\": 37257.0, \"Deaths\": 1223.0, \"Recovered\": 10007.0, \"Confirmed_New\": 2394.0, \"Deaths_New\": 69.0, \"Recovered_New\": 939.0, \"Active\": 26027.0}, {\"Country\": \"India\", \"Date\": \"05-02-2020\", \"Confirmed\": 39699.0, \"Deaths\": 1323.0, \"Recovered\": 10819.0, \"Confirmed_New\": 2442.0, \"Deaths_New\": 100.0, \"Recovered_New\": 812.0, \"Active\": 27557.0}, {\"Country\": \"India\", \"Date\": \"05-03-2020\", \"Confirmed\": 42505.0, \"Deaths\": 1391.0, \"Recovered\": 11775.0, \"Confirmed_New\": 2806.0, \"Deaths_New\": 68.0, \"Recovered_New\": 956.0, \"Active\": 29339.0}, {\"Country\": \"India\", \"Date\": \"05-04-2020\", \"Confirmed\": 46437.0, \"Deaths\": 1566.0, \"Recovered\": 12847.0, \"Confirmed_New\": 3932.0, \"Deaths_New\": 175.0, \"Recovered_New\": 1072.0, \"Active\": 32024.0}, {\"Country\": \"India\", \"Date\": \"05-05-2020\", \"Confirmed\": 49400.0, \"Deaths\": 1693.0, \"Recovered\": 14142.0, \"Confirmed_New\": 2963.0, \"Deaths_New\": 127.0, \"Recovered_New\": 1295.0, \"Active\": 33565.0}, {\"Country\": \"India\", \"Date\": \"05-06-2020\", \"Confirmed\": 52987.0, \"Deaths\": 1785.0, \"Recovered\": 15331.0, \"Confirmed_New\": 3587.0, \"Deaths_New\": 92.0, \"Recovered_New\": 1189.0, \"Active\": 35871.0}, {\"Country\": \"India\", \"Date\": \"05-07-2020\", \"Confirmed\": 56351.0, \"Deaths\": 1889.0, \"Recovered\": 16776.0, \"Confirmed_New\": 3364.0, \"Deaths_New\": 104.0, \"Recovered_New\": 1445.0, \"Active\": 37686.0}, {\"Country\": \"India\", \"Date\": \"05-08-2020\", \"Confirmed\": 59695.0, \"Deaths\": 1985.0, \"Recovered\": 17887.0, \"Confirmed_New\": 3344.0, \"Deaths_New\": 96.0, \"Recovered_New\": 1111.0, \"Active\": 39823.0}, {\"Country\": \"India\", \"Date\": \"05-09-2020\", \"Confirmed\": 62808.0, \"Deaths\": 2101.0, \"Recovered\": 19301.0, \"Confirmed_New\": 3113.0, \"Deaths_New\": 116.0, \"Recovered_New\": 1414.0, \"Active\": 41406.0}, {\"Country\": \"India\", \"Date\": \"05-10-2020\", \"Confirmed\": 67161.0, \"Deaths\": 2212.0, \"Recovered\": 20969.0, \"Confirmed_New\": 4353.0, \"Deaths_New\": 111.0, \"Recovered_New\": 1668.0, \"Active\": 43980.0}, {\"Country\": \"India\", \"Date\": \"05-11-2020\", \"Confirmed\": 70768.0, \"Deaths\": 2294.0, \"Recovered\": 22549.0, \"Confirmed_New\": 3607.0, \"Deaths_New\": 82.0, \"Recovered_New\": 1580.0, \"Active\": 45925.0}, {\"Country\": \"India\", \"Date\": \"05-12-2020\", \"Confirmed\": 74292.0, \"Deaths\": 2415.0, \"Recovered\": 24420.0, \"Confirmed_New\": 3524.0, \"Deaths_New\": 121.0, \"Recovered_New\": 1871.0, \"Active\": 47457.0}, {\"Country\": \"India\", \"Date\": \"05-13-2020\", \"Confirmed\": 78055.0, \"Deaths\": 2551.0, \"Recovered\": 26400.0, \"Confirmed_New\": 3763.0, \"Deaths_New\": 136.0, \"Recovered_New\": 1980.0, \"Active\": 49104.0}, {\"Country\": \"India\", \"Date\": \"05-14-2020\", \"Confirmed\": 81997.0, \"Deaths\": 2649.0, \"Recovered\": 27969.0, \"Confirmed_New\": 3942.0, \"Deaths_New\": 98.0, \"Recovered_New\": 1569.0, \"Active\": 51379.0}, {\"Country\": \"India\", \"Date\": \"05-15-2020\", \"Confirmed\": 85784.0, \"Deaths\": 2753.0, \"Recovered\": 30258.0, \"Confirmed_New\": 3787.0, \"Deaths_New\": 104.0, \"Recovered_New\": 2289.0, \"Active\": 52773.0}, {\"Country\": \"India\", \"Date\": \"05-16-2020\", \"Confirmed\": 90648.0, \"Deaths\": 2871.0, \"Recovered\": 34224.0, \"Confirmed_New\": 4864.0, \"Deaths_New\": 118.0, \"Recovered_New\": 3966.0, \"Active\": 53553.0}, {\"Country\": \"India\", \"Date\": \"05-17-2020\", \"Confirmed\": 95698.0, \"Deaths\": 3025.0, \"Recovered\": 36795.0, \"Confirmed_New\": 5050.0, \"Deaths_New\": 154.0, \"Recovered_New\": 2571.0, \"Active\": 55878.0}, {\"Country\": \"India\", \"Date\": \"05-18-2020\", \"Confirmed\": 100328.0, \"Deaths\": 3156.0, \"Recovered\": 39233.0, \"Confirmed_New\": 4630.0, \"Deaths_New\": 131.0, \"Recovered_New\": 2438.0, \"Active\": 57939.0}, {\"Country\": \"India\", \"Date\": \"05-19-2020\", \"Confirmed\": 106475.0, \"Deaths\": 3302.0, \"Recovered\": 42309.0, \"Confirmed_New\": 6147.0, \"Deaths_New\": 146.0, \"Recovered_New\": 3076.0, \"Active\": 60864.0}, {\"Country\": \"India\", \"Date\": \"05-20-2020\", \"Confirmed\": 112028.0, \"Deaths\": 3434.0, \"Recovered\": 45422.0, \"Confirmed_New\": 5553.0, \"Deaths_New\": 132.0, \"Recovered_New\": 3113.0, \"Active\": 63172.0}, {\"Country\": \"India\", \"Date\": \"05-21-2020\", \"Confirmed\": 118226.0, \"Deaths\": 3584.0, \"Recovered\": 48553.0, \"Confirmed_New\": 