diff --git "a/api/client/samples/drought/El Ni\303\261o, La Ni\303\261a and Droughts in East Africa.ipynb" "b/api/client/samples/drought/El Ni\303\261o, La Ni\303\261a and Droughts in East Africa.ipynb" new file mode 100644 index 00000000000..6c2d442ac5c --- /dev/null +++ "b/api/client/samples/drought/El Ni\303\261o, La Ni\303\261a and Droughts in East Africa.ipynb" @@ -0,0 +1,499 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# On the relationship between La Niña and droughts in East Africa\n", + "\n", + "\"Every five or so years, [...] a La Niña weather cycle brings devastating drought and hunger to East Africa\"\n", + "(see [\"Ethiopia, Somalia and Kenya face devastating drought\"](https://www.nature.com/articles/d41586-020-02698-3), Nature, 15 October 2020). \n", + "\n", + "This notebook examines the relationship between La Niña and droughts in the region, to see if the warnings in the *Nature* article can be corroborated very simply with data available in [Gro](https://app.gro-intelligence.com). \n", + "\n", + "The data used here can be inspected in [this display on Gro](https://app.gro-intelligence.com/displays/3dW3V6zdD)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from groclient import client\n", + "\n", + "client = client.GroClient('api.gro-intelligence.com', os.environ['GROAPI_TOKEN'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Drought\n", + "\n", + "There are many data series related to drought. Here we use the [Gro Drought Index (GDI)](https://gro-intelligence.com/gro-models/gro-drought-index), which is available at the district and province level, daily and weekly. For simplicity, let us take the weekly GDI series at the province level." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "for country in ['Ethiopia', 'Kenya', 'Somalia']:\n", + " country_id = client.search_for_entity('regions', country)\n", + " for region in client.get_descendant_regions(country_id, 4): \n", + " for series in client.get_data_series(item_id=17388, metric_id=15852252, frequency_id=2, region_id=region['id']):\n", + " client.add_single_data_series(series)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## El Niño & La Niña \n", + "\n", + "The [El Niño-Southern Oscillation (ENSO)](https://app.gro-intelligence.com/dictionary/sources/124) data series captures the El Niño/La Niña cycle, which is global." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'metric_id': 15851977,\n", + " 'metric_name': 'El Niño Southern Oscillation Index',\n", + " 'item_id': 13495,\n", + " 'item_name': 'Multivariate ENSO Index',\n", + " 'region_id': 0,\n", + " 'region_name': 'World',\n", + " 'partner_region_id': 0,\n", + " 'partner_region_name': 'World',\n", + " 'frequency_id': 6,\n", + " 'frequency_name': 'monthly',\n", + " 'source_id': 124,\n", + " 'source_name': 'NOAA MEI v2',\n", + " 'start_date': '1979-01-01T00:00:00.000Z',\n", + " 'end_date': '2020-09-30T00:00:00.000Z',\n", + " 