Pinned Repositories
Adding-and-Dropping-columns
Add column, drop column, creating a new column, creating a where function for column outcomes, combining conditions and rules with select, and dropping a column
Adding-text-box-to-data
Add text to data, data point call out, annotate, textcoords, call outs, xytext, bounding box, fill color, edge color, arrowstyle, arrow props
Advanced-K-Means-Clustering
Create data, merge data with inner join, drop rows with non food names, group by, pivot table, missing values, normalize, WCSS to find k value, instantiate and fit model, cluster profile breakdown
Advanced-linear-regression
Pickle file, shuffle data, missing values, drop values, outliers, box plot, split, categorical variables and one hot encoder, feature selection and RFECV, feature selection, optimal number of features plot, r-square, cross validation scores, adjusted r-square, model coefficients table and intercept, final interpretation
Aggregating_Data
Merging, value counts, sum, groupby, quantile, reset_index, sum and mean for multiple columns, aggregate, specify aggregate items for which columns
Airlines-Data-Set-
Running size, column view, replace NaN, data shape, group, and other related functions on data set.
ANN-with-Desc-null-balance-bootstrap-plots-seab-label-enc-corr-compile-early-stop-hyppar.
ANN with Desc, null, balance (bootstrap), plots, seab, label enc, corr , compile, early stop, hyppar.
Apply-Map-Reduce
Map different dictionary keys to values, run replace, write a function and view length, use function to code column, apply changes to data frame, rows and columns
NLP-index-tokenize-sentence-detection-NER-POS-chunking-tagging-parsing-vectors-similarities.
NLP index, tokenize, sentence detection, NER, POS, chunking, tagging, parsing, vectors, similarities, and pipelines with spaCY words.
Use-of-correlations-heatmap-plotted-logistic-regression-chart.
Use of correlations, heatmap, plotted logistic regression chart in examination of insurance data.
aphd87's Repositories
aphd87/Using-diabetes-data-to-find-missing-values-and-execute-box-plots
Using diabetes data to find missing values and execute box plots
aphd87/Correlational-analysis-with-automotive-data
Variable extraction and correlational analysis with two variables from automotive industry
aphd87/Loading-numpy-arrays
Creating numpy arrays to dissect car data set.
aphd87/Web-scraping-Simplilearn-website
Pull website text and article information using Beautiful Soup
aphd87/Linear-Regression-and-California-Homes
Linear regression to predict which variables influence California home prices
aphd87/WebScraping-of-Simplilearn-Website-Resource-Page-
WebScraping of Simplilearn Website Resource Page
aphd87/Web-scraping-to-format-encode-and-print
Using web scraping to format, encode and print a web document
aphd87/Web-scraping-parsing-part-of-a-document
Using web scraping to parse part of a document with SoupStrainer
aphd87/Web-scraping---HTML
Using web scraping to parse HTML
aphd87/LogisticRegression
Using logistic regression to look at breast cancer data
aphd87/Web-scraping---Navigating-a-tree
Using web scraping to navigate a tree based on author data.
aphd87/Matplot-lib-Subplots
Creating line charts based on weather data.
aphd87/Web-scraping-parser-objects
Preliminary web scraping, parsing data, and extracting objects.
aphd87/Pie-Chart-Examining-Causes-of-Death-in-Ohio-in-2012
Pie chart examines what is the leading cause of death for Ohio citizens in 2012
aphd87/Seaborn-graphics
Built seaborn-based graphics surrounding auto data.
aphd87/Pie-charts
Three pie charts are created with varying colors and chart sizes based on business major data.
aphd87/Heatmap
Created a heat map to feature airplane data.
aphd87/Histogram-and-Scatterplot
A histogram and scatter plot are produced in Python.
aphd87/NLP-Spam-Collection
NLP Spam Collection - Preliminary analyses.
aphd87/Basic-Plot
Basic GG Plot.
aphd87/NLP-and-Spam-Detection
Using basic NLP to detect Spam.
aphd87/MatPlotLib
Writing a line graph in Python.
aphd87/Bag-of-Words-Set-Up
Bag of Words Set Up.
aphd87/NLP-Scikit-Learn-Environment-Set-Up
NLP basic set up with Scikit.
aphd87/Linear-Regression-and-Sales
I ran a linear regression to predict which medium ad budgets correspond to sales.
aphd87/Logistic-Cluster-and-Model-Persistence-
Running logistic, and cluster analyses. I had some trouble with model persistence.
aphd87/Housing-market-with-Linear-Regression
Analyzing housing marketplace data with OLS regression, variance, R2, and RMSE calculations.
aphd87/Boston-Data-Set
Viewing columns and creating data frames with Boston city data set.
aphd87/Airlines-Data-Set-
Running size, column view, replace NaN, data shape, group, and other related functions on data set.
aphd87/Loops
Looping calculations.