6198.0, \"Deaths_New\": 150.0, \"Recovered_New\": 3131.0, \"Active\": 66089.0}, {\"Country\": \"India\", \"Date\": \"05-22-2020\", \"Confirmed\": 124794.0, \"Deaths\": 3726.0, \"Recovered\": 51824.0, \"Confirmed_New\": 6568.0, \"Deaths_New\": 142.0, \"Recovered_New\": 3271.0, \"Active\": 69244.0}, {\"Country\": \"India\", \"Date\": \"05-23-2020\", \"Confirmed\": 131423.0, \"Deaths\": 3868.0, \"Recovered\": 54385.0, \"Confirmed_New\": 6629.0, \"Deaths_New\": 142.0, \"Recovered_New\": 2561.0, \"Active\": 73170.0}, {\"Country\": \"India\", \"Date\": \"05-24-2020\", \"Confirmed\": 138536.0, \"Deaths\": 4024.0, \"Recovered\": 57692.0, \"Confirmed_New\": 7113.0, \"Deaths_New\": 156.0, \"Recovered_New\": 3307.0, \"Active\": 76820.0}, {\"Country\": \"India\", \"Date\": \"05-25-2020\", \"Confirmed\": 144950.0, \"Deaths\": 4172.0, \"Recovered\": 60706.0, \"Confirmed_New\": 6414.0, \"Deaths_New\": 148.0, \"Recovered_New\": 3014.0, 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\"Recovered\": 86936.0, \"Confirmed_New\": 8336.0, \"Deaths_New\": 205.0, \"Recovered_New\": 4309.0, \"Active\": 89706.0}, {\"Country\": \"India\", \"Date\": \"05-31-2020\", \"Confirmed\": 190609.0, \"Deaths\": 5408.0, \"Recovered\": 91852.0, \"Confirmed_New\": 8782.0, \"Deaths_New\": 223.0, \"Recovered_New\": 4916.0, \"Active\": 93349.0}, {\"Country\": \"India\", \"Date\": \"06-01-2020\", \"Confirmed\": 198370.0, \"Deaths\": 5608.0, \"Recovered\": 95754.0, \"Confirmed_New\": 7761.0, \"Deaths_New\": 200.0, \"Recovered_New\": 3902.0, \"Active\": 97008.0}, {\"Country\": \"India\", \"Date\": \"06-02-2020\", \"Confirmed\": 207191.0, \"Deaths\": 5829.0, \"Recovered\": 100285.0, \"Confirmed_New\": 8821.0, \"Deaths_New\": 221.0, \"Recovered_New\": 4531.0, \"Active\": 101077.0}, {\"Country\": \"India\", \"Date\": \"06-03-2020\", \"Confirmed\": 216824.0, \"Deaths\": 6088.0, \"Recovered\": 104071.0, \"Confirmed_New\": 9633.0, \"Deaths_New\": 259.0, \"Recovered_New\": 3786.0, \"Active\": 106665.0}, {\"Country\": \"India\", \"Date\": \"06-04-2020\", \"Confirmed\": 226713.0, \"Deaths\": 6363.0, \"Recovered\": 108450.0, \"Confirmed_New\": 9889.0, \"Deaths_New\": 275.0, \"Recovered_New\": 4379.0, \"Active\": 111900.0}, {\"Country\": \"India\", \"Date\": \"06-05-2020\", \"Confirmed\": 236184.0, \"Deaths\": 6649.0, \"Recovered\": 113233.0, \"Confirmed_New\": 9471.0, \"Deaths_New\": 286.0, \"Recovered_New\": 4783.0, \"Active\": 116302.0}, {\"Country\": \"India\", \"Date\": \"06-06-2020\", \"Confirmed\": 246622.0, \"Deaths\": 6946.0, \"Recovered\": 118695.0, \"Confirmed_New\": 10438.0, \"Deaths_New\": 297.0, \"Recovered_New\": 5462.0, \"Active\": 120981.0}, {\"Country\": \"India\", \"Date\": \"06-07-2020\", \"Confirmed\": 257486.0, \"Deaths\": 7207.0, \"Recovered\": 123848.0, \"Confirmed_New\": 10864.0, \"Deaths_New\": 261.0, \"Recovered_New\": 5153.0, \"Active\": 126431.0}, {\"Country\": \"India\", \"Date\": \"06-08-2020\", \"Confirmed\": 265928.0, \"Deaths\": 7473.0, 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{\"Country\": \"India\", \"Date\": \"06-13-2020\", \"Confirmed\": 308993.0, \"Deaths\": 8884.0, \"Recovered\": 154330.0, \"Confirmed_New\": 11458.0, \"Deaths_New\": 386.0, \"Recovered_New\": 7135.0, \"Active\": 145779.0}, {\"Country\": \"India\", \"Date\": \"06-14-2020\", \"Confirmed\": 320922.0, \"Deaths\": 9195.0, \"Recovered\": 162379.0, \"Confirmed_New\": 11929.0, \"Deaths_New\": 311.0, \"Recovered_New\": 8049.0, \"Active\": 149348.0}, {\"Country\": \"India\", \"Date\": \"06-15-2020\", \"Confirmed\": 343091.0, \"Deaths\": 9900.0, \"Recovered\": 180013.0, \"Confirmed_New\": 22169.0, \"Deaths_New\": 705.0, \"Recovered_New\": 17634.0, \"Active\": 153178.0}, {\"Country\": \"India\", \"Date\": \"06-16-2020\", \"Confirmed\": 354065.0, \"Deaths\": 11903.0, \"Recovered\": 186935.0, \"Confirmed_New\": 10974.0, \"Deaths_New\": 2003.0, \"Recovered_New\": 6922.0, \"Active\": 155227.0}, {\"Country\": \"India\", \"Date\": \"06-17-2020\", \"Confirmed\": 366946.0, \"Deaths\": 12237.0, 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\"Date\": \"07-14-2020\", \"Confirmed\": 936181.0, \"Deaths\": 24309.0, \"Recovered\": 592032.0, \"Confirmed_New\": 29429.0, \"Deaths_New\": 582.0, \"Recovered_New\": 20572.0, \"Active\": 319840.0}, {\"Country\": \"India\", \"Date\": \"07-15-2020\", \"Confirmed\": 968857.0, \"Deaths\": 24914.0, \"Recovered\": 612768.0, \"Confirmed_New\": 32676.0, \"Deaths_New\": 