diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..7883a9f --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2023 CaoTianze + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..9b8b607 --- /dev/null +++ b/README.md @@ -0,0 +1,10 @@ +# plotnineSeqSuite: a Python package for visualizing sequence data using ggplot2 +## Installation +`pip install plotnineseqsuite` +## Getting Started +See [plotnineSeqSuite Documentation](https://caotianze.github.io/plotnineseqsuite/) +## Development environment +PyCharm 2022.1 (Community Edition) and Spyder version: 5.4.1 (conda) +## Dependencies +Python version: 3.10.9 64-bit +plotnine: 0.10.1 diff --git a/docs/accepted_input_formats.png b/docs/accepted_input_formats.png new file mode 100644 index 0000000..076ce41 Binary files /dev/null and b/docs/accepted_input_formats.png differ diff --git a/docs/bar_accepted_input_formats.png b/docs/bar_accepted_input_formats.png new file mode 100644 index 0000000..ee05220 Binary files /dev/null and b/docs/bar_accepted_input_formats.png differ diff --git a/docs/bar_no_sequence_letter.png b/docs/bar_no_sequence_letter.png new file mode 100644 index 0000000..96ea6e4 Binary files /dev/null and b/docs/bar_no_sequence_letter.png differ diff --git a/docs/col_schemes.md b/docs/col_schemes.md new file mode 100644 index 0000000..f72bed5 --- /dev/null +++ b/docs/col_schemes.md @@ -0,0 +1,29 @@ +# color schemes +Default color schemes: chemistry, chemistry2, hydrophobicity, nucleotide, nucleotide2, base_pairing, clustalx, taylor. +## *function* make_col_scheme(name: str = 'Custom Scheme', chars: Optional[list[str]] = None, groups: Optional[list[int]] = None, cols: Optional[list[int]] = None, values: Optional[list[int]] = None) -> dict +```python +from plotnineseqsuite.col_schemes import make_col_scheme +cs1 = make_col_scheme(chars=['A', 'T', 'C', 'G'], groups=['gr1', 'gr1', 'gr2', 'gr2'],cols=['purple', 'purple', 'blue', 'blue']) +cs2 = make_col_scheme(chars=['A', 'T', 'C', 'G'], values=[1,2,3,4]) +``` +The function is used to create custom color style themes. +### name +Name of custom scheme. It will display in legend. +### chars +Letters will used to plot. +### groups +Used in a custom discrete color scheme. It groups letters. +### cols +Used in a custom discrete color scheme. It represents the RGB value of the grouped color. +### values +Used in a custom continuous color scheme. It represents the numeric value of the corresponding letter. +## *function* get_col_scheme(col_scheme: str, seq_type: str = 'AUTO') -> dict +This function is used to get the built-in color theme of the type of the given sequence. +```python +from plotnineseqsuite.col_schemes import get_col_scheme +col_df = get_col_scheme(col_scheme='chemistry') +``` +### col_scheme +One of the default color schemes. +### seq_type +AA or DNA or RNA \ No newline at end of file diff --git a/docs/combining_plots.png b/docs/combining_plots.png new file mode 100644 index 0000000..2bed9a8 Binary files /dev/null and b/docs/combining_plots.png differ diff --git a/docs/custom_alphabet.png b/docs/custom_alphabet.png new file mode 100644 index 0000000..7473d29 Binary files /dev/null and b/docs/custom_alphabet.png differ diff --git a/docs/custom_alphabet_2.png b/docs/custom_alphabet_2.png new file mode 100644 index 0000000..80e1942 Binary files /dev/null and b/docs/custom_alphabet_2.png differ diff --git a/docs/custom_color_schemes1.png b/docs/custom_color_schemes1.png new file mode 100644 index 0000000..24fb835 Binary files /dev/null and b/docs/custom_color_schemes1.png differ diff --git a/docs/custom_color_schemes2.png b/docs/custom_color_schemes2.png new file mode 100644 index 0000000..c45092a Binary files /dev/null and b/docs/custom_color_schemes2.png differ diff --git a/docs/custom_height_logos.png b/docs/custom_height_logos.png new file mode 100644 index 0000000..51ed224 Binary files /dev/null and b/docs/custom_height_logos.png differ diff --git a/docs/font.md b/docs/font.md new file mode 100644 index 0000000..0cc9105 --- /dev/null +++ b/docs/font.md @@ -0,0 +1,12 @@ +# font +Default fonts: times_new_roman, arial, courier_new, akrobat_bold, xkcd_regular, akrobat_regular, helvetica_bold, helvetica_light, helvetica_regular, roboto_bold, roboto_medium, roboto_regular, roboto_slab_bold, roboto_slab_light, roboto_slab_regular. +## *function* list_fonts() +Get all fonts. +## *function* get_font(font_name: str) -> DataFrame +```python +from plotnineseqsuite import get_font +f_df = get_font(font_name='times_new_roman') +``` +Gets the specified font. +### font_name +Name of one of the default fonts. \ No newline at end of file diff --git a/docs/fonts.png b/docs/fonts.png new file mode 100644 index 0000000..519e7e3 Binary files /dev/null and b/docs/fonts.png differ diff --git a/docs/geom_alignedSeq.md b/docs/geom_alignedSeq.md new file mode 100644 index 0000000..501dbf1 --- /dev/null +++ b/docs/geom_alignedSeq.md @@ -0,0 +1,52 @@ +# geom_alignedSeq +A class that represents the sequence alignment diagram +## *class* geom_alignedSeq(self,data: Union[list[str], dict, None] = None,seq_names: Optional[list[str]] = None,seq_type: str = 'AUTO',namespace: Optional[list[str]] = None,font: str = 'roboto_medium',stack_width: float = 0.75,font_col: str = '#FFFFFF',bg_col_scheme: Union[DataFrame, str] = 'AUTO',bg_low_col: str = 'black',bg_high_col: str = 'yellow',bg_na_col: str = '#333333',**kwargs: Any) +```python +from plotnine import ggplot, coord_fixed +from plotnineseqsuite import geom_alignedSeq, theme_seq +from plotnineseqsuite.data import seqs_dna +ggplot() + geom_alignedSeq(seqs_dna['MA0013.1']) + theme_seq() + coord_fixed() +``` +- data +Sequence data or corresponding dict. +- seq_names +The