diff --git a/week13/inClass_week13.ipynb b/week13/inClass_week13.ipynb
index 44e4897..9f4ef5a 100644
--- a/week13/inClass_week13.ipynb
+++ b/week13/inClass_week13.ipynb
@@ -265,7 +265,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "79c98763",
+   "id": "72bf03e7",
    "metadata": {},
    "outputs": [
     {
@@ -358,7 +358,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "b8e397fc",
+   "id": "a1dd0e15",
    "metadata": {},
    "outputs": [
     {
@@ -390,7 +390,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "f55e1d5f",
+   "id": "027bff29",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -400,7 +400,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "9718c9a2",
+   "id": "1c925fa3",
    "metadata": {},
    "outputs": [
     {
@@ -610,7 +610,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "ece95375",
+   "id": "ef3177cd",
    "metadata": {},
    "outputs": [
     {
@@ -703,7 +703,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "470bd37d",
+   "id": "1d79f69f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -713,7 +713,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "b4da08b5",
+   "id": "883b1c90",
    "metadata": {},
    "outputs": [
     {
@@ -958,7 +958,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "81f0acbc",
+   "id": "00218b71",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -970,7 +970,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "37507751",
+   "id": "08c8a2b3",
    "metadata": {},
    "outputs": [
     {
@@ -1055,7 +1055,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "6fbb8fcf",
+   "id": "13e1ee2a",
    "metadata": {},
    "outputs": [
     {
@@ -1149,7 +1149,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "a05e335c",
+   "id": "2346e0c7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1159,7 +1159,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "ff56bcd9",
+   "id": "03ebb3b0",
    "metadata": {},
    "outputs": [
     {
@@ -1180,7 +1180,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "ba93279f",
+   "id": "8b1c14e8",
    "metadata": {},
    "outputs": [
     {
@@ -1280,7 +1280,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "7d532aec",
+   "id": "95e014b7",
    "metadata": {},
    "outputs": [
     {
@@ -1525,7 +1525,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "1b39ff1f",
+   "id": "3a8b52dd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1567,7 +1567,7 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "id": "643e22b3",
+   "id": "7854e23c",
    "metadata": {},
    "outputs": [
     {
@@ -1589,7 +1589,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "82fcc929",
+   "id": "bf746f98",
    "metadata": {},
    "outputs": [
     {
@@ -1611,7 +1611,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "dad41ac4",
+   "id": "cdca7d37",
    "metadata": {},
    "outputs": [
     {
@@ -1633,7 +1633,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "74129831",
+   "id": "093547d3",
    "metadata": {},
    "outputs": [
     {
@@ -1661,7 +1661,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "ed2dd95f",
+   "id": "d785cf58",
    "metadata": {},
    "outputs": [
     {
@@ -1732,7 +1732,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "ca5ff505",
+   "id": "8e50da92",
    "metadata": {},
    "outputs": [
     {
@@ -1753,7 +1753,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "29d272f5",
+   "id": "327be9a9",
    "metadata": {},
    "outputs": [
     {
@@ -1998,10 +1998,719 @@
     "corg_clean.head()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "51215bed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "United States 39.7837304 -100.445882\n",
+      "Brazil -10.3333333 -53.2\n",
+      "Russia 64.6863136 97.7453061\n",
+      "Japan 36.5748441 139.2394179\n",
+      "Vietnam 15.9266657 107.9650855\n",
+      "Germany 51.1638175 10.4478313\n",
+      "France 46.603354 1.8883335\n",
+      "United Kingdom 54.7023545 -3.2765753\n",
+      "Italy 42.6384261 12.674297\n",
+      "South Africa -28.8166236 24.991639\n",
+      "Ukraine 49.4871968 31.2718321\n",
+      "Spain 39.3260685 -4.8379791\n",
+      "Poland 52.215933 19.134422\n",
+      "Canada 61.0666922 -107.991707\n",
+      "Korea, North 40.3736611 127.0870417\n",
+      "Romania 45.9852129 24.6859225\n",
+      "Australia -24.7761086 134.755\n",
+      "Portugal 39.6621648 -8.1353519\n",
+      "Belgium 50.6402809 4.6667145\n",
+      "Czech Republic 49.7439047 15.3381061\n",
+      "Hungary 47.1817585 19.5060937\n",
+      "Belarus 53.4250605 27.6971358\n",
+      "Sweden 59.6749712 14.5208584\n",
+      "Austria 47.59397 14.12456\n",
+      "Switzerland 46.7985624 8.2319736\n",
+      "Israel 31.39480005 34.63358319049945\n",
+      "Serbia 44.1534121 20.55144\n",
+      "Denmark 55.670249 10.3333283\n",
+      "Finland 63.2467777 25.9209164\n",
+      "Norway 61.1529386 8.7876653\n",
+      "Croatia 45.3658443 15.6575209\n",
+      "New Zealand -41.5000831 172.8344077\n",
+      "Ireland 52.865196 -7.9794599\n",
+      "Lithuania 55.3500003 23.7499997\n",
+      "Uruguay -32.8755548 -56.0201525\n",
+      "Latvia 56.8406494 24.7537645\n",
+      "Slovenia 46.1199444 14.8153333\n",
+      "Estonia 58.7523778 25.3319078\n",
+      "Netherlands 52.24764975 5.541246849406163\n",
+      "Kosovo 42.5869578 20.9021231\n"
+     ]
+    }
+   ],
+   "source": [
+    "lat, long = [], []\n",
+    "for c in corg_clean.columns:\n",
+    "    la,lo = get_boundingbox_country(c)\n",
+    "    print(c,la,lo)\n",
+    "    lat.append(la); long.append(lo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "e7e12845",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>United States</th>\n",
+       "      <th>Brazil</th>\n",