605.0, \"Recovered_New\": 20736.0, \"Active\": 331175.0}, {\"Country\": \"India\", \"Date\": \"07-16-2020\", \"Confirmed\": 1003832.0, \"Deaths\": 25602.0, \"Recovered\": 635757.0, \"Confirmed_New\": 34975.0, \"Deaths_New\": 688.0, \"Recovered_New\": 22989.0, \"Active\": 342473.0}, {\"Country\": \"India\", \"Date\": \"07-17-2020\", \"Confirmed\": 1039084.0, \"Deaths\": 26273.0, \"Recovered\": 653751.0, \"Confirmed_New\": 35252.0, \"Deaths_New\": 671.0, \"Recovered_New\": 17994.0, \"Active\": 359060.0}, {\"Country\": \"India\", \"Date\": \"07-18-2020\", \"Confirmed\": 1077781.0, \"Deaths\": 26816.0, \"Recovered\": 677423.0, 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426330.0}, {\"Country\": \"India\", \"Date\": \"07-23-2020\", \"Confirmed\": 1288108.0, \"Deaths\": 30601.0, \"Recovered\": 817209.0, \"Confirmed_New\": 49310.0, \"Deaths_New\": 740.0, \"Recovered_New\": 34602.0, \"Active\": 440298.0}, {\"Country\": \"India\", \"Date\": \"07-24-2020\", \"Confirmed\": 1337024.0, \"Deaths\": 31358.0, \"Recovered\": 849432.0, \"Confirmed_New\": 48916.0, \"Deaths_New\": 757.0, \"Recovered_New\": 32223.0, \"Active\": 456234.0}, {\"Country\": \"India\", \"Date\": \"07-25-2020\", \"Confirmed\": 1385635.0, \"Deaths\": 32060.0, \"Recovered\": 885573.0, \"Confirmed_New\": 48611.0, \"Deaths_New\": 702.0, \"Recovered_New\": 36141.0, \"Active\": 468002.0}, {\"Country\": \"India\", \"Date\": \"07-26-2020\", \"Confirmed\": 1435616.0, \"Deaths\": 32771.0, \"Recovered\": 917568.0, \"Confirmed_New\": 49981.0, \"Deaths_New\": 711.0, \"Recovered_New\": 31995.0, \"Active\": 485277.0}, {\"Country\": \"India\", \"Date\": \"07-27-2020\", \"Confirmed\": 1480073.0, \"Deaths\": 33408.0, \"Recovered\": 951166.0, \"Confirmed_New\": 44457.0, \"Deaths_New\": 637.0, \"Recovered_New\": 33598.0, \"Active\": 495499.0}, {\"Country\": \"India\", \"Date\": \"07-28-2020\", \"Confirmed\": 1483156.0, \"Deaths\": 33425.0, \"Recovered\": 952743.0, \"Confirmed_New\": 3083.0, \"Deaths_New\": 17.0, \"Recovered_New\": 1577.0, \"Active\": 496988.0}, {\"Country\": \"India\", \"Date\": \"07-29-2020\", \"Confirmed\": 1581963.0, \"Deaths\": 34955.0, \"Recovered\": 1019735.0, \"Confirmed_New\": 98807.0, \"Deaths_New\": 1530.0, \"Recovered_New\": 66992.0, \"Active\": 527273.0}, {\"Country\": \"India\", \"Date\": \"07-30-2020\", \"Confirmed\": 1634746.0, \"Deaths\": 35718.0, \"Recovered\": 1055348.0, \"Confirmed_New\": 52783.0, \"Deaths_New\": 763.0, \"Recovered_New\": 35613.0, \"Active\": 543680.0}, {\"Country\": \"India\", \"Date\": \"07-31-2020\", \"Confirmed\": 1695988.0, \"Deaths\": 36511.0, \"Recovered\": 1094374.0, \"Confirmed_New\": 61242.0, \"Deaths_New\": 793.0, 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\"08-05-2020\", \"Confirmed\": 1964536.0, \"Deaths\": 40699.0, \"Recovered\": 1328336.0, \"Confirmed_New\": 56282.0, \"Deaths_New\": 904.0, \"Recovered_New\": 46121.0, \"Active\": 595501.0}, {\"Country\": \"India\", \"Date\": \"08-06-2020\", \"Confirmed\": 2027074.0, \"Deaths\": 41585.0, \"Recovered\": 1378105.0, \"Confirmed_New\": 62538.0, \"Deaths_New\": 886.0, \"Recovered_New\": 49769.0, \"Active\": 607384.0}, {\"Country\": \"India\", \"Date\": \"08-07-2020\", \"Confirmed\": 2088611.0, \"Deaths\": 42518.0, \"Recovered\": 1427005.0, \"Confirmed_New\": 61537.0, \"Deaths_New\": 933.0, \"Recovered_New\": 48900.0, \"Active\": 619088.0}, {\"Country\": \"India\", \"Date\": \"08-08-2020\", \"Confirmed\": 2153010.0, \"Deaths\": 43379.0, \"Recovered\": 1480884.0, \"Confirmed_New\": 64399.0, \"Deaths_New\": 861.0, \"Recovered_New\": 53879.0, \"Active\": 628747.0}, {\"Country\": \"India\", \"Date\": \"08-09-2020\", \"Confirmed\": 2215074.0, \"Deaths\": 44386.0, \"Recovered\": 1535743.0, 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661595.0}, {\"Country\": \"India\", \"Date\": \"08-14-2020\", \"Confirmed\": 2525922.0, \"Deaths\": 49036.0, \"Recovered\": 1808936.0, \"Confirmed_New\": 64732.0, \"Deaths_New\": 996.0, \"Recovered_New\": 57381.0, \"Active\": 667950.0}, {\"Country\": \"India\", \"Date\": \"08-15-2020\", \"Confirmed\": 2589952.0, \"Deaths\": 49980.0, \"Recovered\": 1862258.0, \"Confirmed_New\": 64030.0, \"Deaths_New\": 944.0, \"Recovered_New\": 53322.0, \"Active\": 677714.0}, {\"Country\": \"India\", \"Date\": \"08-16-2020\", \"Confirmed\": 2647663.0, \"Deaths\": 50921.0, \"Recovered\": 1919842.0, \"Confirmed_New\": 57711.0, \"Deaths_New\": 941.0, \"Recovered_New\": 