はじめに

yfinanceで取得した株価データを使って、ローソク足、出来高、移動平均線をグラフにしたい場合、mplfinanceを使うと簡単に出力できる。

目次

株価を取得する
グラフにする

株価を取得する

株価の取得にはyfinanceのライブラリを使う。yf.downloadで取得できる。各パラメータは下記の通り。

内容	パラメータ	指定する値
銘柄	tickers	銘柄のシンボルを指定。
取得期間	period	1d, 5d, 1mo, 3mo, 6mo, 1y, 2y, 5y, 10y, ytd, max
取得間隔	interval	1m, 2m, 5m, 15m, 30m, 60m, 90m, 1h, 1d, 5d, 1wk, 1mo, 3mo
開始時期	start	YYYY-MM-DD
終了時期	end	YYYY-MM-DD

yf_example

import yfinance as yf

# 最大期間取得
stock_AAPL = yf.download(tickers="AAPL", period="max")
print(stock_AAPL)

# [*********************100%***********************]  1 of 1 completed
# Price            Close        High         Low        Open     Volume
# Ticker            AAPL        AAPL        AAPL        AAPL       AAPL
# Date
# 1980-12-12    0.098726    0.099155    0.098726    0.098726  469033600
# 1980-12-15    0.093575    0.094005    0.093575    0.094005  175884800
# ...                ...         ...         ...         ...        ...
# 2025-05-01  213.320007  214.559998  208.899994  209.080002   57365700
# 2025-05-02  205.350006  206.990005  202.160004  206.089996  100912500

yfinanceの使い方の詳細は下記の記事を参照。

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グラフにする

mplfinanceにパラメータを設定すると、簡単にグラフができる。
注意点として、yfinanceで株価を取得する際、データフレームのヘッダを取り除くためmulti_level_index=Falseを指定して👇のTicker行を削除する。そうしないと、「float か int のデータじゃない。」というエラーが出る。

Price            Close        High         Low        Open     Volume
Ticker            AAPL        AAPL        AAPL        AAPL       AAPL
Date
1980-12-12    0.098726    0.099155    0.098726    0.098726  469033600
-----
raise ValueError('Data for column "'+str(col)+'" must be ALL float or int.')
ValueError: Data for column "Open" must be ALL float or int.

パラメータ	意味
title	グラフのタイトル
type	表示タイプ 'candle' , 'line'など
volume	出来高 True or False
mav	移動平均線日数を並べる例は 300日 1000日
style	表示スタイル

import yfinance as yf
import mplfinance as mpf

# 株価取得
stock_AAPL = yf.download(tickers="AAPL", period="max",multi_level_index=False)

# チャートの描画
mpf.plot(stock_AAPL, title='AAPL', type='candle', volume=True , mav=(300, 1000) ,style='yahoo')

期間を絞りたい場合は、株価の日時を絞れは良い。yf.download()の取得時点で日時を絞っても良いし、下記のように取得したデータフレームを日付でフィルタしても良い。

import yfinance as yf
import mplfinance as mpf

# 株価取得
stock_AAPL = yf.download(tickers="AAPL", period="max",multi_level_index=False)

# 2025年01月01日～2025年05月01日のデータにフィルタ
stock_AAPL = stock_AAPL.loc["2025-01-01":"2025-05-01"]

# ローソク足チャートの描画
mpf.plot(stock_AAPL, type='candle', volume=True, title='AAPL', mav=(5,10,20),style='yahoo')

パラメータの詳細はmpf.kwarg_help('plot')で確認できる。

パラメータの詳細はこちら。

mpf.kwarg_help('plot') # 一覧出力
print(f'style:{mpf.available_styles()}')  # スタイル一覧

 ------------------------------------------------------------------------------
 Kwargs for func_name "plot":

