diff --git a/.gitignore b/.gitignore
index 587f911..dce285e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,4 +2,3 @@
 .ipynb_checkpoints/*
 *.png
 *.pdf
-.DS_Store
diff --git a/02_Coursera_3.ipynb b/02_Coursera_3.ipynb
index 70c40fc..8c80293 100644
--- a/02_Coursera_3.ipynb
+++ b/02_Coursera_3.ipynb
@@ -98,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -107,7 +107,7 @@
        "approxcos (generic function with 1 method)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -142,7 +142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -151,7 +151,7 @@
        "Plots.GRBackend()"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -172,103 +172,103 @@
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@@ -314,7 +314,7 @@
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       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/03_Coursera_3.ipynb b/03_Coursera_3.ipynb
new file mode 100644
index 0000000..cfa7190
--- /dev/null
+++ b/03_Coursera_3.ipynb
@@ -0,0 +1,1261 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Plots\n",
+    "gr()\n",
+    "using DelimitedFiles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "EVDdata = DelimitedFiles.readdlm(\"wikipediaEVDdatesconverted.csv\", ',')\n",
+    "tvalsfromdata = EVDdata[:,1] \n",
+    "totalcasesfromdata = EVDdata[:,2];"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "updateSIR (generic function with 1 method)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "function updateSIR(popnvector)\n",
+    "    susceptibles = popnvector[1];\n",
+    "    infecteds = popnvector[2];\n",
+    "    removeds = popnvector[3];\n",
+    "    newS = susceptibles - λ*susceptibles*infecteds*dt\n",
+    "    newI = infecteds + λ*susceptibles*infecteds*dt - γ*infecteds*dt\n",
+    "    newR = removeds + γ*infecteds*dt\n",
+    "    return [newS newI newR]\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Values for the test run\n",
+    "λ = 1.47*10^-6 #0.0005\n",
+    "γ = 0.125\n",
+    "dt = 0.5\n",
+    "tfinal = 610\n",
+    "s0 = 1.0*10^5 #150.0\n",
+    "i0 = 20.\n",
+    "r0 = 0.0;\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nsteps = round(Int64,tfinal/dt)\n",
+    "resultvals = Array{Float64}(undef,nsteps+1,3)\n",
+    "timevec = Array{Float64}(undef,nsteps+1)\n",
+    "resultvals[1,:] = [s0, i0, r0]\n",
+    "timevec[1] = 0.;"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for step = 1:nsteps\n",
+    "    resultvals[step+1,:] = updateSIR(resultvals[step,:])\n",
+    "    timevec[step+1] = timevec[step] + dt\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ivals = resultvals[:,2];\n",
+    "rvals = resultvals[:,3];\n",
+    "cvals = ivals + rvals;"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
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+       "  1403.56,331.625 1405.16,330.165 1406.76,328.715 1408.36,327.276 1409.96,325.849 1411.56,324.432 1413.16,323.026 1414.76,321.631 1416.37,320.246 1417.97,318.872 \n",
+       "  1419.57,317.509 1421.17,316.156 1422.77,314.814 1424.37,313.482 1425.97,312.161 1427.57,310.85 1429.18,309.549 1430.78,308.258 1432.38,306.978 1433.98,305.708 \n",
+       "  1435.58,304.447 1437.18,303.197 1438.78,301.957 1440.38,300.726 1441.99,299.505 1443.59,298.294 1445.19,297.093 1446.79,295.902 1448.39,294.72 1449.99,293.547 \n",
+       "  1451.59,292.385 1453.19,291.231 1454.8,290.087 1456.4,288.952 1458,287.827 1459.6,286.71 1461.2,285.603 1462.8,284.505 1464.4,283.416 1466.01,282.336 \n",