57584.0, \"Active\": 676900.0}, {\"Country\": \"India\", \"Date\": \"08-17-2020\", \"Confirmed\": 2702681.0, \"Deaths\": 51797.0, \"Recovered\": 1977671.0, \"Confirmed_New\": 55018.0, \"Deaths_New\": 876.0, \"Recovered_New\": 57829.0, \"Active\": 673213.0}, {\"Country\": \"India\", \"Date\": \"08-18-2020\", \"Confirmed\": 2767253.0, 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912.0, \"Recovered_New\": 57989.0, \"Active\": 707668.0}, {\"Country\": \"India\", \"Date\": \"08-23-2020\", \"Confirmed\": 3106348.0, \"Deaths\": 57542.0, \"Recovered\": 2338035.0, \"Confirmed_New\": 61408.0, \"Deaths_New\": 836.0, \"Recovered_New\": 57469.0, \"Active\": 710771.0}, {\"Country\": \"India\", \"Date\": \"08-24-2020\", \"Confirmed\": 3167323.0, \"Deaths\": 58390.0, \"Recovered\": 2404585.0, \"Confirmed_New\": 60975.0, \"Deaths_New\": 848.0, \"Recovered_New\": 66550.0, \"Active\": 704348.0}, {\"Country\": \"India\", \"Date\": \"08-25-2020\", \"Confirmed\": 3224547.0, \"Deaths\": 59357.0, \"Recovered\": 2458339.0, \"Confirmed_New\": 57224.0, \"Deaths_New\": 967.0, \"Recovered_New\": 53754.0, \"Active\": 706851.0}, {\"Country\": \"India\", \"Date\": \"08-26-2020\", \"Confirmed\": 3310234.0, \"Deaths\": 60472.0, \"Recovered\": 2523771.0, \"Confirmed_New\": 85687.0, \"Deaths_New\": 1115.0, \"Recovered_New\": 65432.0, \"Active\": 725991.0}, {\"Country\": \"India\", \"Date\": 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846395.0}, {\"Country\": \"India\", \"Date\": \"09-05-2020\", \"Confirmed\": 4113811.0, \"Deaths\": 70626.0, \"Recovered\": 3180865.0, \"Confirmed_New\": 90632.0, \"Deaths_New\": 1065.0, \"Recovered_New\": 73642.0, \"Active\": 862320.0}, {\"Country\": \"India\", \"Date\": \"09-06-2020\", \"Confirmed\": 4204613.0, \"Deaths\": 71642.0, \"Recovered\": 3250429.0, \"Confirmed_New\": 90802.0, \"Deaths_New\": 1016.0, \"Recovered_New\": 69564.0, \"Active\": 882542.0}, {\"Country\": \"India\", \"Date\": \"09-07-2020\", \"Confirmed\": 4280422.0, \"Deaths\": 72775.0, \"Recovered\": 3323950.0, \"Confirmed_New\": 75809.0, \"Deaths_New\": 1133.0, \"Recovered_New\": 73521.0, \"Active\": 883697.0}, {\"Country\": \"India\", \"Date\": \"09-08-2020\", \"Confirmed\": 4370128.0, \"Deaths\": 73890.0, \"Recovered\": 3398844.0, \"Confirmed_New\": 89706.0, \"Deaths_New\": 1115.0, \"Recovered_New\": 74894.0, \"Active\": 897394.0}, {\"Country\": \"India\", \"Date\": \"09-09-2020\", \"Confirmed\": 4465863.0, 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1136.0, \"Recovered_New\": 77512.0, \"Active\": 986598.0}, {\"Country\": \"India\", \"Date\": \"09-14-2020\", \"Confirmed\": 4846427.0, \"Deaths\": 79722.0, \"Recovered\": 3780107.0, \"Confirmed_New\": 0.0, \"Deaths_New\": 0.0, \"Recovered_New\": 0.0, \"Active\": 986598.0}, {\"Country\": \"India\", \"Date\": \"09-15-2020\", \"Confirmed\": 5020359.0, \"Deaths\": 82066.0, \"Recovered\": 3942360.0, \"Confirmed_New\": 173932.0, \"Deaths_New\": 2344.0, \"Recovered_New\": 162253.0, \"Active\": 995933.0}, {\"Country\": \"India\", \"Date\": \"09-16-2020\", \"Confirmed\": 5118253.0, \"Deaths\": 83198.0, \"Recovered\": 4025079.0, \"Confirmed_New\": 97894.0, \"Deaths_New\": 1132.0, \"Recovered_New\": 82719.0, \"Active\": 1009976.0}, {\"Country\": \"India\", \"Date\": \"09-17-2020\", \"Confirmed\": 5214677.0, \"Deaths\": 84372.0, \"Recovered\": 4112551.0, \"Confirmed_New\": 96424.0, \"Deaths_New\": 1174.0, \"Recovered_New\": 87472.0, \"Active\": 1017754.0}, {\"Country\": \"India\", \"Date\": 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956402.0}, {\"Country\": \"India\", \"Date\": \"09-27-2020\", \"Confirmed\": 6074702.0, \"Deaths\": 95542.0, \"Recovered\": 5016520.0, \"Confirmed_New\": 82170.0, \"Deaths_New\": 1039.0, \"Recovered_New\": 74893.0, \"Active\": 962640.0}, {\"Country\": \"India\", \"Date\": \"09-28-2020\", \"Confirmed\": 6145291.0, \"Deaths\": 96318.0, \"Recovered\": 5101397.0, \"Confirmed_New\": 70589.0, \"Deaths_New\": 776.0, \"Recovered_New\": 84877.0, \"Active\": 947576.0}, {\"Country\": \"India\", \"Date\": \"09-29-2020\", \"Confirmed\": 6225763.0, \"Deaths\": 97497.0, \"Recovered\": 5187825.0, \"Confirmed_New\": 80472.0, \"Deaths_New\": 1179.0, \"Recovered_New\": 86428.0, \"Active\": 940441.0}, {\"Country\": \"India\", \"Date\": \"09-30-2020\", \"Confirmed\": 6312584.0, \"Deaths\": 98678.0, \"Recovered\": 5273201.0, \"Confirmed_New\": 86821.0, \"Deaths_New\": 1181.0, \"Recovered_New\": 