 Kwarg                     Default  Description
 ------------------------  -------  -----------------------------------------------
  columns                   None     Column names to be used when plotting the data.
                                     Default: ("Open", "High", "Low", "Close",
                                     "Volume")
  type                      'ohlc'   Plot type: ['candle', 'ohlc', 'line', 'renko',
                                     'pnf', 'hollow_and_filled', 'candlestick',
                                     'ohlc_bars', 'hollow_candle', 'hollow', 'hnf']
  style                     None     plot style; see `mpf.available_styles()`
  volume                    False    Plot volume: True, False, or set to Axes object
                                     on which to plot.
  mav                       None     Moving Average window size(s); (int or tuple of
                                     ints)
  ema                       None     Exponential Moving Average window size(s); (int
                                     or tuple of ints)
  mavcolors                 None     color cycle for moving averages (list or tuple
                                     of colors)(overrides mpf style mavcolors).
  renko_params              {}       dict of renko parameters; call
                                     `mpf.kwarg_help("renko_params")`
  pnf_params                {}       dict of point-and-figure parameters; call
                                     `mpf.kwarg_help("pnf_params")`
  study                     None     kwarg not implemented
  marketcolor_overrides     None     sequence of color objects to override market
                                     colors.sequence must be same length as ohlc(v)
                                     DataFrame. Eachcolor object may be a color,
                                     marketcolor object, or None.
  mco_faceonly              False    True/False marketcolor_overrides only apply to
                                     face of candle.
  no_xgaps                  True     deprecated
  show_nontrading           False    True/False show spaces for non-trading
                                     days/periods
  figscale                  None     Scale figure size up (if > 1) or down (if < 1)
  figratio                  None     Aspect ratio of the figure. Default:
                                     (8.00,5.75)
  figsize                   None     Figure size: overrides both figscale and
                                     figratio, else defaults to figratio*figscale
  fontscale                 None     Scale font sizes up (if > 1) or down (if < 1)
  linecolor                 None     Line color for `type=line`
  title                     None     Figure Title (see also `axtitle`)
  axtitle                   None     Axes Title (subplot title)
  xlabel                    None     label for x-axis of plot
  ylabel                    'Price'  label for y-axis of main plot
  ylabel_lower              None     label for y-axis of volume
  addplot                   None     addplot object or sequence of addplot objects
                                     (from `mpf.make_addplot()`)
  savefig                   None     file name, or BytesIO, or dict with key `fname`
                                     plus other keys allowed as  kwargs to
                                     matplotlib `Figure.savefig()`
  block                     None     True/False wait for figure to be closed before
                                     returning
  returnfig                 False    return Figure and list of Axes objects created
                                     by mplfinance; user must display plot when
                                     ready, usually by calling `mpf.show()`
  return_calculated_values  None     set to a variable containing an empty dict;
                                     `mpf.plot()` will fill the dict with various
                                     mplfinance calculated values
  set_ylim                  None     deprecated
  ylim                      None     Limits for y-axis as tuple (min,max), i.e.
                                     (bottom,top)
  xlim                      None     Limits for x-axis as tuple (min,max), i.e.
                                     (left,right)
  set_ylim_panelB           None     deprecated
  hlines                    None     Draw one or more HORIZONTAL LINES across entire
                                     plot, by specifying a price, or sequence of
                                     prices.  May also be a dict with key `hlines`
                                     specifying a price or sequence of prices, plus
                                     one or more of the following keys: `colors`,
                                     `linestyle`, `linewidths`, `alpha`.
  vlines                    None     Draw one or more VERTICAL LINES across entire
                                     plot, by specifying a date[time], or sequence
                                     of date[time].  May also be a dict with key
                                     `vlines` specifying a date[time] or sequence of
                                     date[time], plus one or more of the following
                                     keys: `colors`, `linestyle`, `linewidths`,
                                     `alpha`.
  alines                    None     Draw one or more ARBITRARY LINES anywhere on
                                     the plot, by specifying a sequence of two or
                                     more date/price pairs, or by specifying a
                                     sequence of sequences of two or more date/price
                                     pairs. May also be a dict with key `alines` (as
                                     date/price pairs described above), plus one or
                                     more of the following keys: `colors`,
                                     `linestyle`, `linewidths`, `alpha`.
  tlines                    None     Draw one or more TREND LINES by specifying one
                                     or more pairs of date[times] between which each
                                     trend line should be drawn.  May also be a dict
                                     with key `tlines` as just described, plus one
                                     or more of the following keys: `colors`,
                                     `linestyle`, `linewidths`, `alpha`,
                                     `tline_use`,`tline_method`.
  panel_ratios              None     sequence of numbers indicating relative sizes
                                     of panels; sequence len must be same as number
                                     of panels, or len 2 where first entry is for
                                     main panel, and second entry is for all other
                                     panels
  main_panel                0        integer - which panel is the main panel for
                                     `.plot()`
  volume_panel              1        integer - which panel is the volume panel
  num_panels                None     total number of panels
  datetime_format           None     x-axis tick format as valid `strftime()` format
                                     string
  xrotation                 45       Angle (degrees) for x-axis tick labels;
                                     90=vertical
  axisoff                   False    `axisoff=True` means do NOT display any axis.
  closefig                  'auto'   True|False close the Figure before returning
  fill_between              None     fill between specification as y-value, or
                                     sequence of y-values, or dict containing key
                                     "y1" plus any additional kwargs for
                                     `fill_between()`
  tight_layout              False    True|False implement tight layout (minimal
                                     padding around Figure) (see also
                                     `scale_padding` kwarg)
  scale_padding             1.0      Increase, > 1.0, or decrease, < 1.0, padding
                                     around figure. May also be a dict containing
                                     one or more of the following keys: "top",
                                     "bottom", "left", "right", to individual scale
                                     padding on each side of Figure.
  width_adjuster_version    'v1'     specify version of object width adjustment
                                     algorithm: "v0" or "v1" (See also "widths"
                                     tutorial in mplfinance examples folder).
  scale_width_adjustment    None     scale width of plot objects wider, > 1.0, or
                                     narrower, < 1.0 may also be a dict to scale
                                     individual widths. (See also "widths" tutorial
                                     in mplfinance examples folder).
  update_width_config       None     dict - update individual items in width
                                     configuration. (See also "widths" tutorial in
                                     mplfinance examples folder).
  return_width_config       None     empty dict variable to be filled with width
                                     configuration settings.
  saxbelow                  True     set the volume Axes below (behind) all other
                                     Axes objects
  ax                        None     Matplotlib Axes object on which to plot
  volume_exponent           None     integer exponent on the volume axis (or set to
                                     "legacy" for old mplfinance style)
  tz_localize               True     True|False localize the times in the
                                     DatetimeIndex
  yscale                    None     y-axis scale: "linear", "log", "symlog", or
                                     "logit"
  volume_yscale             None     Volume y-axis scale: "linear", "log", "symlog",
                                     or "logit"
  volume_ylim               None     Volume y-axis limits as tuple (min,max), i.e.
                                     (bottom,top)
  volume_alpha              None     opacity for Volume bar: 0.0 (transparent) to
                                     1.0 (opaque)
  warn_too_much_data        599      Tolerance for data amount in plot. Default=599
                                     rows. Values greater than 'warn_too_much_data'
                                     will trigger a warning.
style:['binance', 'binancedark', 'blueskies', 'brasil', 'charles', 'checkers', 'classic', 'default', 'ibd', 'kenan', 'mike', 'nightclouds', 'sas', 'starsandstripes', 'tradingview', 'yahoo']

以上

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