From a14719beaa220fd2a6fecd60dedc0f42b4cb58e0 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Mon, 8 Nov 2021 13:18:10 -0500 Subject: [PATCH 01/28] Update README.md Replaced "in order words" with "in other words" --- 1-Introduction/01-defining-data-science/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/1-Introduction/01-defining-data-science/README.md b/1-Introduction/01-defining-data-science/README.md index bedbb1e7..6606d0f2 100644 --- a/1-Introduction/01-defining-data-science/README.md +++ b/1-Introduction/01-defining-data-science/README.md @@ -24,7 +24,7 @@ In [Wikipedia](https://en.wikipedia.org/wiki/Data_science), **Data Science** is This definition highlights the following important aspects of data science: -* The main goal of data science is to **extract knowledge** from data, in order words - to **understand** data, find some hidden relationships and build a **model**. +* The main goal of data science is to **extract knowledge** from data, in other words - to **understand** data, find some hidden relationships and build a **model**. * Data science uses **scientific methods**, such as probability and statistics. In fact, when the term *data science* was first introduced, some people argued that data science is just a new fancy name for statistics. Nowadays it has become evident that the field is much broader. * Obtained knowledge should be applied to produce some **actionable insights**. * We should be able to operate on both **structured** and **unstructured** data. We will come back to discuss different types of data later in the course. From 4e0524d0892d8e57c4e91d79f737619ba6a2173d Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Mon, 8 Nov 2021 14:04:02 -0500 Subject: [PATCH 02/28] Create README.md Replace "Examples of unstructured data" with "Examples of semi-structured data" in the Semi-structured paragraph. --- 1-Introduction/03-defining-data/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/1-Introduction/03-defining-data/README.md b/1-Introduction/03-defining-data/README.md index 0582ebb4..62b18483 100644 --- a/1-Introduction/03-defining-data/README.md +++ b/1-Introduction/03-defining-data/README.md @@ -32,7 +32,7 @@ Examples of unstructured data: text files, text messages, video files ### Semi-structured Semi-structured data has features that make it a combination of structured and unstructured data. It doesn't typically conform to a format of rows and columns but is organized in a way that is considered structured and may follow a fixed format or set of rules. The structure will vary between sources, such as a well defined hierarchy to something more flexible that allows for easy integration of new information. Metadata are indicators that help decide how the data is organized and stored and will have various names, based on the type of data. Some common names for metadata are tags, elements, entities and attributes. For example, a typical email message will have a subject, body and a set of recipients and can be organized by whom or when it was sent. -Examples of unstructured data: HTML, CSV files, JavaScript Object Notation (JSON) +Examples of semi-structured data: HTML, CSV files, JavaScript Object Notation (JSON) ## Sources of Data From 97717d44fc4aa929c96568e443dc0df8a55e4e14 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Wed, 17 Nov 2021 09:23:08 -0500 Subject: [PATCH 03/28] Fix typo fix typo: "basic repoduction number" to "basic reproduction number" --- 2-Working-With-Data/07-python/notebook-covidspread.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2-Working-With-Data/07-python/notebook-covidspread.ipynb b/2-Working-With-Data/07-python/notebook-covidspread.ipynb index babd77f6..f7451508 100644 --- a/2-Working-With-Data/07-python/notebook-covidspread.ipynb +++ b/2-Working-With-Data/07-python/notebook-covidspread.ipynb @@ -2264,7 +2264,7 @@ "\r\n", "## Computing $R_t$\r\n", "\r\n", - "To see how infectuous is the disease, we look at the **basic repoduction number** $R_0$, which indicated the number of people that an infected person would further infect. When $R_0$ is more than 1, the epidemic is likely to spread.\r\n", + "To see how infectuous is the disease, we look at the **basic reproduction number** $R_0$, which indicated the number of people that an infected person would further infect. When $R_0$ is more than 1, the epidemic is likely to spread.\r\n", "\r\n", "$R_0$ is a property of the disease itself, and does not take into account some protective measures that people may take to slow down the pandemic. During the pandemic progression, we can estimate the reproduction number $R_t$ at any given time $t$. It has been shown that this number can be roughly estimated by taking a window of 8 days, and computing $$R_t=\\frac{I_{t-7}+I_{t-6}+I_{t-5}+I_{t-4}}{I_{t-3}+I_{t-2}+I_{t-1}+I_t}$$\r\n", "where $I_t$ is the number of newly infected individuals on day $t$.\r\n", @@ -2447,4 +2447,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From 92847d9e81fc5a995ec0a40affdeaec7d00b666d Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Thu, 18 Nov 2021 09:00:22 -0500 Subject: [PATCH 04/28] Update README.md Fix typo: from "ealier" to "earlier" Fix format: From **Dropping duplicates: `drop_duplicates`: `drop_duplicates` to **Dropping duplicates: `drop_duplicates`:** --- 2-Working-With-Data/08-data-preparation/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2-Working-With-Data/08-data-preparation/README.md b/2-Working-With-Data/08-data-preparation/README.md index 7ef4d808..127a3d20 100644 --- a/2-Working-With-Data/08-data-preparation/README.md +++ b/2-Working-With-Data/08-data-preparation/README.md @@ -265,7 +265,7 @@ Notice that when a previous value is not available for forward-filling, the null In addition to missing data, you will often encounter duplicated data in real-world datasets. Fortunately, `pandas` provides an easy means of detecting and removing duplicate entries. -- **Identifying duplicates: `duplicated`**: You can easily spot duplicate values using the `duplicated` method in pandas, which returns a Boolean mask indicating whether an entry in a `DataFrame` is a duplicate of an ealier one. Let's create another example `DataFrame` to see this in action. +- **Identifying duplicates: `duplicated`**: You can easily spot duplicate values using the `duplicated` method in pandas, which returns a Boolean mask indicating whether an entry in a `DataFrame` is a duplicate of an earlier one. Let's create another example `DataFrame` to see this in action. ```python example4 = pd.DataFrame({'letters': ['A','B'] * 2 + ['B'], 'numbers': [1, 2, 1, 3, 3]}) @@ -290,7 +290,7 @@ example4.duplicated() 4 True dtype: bool ``` -- **Dropping duplicates: `drop_duplicates`: `drop_duplicates` simply returns a copy of the data for which all of the `duplicated` values are `False`: +- **Dropping duplicates: `drop_duplicates`:** simply returns a copy of the data for which all of the `duplicated` values are `False`: ```python example4.drop_duplicates() ``` From 2dbc2917d7c333a80a675d249d6cff94d39e9524 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Thu, 18 Nov 2021 09:40:12 -0500 Subject: [PATCH 05/28] Update assignment.ipynb Fix format: spacing --- 2-Working-With-Data/08-data-preparation/assignment.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2-Working-With-Data/08-data-preparation/assignment.ipynb b/2-Working-With-Data/08-data-preparation/assignment.ipynb index 35978e99..b82769a4 100644 --- a/2-Working-With-Data/08-data-preparation/assignment.ipynb +++ b/2-Working-With-Data/08-data-preparation/assignment.ipynb @@ -12,7 +12,7 @@ "\r\n", "A client has been testing a [small form](index.html) to gather some basic data about their client-base. They have brought their findings to you to validate the data they have gathered. You can open the `index.html` page in a browser to take a look at the form.\r\n", "\r\n", - "You have been provided a [dataset of csv records](../../data/form.csv)that contain entries from the form as well as some basic visualizations.The client pointed out that some of the visualizations look incorrect but they're unsure about how to resolve them. You can explore it in the [assignment notebook](assignment.ipynb).\r\n", + "You have been provided a [dataset of csv records](../../data/form.csv) that contain entries from the form as well as some basic visualizations.The client pointed out that some of the visualizations look incorrect but they're unsure about how to resolve them. You can explore it in the [assignment notebook](assignment.ipynb).\r\n", "\r\n", "## Instructions\r\n", "\r\n", @@ -139,4 +139,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From 205a97b4959c36c82cdb3bbdfdab9e71c5238075 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Thu, 18 Nov 2021 09:49:54 -0500 Subject: [PATCH 06/28] Update assignment.ipynb Delete: "You can explore it in the [assignment notebook](assignment.ipynb)." The link is resulting in a "Notebook not found" page. Also, this is already the assignment notebook for the link. --- 2-Working-With-Data/08-data-preparation/assignment.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2-Working-With-Data/08-data-preparation/assignment.ipynb b/2-Working-With-Data/08-data-preparation/assignment.ipynb index 35978e99..755bdfca 100644 --- a/2-Working-With-Data/08-data-preparation/assignment.ipynb +++ b/2-Working-With-Data/08-data-preparation/assignment.ipynb @@ -12,7 +12,7 @@ "\r\n", "A client has been testing a [small form](index.html) to gather some basic data about their client-base. They have brought their findings to you to validate the data they have gathered. You can open the `index.html` page in a browser to take a look at the form.\r\n", "\r\n", - "You have been provided a [dataset of csv records](../../data/form.csv)that contain entries from the form as well as some basic visualizations.The client pointed out that some of the visualizations look incorrect but they're unsure about how to resolve them. You can explore it in the [assignment notebook](assignment.ipynb).\r\n", + "You have been provided a [dataset of csv records](../../data/form.csv)that contain entries from the form as well as some basic visualizations.The client pointed out that some of the visualizations look incorrect but they're unsure about how to resolve them.\r\n", "\r\n", "## Instructions\r\n", "\r\n", @@ -139,4 +139,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From df8ae4140f7125906978a80dc0c31a88dae6bc83 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Fri, 19 Nov 2021 08:17:11 -0500 Subject: [PATCH 07/28] Update README.md Fix matplotlib Cheatsheets link. Original link returns Page not found. --- 3-Data-Visualization/09-visualization-quantities/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/README.md b/3-Data-Visualization/09-visualization-quantities/README.md index c8d2c929..10c62ba5 100644 --- a/3-Data-Visualization/09-visualization-quantities/README.md +++ b/3-Data-Visualization/09-visualization-quantities/README.md @@ -21,7 +21,7 @@ An excellent library to create both simple and sophisticated plots and charts of If you have a dataset and need to discover how much of a given item is included, one of the first tasks you have at hand will be to inspect its values. -✅ There are very good 'cheat sheets' available for Matplotlib [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-1.png) and [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-2.png). +✅ There are very good 'cheat sheets' available for