85376.0, \"Active\": 940705.0}, {\"Country\": \"India\", \"Date\": \"10-01-2020\", \"Confirmed\": 6386526.0, 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884.0, \"Recovered_New\": 75787.0, \"Active\": 919023.0}, {\"Country\": \"India\", \"Date\": \"10-06-2020\", \"Confirmed\": 6757131.0, \"Deaths\": 104555.0, \"Recovered\": 5744693.0, \"Confirmed_New\": 72049.0, \"Deaths_New\": 986.0, \"Recovered_New\": 82203.0, \"Active\": 907883.0}, {\"Country\": \"India\", \"Date\": \"10-07-2020\", \"Confirmed\": 6835655.0, \"Deaths\": 105526.0, \"Recovered\": 5827704.0, \"Confirmed_New\": 78524.0, \"Deaths_New\": 971.0, \"Recovered_New\": 83011.0, \"Active\": 902425.0}, {\"Country\": \"India\", \"Date\": \"10-08-2020\", \"Confirmed\": 6906151.0, \"Deaths\": 106490.0, \"Recovered\": 5906069.0, \"Confirmed_New\": 70496.0, \"Deaths_New\": 964.0, \"Recovered_New\": 78365.0, \"Active\": 893592.0}, {\"Country\": \"India\", \"Date\": \"10-09-2020\", \"Confirmed\": 6979423.0, \"Deaths\": 107416.0, \"Recovered\": 5988822.0, \"Confirmed_New\": 73272.0, \"Deaths_New\": 926.0, \"Recovered_New\": 82753.0, \"Active\": 883185.0}, {\"Country\": \"India\", \"Date\": 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772055.0}, {\"Country\": \"India\", \"Date\": \"10-19-2020\", \"Confirmed\": 7597063.0, \"Deaths\": 115197.0, \"Recovered\": 6733328.0, \"Confirmed_New\": 46790.0, \"Deaths_New\": 587.0, \"Recovered_New\": 69720.0, \"Active\": 748538.0}, {\"Country\": \"India\", \"Date\": \"10-20-2020\", \"Confirmed\": 7651107.0, \"Deaths\": 115914.0, \"Recovered\": 6795103.0, \"Confirmed_New\": 54044.0, \"Deaths_New\": 717.0, \"Recovered_New\": 61775.0, \"Active\": 740090.0}, {\"Country\": \"India\", \"Date\": \"10-21-2020\", \"Confirmed\": 7706946.0, \"Deaths\": 116616.0, \"Recovered\": 6874518.0, \"Confirmed_New\": 55839.0, \"Deaths_New\": 702.0, \"Recovered_New\": 79415.0, \"Active\": 715812.0}, {\"Country\": \"India\", \"Date\": \"10-22-2020\", \"Confirmed\": 7761312.0, \"Deaths\": 117306.0, \"Recovered\": 6948497.0, \"Confirmed_New\": 54366.0, \"Deaths_New\": 690.0, \"Recovered_New\": 73979.0, \"Active\": 695509.0}, {\"Country\": \"India\", \"Date\": \"10-23-2020\", \"Confirmed\": 7814682.0, \"Deaths\": 117956.0, \"Recovered\": 7016046.0, \"Confirmed_New\": 53370.0, \"Deaths_New\": 650.0, \"Recovered_New\": 67549.0, \"Active\": 680680.0}, {\"Country\": \"India\", \"Date\": \"10-24-2020\", \"Confirmed\": 7864811.0, \"Deaths\": 118534.0, \"Recovered\": 7078123.0, \"Confirmed_New\": 50129.0, \"Deaths_New\": 578.0, \"Recovered_New\": 62077.0, \"Active\": 668154.0}, {\"Country\": \"India\", \"Date\": \"10-25-2020\", \"Confirmed\": 7909959.0, \"Deaths\": 119014.0, \"Recovered\": 7137228.0, \"Confirmed_New\": 45148.0, \"Deaths_New\": 480.0, \"Recovered_New\": 59105.0, \"Active\": 653717.0}, {\"Country\": \"India\", \"Date\": \"10-26-2020\", \"Confirmed\": 7946429.0, \"Deaths\": 119502.0, \"Recovered\": 7201070.0, \"Confirmed_New\": 36470.0, \"Deaths_New\": 488.0, \"Recovered_New\": 63842.0, \"Active\": 625857.0}, {\"Country\": \"India\", \"Date\": \"10-27-2020\", \"Confirmed\": 7990322.0, \"Deaths\": 120010.0, \"Recovered\": 7259509.0, \"Confirmed_New\": 43893.0, \"Deaths_New\": 508.0, \"Recovered_New\": 58439.0, \"Active\": 610803.0}, {\"Country\": \"India\", \"Date\": \"10-28-2020\", \"Confirmed\": 8040203.0, \"Deaths\": 120527.0, \"Recovered\": 7315989.0, \"Confirmed_New\": 49881.0, \"Deaths_New\": 517.0, \"Recovered_New\": 56480.0, \"Active\": 603687.0}, {\"Country\": \"India\", \"Date\": \"10-29-2020\", \"Confirmed\": 8088851.0, \"Deaths\": 121090.0, \"Recovered\": 7373375.0, \"Confirmed_New\": 48648.0, \"Deaths_New\": 563.0, \"Recovered_New\": 57386.0, \"Active\": 594386.0}, {\"Country\": \"India\", \"Date\": \"10-30-2020\", \"Confirmed\": 8137119.0, \"Deaths\": 121641.0, \"Recovered\": 7432829.0, \"Confirmed_New\": 48268.0, \"Deaths_New\": 551.0, \"Recovered_New\": 59454.0, \"Active\": 582649.0}, {\"Country\": \"India\", \"Date\": \"10-31-2020\", \"Confirmed\": 8184082.0, \"Deaths\": 122111.0, \"Recovered\": 7491513.0, \"Confirmed_New\": 46963.0, \"Deaths_New\": 470.0, \"Recovered_New\": 58684.0, \"Active\": 570458.0}, {\"Country\": \"India\", \"Date\": \"11-01-2020\", \"Confirmed\": 8229313.0, \"Deaths\": 122607.0, \"Recovered\": 7544798.0, \"Confirmed_New\": 45231.0, \"Deaths_New\": 496.0, \"Recovered_New\": 53285.0, \"Active\": 