name corresponding to the sequence data. +- seq_type +OTHER, AA, DNA, RNA +- namespace +The letter corresponding to the data. +- font +Font value +- stack_width +The ratio of the size of letters to the standard unit width. +- font_col +The color of the font. +- bg_col_scheme +Color scheme of the backgrounds. +- bg_low_col +Continuous color schemes are available. +- bg_high_col +Continuous color schemes are available. +- bg_na_col +Used when the background in the corresponding namespace do not have a color matching value defined. +- kwargs +Other arguments passed on to layer(). +## *properties* +- bg_data +DataFrame. +- bg_layer +A geom_tile layer. Data come from the property bg_data. +- letter_data +DataFrame. +- letter_layer +A geom_polygon layer. Data come from the property letter_data. +- scale_x_continuous +A custom scale_x_continuous. +- scale_y_continuous +A custom scale_y_continuous. +- xlab +A custom xlab. +- ylab +A custom ylab. +- colscale_opts +A custom scale_fill_gradient or custom scale_fill_manual. \ No newline at end of file diff --git a/docs/geom_logo.md b/docs/geom_logo.md new file mode 100644 index 0000000..db41fdc --- /dev/null +++ b/docs/geom_logo.md @@ -0,0 +1,46 @@ +# geom_logo +A class that represents the sequence logo +## *class* geom_logo(self,data: Union[list[str], ndarray, dict, None] = None,method: str = 'bits',seq_type: str = 'AUTO',namespace: Optional[list[str]] = None,font: str = 'roboto_medium',stack_width: float = 0.95,rev_stack_order: bool = False,col_scheme: Union[DataFrame, str] = 'AUTO',low_col: str = 'black',high_col: str = 'yellow',na_col: str = '#333333',**kwargs: Any) +```python +from plotnine import ggplot +from plotnineseqsuite import geom_logo, theme_seq +from plotnineseqsuite.data import seqs_dna +ggplot() + geom_logo(seqs_dna['MA0001.1']) + theme_seq() +``` +- data +Sequence data or PFM or corresponding dict. +- method +bits, probability, custom +- seq_type +OTHER, AA, DNA, RNA +- namespace +The letter corresponding to the data. If the type of data is ndarray, the order of the namespaces must correspond to that of ndarray. +- font +Font value +- stack_width +The ratio of the size of letters to the standard unit width. +- rev_stack_order +Order of letter stack is reversed. +- col_scheme +Color scheme of the letters. +- low_col +Continuous color schemes are available. +- high_col +Continuous color schemes are available. +- na_col +Used when the letters in the corresponding namespace do not have a color matching value defined. +- kwargs +Other arguments passed on to layer(). +## *properties* +- data +DataFrame. +- layer +A geom_polygon layer. Data come from the property data. +- scale_x_continuous +A custom scale_x_continuous. +- xlab +A custom xlab. +- ylab +A custom ylab. +- colscale_opts +A custom scale_fill_gradient or custom scale_fill_manual.y \ No newline at end of file diff --git a/docs/geom_seqBar.md b/docs/geom_seqBar.md new file mode 100644 index 0000000..b9dab77 --- /dev/null +++ b/docs/geom_seqBar.md @@ -0,0 +1,50 @@ +# geom_seqBar +A class that represents the sequence histogram +## *class* geom_seqBar(self,data: Union[list[str], ndarray, dict, None] = None,seq_type: str = 'AUTO',namespace: Optional[list[str]] = None,font: str = 'roboto_medium',stack_width: float = 0.75,bar_col_scheme: Union[DataFrame, str] = 'AUTO',font_col: str = '#808080',low_col: str = 'black',high_col: str = 'yellow',na_col: str = '#333333',**kwargs: Any) +```python +from plotnine import ggplot +from plotnineseqsuite import geom_seqBar, theme_seq +from plotnineseqsuite.data import seqs_dna +ggplot() + geom_seqBar(seqs_dna['MA0013.1']) + theme_seq() +``` +- data +Sequence data or PFM or corresponding dict. +- seq_type +OTHER, AA, DNA, RNA +- namespace +The letter corresponding to the data. If the type of data is ndarray, the order of the namespaces must correspond to that of ndarray. +- font +Font value +- stack_width +The ratio of the size of letters and the width of bars to the standard unit width. +- bar_col_scheme +Color scheme of the cylinder. +- font_col +The color of the font. +- low_col +Continuous color schemes are available. +- high_col +Continuous color schemes are available. +- na_col +Used when the letters in the corresponding namespace do not have a color matching value defined. +- kwargs +Other arguments passed on to layer(). +## *properties* +- bar_data +DataFrame. +- bar_layer +A geom_tile layer. Data come from the property bar_data. +- letter_data +DataFrame. +- letter_layer +A geom_polygon layer. Data come from the property letter_data. +- scale_x_continuous +A custom scale_x_continuous. +- scale_y_continuous +A custom scale_y_continuous. +- xlab +A custom xlab. +- ylab +A custom ylab. +- colscale_opts +A custom scale_fill_gradient or custom scale_fill_manual. \ No newline at end of file diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..0bb569d --- /dev/null +++ b/docs/index.md @@ -0,0 +1,220 @@ +# Getting Started +## Installation +`pip install plotnineseqsuite` +## Load sample data +```python +from plotnineseqsuite.data import seqs_dna, seqs_aa ,pfms_dna +``` +This loads three sample data sets: + +- `seqs_dna`: dict of binding sites for 12 transcription factors obtained from FASTA files in [JASPAR](http://jaspar.genereg.net/). The keys represent the JASPAR ID. +- `pfms_dna`: dict of position frequency matrices for four transcription factors obtained from [JASPAR](http://jaspar.genereg.net/). The keys names represent the JASPAR ID. +- `seqs_aa`: dict of kinase-substrate phosphorylation sites obtained from [Wagih et al.](https://www.ncbi.nlm.nih.gov/pubmed/25938373) The keys represent the names of the kinases associated with the phosphosites. +## Visualizing