+       "      <th>Russia</th>\n",
+       "      <th>Japan</th>\n",
+       "      <th>Vietnam</th>\n",
+       "      <th>Germany</th>\n",
+       "      <th>France</th>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <th>Italy</th>\n",
+       "      <th>South Africa</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Croatia</th>\n",
+       "      <th>New Zealand</th>\n",
+       "      <th>Ireland</th>\n",
+       "      <th>Lithuania</th>\n",
+       "      <th>Uruguay</th>\n",
+       "      <th>Latvia</th>\n",
+       "      <th>Slovenia</th>\n",
+       "      <th>Estonia</th>\n",
+       "      <th>Netherlands</th>\n",
+       "      <th>Kosovo</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Years</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1917-01-01</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1918-01-01</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1919-01-01</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1920-01-01</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1921-01-01</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-01-01</th>\n",
+       "      <td>229</td>\n",
+       "      <td>0</td>\n",
+       "      <td>217</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>55</td>\n",
+       "      <td>28</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>72</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-01</th>\n",
+       "      <td>213</td>\n",
+       "      <td>0</td>\n",
+       "      <td>260</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>28</td>\n",
+       "      <td>60</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>25</td>\n",
+       "      <td>101</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-01-01</th>\n",
+       "      <td>198</td>\n",
+       "      <td>0</td>\n",
+       "      <td>329</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>42</td>\n",
+       "      <td>25</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>12</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-01-01</th>\n",
+       "      <td>118</td>\n",
+       "      <td>0</td>\n",
+       "      <td>189</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>62</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>12</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-01</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>104 rows × 40 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            United States  Brazil  Russia  Japan  Vietnam  Germany  France  \\\n",
+       "Years                                                                        \n",
+       "1917-01-01              0       0       0      0        0        0       0   \n",
+       "1918-01-01              0       0       0      0        0        0       0   \n",
+       "1919-01-01              0       0       0      0        0        0       0   \n",
+       "1920-01-01              0       0       0      0        0        0       0   \n",
+       "1921-01-01              0       0       0      0        0        0       0   \n",
+       "...                   ...     ...     ...    ...      ...      ...     ...   \n",
+       "2016-01-01            229       0     217      2        0       54      55   \n",
+       "2017-01-01            213       0     260      2        1       28      60   \n",
+       "2018-01-01            198       0     329      0        3       42      25   \n",
+       "2019-01-01            118       0     189      0        0       30      62   \n",
+       "2020-01-01              2       0      16      0        0        0       0   \n",
+       "\n",
+       "            United Kingdom  Italy  South Africa  ...  Croatia  New Zealand  \\\n",
+       "Years                                            ...                         \n",
+       "1917-01-01               1      0             0  ...        0            0   \n",
+       "1918-01-01               0      0             0  ...        0            0   \n",
+       "1919-01-01               0      0             0  ...        0            0   \n",
+       "1920-01-01               0      0             0  ...        0            0   \n",
+       "1921-01-01               0      0             0  ...        0            0   \n",
+       "...                    ...    ...           ...  ...      ...          ...   \n",
+       "2016-01-01              28      2             0  ...        8            3   \n",
+       "2017-01-01              10      4             0  ...        4            3   \n",
+       "2018-01-01               5      2             0  ...        6            3   \n",
+       "2019-01-01               1      2             0  ...        0            0   \n",
+       "2020-01-01               0      0             0  ...        0            0   \n",
+       "\n",
+       "            Ireland  Lithuania  Uruguay  Latvia  Slovenia  Estonia  \\\n",
+       "Years                                                                \n",
+       "1917-01-01        0          0        0       0         0        0   \n",
+       "1918-01-01        0          0        0       0         0        0   \n",
+       "1919-01-01        0          0        0       0         0        0   \n",
+       "1920-01-01        0          0        0       0         0        0   \n",
+       "1921-01-01        0          0        0       0         0        0   \n",
+       "...             ...        ...      ...     ...       ...      ...   \n",
+       "2016-01-01        0          9        0       0         0       27   \n",
+       "2017-01-01        0          0        2       0         0        8   \n",
+       "2018-01-01        0          0        0       0         0       16   \n",