'data_count_estimate': 509}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "client.add_data_series(item = \"Multivariate ENSO Index\", metric=\"El Niño Southern Oscillation Index\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data prep" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(43441, 13)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = client.get_df()\n", + "print(df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a simple approximation, we convert the weekly data to monthly and average each series across the whole region. Note the temporal aggregation is just an aggregation, but the spatial aspect is a bit imprecise as it gives equal weight to all provinces instead of weighting them by area." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El Niño Southern Oscillation Index (501, 10)\n", + "Drought Severity and Coverage Index (131, 10)\n" + ] + } + ], + "source": [ + "all_monthly_series = []\n", + "\n", + "for group, series_df in df.groupby(['item_id', 'metric_id']):\n", + " mmdf = series_df.set_index('end_date').groupby(pd.Grouper(freq=\"M\")).mean()\n", + " label = client.lookup('metrics', group[1])['name']\n", + " all_monthly_series.append((label, mmdf))\n", + " print(label, mmdf.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.ticker import AutoMinorLocator\n", + "\n", + "fig, axes = plt.subplots(1, 1, figsize=(24,16))\n", + "\n", + "for label,s in all_monthly_series:\n", + " plt.plot(s.index.to_pydatetime(), s['value'], label=\"{}\".format(label))\n", + " \n", + "plt.legend(loc='upper right')\n", + "plt.grid(b=True, which='both')\n", + "axes.xaxis.set_minor_locator(AutoMinorLocator(5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analysis\n", + "Let's examine the correlation between ENSO and the Gro Drought Index." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sdf = None\n", + "\n", + "for g, s in all_monthly_series:\n", + " d = s.rename(mapper={'value': g}, axis='columns')[[g]]\n", + " if sdf is None:\n", + " sdf = d\n", + " else:\n", + " sdf = sdf.join(d, on=['end_date'], how='inner')\n", + "\n", + "fig, axes = plt.subplots(1,1, figsize=(24,10))\n", + "sdf.plot.scatter(x='El Niño Southern Oscillation Index', y='Drought Severity and Coverage Index', ax=axes)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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El Niño Southern Oscillation IndexDrought Severity and Coverage Index
El Niño Southern Oscillation Index1.000000-0.042297
Drought Severity and Coverage Index-0.0422971.000000