aligned sequences +### Plot an aligned sequences +You can draw an aligned sequences using ggplot function, with geom_alignedSeq. Let’s try this on sequences for one of the transcription factors from JASPAR: +```python +from plotnine import ggplot, coord_fixed +from plotnineseqsuite.align import geom_alignedSeq +from plotnineseqsuite.theme import theme_seq +ggplot() + geom_alignedSeq(seqs_dna['MA0013.1']) + theme_seq() + coord_fixed() +``` +![](plot_an_aligned_sequences.png) +### Accepted input formats +geom_alignedSeq accepts two types of input, each described in detail below + +1. list: a list of aligned sequences +2. dict: It is used for plotting more than one sequence logo at the same time with the help of facets, the key of dict is facet value, and the value of dict is list described above +### No background color +When bg_col_scheme option is None, the picture has no background color. +```python +ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font_col='black', bg_col_scheme=None) + theme_seq() + coord_fixed() +``` +![](no_background_color.png) +### No sequence letter +When font option is None, the picture has only the background color. +```python +ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font=None) + theme_seq() + coord_fixed() +``` +![](no_sequence_letter.png) +### Tagging sequences +You can set seq_names parameter to identify the name of the sequence. +```python +names=['seq-a', 'seq-b', 'seq-c', 'seq-d', 'seq-e', 'seq-f'] +ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], seq_names=names) + theme_seq() + coord_fixed() +``` +![](tagging_sequences.png) +## Visualizing sequence logo +### Plot a sequence logo +You can draw a sequence logos using ggplot function, with geom_logo. Let’s try this on sequences for one of the transcription factors from JASPAR: +```python +from plotnine import ggplot +from plotnineseqsuite.logo import geom_logo +from plotnineseqsuite.theme import theme_seq +ggplot() + geom_logo(seqs_dna['MA0001.1']) + theme_seq() +``` +![](plot_a_sequence_logo.png) +### Accepted input formats +geom_logo accepts three types of input, each described in detail below + +1. list: a list of aligned sequences +2. numpy.ndarray: a position frequency matrix, where the row is the letter, and column is the position. Note: The order of the rows corresponds to the NAMESPACE one by one. +3. dict: It is used for plotting more than one sequence logo at the same time with the help of facets, the key of dict is facet value, and the value of dict is list or numpy.ndarray described above + +The following generates a sequence logo using a position frequency matrix from the sample data +```python +ggplot() + geom_logo(pfms_dna['MA0018.2'],seq_type='DNA') + theme_seq() +``` +![](accepted_input_formats.png) +### Plotting methods +geom_logo supports two sequence logo methods through the method options: ‘bits’ and ‘probability’. By default, the bits is used. +```python +ggplot() + geom_logo( seqs_dna['MA0001.1'], method = 'bits' ) + theme_seq() +ggplot() + geom_logo( seqs_dna['MA0001.1'], method = 'probability' ) + theme_seq() +``` +![](plotting_methods_1.png) +![](plotting_methods_2.png) +### Custom-height logos +If you have your own height metric for each letter, simply create a matrix where each cell is a the desired height, and set the method to custom. You can even have negative heights. Here’s a simple example: +```python +import numpy as np +custom_mat = np.random.randn(4,5) +ggplot() + geom_logo(custom_mat, method='custom', seq_type='DNA') + theme_seq() +``` +![](custom_height_logos.png) +## Visualizing sequence histogram +### Plot a sequence histogram +You can draw a conservation bar of aligned sequences using ggplot function, with geom_seqBar. Let’s try this on sequences for one of the transcription factors from JASPAR: +```python +from plotnineseqsuite.bar import geom_seqBar +ggplot() + geom_seqBar(seqs_dna['MA0013.1']) + theme_seq() +``` +![](plot_a_sequence_bar.png) +### Accepted input formats +geom_seqBar accepts three types of input, each described in detail below + +1. list: a list of aligned sequences +2. numpy.ndarray: a position frequency matrix, where the row is the letter, and column is the position. Note: The order of the rows corresponds to the NAMESPACE one by one. +3. dict: It is used for plotting more than one sequence histogram at the same time with the help of facets, the key of dict is facet value, and the value of dict is list or numpy.ndarray described above + +The following generates a sequence histogram using a position frequency matrix from the sample data +```python +ggplot() + geom_seqBar(pfms_dna['MA0018.2'],seq_type='DNA') + theme_seq() +``` +![](bar_accepted_input_formats.png) +### No sequence letter +When font option is None, the picture has only the bar. +```python +ggplot() + geom_seqBar(seqs_dna['MA0013.1'], font=None) + theme_seq() +``` +![](bar_no_sequence_letter.png) +## Sequence types +### Preset alphabets +Amino acids, DNA and RNA sequence types are all supported by geom_logo, geom_seqBar and geom_alignedSeq. By default, plotnineSeqSuite will try to guess your sequence type. You can explicitly set the sequence type through the seq_type option. + +Lets try generate an amino acid sequence logo using kinase-substrate phosphorylation data: +```python +ggplot() + geom_logo( seqs_aa['AKT1'], seq_type = 'AA' ) + theme_seq() +``` +![](preset_alphabets.png) +### Custom alphabet +If you want to define a custom alphabet you can do so by setting namespace with your desired custom alphabet. For example, lets say you wanted a sequence logo of zeros and ones: +```python +from plotnine.guides import guides +seqs_numeric = list(map(lambda x: x.replace('A','1').replace('T','2').replace('G','3').replace('C','4'), seqs_dna['MA0001.1'])) +ggplot() + geom_logo(seqs_numeric, method='probability', namespace=['1','2','3','4']) + theme_seq()+guides(fill=False) +``` +![](custom_alphabet.png) +Greek letters are also supported: +```python +seqs_numeric = list(map(lambda x: x.replace('A','δ').replace('T','ε').replace('G','ψ').replace('C','λ'), seqs_dna['MA0001.1'])) +ggplot() + geom_logo(seqs_numeric, method='probability', namespace=['δ','ε','ψ','λ']) + theme_seq()+guides(fill=False) +``` +![](custom_alphabet_2.png) +## Colour schemes +### Preset color schemes +plotnineSeqSuite has preset color schemes that can be set using the col_scheme parameter in geom_logo, the parameter bar_col_scheme in geom_seqBar and the parameter bg_col_scheme in geom_alignedSeq. By default, the col_scheme is set to AUTO such that the color scheme is automatically chosen based on your sequence type. + +Lets try generate an amino acid sequence logo using kinase-substrate phosphorylation data: +```python +ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme='base_pairing') + theme_seq() +``` +![](preset_color_schemes.png) +### Custom color schemes +If the presets are not enough for you, you can define custom discrete or continuous color schemes using the col_schemes.make_col_scheme function. Here are two examples of discrete and continuous color schemes. +#### Discrete color schemes +```python +from plotnineseqsuite.col_schemes import make_col_scheme +cs1 = make_col_scheme(chars=['A', 'T', 'C', 'G'], groups=['gr1', 'gr1', 'gr2', 'gr2'],cols=['purple', 'purple', 'blue', 'blue']) +ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme=cs1) + theme_seq() +``` +![](custom_color_schemes1.png) +#### Continuous color schemes +```python +cs2 = make_col_scheme(chars=['A', 'T', 'C', 'G'], values=[1,2,3,4]) +ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme=cs2) + theme_seq() +``` +![](custom_color_schemes2.png) +## Multiple grouped sequences +You can plot more than one grouped sequences at the same time with the help of facets. plotnineSeqSuite will accept a dict. The keys of the dict will be used as the facet titles. Take geom_logo for example. +```python +from plotnine import facet_wrap +ggplot() + geom_logo(seqs_dna)+ theme_seq()+facet_wrap('~seq_group', ncol=4, scales='free_x') +``` +![](multiple_grouped_sequences.png) +## Fonts +You can adjust the font of letters by setting the font parameter. To list all the available color schemes use the font.list_fonts function. Take geom_logo for example. +```python +from plotnine import ggtitle +import patchworklib as pw +from plotnineseqsuite.font import list_fonts + +fonts = list_fonts() +for i in range(0,12,3): + g1 = pw.load_ggplot(ggplot() + geom_logo(data=seqs_dna['MA0001.1'], font=fonts[i]) + theme_seq()+ggtitle(fonts[i])) + g2 = pw.load_ggplot(ggplot() + geom_logo(data=seqs_dna['MA0001.1'], font=fonts[i+1]) + theme_seq() + ggtitle(fonts[i+1])) + g3 = pw.load_ggplot(ggplot() + geom_logo(data=seqs_dna['MA0001.1'], font=fonts[i+2]) + theme_seq() + ggtitle(fonts[i+2])) + if i == 0: + allgg = g1|g2|g3 + else: + temp = g1|g2|g3 + allgg = temp/allgg +allgg.savefig() +``` +![](fonts.png) +## Advanced plotnineSeqSuite +plotnineSeqSuite is based on object-oriented design. The *_data property of class geom_logo and geom_seqBar, geom_alignedSeq is a core feature. +### Combining plots +Without using any packages like patchwork and cowplot, plotnineSeqSuite can easily plot geom_logo and geom_seqBar, geom_alignedSeq in one figure. I’ll demonstrate with an example plotting probability sequence logo, aligned sequences and sequence histogram in one figure via changed *_data property. +```python +from plotnine import scale_y_continuous +names = ['seq-a', 'seq-b', 'seq-c', 'seq-d', 'seq-e', 'seq-f'] +seqs = geom_alignedSeq(seqs_dna['MA0013.1'], seq_names=names) +logo = geom_logo(seqs_dna['MA0013.1'], method='probability') +logo.data['y'] = logo.data['y']+6.1 +bar = geom_seqBar(seqs_dna['MA0013.1'], font=None) +bar.bar_data['y'] = bar.bar_data['y'] - 6.1 +ggplot() + logo + bar + seqs + theme_seq() + scale_y_continuous(breaks=lambda x: [k + 0.5 for k in range(0, len(names))], labels=names) +``` +![](combining_plots.png) +### Modify the starting position +When the input sequence fragment does not start at 1, you can modify the x value of the property to display the correct starting position. +```python +names = ['seq-a', 'seq-b', 'seq-c', 'seq-d', 'seq-e', 'seq-f'] +seqs = geom_alignedSeq(seqs_dna['MA0013.1'], seq_names=names) +seqs.bg_data['x'] = seqs.bg_data['x']+3333 +seqs.letter_data['x'] = seqs.letter_data['x']+3333 +ggplot() + seqs + theme_seq() +``` +![](modify_the_starting_position.png) +### Used concurrently with other functions of plotnine. +Because plotnineSeqSuite is an extension of plotnine, functions of plotnine can be used without obstacles. Here is an example of drawing rectangles, lines and text. +```python +from plotnine.geoms import annotate +ggplot() + geom_alignedSeq(seqs_dna['MA0013.1']) + annotate('rect', xmin=0.5, xmax=3.5, ymin=-0.05, ymax=6.1,alpha=.1, color='black') + theme_seq() +``` +![](test_annotate1.png) +```python +ggplot() + geom_seqBar(seqs_dna['MA0013.1']) + annotate('segment', x=1.5, xend=2.5, y=0, yend=0, size=2, color='red') + annotate('segment', x=4.5, xend=7.5, y=0, yend=0, size=2, color='red') + annotate('segment', x=8.5, xend=11.5, y=0, yend=0,size=2, color='red') + annotate('text', x=6, y=-0.2,label='A is the most', color='red') + theme_seq() +``` +![](test_annotate2.png) \ No newline at end of file diff --git a/docs/index.pdf b/docs/index.pdf new file mode 100644 index 0000000..583e9c3 Binary files /dev/null and