+       "  1467.61,281.265 1469.21,280.202 1470.81,279.149 1472.41,278.104 1474.01,277.068 1475.61,276.041 1477.21,275.022 1478.82,274.011 1480.42,273.01 1482.02,272.016 \n",
+       "  1483.62,271.031 1485.22,270.054 1486.82,269.086 1488.42,268.125 1490.02,267.173 1491.63,266.229 1493.23,265.293 1494.83,264.365 1496.43,263.444 1498.03,262.532 \n",
+       "  1499.63,261.627 1501.23,260.731 1502.83,259.841 1504.44,258.96 1506.04,258.086 1507.64,257.22 1509.24,256.361 1510.84,255.509 1512.44,254.665 1514.04,253.828 \n",
+       "  1515.64,252.999 1517.25,252.176 1518.85,251.361 1520.45,250.553 1522.05,249.752 1523.65,248.958 1525.25,248.171 1526.85,247.391 1528.45,246.617 1530.06,245.851 \n",
+       "  1531.66,245.091 1533.26,244.338 1534.86,243.591 1536.46,242.851 1538.06,242.118 1539.66,241.391 1541.26,240.67 1542.87,239.956 1544.47,239.249 1546.07,238.547 \n",
+       "  1547.67,237.852 1549.27,237.163 1550.87,236.48 1552.47,235.803 1554.07,235.133 1555.68,234.468 1557.28,233.809 1558.88,233.157 1560.48,232.51 1562.08,231.868 \n",
+       "  1563.68,231.233 1565.28,230.603 1566.88,229.979 1568.49,229.361 1570.09,228.748 1571.69,228.141 1573.29,227.539 1574.89,226.943 1576.49,226.352 1578.09,225.767 \n",
+       "  1579.7,225.186 1581.3,224.611 1582.9,224.042 1584.5,223.477 1586.1,222.918 1587.7,222.364 1589.3,221.815 1590.9,221.27 1592.51,220.731 1594.11,220.197 \n",
+       "  1595.71,219.668 1597.31,219.143 1598.91,218.623 1600.51,218.109 1602.11,217.598 1603.71,217.093 1605.32,216.592 1606.92,216.096 1608.52,215.604 1610.12,215.117 \n",
+       "  1611.72,214.635 1613.32,214.157 1614.92,213.683 1616.52,213.214 1618.13,212.749 1619.73,212.288 1621.33,211.832 1622.93,211.379 1624.53,210.932 1626.13,210.488 \n",
+       "  1627.73,210.048 1629.33,209.613 1630.94,209.181 1632.54,208.754 1634.14,208.33 1635.74,207.911 1637.34,207.495 1638.94,207.083 1640.54,206.675 1642.14,206.271 \n",
+       "  1643.75,205.871 1645.35,205.475 1646.95,205.082 1648.55,204.693 1650.15,204.307 1651.75,203.925 1653.35,203.547 1654.95,203.173 1656.56,202.801 1658.16,202.434 \n",
+       "  1659.76,202.07 1661.36,201.709 1662.96,201.351 1664.56,200.997 1666.16,200.647 1667.76,200.299 1669.37,199.955 1670.97,199.615 1672.57,199.277 1674.17,198.943 \n",
+       "  1675.77,198.611 1677.37,198.283 1678.97,197.958 1680.58,197.636 1682.18,197.318 1683.78,197.002 1685.38,196.689 1686.98,196.379 1688.58,196.072 1690.18,195.768 \n",
+       "  1691.78,195.467 1693.39,195.169 1694.99,194.874 1696.59,194.581 1698.19,194.291 1699.79,194.004 1701.39,193.72 1702.99,193.439 1704.59,193.16 1706.2,192.884 \n",
+       "  1707.8,192.61 1709.4,192.339 1711,192.071 1712.6,191.805 1714.2,191.542 1715.8,191.281 1717.4,191.023 1719.01,190.767 1720.61,190.514 1722.21,190.263 \n",
+       "  1723.81,190.014 1725.41,189.768 1727.01,189.525 1728.61,189.283 1730.21,189.044 1731.82,188.807 1733.42,188.573 1735.02,188.341 1736.62,188.111 1738.22,187.883 \n",
+       "  1739.82,187.657 1741.42,187.434 1743.02,187.213 1744.63,186.994 1746.23,186.777 1747.83,186.562 1749.43,186.349 1751.03,186.138 1752.63,185.929 1754.23,185.723 \n",
+       "  1755.83,185.518 1757.44,185.315 1759.04,185.114 1760.64,184.916 1762.24,184.719 1763.84,184.524 1765.44,184.33 1767.04,184.139 1768.64,183.95 1770.25,183.762 \n",