561908.0}, {\"Country\": \"India\", \"Date\": \"11-02-2020\", \"Confirmed\": 8267623.0, \"Deaths\": 123097.0, \"Recovered\": 7603121.0, \"Confirmed_New\": 38310.0, \"Deaths_New\": 490.0, \"Recovered_New\": 58323.0, \"Active\": 541405.0}, {\"Country\": \"India\", \"Date\": \"11-03-2020\", \"Confirmed\": 8313876.0, \"Deaths\": 123611.0, \"Recovered\": 7656478.0, \"Confirmed_New\": 46253.0, \"Deaths_New\": 514.0, \"Recovered_New\": 53357.0, \"Active\": 533787.0}, {\"Country\": \"India\", \"Date\": \"11-04-2020\", \"Confirmed\": 8364086.0, \"Deaths\": 124315.0, \"Recovered\": 7711809.0, \"Confirmed_New\": 50210.0, \"Deaths_New\": 704.0, \"Recovered_New\": 55331.0, \"Active\": 527962.0}, {\"Country\": \"India\", \"Date\": \"11-05-2020\", \"Confirmed\": 8411724.0, \"Deaths\": 124985.0, \"Recovered\": 7765966.0, \"Confirmed_New\": 47638.0, \"Deaths_New\": 670.0, \"Recovered_New\": 54157.0, \"Active\": 520773.0}, {\"Country\": \"India\", \"Date\": \"11-06-2020\", \"Confirmed\": 8462080.0, \"Deaths\": 125562.0, \"Recovered\": 7819886.0, \"Confirmed_New\": 50356.0, \"Deaths_New\": 577.0, \"Recovered_New\": 53920.0, \"Active\": 516632.0}, {\"Country\": \"India\", \"Date\": \"11-07-2020\", \"Confirmed\": 8507754.0, \"Deaths\": 126121.0, \"Recovered\": 7868968.0, \"Confirmed_New\": 45674.0, \"Deaths_New\": 559.0, \"Recovered_New\": 49082.0, \"Active\": 512665.0}, {\"Country\": \"India\", \"Date\": \"11-08-2020\", \"Confirmed\": 8553657.0, \"Deaths\": 126611.0, \"Recovered\": 7917373.0, \"Confirmed_New\": 45903.0, \"Deaths_New\": 490.0, \"Recovered_New\": 48405.0, \"Active\": 509673.0}, {\"Country\": \"India\", \"Date\": \"11-09-2020\", \"Confirmed\": 8591730.0, \"Deaths\": 127059.0, \"Recovered\": 7959406.0, \"Confirmed_New\": 38073.0, \"Deaths_New\": 448.0, \"Recovered_New\": 42033.0, \"Active\": 505265.0}, {\"Country\": \"India\", \"Date\": \"11-10-2020\", \"Confirmed\": 8636011.0, \"Deaths\": 127571.0, \"Recovered\": 8013783.0, \"Confirmed_New\": 44281.0, \"Deaths_New\": 512.0, \"Recovered_New\": 54377.0, \"Active\": 494657.0}, {\"Country\": \"India\", \"Date\": \"11-11-2020\", \"Confirmed\": 8683916.0, \"Deaths\": 128121.0, \"Recovered\": 8066501.0, \"Confirmed_New\": 47905.0, \"Deaths_New\": 550.0, \"Recovered_New\": 52718.0, \"Active\": 489294.0}, {\"Country\": \"India\", \"Date\": \"11-12-2020\", \"Confirmed\": 8728795.0, \"Deaths\": 128668.0, \"Recovered\": 8115580.0, \"Confirmed_New\": 44879.0, \"Deaths_New\": 547.0, \"Recovered_New\": 49079.0, \"Active\": 484547.0}, {\"Country\": \"India\", \"Date\": \"11-13-2020\", \"Confirmed\": 8773479.0, \"Deaths\": 129188.0, \"Recovered\": 8163572.0, \"Confirmed_New\": 44684.0, \"Deaths_New\": 520.0, \"Recovered_New\": 47992.0, \"Active\": 480719.0}, {\"Country\": \"India\", \"Date\": \"11-14-2020\", \"Confirmed\": 8814579.0, \"Deaths\": 129635.0, \"Recovered\": 8205728.0, \"Confirmed_New\": 41100.0, \"Deaths_New\": 447.0, \"Recovered_New\": 42156.0, \"Active\": 479216.0}, {\"Country\": \"India\", \"Date\": \"11-15-2020\", \"Confirmed\": 8845127.0, \"Deaths\": 130070.0, \"Recovered\": 8249579.0, \"Confirmed_New\": 30548.0, \"Deaths_New\": 435.0, \"Recovered_New\": 43851.0, \"Active\": 465478.0}, {\"Country\": \"India\", \"Date\": \"11-16-2020\", \"Confirmed\": 8873541.0, \"Deaths\": 130503.0, \"Recovered\": 8289073.0, \"Confirmed_New\": 28414.0, \"Deaths_New\": 433.0, \"Recovered_New\": 39494.0, \"Active\": 453965.0}, {\"Country\": \"India\", \"Date\": \"11-17-2020\", \"Confirmed\": 8912907.0, \"Deaths\": 130993.0, \"Recovered\": 8335109.0, \"Confirmed_New\": 39366.0, \"Deaths_New\": 490.0, \"Recovered_New\": 46036.0, \"Active\": 446805.0}, {\"Country\": \"India\", \"Date\": \"11-18-2020\", \"Confirmed\": 8958483.0, \"Deaths\": 131578.0, \"Recovered\": 8383602.0, \"Confirmed_New\": 45576.0, \"Deaths_New\": 585.0, \"Recovered_New\": 48493.0, \"Active\": 443303.0}, {\"Country\": \"India\", \"Date\": \"11-19-2020\", \"Confirmed\": 9004365.0, \"Deaths\": 132162.0, \"Recovered\": 8428409.0, \"Confirmed_New\": 45882.0, \"Deaths_New\": 584.0, \"Recovered_New\": 44807.0, \"Active\": 443794.0}, {\"Country\": \"India\", \"Date\": \"11-20-2020\", \"Confirmed\": 9050597.0, \"Deaths\": 132726.0, \"Recovered\": 8478124.0, \"Confirmed_New\": 46232.0, \"Deaths_New\": 564.0, \"Recovered_New\": 49715.0, \"Active\": 439747.0}, {\"Country\": \"India\", \"Date\": \"11-21-2020\", \"Confirmed\": 9095806.0, \"Deaths\": 133227.0, \"Recovered\": 8521617.0, \"Confirmed_New\": 