b/docs/index.pdf differ diff --git a/docs/modify_the_starting_position.png b/docs/modify_the_starting_position.png new file mode 100644 index 0000000..81f429c Binary files /dev/null and b/docs/modify_the_starting_position.png differ diff --git a/docs/multiple_grouped_sequences.png b/docs/multiple_grouped_sequences.png new file mode 100644 index 0000000..c463138 Binary files /dev/null and b/docs/multiple_grouped_sequences.png differ diff --git a/docs/no_background_color.png b/docs/no_background_color.png new file mode 100644 index 0000000..553efb5 Binary files /dev/null and b/docs/no_background_color.png differ diff --git a/docs/no_sequence_letter.png b/docs/no_sequence_letter.png new file mode 100644 index 0000000..9f7ba8c Binary files /dev/null and b/docs/no_sequence_letter.png differ diff --git a/docs/plot_a_sequence_bar.png b/docs/plot_a_sequence_bar.png new file mode 100644 index 0000000..f392a86 Binary files /dev/null and b/docs/plot_a_sequence_bar.png differ diff --git a/docs/plot_a_sequence_logo.png b/docs/plot_a_sequence_logo.png new file mode 100644 index 0000000..9a2d2e3 Binary files /dev/null and b/docs/plot_a_sequence_logo.png differ diff --git a/docs/plot_an_aligned_sequences.png b/docs/plot_an_aligned_sequences.png new file mode 100644 index 0000000..b1069ba Binary files /dev/null and b/docs/plot_an_aligned_sequences.png differ diff --git a/docs/plotting_methods_1.png b/docs/plotting_methods_1.png new file mode 100644 index 0000000..9a2d2e3 Binary files /dev/null and b/docs/plotting_methods_1.png differ diff --git a/docs/plotting_methods_2.png b/docs/plotting_methods_2.png new file mode 100644 index 0000000..e41064c Binary files /dev/null and b/docs/plotting_methods_2.png differ diff --git a/docs/preset_alphabets.png b/docs/preset_alphabets.png new file mode 100644 index 0000000..c96b7ff Binary files /dev/null and b/docs/preset_alphabets.png differ diff --git a/docs/preset_color_schemes.png b/docs/preset_color_schemes.png new file mode 100644 index 0000000..913becd Binary files /dev/null and b/docs/preset_color_schemes.png differ diff --git a/docs/tagging_sequences.png b/docs/tagging_sequences.png new file mode 100644 index 0000000..dc1c68e Binary files /dev/null and b/docs/tagging_sequences.png differ diff --git a/docs/test_annotate1.png b/docs/test_annotate1.png new file mode 100644 index 0000000..cc9f88b Binary files /dev/null and b/docs/test_annotate1.png differ diff --git a/docs/test_annotate2.png b/docs/test_annotate2.png new file mode 100644 index 0000000..ce8416f Binary files /dev/null and b/docs/test_annotate2.png differ diff --git a/docs/theme.md b/docs/theme.md new file mode 100644 index 0000000..544f958 --- /dev/null +++ b/docs/theme.md @@ -0,0 +1,3 @@ +# theme +## *function* theme_seq() -> theme +Default theme. 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100644 index 0000000..17b460b --- /dev/null +++ b/plotnineseqsuite/__init__.py @@ -0,0 +1,6 @@ +from plotnineseqsuite.align import geom_alignedSeq +from plotnineseqsuite.bar import geom_seqBar +from plotnineseqsuite.logo import geom_logo +from plotnineseqsuite.col_schemes import make_col_scheme, get_col_scheme, col_schemes +from plotnineseqsuite.theme import theme_seq +from plotnineseqsuite.font import get_font, list_fonts \ No newline at end of file diff --git a/plotnineseqsuite/align.py b/plotnineseqsuite/align.py new file mode 100644 index 0000000..636085e --- /dev/null +++ b/plotnineseqsuite/align.py @@ -0,0 +1,137 @@ +from functools import reduce +from math import floor, ceil +from typing import List, Dict, Union + +from pandas import merge, DataFrame, concat +from pandas.core.dtypes.common import is_numeric_dtype +from plotnine import scale_fill_gradient, scale_fill_manual, aes, geom_tile, \ + scale_x_continuous, geom_polygon, xlab, ylab, guides, scale_y_continuous + +from plotnineseqsuite.col_schemes import get_col_scheme +from plotnineseqsuite.font import get_font +from plotnineseqsuite.common import find_namespace, letter_matrix, new_range + + +class geom_alignedSeq: + + def __init__(self, data: Union[List[str], Dict] = None, seq_names: List[str] = None, seq_type: str = 'AUTO', + namespace: List[str] = None, + font: str = 'roboto_medium', stack_width: float = 0.75, + font_col: str = '#000000', bg_col_scheme: Union[DataFrame, str] = 'AUTO', + bg_low_col: str = 'black', bg_high_col: str = 'yellow', bg_na_col: str = '#333333', + **kwargs): + if stack_width > 1 or stack_width <= 0: + raise Exception('"stack_width" must be between 0 and 1') + if data is None: + raise Exception('Missing "data" parameter!') + if namespace is not None: + seq_type = 'OTHER' + if seq_type not in {'OTHER', 'AUTO', 'AA', 'DNA', 'RNA'}: + raise Exception("seq_type must be one of 'OTHER' or 'AUTO', or 'AA', or 'DNA', or 'RNA'") + if type(data) == list: + data = {1: data} + lvls = data.keys() + data_sp = list(map(lambda x: self.