{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "API?" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "#allow to see all rows\n", "pd.set_option('display.max_rows', None)\n", "\n", "# Assuming you have loaded the CSV data and named it 'spei2'\n", "# Replace 'path_to_your_downloaded_file.csv' with the actual path\n", "spei2 = pd.read_csv('C:/Users/jtrum/world_bank/data/luandaSPEI.csv', delimiter=';')\n", "spei2.columns = ['year', 'spei']\n", "spei2.columns = ['year', 'spei']\n", "\n", "# Convert 'year' column to datetime\n", "spei2['year'] = pd.to_datetime(spei2['year'])\n", "\n", "# Add a new column for line color based on SPEI values\n", "spei2['line_color'] = ['positive' if spei > 0 else 'negative' for spei in spei2['spei']]\n", "\n", "# Create the line chart using Seaborn with connected lines\n", "plt.figure(figsize=(10, 6))\n", "\n", "sns.lineplot(data=spei2, x='year', y='spei', hue='line_color', linewidth=2)\n", "\n", "# Add labels and title\n", "plt.xlabel('Year')\n", "plt.ylabel('SPEI')\n", "plt.title('SPEI Over Time with Colored Lines')\n", "\n", "\n", "plt.xticks(rotation=45)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_21636\\804021637.py:11: FutureWarning: The default value of numeric_only in DataFrameGroupBy.mean is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n", " spei2 = spei.groupby(\"year\").mean()\n" ] }, { "data": { "text/html": [ "
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spei
year
1901-0.319257
1902-0.257112
19030.245686
1904-0.623387
1905-0.263714
1906-0.007927
1907-0.498561
19080.145669
19090.492893
19100.006235
1911-0.378854
19120.450372
1913-0.365345
1914-0.418603
1915-0.075513
19160.777880
1917-0.216522
1918-0.100605
1919-0.292528
1920-0.030598
1921-0.192545
19220.075378
19230.584297
19240.065737
1925-0.223911
19260.277862
1927-0.094891
1928-0.336866
19290.287011
1930-0.408276
1931-0.057805
1932-0.212267
19330.523856
1934-0.269453
19350.650234
19360.026178
19370.232760
1938-0.157134
1939-0.051488
1940-0.159418
1941-0.506007
1942-0.380360
1943-0.098223
19440.637731
19450.709970
19460.320653
19470.026297
1948-0.153941
19490.097976
19500.754585
19510.033426
19520.268206
1953-0.394156
19540.162960
19550.648670
1956-0.203895
19570.800027
1958-0.614099
19590.597379
19600.616901
19610.663134
19620.551683
1963-0.408548
1964-0.104455
1965-0.028471
19660.074043
1967-0.037045
1968-0.034025
19690.430021
19700.127600
1971-0.052926
19720.169142
19730.443139
1974-0.111866
19750.167677
19760.186230
19770.173833
1978-0.078232
19790.054663
19800.004275
1981-0.172808
1982-0.364222
1983-0.004370
19840.068527
1985-0.067494
19860.058066
19870.046187
19880.293996
1989-0.347285
19900.171405
1991-0.004286
19920.102608
19930.064890
19940.311259
1995-0.122920
19960.340771
19970.293795
19980.124138
19990.366343
20000.234846
2001-0.179481
20020.190839
2003-0.150278
2004-0.064018
2005-0.090134
2006-0.068278
2007-0.076031
2008-0.127345
2009-0.034554
2010-0.717413
2011-0.310848
2012-0.050382
2013-0.579372
2014-0.536513
2015-0.634627
2016-0.751536
2017-0.738921
2018-0.273821
2019-0.486149
2020-0.433947
2021-0.235425
\n", "