45209.0, \"Deaths_New\": 501.0, \"Recovered_New\": 43493.0, \"Active\": 440962.0}, {\"Country\": \"India\", \"Date\": \"11-22-2020\", \"Confirmed\": 9139865.0, \"Deaths\": 133738.0, \"Recovered\": 8562641.0, \"Confirmed_New\": 44059.0, \"Deaths_New\": 511.0, \"Recovered_New\": 41024.0, \"Active\": 443486.0}, {\"Country\": \"India\", \"Date\": \"11-23-2020\", \"Confirmed\": 9177840.0, \"Deaths\": 134218.0, \"Recovered\": 8604955.0, \"Confirmed_New\": 37975.0, \"Deaths_New\": 480.0, \"Recovered_New\": 42314.0, \"Active\": 438667.0}, {\"Country\": \"India\", \"Date\": \"11-24-2020\", \"Confirmed\": 9222216.0, \"Deaths\": 134699.0, \"Recovered\": 8642771.0, \"Confirmed_New\": 44376.0, \"Deaths_New\": 481.0, \"Recovered_New\": 37816.0, \"Active\": 444746.0}, {\"Country\": \"India\", \"Date\": \"11-25-2020\", \"Confirmed\": 9266705.0, \"Deaths\": 135223.0, \"Recovered\": 8679138.0, \"Confirmed_New\": 44489.0, \"Deaths_New\": 524.0, \"Recovered_New\": 36367.0, \"Active\": 452344.0}, {\"Country\": \"India\", \"Date\": \"11-26-2020\", \"Confirmed\": 9309787.0, \"Deaths\": 135715.0, \"Recovered\": 8718517.0, \"Confirmed_New\": 43082.0, \"Deaths_New\": 492.0, \"Recovered_New\": 39379.0, \"Active\": 455555.0}, {\"Country\": \"India\", \"Date\": \"11-27-2020\", \"Confirmed\": 9351109.0, \"Deaths\": 136200.0, \"Recovered\": 8759969.0, \"Confirmed_New\": 41322.0, \"Deaths_New\": 485.0, \"Recovered_New\": 41452.0, \"Active\": 454940.0}, {\"Country\": \"India\", \"Date\": \"11-28-2020\", \"Confirmed\": 9392919.0, \"Deaths\": 136696.0, \"Recovered\": 8802267.0, \"Confirmed_New\": 41810.0, \"Deaths_New\": 496.0, \"Recovered_New\": 42298.0, \"Active\": 453956.0}, {\"Country\": \"India\", \"Date\": \"11-29-2020\", \"Confirmed\": 9431691.0, \"Deaths\": 137139.0, \"Recovered\": 8847600.0, \"Confirmed_New\": 38772.0, \"Deaths_New\": 443.0, \"Recovered_New\": 45333.0, \"Active\": 446952.0}, {\"Country\": \"India\", \"Date\": \"11-30-2020\", \"Confirmed\": 9462809.0, \"Deaths\": 137621.0, \"Recovered\": 8889585.0, \"Confirmed_New\": 31118.0, \"Deaths_New\": 482.0, \"Recovered_New\": 41985.0, \"Active\": 435603.0}, {\"Country\": \"India\", \"Date\": \"12-01-2020\", \"Confirmed\": 9499413.0, \"Deaths\": 138122.0, \"Recovered\": 8932647.0, \"Confirmed_New\": 36604.0, \"Deaths_New\": 501.0, \"Recovered_New\": 43062.0, \"Active\": 428644.0}, {\"Country\": \"India\", \"Date\": \"12-02-2020\", \"Confirmed\": 9534964.0, \"Deaths\": 138648.0, \"Recovered\": 8973373.0, \"Confirmed_New\": 35551.0, \"Deaths_New\": 526.0, \"Recovered_New\": 40726.0, \"Active\": 422943.0}, {\"Country\": \"India\", \"Date\": \"12-03-2020\", \"Confirmed\": 9571559.0, \"Deaths\": 139188.0, \"Recovered\": 9016289.0, \"Confirmed_New\": 36595.0, \"Deaths_New\": 540.0, \"Recovered_New\": 42916.0, \"Active\": 416082.0}, {\"Country\": \"India\", \"Date\": \"12-04-2020\", \"Confirmed\": 9608211.0, \"Deaths\": 139700.0, \"Recovered\": 9058822.0, \"Confirmed_New\": 36652.0, \"Deaths_New\": 512.0, \"Recovered_New\": 42533.0, \"Active\": 409689.0}, {\"Country\": \"India\", \"Date\": \"12-05-2020\", \"Confirmed\": 9644222.0, \"Deaths\": 140182.0, \"Recovered\": 9100792.0, \"Confirmed_New\": 36011.0, \"Deaths_New\": 482.0, \"Recovered_New\": 41970.0, \"Active\": 403248.0}, {\"Country\": \"India\", \"Date\": \"12-06-2020\", \"Confirmed\": 9677203.0, \"Deaths\": 140573.0, \"Recovered\": 9139901.0, \"Confirmed_New\": 32981.0, \"Deaths_New\": 391.0, \"Recovered_New\": 39109.0, \"Active\": 396729.0}, {\"Country\": \"India\", \"Date\": \"12-07-2020\", \"Confirmed\": 9703770.0, \"Deaths\": 140958.0, \"Recovered\": 9178946.0, \"Confirmed_New\": 26567.0, \"Deaths_New\": 385.0, \"Recovered_New\": 39045.0, \"Active\": 383866.0}, {\"Country\": \"India\", \"Date\": \"12-08-2020\", \"Confirmed\": 9735850.0, \"Deaths\": 141360.0, \"Recovered\": 9215581.0, \"Confirmed_New\": 32080.0, \"Deaths_New\": 402.0, \"Recovered_New\": 36635.0, \"Active\": 378909.0}, {\"Country\": \"India\", \"Date\": \"12-09-2020\", \"Confirmed\": 9767371.0, \"Deaths\": 141772.0, \"Recovered\": 9253306.0, \"Confirmed_New\": 31521.0, \"Deaths_New\": 412.0, \"Recovered_New\": 37725.0, \"Active\": 372293.0}, {\"Country\": \"India\", \"Date\": \"12-10-2020\", \"Confirmed\": 9796744.0, \"Deaths\": 142185.0, \"Recovered\": 9290809.0, \"Confirmed_New\": 29373.0, \"Deaths_New\": 413.0, \"Recovered_New\": 37503.0, \"Active\": 