Matplotlib [here](https://github.com/matplotlib/cheatsheets). ## Build a line plot about bird wingspan values From 7f132d0870a2dc1c667a9b12e63379b73a058a3a Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Fri, 19 Nov 2021 08:21:51 -0500 Subject: [PATCH 08/28] Update README.md Fix matplotlib Cheatsheets link: https://github.com/matplotlib/cheatsheets Current link returns a Page not found error. --- 3-Data-Visualization/09-visualization-quantities/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/README.md b/3-Data-Visualization/09-visualization-quantities/README.md index c8d2c929..10c62ba5 100644 --- a/3-Data-Visualization/09-visualization-quantities/README.md +++ b/3-Data-Visualization/09-visualization-quantities/README.md @@ -21,7 +21,7 @@ An excellent library to create both simple and sophisticated plots and charts of If you have a dataset and need to discover how much of a given item is included, one of the first tasks you have at hand will be to inspect its values. -✅ There are very good 'cheat sheets' available for Matplotlib [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-1.png) and [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-2.png). +✅ There are very good 'cheat sheets' available for Matplotlib [here](https://github.com/matplotlib/cheatsheets). ## Build a line plot about bird wingspan values From e921483f41053dc6580080ef3c1d587a344e165b Mon Sep 17 00:00:00 2001 From: Mohamad Jaallouk Date: Fri, 19 Nov 2021 19:26:24 +0100 Subject: [PATCH 09/28] Update README.md Repeated word --- 3-Data-Visualization/09-visualization-quantities/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/README.md b/3-Data-Visualization/09-visualization-quantities/README.md index c8d2c929..fcd59925 100644 --- a/3-Data-Visualization/09-visualization-quantities/README.md +++ b/3-Data-Visualization/09-visualization-quantities/README.md @@ -146,7 +146,7 @@ This bar chart, however, is unreadable because there is too much non-grouped dat Filter your data to include only the bird's category. -✅ Notice that that you use Pandas to manage the data, and then let Matplotlib do the charting. +✅ Notice that you use Pandas to manage the data, and then let Matplotlib do the charting. 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wRHL!;4Cq1X8Ne0^>Chku@cr*uW|!E4?TT-A?vylu1XxJ!iL%sJ34Oo+0}J( Date: Mon, 22 Nov 2021 15:12:04 -0500 Subject: [PATCH 11/28] Update README.md Change Max-Wingspan Plot Background to 'white' for better visibility with dark theme browser. --- 3-Data-Visualization/09-visualization-quantities/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/README.md b/3-Data-Visualization/09-visualization-quantities/README.md index 10c62ba5..33ac06b4 100644 --- a/3-Data-Visualization/09-visualization-quantities/README.md +++ b/3-Data-Visualization/09-visualization-quantities/README.md @@ -52,7 +52,7 @@ Let's start by plotting some of the numeric data using a basic line plot. Suppos wingspan = birds['MaxWingspan'] wingspan.plot() ``` -![Max Wingspan](images/max-wingspan.png) +![Max Wingspan](images/max-wingspan-02.png) What do you notice immediately? There seems to be at least one outlier - that's quite a wingspan! A 2300 centimeter wingspan equals 23 meters - are there Pterodactyls roaming Minnesota? Let's investigate. 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z=AnGjPH~)2DVHZ=q964?oS Date: Mon, 22 Nov 2021 15:25:10 -0500 Subject: [PATCH 13/28] Update README.md Change Max-Wingspan-labels Plot Background to 'white' for better visibility with dark theme browser. --- 3-Data-Visualization/09-visualization-quantities/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/README.md b/3-Data-Visualization/09-visualization-quantities/README.md index 33ac06b4..d8b05998 100644 --- a/3-Data-Visualization/09-visualization-quantities/README.md +++ b/3-Data-Visualization/09-visualization-quantities/README.md @@ -72,7 +72,7 @@ plt.plot(x, y) plt.show() ``` -![wingspan with labels](images/max-wingspan-labels.png) +![wingspan with labels](images/max-wingspan-labels-02.png) Even with the rotation of the labels set to 45 degrees, there are too many to read. Let's try a different strategy: label only those outliers and set the labels within the chart. You can use a scatter chart to make more room for the labeling: From 94f124cf6134edd86dac31ad1e361fb91c2db9e2 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Mon, 22 Nov 2021 16:23:05 -0500 Subject: [PATCH 14/28] Add files via upload Change Plot Background to 'white' for better visibility with dark theme browser. --- .../images/category-counts-02.png | Bin 0 -> 73356 bytes .../images/category-length-02.png | Bin 0 -> 73447 bytes .../images/full-data-bar-02.png | Bin 0 -> 57494 bytes .../images/labeled-wingspan-02.png | Bin 0 -> 12183 bytes .../images/scatterplot-wingspan-02.png | Bin 0 -> 14771 bytes .../images/superimposed-02.png | Bin 0 -> 73889 bytes 6 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 3-Data-Visualization/09-visualization-quantities/images/category-counts-02.png create mode 100644 3-Data-Visualization/09-visualization-quantities/images/category-length-02.png create mode 100644 3-Data-Visualization/09-visualization-quantities/images/full-data-bar-02.png create mode 100644 3-Data-Visualization/09-visualization-quantities/images/labeled-wingspan-02.png create mode 100644 3-Data-Visualization/09-visualization-quantities/images/scatterplot-wingspan-02.png create mode 100644 3-Data-Visualization/09-visualization-quantities/images/superimposed-02.png diff --git a/3-Data-Visualization/09-visualization-quantities/images/category-counts-02.png b/3-Data-Visualization/09-visualization-quantities/images/category-counts-02.png new file mode 100644 index 0000000000000000000000000000000000000000..6c3cf0e2ab2111339e15f9791d81215f3c96b565 GIT binary patch literal 73356 zcmce3$-UJgs=X{3o*6s&q09A4a`_2`72ZCgk1@izxnmSt*O zTtQ2}?86nla_@_Rcjo&uPmD0i4{Oh3V;f+WuA#Mu)j;0M_aU*|2vyV{$e-Y>QfQ}E}s-@7O_KHR^IM~l` z(ZM_09KO6?ta#l*#nN*9$&)9qrSE4{kP*AH?WCf!