" ], "text/plain": [ " spei\n", "year \n", "1901 -0.319257\n", "1902 -0.257112\n", "1903 0.245686\n", "1904 -0.623387\n", "1905 -0.263714\n", "1906 -0.007927\n", "1907 -0.498561\n", "1908 0.145669\n", "1909 0.492893\n", "1910 0.006235\n", "1911 -0.378854\n", "1912 0.450372\n", "1913 -0.365345\n", "1914 -0.418603\n", "1915 -0.075513\n", "1916 0.777880\n", "1917 -0.216522\n", "1918 -0.100605\n", "1919 -0.292528\n", "1920 -0.030598\n", "1921 -0.192545\n", "1922 0.075378\n", "1923 0.584297\n", "1924 0.065737\n", "1925 -0.223911\n", "1926 0.277862\n", "1927 -0.094891\n", "1928 -0.336866\n", "1929 0.287011\n", "1930 -0.408276\n", "1931 -0.057805\n", "1932 -0.212267\n", "1933 0.523856\n", "1934 -0.269453\n", "1935 0.650234\n", "1936 0.026178\n", "1937 0.232760\n", "1938 -0.157134\n", "1939 -0.051488\n", "1940 -0.159418\n", "1941 -0.506007\n", "1942 -0.380360\n", "1943 -0.098223\n", "1944 0.637731\n", "1945 0.709970\n", "1946 0.320653\n", "1947 0.026297\n", "1948 -0.153941\n", "1949 0.097976\n", "1950 0.754585\n", "1951 0.033426\n", "1952 0.268206\n", "1953 -0.394156\n", "1954 0.162960\n", "1955 0.648670\n", "1956 -0.203895\n", "1957 0.800027\n", "1958 -0.614099\n", "1959 0.597379\n", "1960 0.616901\n", "1961 0.663134\n", "1962 0.551683\n", "1963 -0.408548\n", "1964 -0.104455\n", "1965 -0.028471\n", "1966 0.074043\n", "1967 -0.037045\n", "1968 -0.034025\n", "1969 0.430021\n", "1970 0.127600\n", "1971 -0.052926\n", "1972 0.169142\n", "1973 0.443139\n", "1974 -0.111866\n", "1975 0.167677\n", "1976 0.186230\n", "1977 0.173833\n", "1978 -0.078232\n", "1979 0.054663\n", "1980 0.004275\n", "1981 -0.172808\n", "1982 -0.364222\n", "1983 -0.004370\n", "1984 0.068527\n", "1985 -0.067494\n", "1986 0.058066\n", "1987 0.046187\n", "1988 0.293996\n", "1989 -0.347285\n", "1990 0.171405\n", "1991 -0.004286\n", "1992 0.102608\n", "1993 0.064890\n", "1994 0.311259\n", "1995 -0.122920\n", "1996 0.340771\n", "1997 0.293795\n", "1998 0.124138\n", "1999 0.366343\n", "2000 0.234846\n", "2001 -0.179481\n", "2002 0.190839\n", "2003 -0.150278\n", "2004 -0.064018\n", "2005 -0.090134\n", "2006 -0.068278\n", "2007 -0.076031\n", "2008 -0.127345\n", "2009 -0.034554\n", "2010 -0.717413\n", "2011 -0.310848\n", "2012 -0.050382\n", "2013 -0.579372\n", "2014 -0.536513\n", "2015 -0.634627\n", "2016 -0.751536\n", "2017 -0.738921\n", "2018 -0.273821\n", "2019 -0.486149\n", "2020 -0.433947\n", "2021 -0.235425" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "#load data\n", "spei = pd.read_csv(\"C:/Users/jtrum/world_bank/data/luandaSPEI.csv\", delimiter=\";\")\n", "spei.columns = [\"date\", \"spei\"]\n", "#get the year from each date\n", "spei[\"year\"] = spei[\"date\"].str[:4]\n", "#group by year and get the mean spei\n", "spei2 = spei.groupby(\"year\").mean()\n", "spei2" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import MultipleLocator\n", "#plot the data as a line chart\n", "plt.figure(figsize=(10, 6))\n", "sns.lineplot(data=spei2, color='#1E2F97', x=\"year\", y=\"spei\", linewidth=1)\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"SPEI\")\n", "x_locator = MultipleLocator(base=10)\n", "plt.gca().xaxis.set_major_locator(x_locator)\n", "plt.axhline(y=0, color='red', linestyle='--', linewidth=0.5)\n", "plt.title(\"Standardized Precipiatation-Evapotranspiration Index (SPEI) - Luanda, Angola\")\n", "plt.xticks(rotation=45)\n", "plt.grid(True)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "wash_scan", "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": "3.8.17" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }