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#include <iostream> | |
#include <string> | |
#include <vector> | |
#include "matplotlib.h" // plotting | |
#include "yfapi.h" // data API | |
namespace plt = matplotlibcpp; | |
using namespace std; | |
/* | |
Transforms a primitve array into a std::vector of the | |
approriate type. | |
*/ | |
vector<float> array_to_vector(float* arr, size_t size) | |
{ | |
vector<float> vec; | |
for(int i = 0; i < size; i++) | |
{ | |
vec.push_back(arr[i]); | |
} | |
return vec; | |
} | |
/* | |
Makes the closing data indepent of the actual trading price | |
of the ETFs by squeezing the values between 0 and 1. | |
*/ | |
float** normalize_close(datatable::DataTable<float> data) | |
{ | |
float* cdata = data.get_column("Close"); | |
float min = MAXFLOAT, max = -MAXFLOAT; | |
for(int i = 0; i < data.nrows(); i++) | |
{ | |
min = cdata[i] < min ? cdata[i] : min; | |
max = cdata[i] > max ? cdata[i] : max; | |
} | |
delete cdata; | |
float** new_data = new float*[1]; | |
float* close = data.get_column("Close"); | |
for(int i = 0; i < data.nrows(); i++) | |
{ | |
close[i] = (close[i] - min) / (max - min); | |
} | |
new_data[0] = close; | |
return new_data; | |
} | |
/* | |
An easy way to retrieve the data from the API, normalize the close prices, and | |
reformat into a matplotlibcpp acceptable format. | |
*/ | |
vector<float> get_close_vector_for_ticker(string ticker, string start_date, string end_date, yfapi::YahooFinanceAPI api) | |
{ | |
datatable::DataTable<float> data = api.get_ticker_data(ticker, start_date, end_date); | |
float** normal_data = normalize_close(data); | |
vector<float> vec_data = array_to_vector(normal_data[0], data.nrows()); | |
delete[] normal_data; | |
return vec_data; | |
} |
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