^JLXokHv~In&IK$-VK{IDaHBx zyXm#QN>Sd?A08cCnSQ!1`s~qM7ug6YoAqf{rlxBmr0p0Czm-EPN z^WMCZp#_wC=86uxHPntgNgZj=zN|`I$+vq@<+J_4QRbmz+RdOMtDLyq@`o3x^!MzuM3n=6t%1t)=NLVZ({hz zSX+R+_vw+hH-%0%=g2x{^Dr_pszylBE0~)LW;+f=A5J*(yQel_@G*9{O~>${wN|fQ9qi^t;hC5fdM__6xgoGzNh25!Yr_WZBrP^2jayp`lB|Dx zIjq5^)b;skOi+0ElgY_n72Y>*-W0VcU-j*0<13Y$f(N}%?`kXZ3z59oA&ieOa2b2( z_+;l5hIKSFG%B{X>CwX8ACrzte;XZWBUg}fX@bqbzyP26ZG5Ol;MbU%nhNXc>e82!tHa7Eo#@L=#@8FNowUzeTWhIC$t9j{c%gwOmK_uk zk$5c2UL#&3#v|2bYFzP*-TCtxITJsn$%o*6N)wM}1Yf^C|Doehcj?%#?;+vgs|w%0 zKj`J}e+0Lgbo|w$TR)m}a|f%`X&v9%*%`M(N@~4%P0xD2 z*wgC=_h4^SuHxqQY0x+7qm9#hzTVy4UFYc0XJ;FwT&Bk?6nE{SdEqp&`FnZ9hV;{? 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J?>%n${{gU&BYFS; literal 0 HcmV?d00001 From 65cbffc2b84dbdd960a21e124d542bd6c2196526 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Mon, 22 Nov 2021 16:25:30 -0500 Subject: [PATCH 15/28] Update README.md Change Plot Background to 'white' for better visibility with dark theme browser. --- .../09-visualization-quantities/README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/3-Data-Visualization/09-visualization-quantities/README.md b/3-Data-Visualization/09-visualization-quantities/README.md index d8b05998..e45077fb 100644 --- a/3-Data-Visualization/09-visualization-quantities/README.md +++ b/3-Data-Visualization/09-visualization-quantities/README.md @@ -94,7 +94,7 @@ What's going on here? You used `tick_params` to hide the bottom labels and then What did you discover? -![outliers](images/labeled-wingspan.png) +![outliers](images/labeled-wingspan-02.png) ## Filter your data Both the Bald Eagle and the Prairie Falcon, while probably very large birds, appear to be mislabeled, with an extra `0` added to their maximum wingspan. It's unlikely that you'll meet a Bald Eagle with a 25 meter wingspan, but if so, please let us know! Let's create a new dataframe without those two outliers: @@ -114,7 +114,7 @@ plt.show() By filtering out outliers, your data is now more cohesive and understandable. -![scatterplot of wingspans](images/scatterplot-wingspan.png) +![scatterplot of wingspans](images/scatterplot-wingspan-02.png) Now that we have a cleaner dataset at least in terms of wingspan, let's discover more about these birds. @@ -140,7 +140,7 @@ birds.plot(x='Category', title='Birds of Minnesota') ``` -![full data as a bar chart](images/full-data-bar.png) +![full data as a bar chart](images/full-data-bar-02.png) This bar chart, however, is unreadable because there is too much non-grouped data. You need to select only the data that you want to plot, so let's look at the length of birds based on their category. @@ -155,7 +155,7 @@ category_count = birds.value_counts(birds['Category'].values, sort=True) plt.rcParams['figure.figsize'] = [6, 12] category_count.plot.barh() ``` -![category and length](images/category-counts.png) +![category and length](images/category-counts-02.png) This bar chart shows a good view of the number of birds in each category. In a blink of an eye, you see that the largest number of birds in this region are in the Ducks/Geese/Waterfowl category. Minnesota is the 'land of 10,000 lakes' so this isn't surprising! @@ -171,7 +171,7 @@ plt.barh(y=birds['Category'], width=maxlength) plt.rcParams['figure.figsize'] = [6, 12] plt.show() ``` -![comparing data](images/category-length.png) +![comparing data](images/category-length-02.png) Nothing is surprising here: hummingbirds have the least MaxLength compared to Pelicans or Geese. It's good when data makes logical sense! @@ -189,7 +189,7 @@ plt.show() ``` In this plot, you can see the range per bird category of the Minimum Length and Maximum length. You can safely say that, given this data, the bigger the bird, the larger its length range. Fascinating! -![superimposed values](images/superimposed.png) +![superimposed values](images/superimposed-02.png) ## 🚀 Challenge From 0d68b53eae0f4c7d13b8777da0c666837ae1a0cf Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Tue, 23 Nov 2021 11:45:17 -0500 Subject: [PATCH 16/28] Update README.md Updated Cheatsheets link --- 3-Data-Visualization/09-visualization-quantities/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/README.md b/3-Data-Visualization/09-visualization-quantities/README.md index 10c62ba5..2ea1f583 100644 --- a/3-Data-Visualization/09-visualization-quantities/README.md +++ b/3-Data-Visualization/09-visualization-quantities/README.md @@ -21,7 +21,7 @@ An excellent library to create both simple and sophisticated plots and charts of If you have a dataset and need to discover how much of a given item is included, one of the first tasks you have at hand will be to inspect its values. -✅ There are very good 'cheat sheets' available for Matplotlib [here](https://github.com/matplotlib/cheatsheets). +✅ There are very good 'cheat sheets' available for Matplotlib [here](https://matplotlib.org/cheatsheets/cheatsheets.pdf). ## Build a line plot about bird wingspan values From 5be4e87808f9920f1a1454ac12eee346e684da55 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Tue, 23 Nov 2021 11:54:26 -0500 Subject: [PATCH 17/28] Update README.es.md Cheat sheets link is returning a Page Not Found error. Updated Cheat sheets Link: https://matplotlib.org/cheatsheets/cheatsheets.pdf --- .../09-visualization-quantities/translations/README.es.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/3-Data-Visualization/09-visualization-quantities/translations/README.es.md b/3-Data-Visualization/09-visualization-quantities/translations/README.es.md index 80167cf5..7a1aa0b0 100644 --- a/3-Data-Visualization/09-visualization-quantities/translations/README.es.md +++ b/3-Data-Visualization/09-visualization-quantities/translations/README.es.md @@ -21,7 +21,7 @@ Una excelente librería para crear gráficos tanto simples como sofisticados de Si tienes un conjunto de datos y necesitas descubrir qué cantidad de un elemento determinado está incluido, una de las primeras tareas que tienes que hacer será inspeccionar sus valores. -✅ Hay muy buenas "hojas de trucos" disponibles para Matplotlib [aquí](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-1.png) y [aquí](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-2.png). +✅ Hay muy buenas "hojas de trucos" disponibles para Matplotlib [aquí](https://matplotlib.org/cheatsheets/cheatsheets.pdf). ## Construir un gráfico de líneas sobre los valores de la envergadura de las aves @@ -203,4 +203,4 @@ Este conjunto de datos sobre aves ofrece una gran cantidad de información sobre Esta primera lección has recibido alguna información sobre cómo utilizar Matplotlib para visualizar cantidades. Investiga sobre otras formas de trabajar con conjuntos de datos para su visualización. [Plotly](https://github.com/plotly/plotly.py) es otra forma que no cubriremos en estas lecciones, así que echa un vistazo a lo que puede ofrecer. ## Asignación -[Líneas, dispersiones y barras](assignment.es.md) \ No newline at end of file +[Líneas, dispersiones y barras](assignment.es.md) From 8008939ba73d3bf4f9b2667d4f0bff4685dd6bd0 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Tue, 23 Nov 2021 11:56:15 -0500 Subject: [PATCH 18/28] Update README.hi.md Cheat sheets link is returning a Page Not Found error. Updated Cheat sheets Link: https://matplotlib.org/cheatsheets/cheatsheets.pdf --- .../09-visualization-quantities/translations/README.hi.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/translations/README.hi.md b/3-Data-Visualization/09-visualization-quantities/translations/README.hi.md index d0745bfc..77c3d1d0 100644 --- a/3-Data-Visualization/09-visualization-quantities/translations/README.hi.md +++ b/3-Data-Visualization/09-visualization-quantities/translations/README.hi.md @@ -21,7 +21,7 @@ यदि आपके पास एक डेटासेट है और यह पता लगाने की आवश्यकता है कि किसी दिए गए आइटम में से कितना शामिल है, तो आपके पास सबसे पहले कार्यों में से एक इसके मूल्यों का निरीक्षण करना होगा। -✅ माटप्लोटलिब के लिए बहुत अच्छी 'चीट शीट' उपलब्ध हैं [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-1.png) and [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-2.png). +✅ माटप्लोटलिब के लिए बहुत अच्छी 'चीट शीट' उपलब्ध हैं [here](https://matplotlib.org/cheatsheets/cheatsheets.pdf). ## बर्ड विंगस्पैन मूल्यों के बारे में एक लाइन प्लॉट बनाएं From 85ece21638c17003af6dbb0dbacc49aee498effc Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Tue, 23 Nov 2021 11:58:10 -0500 Subject: [PATCH 19/28] Update README.ko.md Cheat sheets link is returning a Page Not Found error. Updated Cheat sheets Link: https://matplotlib.org/cheatsheets/cheatsheets.pdf --- .../09-visualization-quantities/translations/README.ko.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/translations/README.ko.md b/3-Data-Visualization/09-visualization-quantities/translations/README.ko.md index 769d007d..8951a9d9 100644 --- a/3-Data-Visualization/09-visualization-quantities/translations/README.ko.md +++ b/3-Data-Visualization/09-visualization-quantities/translations/README.ko.md @@ -21,7 +21,7 @@ 데이터 세트가 있고 주어진 항목이 얼마나 포함되어 있는지 확인해야 하는 경우에, 가장 먼저 처리해야 하는 작업 중 하나는 해당 값을 검사하는 것입니다. -✅ Matplotlib에 사용할 수 있는 매우 좋은 '치트 시트'가 있습니다. [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-1.png) and [here](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-2.png). +✅ Matplotlib에 사용할 수 있는 매우 좋은 '치트 시트'가 있습니다. [here](https://matplotlib.org/cheatsheets/cheatsheets.pdf). ## 새 날개 길이 값에 대한 선 그래프 작성하기 From 6ea72d4d0556501f801dfd85d7b3621d38242e8e Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Tue, 23 Nov 2021 12:00:02 -0500 Subject: [PATCH 20/28] Update README.pt-br.md Cheat sheets link is returning a Page Not Found error. Updated Cheat sheets Link: https://matplotlib.org/cheatsheets/cheatsheets.pdf --- .../09-visualization-quantities/translations/README.pt-br.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/09-visualization-quantities/translations/README.pt-br.md b/3-Data-Visualization/09-visualization-quantities/translations/README.pt-br.md index f0bf7bf8..03f10066 100644 --- a/3-Data-Visualization/09-visualization-quantities/translations/README.pt-br.md +++ b/3-Data-Visualization/09-visualization-quantities/translations/README.pt-br.md @@ -21,7 +21,7 @@ Uma biblioteca excelente para criar tanto gráficos simples como sofisticados e Se você tem um dataset e precisa descobrir quanto de um dado elemento está presente, uma das primeiras coisas que você precisará fazer é examinar seus valores. -✅ Existem dicas ('cheat sheets') ótimas disponíveis para o Matplotlib [aqui](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-1.png) e [aqui](https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets-2.png). +✅ Existem dicas ('cheat sheets') ótimas disponíveis para o Matplotlib [aqui](https://matplotlib.org/cheatsheets/cheatsheets.pdf). ## Construindo um gráfico de linhas sobre os valores de envergadura de aves From 7096639a2620524ad52bda672887e78ad27b5a39 Mon Sep 17 00:00:00 2001 From: Mohamad Jaallouk Date: Wed, 24 Nov 2021 05:12:10 +0100 Subject: [PATCH 21/28] Update README.md Typo --- 5-Data-Science-In-Cloud/18-Low-Code/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/5-Data-Science-In-Cloud/18-Low-Code/README.md b/5-Data-Science-In-Cloud/18-Low-Code/README.md index c8456efd..e27612ac 100644 --- a/5-Data-Science-In-Cloud/18-Low-Code/README.md +++ b/5-Data-Science-In-Cloud/18-Low-Code/README.md @@ -50,7 +50,7 @@ Azure ML provides all the tools developers and data scientists need for their ma ### 1.2 The Heart Failure Prediction Project: -There is no doubt that making and building projects is the best to put your skills and knowledge to test. In this lesson, we are going to explore two different ways of building a data science project for the prediction of heart failure attacks in Azure ML Studio, through Low code/No code and through the Azure ML SDK as shown in the following schema: +There is no doubt that making and building projects is the best way to put your skills and knowledge to test. 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zymYo5qxr;~#3rmzfFlKLS{=EXN4%u|PImvm>q3V?8^@lCEe}@$s&Xj1iqOhHd>A*(=17370O5N?$^^uwomWpgSd508wf%ob9*p8XeHl1{GQy963M2yVZsxUqT(-KaU$G)l<}vc&*rWR zG1ERTj3I|x+}+qYKvRy#0IZ1QBv7a{pP*U(WkuNA5&e{vqwm$hXKK2rm1IQ(m4eK8 zpkica_i@`Ytz~3`H_lxDbsr2oJ}fFfoSY=TZ(%xnnnhtja7P7y#*dyfD&(8*HvS*J CasAi; literal 0 HcmV?d00001 From 7a41b40d9f7f805a29999b610b3a9e1df0ae8719 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Mon, 29 Nov 2021 15:07:03 -0500 Subject: [PATCH 23/28] Update on PNG images Added the birds.head() table Added the scatter image The x and y labels on some of the PNG images are not readable when using a dark theme setting --- .../10-visualization-distributions/README.md | 21 ++++++++++++++----- 1 file changed, 16 insertions(+), 5 deletions(-) diff --git a/3-Data-Visualization/10-visualization-distributions/README.md b/3-Data-Visualization/10-visualization-distributions/README.md index 9f1366c7..22d045c8 100644 --- a/3-Data-Visualization/10-visualization-distributions/README.md +++ b/3-Data-Visualization/10-visualization-distributions/README.md @@ -20,6 +20,15 @@ birds = pd.read_csv('../../data/birds.csv') birds.head() ``` +| | Name | ScientificName | Category | Order | Family | Genus | ConservationStatus | MinLength | MaxLength | MinBodyMass | MaxBodyMass | MinWingspan | MaxWingspan | +| ---: | :--------------------------- | :--------------------- | :-------------------- | :----------- | :------- | :---------- | :----------------- | --------: | --------: | ----------: | ----------: | ----------: | ----------: | +| 0 | Black-bellied whistling-duck | Dendrocygna autumnalis | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Dendrocygna | LC | 47 | 56 | 652 | 1020 | 76 | 94 | +| 1 | Fulvous whistling-duck | Dendrocygna bicolor | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Dendrocygna | LC | 45 | 53 | 712 | 1050 | 85 | 93 | +| 2 | Snow goose | Anser caerulescens | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 64 | 79 | 2050 | 4050 | 135 | 165 | +| 3 | Ross's goose | Anser rossii | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 57.3 | 64 | 1066 | 1567 | 113 | 116 | +| 4 | Greater white-fronted goose | Anser albifrons | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 64 | 81 | 1930 | 3310 | 130 | 165 | + + In general, you can quickly look at the way data is distributed by using a scatter plot as we did in the previous lesson: ```python @@ -31,6 +40,8 @@ plt.xlabel('Max Length') plt.show() ``` +![max length per order](images/scatter-wb.png) + This gives an overview of the general distribution of body length per bird Order, but it is not the optimal way to display true distributions. That task is usually handled by creating a Histogram. ## Working with histograms @@ -40,7 +51,7 @@ Matplotlib offers very good ways to visualize data distribution using Histograms birds['MaxBodyMass'].plot(kind = 'hist', bins = 10, figsize = (12,12)) plt.show() ``` -![distribution over the entire dataset](images/dist1.png) +![distribution over the entire dataset](images/dist1-wb.png) As you can see, most of the 400+ birds in this dataset fall in the range of under 2000 for their Max Body Mass. Gain more insight into the data by changing the `bins` parameter to a higher number, something like 30: @@ -48,7 +59,7 @@ As you can see, most of the 400+ birds in this dataset fall in the range of unde birds['MaxBodyMass'].plot(kind = 'hist', bins = 30, figsize = (12,12)) plt.show() ``` -![distribution over the entire dataset with larger bins param](images/dist2.png) +![distribution over the entire dataset with larger bins param](images/dist2-wb.png) This chart shows the distribution in a bit more granular fashion. A chart less skewed to the left could be created by ensuring that you only select data within a given range: @@ -59,7 +70,7 @@ filteredBirds = birds[(birds['MaxBodyMass'] > 1) & (birds['MaxBodyMass'] < 60)] filteredBirds['MaxBodyMass'].plot(kind = 'hist',bins = 40,figsize = (12,12)) plt.show() ``` -![filtered histogram](images/dist3.png) +![filtered histogram](images/dist3-wb.png) ✅ Try some other filters and data points. To see the full distribution of the data, remove the `['MaxBodyMass']` filter to show labeled distributions. @@ -76,7 +87,7 @@ hist = ax.hist2d(x, y) ``` There appears to be an expected correlation between these two elements along an expected axis, with one particularly strong point of convergence: -![2D plot](images/2D.png) +![2D plot](images/2D-wb.png) Histograms work well by default for numeric data. What if you need to see distributions according to text data? ## Explore the dataset for distributions using text data @@ -115,7 +126,7 @@ plt.gca().set(title='Conservation Status', ylabel='Max Body Mass') plt.legend(); ``` -![wingspan and conservation collation](images/histogram-conservation.png) +![wingspan and conservation collation](images/histogram-conservation-wb.png) There doesn't seem to be a good correlation between minimum wingspan and conservation status. Test other elements of the dataset using this method. You can try different filters as well. Do you find any correlation? 