+       "  1771.85,183.576 1773.45,183.392 1775.05,183.21 1776.65,183.03 1778.25,182.851 1779.85,182.674 1781.46,182.499 1783.06,182.325 1784.66,182.154 1786.26,181.983 \n",
+       "  1787.86,181.815 1789.46,181.648 1791.06,181.483 1792.66,181.319 1794.27,181.157 1795.87,180.997 1797.47,180.838 1799.07,180.68 1800.67,180.525 1802.27,180.37 \n",
+       "  1803.87,180.217 1805.47,180.066 1807.08,179.916 1808.68,179.768 1810.28,179.621 1811.88,179.475 1813.48,179.331 1815.08,179.189 1816.68,179.047 1818.28,178.907 \n",
+       "  1819.89,178.769 1821.49,178.631 1823.09,178.496 1824.69,178.361 1826.29,178.228 1827.89,178.096 1829.49,177.965 1831.09,177.836 1832.7,177.708 1834.3,177.581 \n",
+       "  1835.9,177.455 1837.5,177.331 1839.1,177.208 1840.7,177.086 1842.3,176.965 1843.9,176.845 1845.51,176.727 1847.11,176.61 1848.71,176.494 1850.31,176.379 \n",
+       "  1851.91,176.265 1853.51,176.152 1855.11,176.041 1856.71,175.93 1858.32,175.821 1859.92,175.712 1861.52,175.605 1863.12,175.499 1864.72,175.393 1866.32,175.289 \n",
+       "  1867.92,175.186 1869.52,175.084 1871.13,174.983 1872.73,174.883 1874.33,174.783 1875.93,174.685 1877.53,174.588 1879.13,174.492 1880.73,174.396 1882.34,174.302 \n",
+       "  1883.94,174.208 1885.54,174.116 1887.14,174.024 1888.74,173.933 1890.34,173.844 1891.94,173.755 1893.54,173.666 1895.15,173.579 1896.75,173.493 1898.35,173.407 \n",
+       "  1899.95,173.323 1901.55,173.239 1903.15,173.156 1904.75,173.074 1906.35,172.992 1907.96,172.912 1909.56,172.832 1911.16,172.753 1912.76,172.674 1914.36,172.597 \n",
+       "  1915.96,172.52 1917.56,172.444 1919.16,172.369 1920.77,172.295 1922.37,172.221 1923.97,172.148 1925.57,172.076 1927.17,172.004 1928.77,171.933 1930.37,171.863 \n",
+       "  1931.97,171.793 1933.58,171.725 1935.18,171.657 1936.78,171.589 1938.38,171.522 1939.98,171.456 1941.58,171.391 1943.18,171.326 1944.78,171.262 1946.39,171.198 \n",
+       "  1947.99,171.135 1949.59,171.073 1951.19,171.011 1952.79,170.95 1954.39,170.89 1955.99,170.83 1957.59,170.771 1959.2,170.712 1960.8,170.654 1962.4,170.596 \n",
+       "  1964,170.539 1965.6,170.483 1967.2,170.427 1968.8,170.372 1970.4,170.317 1972.01,170.263 1973.61,170.209 1975.21,170.156 1976.81,170.103 1978.41,170.051 \n",
+       "  1980.01,169.999 1981.61,169.948 1983.21,169.898 1984.82,169.848 1986.42,169.798 1988.02,169.749 1989.62,169.7 1991.22,169.652 1992.82,169.605 1994.42,169.557 \n",
+       "  1996.03,169.511 1997.63,169.464 1999.23,169.419 2000.83,169.373 2002.43,169.328 2004.03,169.284 2005.63,169.24 2007.23,169.196 2008.84,169.153 2010.44,169.11 \n",
+       "  2012.04,169.068 2013.64,169.026 2015.24,168.985 2016.84,168.944 2018.44,168.903 2020.04,168.863 2021.65,168.823 2023.25,168.783 2024.85,168.744 2026.45,168.706 \n",
+       "  2028.05,168.667 2029.65,168.63 2031.25,168.592 2032.85,168.555 2034.46,168.518 2036.06,168.482 2037.66,168.446 2039.26,168.41 2040.86,168.374 2042.46,168.339 \n",
+       "  2044.06,168.305 2045.66,168.27 2047.27,168.236 2048.87,168.203 2050.47,168.169 2052.07,168.137 2053.67,168.104 2055.27,168.072 2056.87,168.04 2058.47,168.008 \n",
+       "  2060.08,167.976 2061.68,167.945 2063.28,167.915 2064.88,167.884 2066.48,167.854 2068.08,167.824 2069.68,167.795 2071.28,167.765 2072.89,167.736 2074.49,167.708 \n",
+       "  2076.09,167.679 2077.69,167.651 2079.29,167.623 2080.89,167.596 2082.49,167.568 2084.09,167.541 2085.7,167.515 2087.3,167.488 2088.9,167.462 2090.5,167.436 \n",
+       "  2092.1,167.41 2093.7,167.385 2095.3,167.36 2096.91,167.335 2098.51,167.31 2100.11,167.285 2101.71,167.261 2103.31,167.237 2104.91,167.214 2106.51,167.19 \n",
+       "  2108.11,167.167 2109.72,167.144 2111.32,167.121 2112.92,167.098 2114.52,167.076 2116.12,167.054 2117.72,167.032 2119.32,167.01 2120.92,166.989 2122.53,166.967 \n",
+       "  2124.13,166.946 2125.73,166.926 2127.33,166.905 2128.93,166.884 2130.53,166.864 2132.13,166.844 2133.73,166.824 2135.34,166.805 2136.94,166.785 2138.54,166.766 \n",
+       "  2140.14,166.747 2141.74,166.728 2143.34,166.709 2144.94,166.691 2146.54,166.673 2148.15,166.654 2149.75,166.636 2151.35,166.619 2152.95,166.601 2154.55,166.584 \n",
+       "  2156.15,166.566 2157.75,166.549 2159.35,166.532 2160.96,166.516 2162.56,166.499 2164.16,166.483 2165.76,166.466 2167.36,166.45 2168.96,166.434 2170.56,166.419 \n",
+       "  2172.16,166.403 2173.77,166.388 2175.37,166.372 2176.97,166.357 2178.57,166.342 2180.17,166.327 2181.77,166.313 2183.37,166.298 2184.97,166.284 2186.58,166.269 \n",
+       "  2188.18,166.255 2189.78,166.241 2191.38,166.227 2192.98,166.214 2194.58,166.2 2196.18,166.187 2197.79,166.173 2199.39,166.16 2200.99,166.147 2202.59,166.134 \n",
+       "  2204.19,166.121 2205.79,166.109 2207.39,166.096 2208.99,166.084 2210.6,166.071 2212.2,166.059 2213.8,166.047 2215.4,166.035 2217,166.024 2218.6,166.012 \n",
+       "  2220.2,166 2221.8,165.989 2223.41,165.977 2225.01,165.966 2226.61,165.955 2228.21,165.944 2229.81,165.933 2231.41,165.922 2233.01,165.912 2234.61,165.901 \n",
+       "  2236.22,165.891 2237.82,165.88 2239.42,165.87 2241.02,165.86 2242.62,165.85 2244.22,165.84 2245.82,165.83 2247.42,165.82 2249.03,165.811 2250.63,165.801 \n",
+       "  2252.23,165.792 2253.83,165.782 2255.43,165.773 2257.03,165.764 2258.63,165.755 2260.23,165.746 2261.84,165.737 2263.44,165.728 2265.04,165.719 2266.64,165.71 \n",
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+       "  2284.25,165.621 \n",
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+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n",
+      "GKS: character ignored due to unicode error\n"
+     ]
+    }
+   ],
+   "source": [
+    "plot(timevec,cvals,\n",
+    "    label = \"Model Values\",\n",
+    "    xlabel = \"Epidemic Day\",\n",
+    "    ylabel = \"Number of cases to date\",\n",
+    "    title = \"Model vs Data\"\n",
+    ")\n",
+    "\n",
+    "plot!(tvalsfromdata,totalcasesfromdata,\n",
+    "    legend=:right,\n",
+    "    line=:scatter,\n",
+    "    label=\"Reported number of cases\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
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+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f(x) = 5 * x^2 + 3 * x - 20\n",
+    "plot(f, -10:10) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
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+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "plot!(zero,-10,10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "f (generic function with 1 method)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f(x) = -9*x^2 + 3*x + 6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
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+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "plot(-2,2,f)"
+   ]
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+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
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+}