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" + ], + "text/plain": [ + " El Niño Southern Oscillation Index \\\n", + "El Niño Southern Oscillation Index 1.000000 \n", + "Drought Severity and Coverage Index -0.042297 \n", + "\n", + " Drought Severity and Coverage Index \n", + "El Niño Southern Oscillation Index -0.042297 \n", + "Drought Severity and Coverage Index 1.000000 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sdf.corr(method='pearson')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Negative ENSO corresponds to La Niña episodes. So while there's some correlation with droughts, it appears to be very weak -- about 4%. However, we can improve our analysis in a couple of ways. \n", + "\n", + "First, since the claimed effect is of La Niña, let's ignore El Niño, and consider only the moderate to strong La Nina conditions, where ENSO values < -1.0." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "enso = all_monthly_series[0][1].copy()\n", + "la_nina = enso[enso['value'] < -1.0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Second, La Niña anticipates the drought by a few months, so let us shift ENSO by +6 months." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "la_nina.index = la_nina.index + pd.offsets.MonthEnd(6)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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T2bP/aOYWFjO/uFSsP352Pvc++EjuO3Iye3dtMxMWAAAAAFYxSyUMmRNnZrNn/9E8Mbfw8dL2nPnFlifmFrJn/9GcODM7oIQAAAAAQK8pbofMvkPHM7ewuOyYuYXF3HPo4T4lAgAAAAD6TXE7ZA4cO3XRTNsLzS+23H/sZJ8SAQAAAAD9prgdMrNn57sb92R34wAAAACA64/idshMrenufnFTN7ivHAAAAACsVorbIbNj64ZMjNWyYybGKndsvblPiQAAAACAflPcDpndM5szOb78H8vk+FjunLm1T4kAAAAAgH5T3A6ZTeumsnfXtqydHL9o5u3EWGXt5Hj27tqWTeumBpQQAAAAAOg1xe0Q2r5lfQ7eNZOdt23MjWsmUpXcuGYiO2/bmIN3zWT7lvWDjggAAAAA9FC11gad4YpMT0+3w4cPDzoGAAAAAMBVqaojrbXpSx0z4xYAAAAAYMgobgEAAAAAhoziFgAAAABgyChuAQAAAACGjOIWAAAAAGDIKG4BAAAAAIbMxKADAAAAXCsnzsxm36HjOXDsVGbPzmdqzUR2bN2Q3TObs2nd1KDjAQB0TXELAACsCg88dDp79h/N3MJi5hdbkuTxs/O598FHct+Rk9m7a1u2b1k/4JQAAN3p2VIJVfUzVXW6qt63zJjPr6p3VdX7q+p3epUFAABY3U6cmc2e/UfzxNzCx0vbc+YXW56YW8ie/Udz4szsgBICAFyZXq5x++Ykt1/uYFU9J8neJK9urX1qki/vYRYAAGAV23foeOYWFpcdM7ewmHsOPdynRAAAV6dnxW1r7R1J/vcyQ74yyVtaa3/SGX+6V1kAAIDV7cCxUxfNtL3Q/GLL/cdO9ikRAMDV6eWM25X8zSTPrarfrqojVfU1A8wCAABcx2bPznc37snuxgEADNogb042keTTk7wiydokv1tVv9da+8MLB1bVa5O8Nkk2btzY15AAAMDwm1ozkce7KG+nbnB/ZgDg+jDIGbePJnlba222tfbhJO9I8tJLDWytvam1Nt1am77pppv6GhIAABh+O7ZuyMRYLTtmYqxyx9ab+5QIAODqDLK4/ZUkn1tVE1X1jCSfmeSDA8wDAABcp3bPbM7k+PIfbybHx3LnzK19SgQAcHV6VtxW1S8k+d0kW6rq0ar6uqr6hqr6hiRprX0wycEk70nyYJJ7Wmvv61UeAABg9dq0bip7d23L2snxi2beToxV1k6OZ++ubdm0bmpACQEArky1tvydV4fN9PR0O3z48KBjAAAAQ+jEmdncc+jh3H/sZGafnM/UDRO5Y+vNuXPmVqUtADB0qupIa236kscUtwAAAAAA/bdccTvINW4BAAAAALgExS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkJkYdAAAAACAQTlxZjb7Dh3PgWOnMnt2PlNrJrJj64bsntmcTeumBh0PGGGKWwAAAGAkPfDQ6ezZfzRzC4uZX2xJksfPzufeBx/JfUdOZu+ubdm+Zf2AUwKjylIJAAAAwMg5cWY2e/YfzRNzCx8vbc+ZX2x5Ym4he/YfzYkzswNKCIw6M24BAACAkbPv0PHMLSwuO2ZuYTH3HHo4b9zx4j6lsnQD8NfMuAUAAABGzoFjpy6aaXuh+cWW+4+d7FOipaUbbr/7UO598JE8fnY+LX+9dMPtdx/KAw+d7lsWYPAUtwAAAMDImT073924J7sbd7Us3QBcSHELAAAAjJypNd2tHjl1Q39WmbySpRuA0aC4BQAAAEbOjq0bMjFWy46ZGKvcsfXmvuQZxqUbgMFS3AIAAAAjZ/fM5kyOL1+LTI6P5c6ZW/uSZ9iWbgAGT3ELAAAAjJxN66ayd9e2rJ0cv2jm7cRYZe3kePbu2pZN66b6kmfYlm4ABm/F4raq3lhVE+dtP6uq/kNvYwEAAAD01vYt63PwrpnsvG1jblwzkarkxjUT2Xnbxhy8aybbt6zvW5ZhW7oBGLxu/jfNRJJ3VtXXJvmkJD+e5N/1NBUAAABAH2xaN5U37nhx3rjjxQPNsXtmc+47cjLziwuXHdPPpRuAwVtxxm1r7Q1JviPJO5P8bJK/11r78V4HAwAAABgVw7Z0AzB43SyV8HlJfizJ9yf57ST/rqo29DgXAAAAwEgZpqUbgMGr1tryA6oeTPKa1toHOtt/P8kPtNY+pQ/5LjI9Pd0OHz48iFMDAAAAAFwzVXWktTZ9qWPdrHH72a21jy+w0lp7S1X9zjVLBwAAAADAU6y4VEKSv1FV/6Wq3pckVfWSJP+4t7EAAAAAAEZXN8XtviRvSDKXJK219yT5il6GAgAAAAAYZd0Ut89orT14wb75XoQBAAAAAKC74vbDVfU3krQkqaovS/KnPU0FAAAAADDCurk52TcmeVOST6mqk0keTrKrp6kAAAAAAEbYisVta+14kr9dVVNJxlprH+t9LAAARtGJM7PZd+h4Dhw7ldmz85laM5EdWzdk98zmbFo3Neh4AADQN5ctbqvqWy+zP0nSWvuRHmUCAGAEPfDQ6ezZfzRzC4uZX2xJksfPzufeBx/JfUdOZu+ubdm+Zf2AUwIAQH8st8btMzuP6ST/OMnNncc3JNnW+2gAAIyKE2dms2f/0Twxt/Dx0vac+cWWJ+YWsmf/0Zw4MzughAAA0F+XLW5ba9/XWvu+JM9Psq219m2ttW9L8ulJNvYrIAAAq9++Q8czt7C47Ji5hcXcc+jhPiUCAIDBWm7G7TmflOTJ87af7OwDAIBr4sCxUxfNtL3Q/GLL/cdO9ikRAAAM1oo3J0vyc0kerKr7O9s7kvxszxIBADByZs/Odzfuye7GAQDA9W7F4ra19i+r6mCSz+3s+trW2rHexgIAYJRMrZnI412Ut1M3dDPvAAAArn/dLJWQJO9K8ktJ7k9ypqqscQsAwDWzY+uGTIzVsmMmxip3bL25T4kAAGCwVixuq+qbk/xZkrcn+bUkv975JwAAXBO7ZzZncnz5X00nx8dy58ytfUoEAACD1c2M29cl2dJa+9TW2ktaa5/WWntJr4MBADA6Nq2byt5d27J2cvyimbcTY5W1k+PZu2tbNq2bGlBCAADor26K20eSfKTXQQAAGG3bt6zPwbtmsvO2jblxzUSqkhvXTGTnbRtz8K6ZbN+yftARAQCgb6q1tvyAqp9OsiVLSyScPbe/tfYjvY12adPT0+3w4cODODUAAAAAwDVTVUdaa9OXOtbNbXn/pPO4ofMAAAAAAKCHVixuW2vf148gAAAAAAAsuWxxW1X/Ocll11Forb26J4kAAAAAAEbccjNuf6hvKQAAAAAA+LjLFrettd/pZxAAAAAAAJaMDToAAAAAAABPpbgFAAAAABgyXRe3VfWMXgYBAAAAAGDJisVtVX1OVX0gyR90tl9aVXu7eN3PVNXpqnrfCuM+o6rmq+rLuk4NAAAAALCKdTPj9t8m+btJziRJa+3dST6vi9e9Ocntyw2oqvEk/zrJb3bxfgAAAAAAI6GrpRJaa49csGuhi9e8I8n/XmHYNye5L8npbnIAAAAAAIyCborbR6rqc5K0qpqsqn+a5INXe+KqujnJHUl+8mrfCwAAAABgNemmuP2GJN+Y5OYkJ5O8rLN9te5O8p2ttcWVBlbVa6vqcFUdfuyxx67BqQEAAAAAhtfESgNaax9O8lU9OPd0knurKkmel+RVVTXfWjtwiQxvSvKmJJmenm49yAIAAAAAMDRWLG6r6scusfsjSQ631n7l6Z64tXbreed4c5Jfu1RpCwAAAAAwalYsbpN8QpJPSfJLne0vTfJwkpdW1fbW2l2XelFV/UKSz0/yvKp6NMn3JJlMktbaT11dbAAAAACA1aub4vYlSV7eWltIkqr6ySSHknxukvde7kWttZ3dhmitvabbsQAAAAAAq103Nyd7bpIbz9ueSvKJnSL3bE9SAQAAAACMsG5m3P6bJO+qqt9OUkk+L8kPVNVUkt/qYTYAAAAAgJG0YnHbWvvpqnprkts6u/5Za+1U5/m39ywZAAAAAMCI6maphCT5qyR/muTPk3xyVX1e7yIBAAAAAIy2FWfcVtWdSV6X5PlJ3pXks5L8bpIv6GkyAAAAAIAR1c2M29cl+YwkJ1pr25NsTfIXvQwFAAAAADDKuilu/6q19ldJUlVrWmt/kGRLb2MBAAAAAIyuFZdKSPJoVT0nyYEkb6+qP09yopehAAAAAABG2YrFbWvtjs7T762qB5I8O8nBnqYCAAAAABhhyxa3VTWe5P2ttU9Jktba7/QlFQAAAADACFt2jdvW2kKSh6pqY5/yAAAAAACMvG7WuH1ukvdX1YNJZs/tbK29umepAAAAAABGWDfF7Xf3PAUAAAAAAB/Xzc3JfqeqNiV5YWvtt6rqGUnGex8NAAAAAGA0LbvGbZJU1e4kv5zk33d23ZzkQA8zAQAAAACMtBWL2yTfmOTlST6aJK21P0qyvpehAAAAAABGWTfF7dnW2pPnNqpqIknrXSQAAAAAgNHWTXH7O1X1z5KsraovTPJLSf5zb2MBAAAAAIyuborb1yd5LMl7k3x9krcm+a5ehgIAAAAAGGUTXYzZkeTnWmv7epwFAAAAAIB0N+P2i5P8YVX9x6r6os4atwAAAAAA9MiKxW1r7WuTfHKW1rbdmeR/VtU9vQ4GAAAAADCqupo921qbq6rfSNKSrM3S8gl39jAXAABcF06cmc2+Q8dz4NipzJ6dz9SaiezYuiG7ZzZn07qpQccDAOA6teKM26p6ZVW9OckfJfnSJPck+T96nAsAAIbeAw+dzu13H8q9Dz6Sx8/OpyV5/Ox87n3wkdx+96E88NDpQUcEAOA61c0at1+