BACKGROUND In order to alter the theme of Ant Design, there are multiple target files…
Hands On Machine Learning – Example 1.1 with CSV
Required CSV oecd_bli_2015.csv gdp_per_capita.csv prepare_country_stats()
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def prepare_country_stats(oecd_bli, gdp_per_capita): oecd_bli = oecd_bli[oecd_bli["INEQUALITY"] == "TOT"] oecd_bli = oecd_bli.pivot( index="Country", columns="Indicator", values="Value") gdp_per_capita.rename(columns={"2015": "GDP per capita"}, inplace=True) gdp_per_capita.set_index("Country", inplace=True) full_country_stats = pd.merge(left=oecd_bli, right=gdp_per_capita, left_index=True, right_index=True) full_country_stats.sort_values(by="GDP per capita", inplace=True) remove_indices = [0, 1, 6, 8, 33, 34, 35] keep_indices = list(set(range(36)) - set(remove_indices)) return full_country_stats[["GDP per capita", 'Life satisfaction']].iloc[keep_indices] |
Completed code for example 1.1
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import pandas as pd import matplotlib import matplotlib.pyplot as plt import sklearn.linear_model import sklearn.neighbors import numpy as np def prepare_country_stats(oecd_bli, gdp_per_capita): oecd_bli = oecd_bli[oecd_bli["INEQUALITY"] == "TOT"] oecd_bli = oecd_bli.pivot( index="Country", columns="Indicator", values="Value") gdp_per_capita.rename(columns={"2015": "GDP per capita"}, inplace=True) gdp_per_capita.set_index("Country", inplace=True) full_country_stats = pd.merge(left=oecd_bli, right=gdp_per_capita, left_index=True, right_index=True) full_country_stats.sort_values(by="GDP per capita", inplace=True) remove_indices = [0, 1, 6, 8, 33, 34, 35] keep_indices = list(set(range(36)) - set(remove_indices)) return full_country_stats[["GDP per capita", 'Life satisfaction']].iloc[keep_indices] if __name__ == "__main__": oecd_bli = pd.read_csv("oecd_bli_2015.csv", thousands=',') gdp_per_capita = pd.read_csv( "gdp_per_capita.csv", thousands=',', delimiter='\t', encoding='latin1', na_values='n/a') country_stats = prepare_country_stats(oecd_bli, gdp_per_capita) country_stats.plot(kind='scatter', x="GDP per capita", y="Life satisfaction") X = np.c_[country_stats["GDP per capita"]] Y = np.c_[country_stats["Life satisfaction"]] model = sklearn.linear_model.LinearRegression() # model = sklearn.neighbors.KNeighborsRegressor(n_neighbors=3) model.fit(X, Y) for x in range(10, 50): plot_x = 1000 * x plot_y = float(model.predict([[plot_x]])) plt.scatter(plot_x, plot_y, s=10, color='r') plt.show() |
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[UNITY] Character & map collision, Arrow key access
Character & map collision First of…
std::vector
Declaration
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vector<int> v; // Size of 100 and initialize all to 0 vector<int> v(100, 0) // Reserve size of 3, to prevent extra complexity for copying v.reserve(3); |
Simple operation
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int n; v.push_back(n); |
Fill with something
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fill(v.begin(), v.end(), 101); |
Combine two vectors…
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[Debug] no name in module error in pylint and flask
Problem The following errors occur in visual code editor
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"message": "E0611:No name 'request' in module 'urllib'", "source": "pylint" |
Solution It should be…
[Debug] Vagrant vm setup – 3
Problem The following lines are not fatal error but still needed to be solved
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==> default: Unknown device: enp0s8. Please specify device in "bus:slot.func" format ==> default: Unknown device: enp0s9. Please specify device in "bus:slot.func" format ==> default: Unknown device: enp0s10. Please specify device in "bus:slot.func" format ==> default: Unknown device: enp0s16. Please specify device in "bus:slot.func" format |
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[Debug] Vagrant vm setup – 2
Problem The memory allocation failed during the vagrant up –provision
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==> default: virtual memory exhausted: Cannot allocate memory ==> default: make[3]: ==> default: *** [virtio_net.o] Error 1 ==> default: make[2]: *** [librte_vhost] Error 2 ==> default: make[1]: *** [lib] Error 2 ==> default: make: *** [all] Error 2 ==> default: modprobe: FATAL: Module uio not found. ==> default: modprobe: FATAL: Module uio_pci_generic not found. ==> default: insmod: ERROR: could not insert module /home/vagrant/gatekeeper/dependencies/dpdk/build/kmod/igb_uio.ko: Unknown symbol in module |
Approach 1.…
[Debug] Vagrant vm setup – 1
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