363750.0}, {\"Country\": \"India\", \"Date\": \"12-11-2020\", \"Confirmed\": 9826775.0, \"Deaths\": 142628.0, \"Recovered\": 9324328.0, \"Confirmed_New\": 30031.0, \"Deaths_New\": 443.0, \"Recovered_New\": 33519.0, \"Active\": 359819.0}, {\"Country\": \"India\", \"Date\": \"12-12-2020\", \"Confirmed\": 9857029.0, \"Deaths\": 143019.0, \"Recovered\": 9357464.0, \"Confirmed_New\": 30254.0, \"Deaths_New\": 391.0, \"Recovered_New\": 33136.0, \"Active\": 356546.0}, {\"Country\": \"India\", \"Date\": \"12-13-2020\", \"Confirmed\": 9884100.0, \"Deaths\": 143355.0, \"Recovered\": 9388159.0, \"Confirmed_New\": 27071.0, \"Deaths_New\": 336.0, \"Recovered_New\": 30695.0, \"Active\": 352586.0}, {\"Country\": \"India\", \"Date\": \"12-14-2020\", \"Confirmed\": 9906165.0, \"Deaths\": 143709.0, \"Recovered\": 9422636.0, \"Confirmed_New\": 22065.0, \"Deaths_New\": 354.0, \"Recovered_New\": 34477.0, \"Active\": 339820.0}, {\"Country\": \"India\", \"Date\": \"12-15-2020\", \"Confirmed\": 9932547.0, \"Deaths\": 144096.0, \"Recovered\": 9456449.0, \"Confirmed_New\": 26382.0, \"Deaths_New\": 387.0, \"Recovered_New\": 33813.0, \"Active\": 332002.0}, {\"Country\": \"India\", \"Date\": \"12-16-2020\", \"Confirmed\": 9956557.0, \"Deaths\": 144451.0, \"Recovered\": 9489740.0, \"Confirmed_New\": 24010.0, \"Deaths_New\": 355.0, \"Recovered_New\": 33291.0, \"Active\": 322366.0}, {\"Country\": \"India\", \"Date\": \"12-17-2020\", \"Confirmed\": 9979447.0, \"Deaths\": 144789.0, \"Recovered\": 9520827.0, \"Confirmed_New\": 22890.0, \"Deaths_New\": 338.0, \"Recovered_New\": 31087.0, \"Active\": 313831.0}, {\"Country\": \"India\", \"Date\": \"12-18-2020\", \"Confirmed\": 10004599.0, \"Deaths\": 145136.0, \"Recovered\": 9550712.0, \"Confirmed_New\": 25152.0, \"Deaths_New\": 347.0, \"Recovered_New\": 29885.0, \"Active\": 308751.0}, {\"Country\": \"India\", \"Date\": \"12-19-2020\", \"Confirmed\": 10031223.0, \"Deaths\": 145477.0, \"Recovered\": 9580402.0, \"Confirmed_New\": 26624.0, \"Deaths_New\": 341.0, \"Recovered_New\": 29690.0, \"Active\": 305344.0}, {\"Country\": \"India\", \"Date\": \"12-20-2020\", \"Confirmed\": 10055560.0, \"Deaths\": 145810.0, \"Recovered\": 9606111.0, \"Confirmed_New\": 24337.0, \"Deaths_New\": 333.0, \"Recovered_New\": 25709.0, \"Active\": 303639.0}, {\"Country\": \"India\", \"Date\": \"12-21-2020\", \"Confirmed\": 10075116.0, \"Deaths\": 146111.0, \"Recovered\": 9636487.0, \"Confirmed_New\": 19556.0, \"Deaths_New\": 301.0, \"Recovered_New\": 30376.0, \"Active\": 292518.0}, {\"Country\": \"India\", \"Date\": \"12-22-2020\", \"Confirmed\": 10099066.0, \"Deaths\": 146444.0, \"Recovered\": 9663382.0, \"Confirmed_New\": 23950.0, \"Deaths_New\": 333.0, \"Recovered_New\": 26895.0, \"Active\": 289240.0}, {\"Country\": \"India\", \"Date\": \"12-23-2020\", \"Confirmed\": 10123778.0, \"Deaths\": 146756.0, \"Recovered\": 9693173.0, \"Confirmed_New\": 24712.0, \"Deaths_New\": 312.0, \"Recovered_New\": 29791.0, \"Active\": 283849.0}, {\"Country\": \"India\", \"Date\": \"12-24-2020\", \"Confirmed\": 10146845.0, \"Deaths\": 147092.0, \"Recovered\": 9717834.0, \"Confirmed_New\": 23067.0, \"Deaths_New\": 336.0, \"Recovered_New\": 24661.0, \"Active\": 281919.0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = country_level\n",
    "state = alt.Chart(data[(data['Country'] == 'India')]).mark_line(color='black').encode(\n",
    "    alt.X('Date:T', axis=alt.Axis(title='Date')),\n",
    "    alt.Y('Confirmed_New:Q', axis=alt.Axis(title='New Cases'))\n",
    ")\n",
    "reg = state.transform_regression(\"Date\", \"Confirmed_New\", method=\"linear\").mark_line(color='grey', strokeDash=[6,3])\n",
    "\n",
    "marks = pd.DataFrame([\n",
    "    {\"Phase\": \"1\", \"start\": \"03-25-2020\", \"end\": \"04-14-2020\"},\n",
    "    {\"Phase\": \"2\", \"start\": \"04-14-2020\", \"end\": \"05-03-2020\"},\n",
    "    {\"Phase\": \"3\", \"start\": \"05-03-2020\", \"end\": \"05-17-2020\"},\n",
    "    {\"Phase\": \"4\", \"start\": \"05-17-2020\", \"end\": \"05-31-2020\"},\n",
    "    {\"Phase\": \"5\", \"start\": \"05-31-2020\", \"end\": \"06-20-2020\"},\n",
    "])\n",
    "rect = alt.Chart(marks).mark_rect(opacity=0.3).encode(x='start:T', x2='end:T', color=alt.Color('Phase:N', scale=alt.Scale(scheme='redyellowgreen')))\n",
    "\n",
    "(rect+state+reg).properties(width=800, height=500).interactive()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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