+       "2019-01-01        0          0        0       0         0       16   \n",
+       "2020-01-01        0          0        0       0         0        0   \n",
+       "\n",
+       "            Netherlands  Kosovo  \n",
+       "Years                            \n",
+       "1917-01-01            0       0  \n",
+       "1918-01-01            0       0  \n",
+       "1919-01-01            0       1  \n",
+       "1920-01-01            0       0  \n",
+       "1921-01-01            0       0  \n",
+       "...                 ...     ...  \n",
+       "2016-01-01           17      72  \n",
+       "2017-01-01           25     101  \n",
+       "2018-01-01           12      56  \n",
+       "2019-01-01           12      51  \n",
+       "2020-01-01            0      17  \n",
+       "\n",
+       "[104 rows x 40 columns]"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corg_clean"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "b0cd7843",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Years</th>\n",
+       "      <th>1917-01-01</th>\n",
+       "      <th>1918-01-01</th>\n",
+       "      <th>1919-01-01</th>\n",
+       "      <th>1920-01-01</th>\n",
+       "      <th>1921-01-01</th>\n",
+       "      <th>1922-01-01</th>\n",
+       "      <th>1923-01-01</th>\n",
+       "      <th>1924-01-01</th>\n",
+       "      <th>1925-01-01</th>\n",
+       "      <th>1926-01-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2011-01-01</th>\n",
+       "      <th>2012-01-01</th>\n",
+       "      <th>2013-01-01</th>\n",
+       "      <th>2014-01-01</th>\n",
+       "      <th>2015-01-01</th>\n",
+       "      <th>2016-01-01</th>\n",
+       "      <th>2017-01-01</th>\n",
+       "      <th>2018-01-01</th>\n",
+       "      <th>2019-01-01</th>\n",
+       "      <th>2020-01-01</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>United States</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>408</td>\n",
+       "      <td>431</td>\n",
+       "      <td>376</td>\n",
+       "      <td>280</td>\n",
+       "      <td>301</td>\n",
+       "      <td>229</td>\n",
+       "      <td>213</td>\n",
+       "      <td>198</td>\n",
+       "      <td>118</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Russia</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89</td>\n",
+       "      <td>82</td>\n",
+       "      <td>115</td>\n",
+       "      <td>127</td>\n",
+       "      <td>237</td>\n",
+       "      <td>217</td>\n",
+       "      <td>260</td>\n",
+       "      <td>329</td>\n",
+       "      <td>189</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Japan</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Vietnam</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 104 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Years          1917-01-01  1918-01-01  1919-01-01  1920-01-01  1921-01-01  \\\n",
+       "United States           0           0           0           0           0   \n",
+       "Brazil                  0           0           0           0           0   \n",
+       "Russia                  0           0           0           0           0   \n",
+       "Japan                   0           0           0           0           0   \n",
+       "Vietnam                 0           0           0           0           0   \n",
+       "\n",
+       "Years          1922-01-01  1923-01-01  1924-01-01  1925-01-01  1926-01-01  \\\n",
+       "United States           0           0           0           0           0   \n",
+       "Brazil                  0           0           0           0           0   \n",
+       "Russia                  0           0           0           0           0   \n",
+       "Japan                   0           0           0           0           0   \n",
+       "Vietnam                 0           0           0           0           0   \n",
+       "\n",
+       "Years          ...  2011-01-01  2012-01-01  2013-01-01  2014-01-01  \\\n",
+       "United States  ...         408         431         376         280   \n",
+       "Brazil         ...           0           0           0           0   \n",
+       "Russia         ...          89          82         115         127   \n",
+       "Japan          ...           0           0           0           0   \n",
+       "Vietnam        ...           0           0           0           0   \n",
+       "\n",
+       "Years          2015-01-01  2016-01-01  2017-01-01  2018-01-01  2019-01-01  \\\n",
+       "United States         301         229         213         198         118   \n",
+       "Brazil                  0           0           0           0           0   \n",
+       "Russia                237         217         260         329         189   \n",
+       "Japan                   0           2           2           0           0   \n",
+       "Vietnam                 0           0           1           3           0   \n",
+       "\n",
+       "Years          2020-01-01  \n",
+       "United States           2  \n",
+       "Brazil                  0  \n",
+       "Russia                 16  \n",
+       "Japan                   0  \n",
+       "Vietnam                 0  \n",
+       "\n",
+       "[5 rows x 104 columns]"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corg_clean_t = corg_clean.T\n",
+    "corg_clean_t.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "ce6f880f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corg_clean_t.index.name"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e7e2cd64",
+   "id": "87a827d1",
    "metadata": {},
    "outputs": [],
    "source": []