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如何用macd指标对股票进行技术分析?

(▲ 注:CCleaner 卸载)

python获取股票实时行情之后如何快速计算技术指标?

(可选1) 如果你用Python的目的是数据分析,可以直接安装Anaconda:Python数据分析与挖掘好帮手—Anaconda,它内置了Python和pip.

请选择以下任一种方式输入命令安装依赖
1. Windows 环境 打开 Cmd (开始-运行-CMD)。
2. MacOS 环境 打开 Terminal (command+空格输入Terminal)。3. 如果你用的是 VSCode编辑器 或 Pycharm,可以直接使用界面下方的Terminal.

安装TA-Lib的时候可能会遇到没有VC++14.0的报错,这时候我们需要手动安装,在 https://www. lfd.uci.edu/~gohlke/pyt honlibs/#ta-lib 中下载你对应的Python版本的 TA-Lib whl文件。

2.基本使用

默认情况下,pandas ta 取 open 、high、low、close、volumeadj_close 列作为指标参数,本文的列名正好对应的上,无需再去特别命名。

aberration, above, above_value, accbands, 如何用macd指标对股票进行技术分析? ad, adosc, adx, alma, amat, ao, aobv, apo, aroon, 如何用macd指标对股票进行技术分析? atr, bbands, below, below_value, bias, bop, brar, cci, cdl_pattern, cdl_z, cfo, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, cti, decay, decreasing, dema, dm, donchian, dpo, ebsw, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hilo, hl2, hlc3, hma, hwc, hwma, ichimoku, increasing, inertia, jma, kama, kc, kdj, kst, kurtosis, kvo, linreg, log_return, long_run, macd, mad, massi, mcgd, median, mfi, midpoint, midprice, 如何用macd指标对股票进行技术分析? mom, natr, nvi, obv, ohlc4, pdist, percent_return, pgo, ppo, psar, psl, pvi, pvo, pvol, pvr, pvt, pwma, qqe, 如何用macd指标对股票进行技术分析? qstick, quantile, rma, roc, rsi, rsx, rvgi, rvi, short_run, sinwma, skew, slope, sma, smi, squeeze, squeeze_pro, ssf, stc, stdev, stoch, stochrsi, supertrend, swma, t3, td_seq, tema, thermo, tos_stdevall, trima, trix, true_range, tsi, tsignals, ttm_trend, ui, uo, variance, vhf, vidya, vortex, vp, vwap, vwma, wcp, willr, 如何用macd指标对股票进行技术分析? 如何用macd指标对股票进行技术分析? wma, xsignals, zscore

这里的值如果出现 100 ,就是出现DOJI形态。支持以下全部蜡烛形态:

2crows, 3blackcrows, 3inside, 3linestrike, 3outside, 3starsinsouth, 3whitesoldiers, abandonedbaby, advanceblock, belthold, breakaway, closingmarubozu, concealbabyswall, counterattack, darkcloudcover, doji, dojistar, dragonflydoji, engulfing, eveningdojistar, eveningstar, gapsidesidewhite, gravestonedoji, hammer, hangingman, harami, haramicross, highwave, hikkake, hikkakemod, homingpigeon, identical3crows, inneck, inside, invertedhammer, kicking, kickingbylength, ladderbottom, longleggeddoji, longline, marubozu, matchinglow, mathold, morningdojistar, morningstar, onneck, piercing, rickshawman, risefall3methods, separatinglines, shootingstar, shortline, spinningtop, stalledpattern, sticksandwich, takuri, tasukigap, thrusting, tristar, unique3river, upsidegap2crows, xsidegap3methods

The Double divergence – A Powerful Trading Concept

Just a single divergence is not a strong enough signal and I typically recommend building confluence (other signals) around divergence systems. In my indicator strategy course, we included a few divergence systems as well.

In this article, I introduce a different approach to trading divergences and the so-called double divergence can potentially improve the 如何用macd指标对股票进行技术分析? signal quality, compared to regular divergences.

A short recap: As we have said in a different article, a divergence on the RSI indicator signals losing momentum. The screenshot below shows that, on the left, the price made a higher high, but the RSI did not make a new high. This tells us that the price action wasn’t actually that strong and although 如何用macd指标对股票进行技术分析? the price moved higher, the candles leading up to the new top weren’t as strong. The RSI, which analyses candle strength, confirmed it with the divergence.

The next example shows that the price made new lower lows during the downtrend. Again, the RSI didn’t confirm 如何用macd指标对股票进行技术分析? this move and made higher lows, indicating that the candles moving lower did not show a lot of bearish strength.

The double divergence

Every trader who has traded divergences before knows that the prediction value of a divergence alone is oftentimes not very high and 如何用macd指标对股票进行技术分析? especially during established trends, divergences are not a reliable sign for a price reversal. That’s when the double divergence comes in.