T5ECSLa2117TW3tpam+9tLAAAGG4nzsxmz/6jeWJuIfOL7SnH5hdbnphbyJ79R3PizOyAEgIAcD3rZo3bnUl+N8kXdm5Otr73sQAAYLjtO3Q8cwuLy46ZW1jMPYce7lMiAABWk26WSvjyJA8m+fIk/yDJO6vqy3odDAAAhtmBY6cumml7ofnFlvuPnexTIgAAVpNubk72XUk+o7V2Okmq6qYkv5Xkl3sZDAAAhtns2e5WD5t90ipjAABcuW7WuB07V9p2nOnydQAAsGpNrelmDkQydUN34wAA4HzdFLAHq+ptVfWaqnpNkl9P8hu9jQUAAMNtx9YNmRirZcdMjFXu2HpznxIBALCadHNzsm9P8u+TvKTzeFNr7Tt6HQwAAIbZ7pnNmRxf/tfpyfGx3Dlza58SAQCwmlz2N82q+uSqenmStNbe0lr71tbatyZ5rKr+Rt8SAgDAENq0bip7d23L2snxi2beToxV1k6OZ++ubdm0bmpACQEAuJ4tN0Xg7iQfvcT+j3SOAQDASNu+ZX0O3jWTnbdtzI1rJlKV3LhmIjtv25iDd81k+5b1g44IAMB1qlprlz5Q9futtc+4zLH3ttY+rafJLmN6erodPnx4EKcGAAAAALhmqupIa236UseWu8Xtc5Y5tvaqEgEAAAAj6cSZ2ew7dDwHjp3K7Nn5TK2ZyI6tG7J7ZrPlZQDOs9xSCYeraveFO6vqziRHehcJAAAAWI0eeOh0br/7UO598JE8fnY+LcnjZ+dz74OP5Pa7D+WBh04POiLA0Fhuxu1dSe6vqq/KXxe100luSHJHj3MBAAAAq8iJM7PZs/9onphbuOjY/GLL/OJC9uw/moN3zZh5C5BlZty21v6stfY5Sb4vyR93Ht/XWvvs1tr/6k88AAAAYDXYd+h45hYWlx0zt7CYew493KdEAMNtuaUSkiSttQdaa/+u8/iv/QgFAAAArC4Hjp3K/OKlb5B+zvxiy/3HTvYpEcBwW7G4BQAAALhas2fnuxv3ZHfjAFY7xS0AAADQc1NrlrvNznnjbuhuHMBqp7gFAAAAem7H1g2ZGKtlx0yMVe7YenOfEgEMt8sWt1X1sar66OUe/QwJAAAAXN92z2zO5Pjy88cmx8dy58ytfUoEMNwu+xOztfbM1tqzkvxoktcnuTnJ85N8Z5K7+5IOAAAAWBU2rZvK3l3bsnZy/KKZtxNjlbWT49m7a1s2rZsaUEKA4VKtLX9Hx6p6d2vtpSvt65fp6el2+PDhQZwaAAAAuEonzszmnkMP5/5jJzP75HymbpjIHVtvzp0ztyptgZFTVUdaa9OXOtbNit+zVfVVSe5N0pLsTDJ7DfMBAAAAI2LTuqm8cceL88YdLx50FICh1s3Nyb4yyT9I8medx5d39gEAAAAA0AMrzrhtrf1xki/pfRQAAAAAAJIuituquinJ7iS3nD++tfaPehcLAAAAAGB0dbPG7a8kOZTkt5Is9DYOAAAAAKweJ87MZt+h4zlw7FRmz85nas1EdmzdkN0zm92Qj2V1U9w+o7X2nT1PAgAAAACryAMPnc6e/Uczt7CY+cWWJHn87HzuffCR3HfkZPbu2pbtW9YPOCXDqpubk/1aVb2q50kAAAAAYJU4cWY2e/YfzRNzCx8vbc+ZX2x5Ym4he/YfzYkzswNKyLDrprh9XZbK2yeq6qNV9bGq+uhKL6qqn6mq01X1vssc/6qqek9Vvbeq/kdVvfRKwwMAAADAMNp36HjmFhaXHTO3sJh7Dj3cp0Rcb1Ysbltrz2ytjbXW1rbWntXZflYX7/3mJLcvc/zhJP9Xa+3TkrwxyZu6SgwAAAAAQ+7AsVMXzbS90Pxiy/3HTvYpEdebbta4TVU9N8kLk3zCuX2ttXcs95rW2juq6pZljv+P8zZ/L8nzu8kCAAAAAMNu9ux8d+Oe7G4co2fF4raq7szScgnPT/KuJJ+V5HeTfME1zPF1SX7jGr4fAAAAAAzM1JqJPN5FeTt1Q1fzKhlB3a5x+xlJTrTWtifZmuQvrlWAqtqepeL2O5cZ89qqOlxVhx977LFrdWoAAAAA6IkdWzdkYqyWHTMxVrlj6819SsT1ppvi9q9aa3+VJFW1prX2B0m2XIuTV9VLktyT5Etaa2cuN6619qbW2nRrbfqmm266FqcGAAAAgJ7ZPbM5k+PLV2+T42O5c+bWPiXietNNcftoVT0nyYEkb6+qX0ly4mpPXFUbk7wlyVe31v7wat8PAAAAAIbFpnVT2btrW9ZOjl8083ZirLJ2cjx7d23LpnVTA0rIsKvWlr+73VMGV/1fSZ6d5GBr7ckVxv5Cks9P8rwkf5bke5JMJklr7aeq6p4kX5q/LoHnW2vTK2WYnp5uhw8f7jozAAAAAAzKiTOzuefQw7n/2MnMPjmfqRsmcsfWm3PnzK1KW1JVRy7XiV5RcTsMFLcAAAAAwGqwXHHbzVIJAAAAAAD0keIWAAAAAGDIrFjcVtU3V9Vz+xEGAAAAAIDuZtx+UpLfr6pfrKrbq6pWfAUAAAAAAE/bisVta+27krwwyU8neU2SP6qqH6iqv9HjbAAAAAAAI6mrNW5bay3J/+o85pM8N8kvV9W/6WE2AAAAAICRNLHSgKp6XZKvSfLhJPck+fbW2lxVjSX5oyTf0duIAAAAAACjZcXiNsknJvn7rbUT5+9srS1W1Rf1JhYAAAAAwOjqZqmEzReWtlX1H5OktfbBnqQCAAAAABhh3RS3n3r+RlWNJ/n03sQBAAAAAOCyxW1VvaGqPpbkJVX10c7jY0lOJ/mVviUEAAAAABgxly1uW2v/qrX2zCQ/2Fp7VufxzNbautbaG/qYEQAAAABgpFz25mRV9SmttT9I8ktVte3C4621oz1NBgAAAAAwoi5b3Cb51iSvTfLDlzjWknxBTxIBAAAAAIy4yxa3rbXXVtVYku9qrf33PmYCAAAAABhpl13jNklaa4tJfrxPWQAAAAAAyArFbcd/qaovrarqeRoAAAAAALoqbr8+yS8lebKqPlpVH6uqj/Y4FwAAAADAyFru5mRJktbaM/sRBAAAAACAJSvOuK0lu6rquzvbL6iq23ofDQAAAABgNHWzVMLeJJ+d5Cs7248n+YmeJQIAAAAAGHErLpWQ5DNba9uq6liStNb+vKpu6HEuAAAAAICR1c2M27mqGk/SkqSqbkqy2NNUAAAAAAAjrJvi9seS3J9kfVX9yyT/LckP9DQVAAAAAMAIW3GphNbaz1fVkSSvSFJJdrTWPtjzZAAAAAAAI2rF4raqfizJva01NyQDAAAAAOiDbpZKOJLku6rqf1bVD1XVdK9DAQAAAACMshWL29baz7bWXpXkM5I8lORfV9Uf9TwZAAAAAMCI6mbG7TmfnORTkmxK8ge9iQMAAAAAwIrFbVX9m84M2+9P8t4k0621L+55MgAAAACAEbXizcmS/M8kn91a+3CvwwAAAAAA0N1SCfuS3F5V/yJJqmpjVd3W21gAAAAAAKOrm+L2J5J8dpKdne2PdfYBAAAAANAD3SyV8JmttW1VdSxJWmt/XlU39DgXAAAAAMDI6mbG7VxVjSdpSVJVNyVZ7GkqAAAAAIAR1k1x+2NJ7k+yvqr+ZZL/luQHepoKAAAAAGCErbhUQmvt56vqSJJXdHbtaK19sLexAAAAAABG12Vn3FbVM6pqMklaa3+Q5LeS3JDkb/UpGwAAAADASFpuqYSDSW5Jkqr65CS/m2Rzkm+sqn/V+2gAAAAAAKNpueL2ua21P+o8/7+T/EJr7ZuTvDLJF/U8GQAAAADAiFquuG3nPf+CJG9Pktbak0kWexkKAAAAAGCULXdzsvdU1Q8lOZnkk5P8ZpJU1XP6kAsAAAAAYGQtN+N2d5IPZ2md27/TWvvLzv4XJfmhHucCAAAAABhZl51x21p7Isn/e4n9/yPJ/+hlKAAAAACAUbbcjFsAAAAAAAZAcQsAAAAAMGRWLG6r6su72QcAAAAAwLXRzYzbN3S5DwAAAACAa+CyNyerqlcmeVWSm6vqx8479Kwk870OBgAAAAAwqi5b3CY5leRwklcnOXLe/o8l+ZZehgIAAAAAGGWXLW5ba+9O8u6q+k+ttbk+ZgIAAAAAGGnLzbg957aq+t4kmzrjK0lrrW3uZTAAAAAAgFHVTXH701laGuFIkoVu37iqfibJFyU53Vp78SWOV5IfzdI6un+Z5DWttaPdvj8AAAAAwGo11sWYj7TWfqO1drq1dubco4vXvTnJ7cscf2WSF3Yer03yk128JwAAAADAqnfZGbdVta3z9IGq+sEkb0ly9tzxlWbHttbeUVW3LDPkS5L8XGutJfm9qnpOVf2frbU/7To9AAAAAMAqtNxSCT98wfb0ec9bki+4ynPfnOSR87Yf7exT3AIAAAAAI+2yxW1rbXs/gyynql6bpeUUsnHjxgGnAQAAAADorRVvTlZV33qJ3R9JcqS19q6rOPfJJC84b/v5nX0Xaa29KcmbkmR6erpdxTkBAAAAAIZeNzcnm07yDVlaxuDmJF+fpZuO7auq77iKc/9qkq+pJZ+VpZugWSYBAAAAABh5K864zdJM2G2ttceTpKq+J8mvJ/m8JEeS/JtLvaiqfiHJ5yd5XlU9muR7kkwmSWvtp5K8NcmrknwoyV8m+dqr+UIAAAAAAFaLborb9UnOnrc9l+STWmtPVNXZy7wmrbWdy71pa60l+cauUgIAAAAAjJBuitufT/LOqvqVzvYXJ/lPVTWV5AM9SwYAAAAAMKJWLG5ba2+sqt9I8vLOrm9orR3uPP+qniUDAAAAABhRKxa3VbUxyekk95+/r7X2J70MBgAAAAAwqrpZKuHXk7TO87VJbk3yUJJP7VUoAAAAAIBR1s1SCZ92/nZVbUuyp2eJAAAAAABG3NiVvqC1djTJZ/YgCwAAAAAA6W6N2289b3MsybYkp3qWCAAAAABgxHWzxu0zz3s+n6U1b+/rTRwAAAAAALpZ4/b7kqSqbuxsP97rUAAAAAAAo2zFNW6r6sVVdSzJ+5O8v6qOVNWLex8NAAAAAGA0dXNzsjcl+dbW2qbW2qYk39bZBwAAAABAD3RT3E611h44t9Fa++0kUz1LBAAAAAAw4rq5OdnxqvruJP+xs70ryfHeRQIAAAAAGG3dzLj9R0luSvKWJPcleV5nHwAAAAAAPbDsjNuqGk/yltba9j7lAQAAAAAYecvOuG2tLSRZrKpn9ykPAAAAAMDI62aN28eTvLeq3p5k9tzO1to/6VkqAAAAAIAR1k1x+5bOAwAAAACAPlixuG2t/WxV3dR5/ljvIwEAAAAAjLbLrnFbS763qj6c5KEkf1hVj1XVv+hfPAAAAACA0bPczcm+JcnLk3xGa+0TW2vPTfKZSV5eVd/Sl3QAAAAAACNoueL2q5PsbK09fG5Ha+14kl1JvqbXwQAAAAAARtVyxe1ka+3DF+7srHM72btIAAAAAACjbbni9smneQwAAAAAgKswscyxl1bVRy+xv5J8Qo/yAAAAAACMvMsWt6218X4GAQAAAABgyXJLJQAAAAAAMACKWwAAAACAIaO4BQAAAAAYMopbAAAAAIAho7gFAAAAABgyilsAAAAAgCGjuAUAAAAAGDKKWwAAAACAIaO4BQAAAAAYMopbAAAAAIAho7gFAAAAABgyilsAAAAAgCGjuAUAAAAAGDKKWwAAAACAIaO4BQAAAAAYMopbAAAAAIAhMzHoAAAAAABcv06cmc2+Q8dz4NipzJ6dz9SaiezYuiG7ZzZn07qpQceD65biFgAAAICn5YGHTmfP/qOZW1jM/GJLkjx+dj73PvhI7jtyMnt3bcv2LesHnBKuT5ZKAAAAAOCKnTgzmz37