__aligned_data(data[x], stack_width=stack_width, + seq_group=x, + seq_type=seq_type, + font=font, namespace=namespace), lvls)) + seq_type = data_sp[0]['seq_type'] + bg_data = reduce(lambda x, y: concat([x, y]), map(lambda x: x['bg_data'], data_sp)) + if font is not None: + letter_data = reduce(lambda x, y: concat([x, y]), map(lambda x: x['letter_data'], data_sp)) + + if type(bg_col_scheme) is str: + bg_cs_dict = get_col_scheme(bg_col_scheme, seq_type) + elif type(bg_col_scheme) is dict and type(bg_col_scheme['cs']) == DataFrame: + bg_cs_dict = bg_col_scheme + + if bg_col_scheme is not None: + legend_title = bg_cs_dict['name'] + colscale_gradient = True if is_numeric_dtype(bg_cs_dict['cs']['group']) else False + if colscale_gradient: + bg_cs_dict['cs'] = concat([bg_cs_dict['cs'],DataFrame(data={'letter':['-'],'group':[0]})]) + colscale_opts = scale_fill_gradient(low=bg_low_col, high=bg_high_col, name=legend_title, + na_value=bg_na_col) + else: + bg_cs_dict['cs'] = concat([bg_cs_dict['cs'], DataFrame(data={'letter': ['-'], 'group': ['-'], 'col': ['#FFFFFF']})]) + tmp = bg_cs_dict['cs'].drop_duplicates(subset=['group']).dropna(subset=['group']) + col_map = {} + for item in map(lambda x, y: {x: y}, tmp['group'], tmp['col']): + col_map.update(item) + colscale_opts = scale_fill_manual(values=col_map, name=legend_title, na_value=bg_na_col) + bg_data = merge(bg_data, bg_cs_dict['cs'], how='left') + self.bg_data = bg_data + self.bg_layer = geom_tile(data=bg_data, + mapping=aes(x='x', y='y', width='width', height='height', fill='group'), **kwargs) + self.colscale_opts = colscale_opts + else: + self.bg_data = None + self.bg_layer = None + self.colscale_opts = None + + if font is not None: + letter_data = letter_data.sort_values(by='order').reset_index(drop=True) + letter_data['group_by'] = letter_data.apply( + lambda x: '{}.{}.{}.{}'.format(x['seq_group'], x['letter'], x['position'], x['y_index']), axis=1) + self.letter_data = letter_data + self.letter_layer = geom_polygon(data=letter_data, mapping=aes(x='x', y='y', group='group_by'), + fill=font_col, **kwargs) + else: + self.letter_data = None + self.letter_layer = None + self.scale_x_continuous = scale_x_continuous(breaks=lambda x: range(floor(x[0]), ceil(x[1])), expand=(0,0)) + self.scale_y_continuous = scale_y_continuous(breaks=None) + if seq_names is not None: + self.scale_y_continuous = scale_y_continuous(breaks=lambda x: [k + 0.5 for k in range(0, int(x[1]))], + labels=seq_names) + self.ylab = ylab('Aligned Seq') + self.xlab = xlab('') + + def __aligned_data(self, seqs, font, stack_width=0.95, seq_group=1, + seq_type='AUTO', namespace=None): + positioned_letter_dict = self.__positioned_letter_method(seqs, seq_type=seq_type, namespace=namespace) + seq_type = positioned_letter_dict['seq_type'] + bg_df = positioned_letter_dict['bg_df'] + letter_df = None + if font is not None: + font_df = get_font(font) + letter_df = merge(font_df, bg_df.copy(), on='letter') + pad = stack_width / 2 + letter_df['x'] = new_range(letter_df['x'], letter_df['position'] - pad, letter_df['position'] + pad) + letter_df['y'] = new_range(letter_df['y'], letter_df['y_index'] + 0.5 - pad, + letter_df['y_index'] + 0.5 + pad) + letter_df = letter_df[['x', 'y', 'letter', 'position', 'y_index', 'order']] + letter_df['seq_group'] = seq_group + bg_df['x'] = bg_df['position'] + bg_df['y'] = bg_df['y_index'] + 0.5 + bg_df['width'] = 1 + bg_df['height'] = 1 + bg_df['seq_group'] = seq_group + return {'seq_type': seq_type, 'bg_data': bg_df, 'letter_data': letter_df} + + def __positioned_letter_method(self, seqs: List[str], seq_type: str, namespace: List[str]) -> Dict: + positioned_letter_dict = self.__make_positioned_letter(seqs, seq_type, namespace) + positioned_letter_arr = positioned_letter_dict['positioned_letter_arr'] + seq_type = positioned_letter_dict['seq_type'] + bg_df = DataFrame(columns=['letter', 'position', 'y_index'], + data=positioned_letter_arr) + return {'seq_type': seq_type, 'bg_df': bg_df} + + def __make_positioned_letter(self, seqs: List[str], seq_type: str = 'AUTO', + namespace: List[str] = None) -> dict: + def to_df_data(x, y_index): + x = list(x) + l = len(x) + return list(map(lambda letter, index: [letter, index + 1, y_index], x, range(l))) + + letter_mat = letter_matrix(seqs) + ns = find_namespace(letter_mat, seq_type, namespace=namespace) + seq_type = ns['seq_type'] + positioned_letter_arr = reduce(lambda x, y: x + y, map(lambda x, y: to_df_data(x, y), seqs, range(len(seqs)))) + return {'seq_type': seq_type, 'positioned_letter_arr': positioned_letter_arr} + + def __radd__(self, gg): + gg = gg + [self.bg_layer, self.letter_layer, self.scale_x_continuous, self.scale_y_continuous, self.ylab, + self.xlab, + self.colscale_opts] + return gg diff --git a/plotnineseqsuite/bar.py b/plotnineseqsuite/bar.py new file mode 100644 index 0000000..2c34818 --- /dev/null +++ b/plotnineseqsuite/bar.py @@ -0,0 +1,157 @@ +from functools import reduce +from math import floor, ceil +from typing import List, Dict, Union + +from numpy import ndarray, array, zeros, apply_along_axis +from pandas import merge, DataFrame, concat +from pandas.core.dtypes.common import is_numeric_dtype +from plotnine import scale_fill_gradient, scale_fill_manual, aes, geom_tile, \ + scale_x_continuous, scale_y_continuous, geom_polygon, xlab, ylab, guides + +from plotnineseqsuite.col_schemes import get_col_scheme +from plotnineseqsuite.font import get_font +from plotnineseqsuite.common import find_namespace, letter_matrix, new_range + + +class geom_seqBar: + def __init__(self, data: Union[List[str], ndarray, Dict] = None, seq_type: str = 'AUTO', + namespace: List[str] = None, + font: str = 'roboto_medium', stack_width: float = 0.75, bar_col_scheme: Union[DataFrame, str] = 'AUTO', + font_col: str = '#808080', + low_col: str = 'black', high_col: str = 'yellow', na_col: str = '#333333', + **kwargs): + if stack_width > 1 or stack_width <= 0: + raise Exception('"stack_width" must be between 0 and 1') + if data is None: + raise Exception('Missing "data" parameter!') + if namespace is not None: + seq_type = 'OTHER' + if seq_type not in {'OTHER', 'AUTO', 'AA', 'DNA', 'RNA'}: + raise Exception("seq_type must be one of 'OTHER' or 'AUTO', or 'AA', or 'DNA', or 'RNA'") + if type(data) == list or type(data) == ndarray: + data = {1: data} + lvls = data.keys() + data_sp = list(map(lambda x: self.