A double divergence occurs when a series of multiple higher price highs forms (or lower lows) while the indicator prints lower highs. In the screenshot below, we use the MACD histogram, but you can use the RSI or any other momentum indicator 如何用macd指标对股票进行技术分析? as well.

The screenshot below shows a double divergence during a downtrend. Looking at price only already shows that the trend waves are becoming shallower and less 如何用macd指标对股票进行技术分析? strong. The price cannot as easily push lower and each trendwave is weaker.

The MACD shows multiple divergences, but just going with the first divergence alone would be a losing system. The patient trader would wait for multiple divergences to form. Also, it is advisable to wait until the price makes a new higher high and completely signals a trend shift.

Double_Divergence_2

The screenshot below shows another example of a double divergence. At first, we saw a regular single divergence but the price did not reverse and kept on going 如何用macd指标对股票进行技术分析? lower.

Then, the MACD confirmed the downtrend once again and posted lower lows (green lines – convergence). After the convergence, the trend weakened and the trend waves became shorter. The MACD now shows a double divergence and the market reversed higher.

Thus, trading a single divergence on its own does provide less accuracy compared to a double divergence. Of course, sometimes a single 如何用macd指标对股票进行技术分析? 如何用macd指标对股票进行技术分析? divergence will cause a trend reversal already, but waiting for double divergences could increase the trade quality.

Double_Divergence

The last screenshot shows a double divergence and it 如何用macd指标对股票进行技术分析? is also apparent that the price action is becoming increasingly weaker. The price candes and trend waves leading lower are short and not as strong.

At the bottom, the price also printed a pinbar which is generally considered a reversal signal if it occurs in the right context.

This article provides insightful information about how to improve signal quality. Of course. waiting for a double divergence to occur requires more patience because it does not happen as often as a 如何用macd指标对股票进行技术分析? single divergence, but reducing system noise and adding confluence factors can often make a strategy more robust by being more selective.

如何用macd指标对股票进行技术分析?

少数派_642336

少数派_642336

从 Mac 电脑上卸载已经安装的应用程序可能是你知道的操作系统里面最简单的一种了。而如果你是一名新买了 Mac 电脑的用户,那么你可能比较困惑:怎么没有控制面板中的相应板块来卸载它们呢?但是其实你想不到,在 Mac 电脑上卸载应用程序这一点简直简单得要命。本文就来讨论讨论如何卸载 Mac 电脑已经装好的应用程序。

1. 最经典的方法

这是 OS X 最经典的方法。你只需找到需要卸载的应用程序,然后拖动应用程序图标到垃圾桶;或右键单击并选择「移到废纸篓」选项;或直接按下 command-delete 快捷键组合。然后在废纸篓图标上单机 鼠标右键,选择「清倒废纸篓」选项。

2. 使用 LaunchPad

如果你的应用程序来自 Mac App Store,那么你可以更快一点:

第一步:启动 LaunchPad 应用程序(或者按下键盘 F4 键)。

第二步:点击并按住你要卸载的应用程序的图标直至它们开始晃动起来,点击左上角的「X」按钮;或者按下 option 键不放进入抖动模式。

第三步:点击「删除」,接着确认即可。

使用 LaunchPad 来卸载是在运行 OS X 10.7 以及更高版本的电脑上最快的方法。如果你使用 iOS 设备,应该对此卸载方法很熟悉。

3. 求助第三方应用程序

(▲ 注:Clean My Mac 卸载)

(▲ 注:CCleaner 卸载)

4. 使用应用程序自带的卸载程序

你可能会注意到,某些应用程序安装完毕后居然包括独立的卸载工具。这在 Mac 上有些罕见,但的确有些应用程序这么特立独行:通常是 Adobe 家或者微软家的软件。例如,Adobe 公司的 Photoshop 应用程序可能在安装主程序的同时安装 Adobe Bridge 等附加应用程序。这种情况下,你可以使用附带的卸载程序来帮忙。

5. 扫尾工作:删除应用程序的库文件,缓存,首选项

以上便是笔者在使用 Mac 电脑卸载应用程序时用到的方法。如果你有相关建议和想法,欢迎在文末留言和在少数派讨论区发帖。PS. 老鸟如果想使用「终端」来卸载,可以在微博上和我(@iTumbledSea)进一步讨论。

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宋思慧 如何用macd指标对股票进行技术分析? Sabrina ​




宏观数据里还包括了行业数据专题,共有36 个行业的财务指标和 29 个行业的产销及进出口数据分别制成独立的报表,覆盖行业包括:能源、石化、建材、有色金属、钢铁、建筑、运输与大型交通工具、汽车及零配件、纺织服装、出版、零售、农业、医疗设备、制药、金融、房地产、IT、公用事业等。定期翻看一下还是能够了解一下各行各业的基本概况。