j+aJuYWPl7bnzC+2PDG3kD37j+bEmdkBJYTrmxm3AAAAAFyxfYeOZ25hcdkxcwuLuefQw3njjhdfk3NaloFRYsYtAAAAAFfswLFTF820vdD8Ysv9x05ek/M98NDp3H73odz74CN5/Ox8Wv56WYbb7z6UBx46fU3OA8NCcQsAAADAFZs9O9/duCe7G7ccyzIwihS3AAAAAFyxqTXdrcA5dcPVr9R5JcsywGqhuAUAAADgiu3YuiETY7XsmImxyh1bb77qc/V7WQYYBopbAAAAAK7Y7pnNmRxfvlqaHB/LnTO3XvW5+rksAwwLxS0AAAAAV2zTuqns3bUtayfHL5p5OzFWWTs5nr27tmXTuqmrPlc/l2WAYdHT4raqbq+qh6rqQ1X1+ksc31hVD1TVsap6T1W9qpd5AAAAALh2tm9Zn4N3zWTnbRtz45qJVCU3rpnIzts25uBdM9m+Zf01OU8/l2WAYVGtLb8+yNN+46rxJH+Y5AuTPJrk95PsbK194Lwxb0pyrLX2k1X1oiRvba3dstz7Tk9Pt8OHD/ckMwAAAADD58SZ2dx+96E8Mbdw2TFrJ8dz8K6ZazLDF/qlqo601qYvdayX88dvS/Kh1trxToh7k3xJkg+cN6YleVbn+bOTnOphHgAAAIChduLMbPYdOp4Dx05l9ux8ptZMZMfWDdk9s3mkC8lzyzLs2X80cwuLT7lR2cRYZXJ87JotywDDopdLJdyc5JHzth/t7Dvf9ybZVVWPJnlrkm/uYR4AAACAofXAQ6dz+92Hcu+Dj+Txs/NpSR4/O597H3wkt999KA88dHrQEQeqX8sywLDo5VIJX5bk9tbanZ3tr07yma21bzpvzLd2MvxwVX12kp9O8uLW2uIF7/XaJK9Nko0bN376iRMnepIZAAAAYBAsBQCjabmlEno54/Zkkhect/38zr7zfV2SX0yS1trvJvmEJM+78I1aa29qrU231qZvuummHsUFAAAAGIx9h45nbmFx2TFzC4u559DDfUoEDFovi9vfT/LCqrq1qm5I8hVJfvWCMX+S5BVJUlV/K0vF7WM9zAQAAAAwdA4cO/WUdVsvZX6x5f5jF86JA1arnhW3rbX5JN+U5G1JPpjkF1tr76+q76+qV3eGfVuS3VX17iS/kOQ1rVdrNwAAAAAMqdmz892Ne7K7ccD1b6KXb95ae2uWbjp2/r5/cd7zDyR5eS8zAAAAAAy7qTUTebyL8nbqhp5WOcAQ6eVSCQAAAAB0YcfWDZkYq2XHTIxV7th6c58SAYOmuAUAAAAYsN0zmzM5vnxNMzk+ljtnbu1TImDQFLcAAAAAA7Zp3VT27tqWtZPjF828nRirrJ0cz95d27Jp3dSAEgL9prgFAAAAGALbt6zPwbtmsvO2jblxzUSqkhvXTGTnbRtz8K6ZbN+yftARgT6q1tqgM1yR6enpdvjw4UHHAAAAAAC4KlV1pLU2faljZtwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAyZiUEHAAAAAABG14kzs9l36HgOHDuV2bPzmVozkR1bN2T3zOZsWjc16HgDo7gFAAAAAAbigYdOZ8/+o5lbWMz8YkuSPH52Pvc++EjuO3Iye3dty/Yt6weccjAslQAAAAAA9N2JM7PZs/9onphb+Hhpe878YssTcwvZs/9oTpyZHVDCwVLcAgAAAAB9t+/Q8cwtLC47Zm5hMfccerhPiYaL4hYAAAAA6LsDx05dNNP2QvOLLfcfO9mnRMNFcQsAAAAA9N3s2fnuxj3Z3bjVRnELAAAAAPTd1JqJ7sbd0N241UZxCwAAAAD03Y6tGzIxVsuOmRir3LH15j4lGi6KWwAAAACg73bPbM7k+PL15OT4WO6cubVPiYaL4hYAAAAA6LtN66ayd9e2rJ0cv2jm7cRYZe3kePbu2pZN66YGlHCwFLcAAAAAwEBs37I+B++ayc7bNubGNROpSm5cM5Gdt23Mwbtmsn3L+kFHHJhqrQ06wxWZnp5uhw8fHnQMAAAAAICrUlVHWmvTlzpmxi0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADJmJQQcAAAAAAEbXiTOz2XfoeA4cO5XZs/OZWjORHVs3ZPfM5mxaNzXoeAOjuAUAAAAABuKBh05nz/6jmVtYzPxiS5I8fnY+9z74SO47cjJ7d23L9i3rB5xyMCyVAAAAAAD03Ykzs9mz/2iemFv4eGl7zvxiyxNzC9mz/2hOnJkdUMLBUtwCAAAAAH2379DxzC0sLjtmbmEx9xx6uE+JhoviFgAAAADouwPHTl000/ZC84st9x872adEw0VxCwAAAAD03ezZ+e7GPdnduNVGcQsAAAAA9N3Umonuxt3Q3bjVRnELAAAAAPTdjq0bMjFWy46ZGKvcsfXmPiUaLj0tbqvq9qp6qKo+VFWvv8yYf1BVH6iq91fVf+plHgAAAABgOOye2ZzJ8eXrycnxsdw5c2ufEg2XnhW3VTWe5CeSvDLJi5LsrKoXXTDmhUnekOTlrbVPTXJXr/IAAAAAAMNj07qp7N21LWsnxy+aeTsxVlk7OZ69u7Zl07qpASUcrF7OuL0tyYdaa8dba08muTfJl1wwZneSn2it/XmStNZO9zAPAAAAADBEtm9Zn4N3zWTnbRtz45qJVCU3rpnIzts25uBdM9m+Zf2gIw5ML1f2vTnJI+dtP5rkMy8Y8zeTpKr+e5LxJN/bWjvYw0wAAAAAwBDZtG4qb9zx4rxxx4sHHWWoDPqWbBNJXpjk85M8P8k7qurTWmt/cf6gqnptktcmycaNG/scEQAAAACgv3q5VMLJJC84b/v5nX3nezTJr7bW5lprDyf5wywVuU/RWntTa226tTZ900039SwwAAAAAMAw6GVx+/tJXlhVt1bVDUm+IsmvXjDmQJZm26aqnpelpROO9zATAAAAAMDQ61lx21qbT/JNSd6W5INJfrG19v6q+v6qenVn2NuSnKmqDyR5IMm3t9bO9CoTAAAAAMD1oFprg85wRaanp9vhw4cHHQMAAAAA4KpU1ZHW2vSljvVyqQQAAAAAAJ4GxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADBnFLQAAAADAkFHcAgAAAAAMGcUtAAAAAMCQUdwCAAAAAAwZxS0AAAAAwJBR3AIAAAAADJmJQQcAAAAAgGFz4sxs9h06ngPHTmX27Hym1kxkx9YN2T2zOZvWTQ06HiOgpzNuq+r2qnqoqj5UVa9fZtyXVlWrqule5gEAAACAlTzw0Oncfveh3PvgI3n87HxaksfPzufeBx/J7XcfygMPnR50REZAz4rbqhpP8hNJXpnkRUl2VtWLLjHumUlel+SdvcoCAAAAAN04cWY2e/YfzRNzC5lfbE85Nr/Y8sTcQvbsP5oTZ2YHlJBR0csZt7cl+VBr7Xhr7ckk9yb5kkuMe2OSf53kr3qYBQAAAABWtO/Q8cwtLC47Zm5hMfccerhPiRhVvSxub07yyHnbj3b2fVxVbUvygtbar/cwBwAAAAB05cCxUxfNtL3Q/GLL/cdO9ikRo6qna9wup6rGkvx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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "shifted_monthly_series = [(all_monthly_series[0][0], la_nina), all_monthly_series[1]]\n", + "\n", + "ssdf = None\n", + "\n", + "for g, s in shifted_monthly_series:\n", + " d = s.rename(mapper={'value': g}, axis='columns')[[g]]\n", + " if ssdf is None:\n", + " ssdf = d\n", + " else:\n", + " ssdf = ssdf.join(d, on=['end_date'], how='inner')\n", + "\n", + "fig, axes = plt.subplots(1,1, figsize=(24,10))\n", + "ssdf.plot.scatter(x='El Niño Southern Oscillation Index', y='Drought Severity and Coverage Index', s=100, ax=axes)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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El Niño Southern Oscillation IndexDrought Severity and Coverage Index
El Niño Southern Oscillation Index1.000000-0.803062
Drought Severity and Coverage Index-0.8030621.000000
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" + ], + "text/plain": [ + " El Niño Southern Oscillation Index \\\n", + "El Niño Southern Oscillation Index 1.000000 \n", + "Drought Severity and Coverage Index -0.803062 \n", + "\n", + " Drought Severity and Coverage Index \n", + "El Niño Southern Oscillation Index -0.803062 \n", + "Drought Severity and Coverage Index 1.000000 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ssdf.corr(method='pearson')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 2)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ssdf.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "We see that there's indeed a correlation (0.8) between La Niña and being in a drought state 6 months later. It should be noted that this is based on a very small sample size -- there are only 20 such months in the last 11 years. More simply, the scatter plot and the time line indicate that, while not all droughts are preceded by La Niña (see e.g. 2019 ), moderate to strong La Niña conditions (in 2011 and 2016) were followed by droughts. This simple analysis corroborates the warnings in the [article](https://www.nature.com/articles/d41586-020-02698-3) about late 2020 conditions possibly presaging droughts in early 2021." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}