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zmjVi=5?IB1Hq;bu@TXEo{tLMGkZCA^b8PqATFxoIXHwEe;LlQpKhL&=H21s>G~wk& zSsN|rf|B1NBsDxAG5gEC59`ciCl{Htmfsy;qrZ5k&QkI76Z^-P&fG^+o(*OQIAZx1U~PRp87uuB2bb=-^CN&*b^?~x zBv(~E!y{$r#UcRHC2_|QCN8ZkWm8jz&Wm9W(|Pmyw+~EAOza#SypW-Hfp%8Pz2POv z)#fcJ7e||U-w`j^^~Q1IC(&!|XG^vdMQSqV%b!RXM5CuGjT${yRl{zN@>28ikj_^x z9|wX-8O6rhgZ-UdTyO#|(WO}KvoqHig{{PU&)H|Z(OEV*6PK6I!!GzCC8c6ekQ5Z* z$B4Da)n032jOgh74B_$;$lc5t-JiEK|K%kahbIoDEGaXGo$ zs_irT32(f*WcHVT=Ur-X4*I$Cl9G~M==eMLk> z^puB(RaW+w=L9C07i6&s}B4XVI5Ed40KAAD=9~fYJ`ZRid zFawGa3g?xS{E9_lLVi2OqFT0?sd6lyp?d$X#cf^`%S`Eo?OqMiubH{ ozk%(4AW;85)%|}umEYm+Kl{7(!oOJ(%clWqD%#35iq;?h3y6KRO#lD@ literal 0 HcmV?d00001 From 82d987b4aeb9c3e2eb367dad350073c9359c87ac Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Tue, 30 Nov 2021 15:04:48 -0500 Subject: [PATCH 25/28] Update README.md Added the 'edibleclass' Groupby Class code. Updated the PNG files for the pie and donut chart. --- .../11-visualization-proportions/README.md | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/3-Data-Visualization/11-visualization-proportions/README.md b/3-Data-Visualization/11-visualization-proportions/README.md index bce02c2c..2f265e72 100644 --- a/3-Data-Visualization/11-visualization-proportions/README.md +++ b/3-Data-Visualization/11-visualization-proportions/README.md @@ -57,6 +57,12 @@ Take this data and convert the 'class' column to a category: cols = mushrooms.select_dtypes(["object"]).columns mushrooms[cols] = mushrooms[cols].astype('category') ``` + +```python +edibleclass=mushrooms.groupby(['class']).count() +edibleclass +``` + Now, if you print out the mushrooms data, you can see that it has been grouped into categories according to the poisonous/edible class: @@ -78,7 +84,7 @@ plt.show() ``` Voila, a pie chart showing the proportions of this data according to these two classes of mushrooms. It's quite important to get the order of the labels correct, especially here, so be sure to verify the order with which the label array is built! -![pie chart](images/pie1.png) +![pie chart](images/pie1-wb.png) ## Donuts! @@ -108,7 +114,7 @@ plt.title('Mushroom Habitats') plt.show() ``` -![donut chart](images/donut.png) +![donut chart](images/donut-wb.png) This code draws a chart and a center circle, then adds that center circle in the chart. Edit the width of the center circle by changing `0.40` to another value. From 0656d963d4fcf006ea1a6ea0df222ea997bda8cf Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Wed, 1 Dec 2021 15:51:51 -0500 Subject: [PATCH 26/28] Add files via upload Missing assignment.md --- .../14-Introduction/assignment.md | 23 +++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 4-Data-Science-Lifecycle/14-Introduction/assignment.md diff --git a/4-Data-Science-Lifecycle/14-Introduction/assignment.md b/4-Data-Science-Lifecycle/14-Introduction/assignment.md new file mode 100644 index 00000000..90771e5a --- /dev/null +++ b/4-Data-Science-Lifecycle/14-Introduction/assignment.md @@ -0,0 +1,23 @@ +# Assessing a Dataset + +A client has approached your team for help in investigating a taxi customer's seasonal spending habits in New York City. + +They want to know: **Do yellow taxi passengers in New York City tip drivers more in the winter or summer?** + +Your team is in the [Capturing](Readme.md#Capturing) stage of the Data Science Lifecycle and you are in charge of handling the the dataset. You have been provided a notebook and [data](../../data/taxi.csv) to explore. + +In this directory is a [notebook](notebook.ipynb) that uses Python to load yellow taxi trip data from the [NYC Taxi & Limousine Commission](https://docs.microsoft.com/en-us/azure/open-datasets/dataset-taxi-yellow?tabs=azureml-opendatasets). +You can also open the taxi data file in text editor or spreadsheet software like Excel. + +## Instructions + +- Assess whether or not the data in this dataset can help answer the question. +- Explore the [NYC Open Data catalog](https://data.cityofnewyork.us/browse?sortBy=most_accessed&utf8=%E2%9C%93). Identify an additional dataset that could potentially be helpful in answering the client's question. +- Write 3 questions that you would ask the client for more clarification and better understanding of the problem. + +Refer to the [dataset's dictionary](https://www1.nyc.gov/assets/tlc/downloads/pdf/data_dictionary_trip_records_yellow.pdf) and [user guide](https://www1.nyc.gov/assets/tlc/downloads/pdf/trip_record_user_guide.pdf) for more information about the data. + +## Rubric + +Exemplary | Adequate | Needs Improvement +--- | --- | -- | From 08a2e45b907400b219af7c845360c7b4556da771 Mon Sep 17 00:00:00 2001 From: Frederick Legaspi Date: Wed, 1 Dec 2021 15:55:25 -0500 Subject: [PATCH 27/28] Fix broken links Fix broken links: Data Science in the cloud, Data Preparation, and Ethics. Minor format modification. --- 4-Data-Science-Lifecycle/14-Introduction/README.md | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/4-Data-Science-Lifecycle/14-Introduction/README.md b/4-Data-Science-Lifecycle/14-Introduction/README.md index 4512e634..d9e8a2da 100644 --- a/4-Data-Science-Lifecycle/14-Introduction/README.md +++ b/4-Data-Science-Lifecycle/14-Introduction/README.md @@ -28,7 +28,7 @@ Defining the goals of the project will require deeper context into the problem o Questions a data scientist may ask: - Has this problem been approached before? What was discovered? - Is the purpose and goal understood by all involved? -- Where is there ambiguity and how to reduce it? +- Is there ambiguity and how to reduce it? - What are the constraints? - What will the end result potentially look like? - How much resources (time, people, computational) are available? @@ -62,16 +62,18 @@ Considerations of how and where the data is stored can influence the cost of its Here’s some aspects of modern data storage systems that can affect these choices: **On premise vs off premise vs public or private cloud** -On premise refers to hosting managing the data on your own equipment, like owning a server with hard drives that store the data, while off premise relies on equipment that you don’t own, such as a data center. The public cloud is a popular choice for storing data that requires no knowledge of how or where exactly the data is stored, where public refers to a unified underlying infrastructure that is shared by all who use the cloud. Some organizations have strict security policies that require that they have complete access to the equipment where the data is hosted and will rely on a private cloud that provides its own cloud services. You’ll learn more about data in the cloud in [later lessons](5-Data-Science-In-Cloud). -**Cold vs hot data** +On premise refers to hosting managing the data on your own equipment, like owning a server with hard drives that store the data, while off premise relies on equipment that you don’t own, such as a data center. The public cloud is a popular choice for storing data that requires no knowledge of how or where exactly the data is stored, where public refers to a unified underlying infrastructure that is shared by all who use the cloud. Some organizations have strict security policies that require that they have complete access to the equipment where the data is hosted and will rely on a private cloud that provides its own cloud services. You’ll learn more about data in the cloud in [later lessons](https://github.com/microsoft/Data-Science-For-Beginners/tree/main/5-Data-Science-In-Cloud). + +**Cold vs hot data** + When training your models, you may require more training data. If you’re content with your model, more data will arrive for a model to serve its purpose. In any case the cost of storing and accessing data will increase as you accumulate more of it. Separating rarely used data, known as cold data from frequently accessed hot data can be a cheaper data storage option through hardware or software services. If cold data needs to be accessed, it may take a little longer to retrieve in comparison to hot data. ### Managing Data -As you work with data you may discover that some of the data needs to be cleaned using some of the techniques covered in the lesson focused on [data preparation](2-Working-With-Data\08-data-preparation) to build accurate models. When new data arrives, it will need some of the same applications to maintain consistency in quality. Some projects will involve use of an automated tool for cleansing, aggregation, and compression before the data is moved to its final location. Azure Data Factory is an example of one of these tools. +As you work with data you may discover that some of the data needs to be cleaned using some of the techniques covered in the lesson focused on [data preparation](https://github.com/microsoft/Data-Science-For-Beginners/tree/main/2-Working-With-Data/08-data-preparation) to build accurate models. When new data arrives, it will need some of the same applications to maintain consistency in quality. Some projects will involve use of an automated tool for cleansing, aggregation, and compression before the data is moved to its final location. Azure Data Factory is an example of one of these tools. ### Securing the Data -One of the main goals of securing data is ensuring that those working it are in control of what is collected and in what context it is being used. Keeping data secure involves limiting access to only those who need it, adhering to local laws and regulations, as well as maintaining ethical standards, as covered in the [ethics lesson](1-Introduction\02-ethics). +One of the main goals of securing data is ensuring that those working it are in control of what is collected and in what context it is being used. Keeping data secure involves limiting access to only those who need it, adhering to local laws and regulations, as well as maintaining ethical standards, as covered in the [ethics lesson](https://github.com/microsoft/Data-Science-For-Beginners/tree/main/1-Introduction/02-ethics). Here’s some things that a team may do with security in mind: - Confirm that all data is encrypted From fb4fb75415a2688c0cc2551e406297c9dc91517e Mon Sep 17 00:00:00 2001 From: quake2005 Date: Thu, 2 Dec 2021 00:05:16 +0100 Subject: [PATCH 28/28] patch-17 typo fix --- 5-Data-Science-In-Cloud/18-Low-Code/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/5-Data-Science-In-Cloud/18-Low-Code/README.md b/5-Data-Science-In-Cloud/18-Low-Code/README.md index e27612ac..6a31aed6 100644 --- a/5-Data-Science-In-Cloud/18-Low-Code/README.md +++ b/5-Data-Science-In-Cloud/18-Low-Code/README.md @@ -50,7 +50,7 @@ Azure ML provides all the tools developers and data scientists need for their ma ### 1.2 The Heart Failure Prediction Project: -There is no doubt that making and building projects is the best way to put your skills and knowledge to test. In this lesson, we are going to explore two different ways of building a data science project for the prediction of heart failure attacks in Azure ML Studio, through Low code/No code and through the Azure ML SDK as shown in the following schema: +There is no doubt that making and building projects is the best way to put your skills and knowledge to the test. In this lesson, we are going to explore two different ways of building a data science project for the prediction of heart failure attacks in Azure ML Studio, through Low code/No code and through the Azure ML SDK as shown in the following schema: ![project-schema](images/project-schema.PNG)