__bar_data(data[x], stack_width=stack_width, + seq_group=x, + seq_type=seq_type, + font=font, namespace=namespace), lvls)) + seq_type = data_sp[0]['seq_type'] + bar_data = reduce(lambda x, y: concat([x, y]), map(lambda x: x['bar_data'], data_sp)) + if font is not None: + letter_data = reduce(lambda x, y: concat([x, y]), map(lambda x: x['letter_data'], data_sp)) + if type(bar_col_scheme) is str: + bar_cs_dict = get_col_scheme(bar_col_scheme, seq_type) + else: + bar_cs_dict = bar_col_scheme + legend_title = bar_cs_dict['name'] + bar_data = merge(bar_data, bar_cs_dict['cs'], how='left') + if font is not None: + letter_data = letter_data.sort_values(by='order').reset_index(drop=True) + letter_data['group_by'] = letter_data.apply( + lambda x: '{}.{}.{}'.format(x['seq_group'], x['letter'], x['position']), axis=1) + self.letter_data = letter_data + self.letter_layer = geom_polygon(data=letter_data, mapping=aes(x='x', y='y', group='group_by'), + fill=font_col, **kwargs) + colscale_gradient = True if is_numeric_dtype(bar_cs_dict['cs']['group']) else False + if colscale_gradient: + colscale_opts = scale_fill_gradient(low=low_col, high=high_col, name=legend_title, na_value=na_col) + else: + tmp = bar_cs_dict['cs'].drop_duplicates(subset=['group']).dropna(subset=['group']) + col_map = {} + for item in map(lambda x, y: {x: y}, tmp['group'], tmp['col']): + col_map.update(item) + colscale_opts = scale_fill_manual(values=col_map, name=legend_title, na_value=na_col) + self.bar_data = bar_data + self.bar_layer = geom_tile(data=bar_data, + mapping=aes(x='x', y='y', width='width', height='height', fill='group'), **kwargs) + if font is None: + self.letter_data = None + self.letter_layer = None + self.scale_x_continuous = scale_x_continuous(breaks=lambda x: range(floor(x[0]), ceil(x[1])), expand=(0,0)) + self.scale_y_continuous = scale_y_continuous(breaks=[0,1]) + self.ylab = ylab('Seq Bar') + self.xlab = xlab('') + self.colscale_opts = colscale_opts + + def __bar_data(self, seqs, font, stack_width=0.95, seq_group=1, + seq_type='AUTO', namespace=None): + frequency_dict = self.__max_frequency_method(seqs, seq_type=seq_type, namespace=namespace) + seq_type = frequency_dict['seq_type'] + frequency_df = frequency_dict['frequency_df'] + letter_df = None + if type(seqs) == list: + seq_count = len(seqs) + else: + seq_count = max(sum(seqs)) + if font is not None: + font_df = get_font(font) + letter_df = merge(font_df, frequency_df.copy(), on='letter') + pad = stack_width / 2 + letter_df['x'] = new_range(letter_df['x'], letter_df['position'] - pad, letter_df['position'] + pad) + letter_df['y'] = new_range(letter_df['y'], 1.5 - pad, 1.5 + pad) + letter_df = letter_df[['x', 'y', 'letter', 'position', 'order']] + letter_df['seq_group'] = seq_group + frequency_df['x'] = frequency_df['position'] + frequency_df['y'] = frequency_df['frequency'] / seq_count / 2 + frequency_df['width'] = stack_width + frequency_df['height'] = frequency_df['frequency']/ seq_count + frequency_df['seq_group'] = seq_group + return {'seq_type': seq_type, 'bar_data': frequency_df, 'letter_data': letter_df} + + def __max_frequency_method(self, seqs: Union[List[str], ndarray], seq_type: str, namespace: List[str]) -> Dict: + max_frequency_dict = self.__make_max_frequency(seqs, seq_type, namespace) + frequency_arr = max_frequency_dict['max_frequency_mat'][1].astype(float).tolist() + letter_arr = max_frequency_dict['max_frequency_mat'][0].tolist() + seq_type = max_frequency_dict['seq_type'] + frequency_df = DataFrame({ + 'letter': letter_arr, + 'frequency': frequency_arr, + 'position': list(range(1, len(letter_arr) + 1)) + }) + return {'seq_type': seq_type, 'frequency_df': frequency_df} + + def __make_max_frequency(self, seqs: Union[List[str], ndarray], seq_type: str = 'AUTO', + namespace: List[str] = None) -> dict: + def frequency_col(letter_col): + letter_count = {} + for x in letter_col: + if x in letter_count.keys(): + letter_count[x] = letter_count[x] + 1 + else: + letter_count[x] = 1 + PFM_col = array(zeros(len(namespace))) + for i in range(len(namespace)): + if namespace[i] in letter_count.keys(): + PFM_col[i] = letter_count[namespace[i]] + return PFM_col + + def max_frequency_letter(col): + max_freq = col[0] + letter = namespace[0] + for i in range(len(namespace)): + if col[i] > max_freq: + max_freq = col[i] + letter = namespace[i] + return array((letter, max_freq)) + + if type(seqs) is ndarray: + if seq_type == 'AUTO' and namespace is None: + raise Exception("seq_type can not be 'AUTO', when namespace is None.") + if seq_type != 'OTHER': + namespace_dict = find_namespace(seq_type=seq_type) + namespace = namespace_dict['namespace'] + seq_type = namespace_dict['seq_type'] + max_frequency_mat = apply_along_axis(max_frequency_letter, 0, seqs) + else: + letter_mat = letter_matrix(seqs) + ns = find_namespace(letter_mat, seq_type, namespace=namespace) + namespace = ns['namespace'] + seq_type = ns['seq_type'] + frequency_mat = apply_along_axis(frequency_col, 0, letter_mat) + max_frequency_mat = apply_along_axis(max_frequency_letter, 0, frequency_mat) + + return {'seq_type': seq_type, 'max_frequency_mat': max_frequency_mat} + + def __radd__(self, gg): + gg = gg + [self.bar_layer, self.letter_layer, self.scale_x_continuous, self.scale_y_continuous, self.ylab, self.xlab, self.colscale_opts] + return gg diff --git a/plotnineseqsuite/col_schemes.py b/plotnineseqsuite/col_schemes.py new file mode 100644 index 0000000..32f15cc --- /dev/null +++ b/plotnineseqsuite/col_schemes.py @@ -0,0 +1,110 @@ +from typing import List, Dict + +from pandas import DataFrame + +col_schemes = ['AUTO', 'chemistry', 'chemistry2', 'hydrophobicity', 'nucleotide', 'nucleotide2', 'base_pairing', + 'clustalx', 'taylor'] + + +def make_col_scheme(name:str='Custom Scheme', chars: List[str]=None, groups: List[int] = None, cols: List[int] = None, values: List[int] = None) -> Dict: + if chars is None: + raise Exception("'chars' can't be None") + if values is None: + if len(chars) != len(cols): + raise Exception('"chars" and "cols" must have same length') + if groups is None: + groups = chars + data = { + 'letter': chars, + 'group': groups, + 'col': cols + } + cs = DataFrame(data=data) + else: + if len(chars) != len(values): + raise Exception('"chars" and "values" must have same length') + data = { + 'letter': chars, + 'group': values + } + cs = DataFrame(data=data) + return {'name':name, 'cs':cs} + + +def get_col_scheme(col_scheme: str, seq_type: str = 'AUTO') -> Dict: + if col_scheme == 'AUTO': + if seq_type == 'AUTO': + raise Exception('"col_scheme" and "seq_type" cannot both be "AUTO"') + if seq_type == 'AA': + col_scheme = 'chemistry' + elif seq_type == 'DNA': + col_scheme = 'nucleotide' + elif seq_type == 'RNA': + col_scheme = 'nucleotide' + else: + col_scheme = 'nucleotide' + if col_scheme == 'chemistry2': + cs = DataFrame(data={ + 'letter': ['G', 'S', 'T', 'Y', 'C', 'N', 'Q', 'K', 'R', 'H', 'D', 'E', 'P', 'A', 'W', 'F', 'L', 'I', 'M', + 'V'], + 'group': ['Polar', 'Polar', 'Polar', 'Polar', 'Polar', 'Neutral', 'Neutral', 'Basic', 'Basic', 'Basic', + 'Acidic', 'Acidic', 'Hydrophobic', 'Hydrophobic', 'Hydrophobic', 'Hydrophobic', 'Hydrophobic', + 'Hydrophobic', 'Hydrophobic', 'Hydrophobic'], + 'col': ['#058644', '#058644', '#058644', '#058644', '#058644', '#720091', '#720091', '#0046C5', '#0046C5', + '#0046C5', '#C5003E', '#C5003E', '#2E2E2E', '#2E2E2E', '#2E2E2E', '#2E2E2E', '#2E2E2E', '#2E2E2E', + '#2E2E2E', '#2E2E2E'] + }) + elif col_scheme == 'chemistry': + cs = DataFrame(data={ + 'letter': ['G', 'S', 'T', 'Y', 'C', 'N', 'Q', 'K', 'R', 'H', 'D', 'E', 'P', 'A', 'W', 'F', 'L', 'I', 'M', + 'V'], + 'group': ['Polar', 'Polar', 'Polar', 'Polar', 'Polar', 'Neutral', 'Neutral', 'Basic', 'Basic', 'Basic', + 'Acidic', 'Acidic', 'Hydrophobic', 'Hydrophobic', 'Hydrophobic', 'Hydrophobic', 'Hydrophobic', + 'Hydrophobic', 'Hydrophobic', 'Hydrophobic'], + 'col': ['#109648', '#109648', '#109648', '#109648', '#109648', '#5E239D', '#5E239D', '#255C99', '#255C99', + '#255C99', '#D62839', '#D62839', '#221E22', '#221E22', '#221E22', '#221E22', '#221E22', '#221E22', + '#221E22', '#221E22'] + }) + elif col_scheme == 'hydrophobicity': + cs = DataFrame(data={ + 'letter': ['I', 'V', 'L', 'F', 'C', 'M', 'A', 'G', 'T', 'W', 'S', 'Y', 'P', 'H', 'D', 'E', 'N', 'Q', 'K', + 'R'], + 'group': [4.5, 4.2, 3.8, 2.8, 2.5, 1.9, 1.8, -0.4, -0.7, -0.9, -0.8, -1.3, -1.6, -3.2, -3.5, -3.5, -3.5, + -3.5, -3.9, -4.5]}) + elif col_scheme == 'nucleotide2': + cs = DataFrame(data={ + 'letter': ['A', 'C', 'G', 'T', 'U'], + 'col': ['darkgreen', 'blue', 'orange', 'red', 'red'] + }) + elif col_scheme == 'nucleotide': + cs = DataFrame(data={ + 'letter': ['A', 'C', 'G', 'T', 'U'], + 'col': ['#109648', '#255C99', '#F7B32B', '#D62839', '#D62839'] + }) + elif col_scheme == 'base_pairing': + cs = DataFrame(data={ + 'letter': ['A', 'T', 'U', 'G', 'C'], + 'group': ['Weak bonds', 'Weak bonds', 'Weak bonds', 'Strong bonds', 'Strong bonds', ], + 'col': ['darkorange', 'darkorange', 'darkorange', 'blue', 'blue'] + }) + elif col_scheme == 'clustalx': + cs = DataFrame(data={ + 'letter': ['W', 'L', 'V', 'I', 'M', 'F', 'A', 'R', 'K', 'T', 'S', 'N', 'Q', 'D', 'E', 'H', 'Y', 'C', 'G', + 'P'], + 'col': ['#197FE5', '#197FE5', '#197FE5', '#197FE5', '#197FE5', '#197FE5', '#197FE5', '#E53319', '#E53319', + '#19CC19', '#19CC19', '#19CC19', '#19CC19', '#CC4CCC', '#CC4CCC', '#19B2B2', '#19B2B2', '#E57F7F', + '#E5994C', '#B0B000'] + }) + elif col_scheme == 'taylor': + cs = DataFrame(data={ + 'letter': ['D', 'S', 'T', 'G', 'P', 'C', 'A', 'V', 'I', 'L', 'M', 'F', 'Y', 'W', 'H', 'R', 'K', 'N', 'Q', + 'E'], + 'col': ['#FF0000', '#FF3300', '#FF6600', '#FF9900', '#FFCC00', '#FFFF00', '#CCFF00', '#99FF00', '#66FF00', + '#33FF00', '#00FF00', '#00FF66', '#00FFCC', '#00CCFF', '#0066FF', '#0000FF', '#6600FF', '#CC00FF', + '#FF00CC', '#FF0066'] + }) + if 'group' not in cs.columns: + cs['group'] = cs['letter'] + + return {'name':col_scheme, + 'cs':cs} diff --git a/plotnineseqsuite/common.py b/plotnineseqsuite/common.py new file mode 100644 index 0000000..781fae8 --- /dev/null +++ b/plotnineseqsuite/common.py @@ -0,0 +1,57 @@ +import re +import sys +from typing import List, Dict + +from numpy import array, ndarray +from pandas import Series + +AA_NAMESPACE = ['A', 'R', 'N', 'D', 'C', 'Q', 'E', 'G', 'H', 'I', 'L', 'K', 'M', 'F', 'P', 'S', 'T', 'W', 'Y', 'V'] +DNA_NAMESPACE = ['A', 'C', 'G', 'T'] +RNA_NAMESPACE = ['A', 'U', 'G', 'C'] + + +def letter_matrix(seqs: List[str]) -> ndarray: + seq_len = list(map(lambda x: len(x), seqs)) + first_len = seq_len[0] + if not all(list(map(lambda x: x == first_len, seq_len))): + raise Exception('Sequences in alignment must have identical lengths') + chars = list(map(lambda x: list(x), seqs)) + return array(chars) + + +def guess_seq_type(seq: List[str]) -> str: + seq = set(seq) + if len(seq & (set(AA_NAMESPACE) | set(DNA_NAMESPACE) | set(RNA_NAMESPACE))) == 0: + raise Exception( + 'Could not get guess seq_type. Please explicitly define sequence type or use "OTHER" with custom namespaces.') + dat = (seq & set(AA_NAMESPACE)) - (set(DNA_NAMESPACE) | set(RNA_NAMESPACE)) + if len(dat) > 0: + return 'AA' + elif 'U' in seq: + return 'RNA' + return 'DNA' + + +def find_namespace(letter_mat: ndarray = None, seq_type: str = 'AUTO', namespace: List[str] = None) -> Dict: + if seq_type == 'OTHER': + if namespace is None: + raise Exception('seq_type of "other" must have a defined namespace') + non_alphanumeric = list(map(lambda letter: re.match( + "[^-a-zA-Z0-9\u03bb\u03b1\u03b2\u0393\u03b3\u0394\u03b4\u03b5\u03b6\u03b7\u03b8\u0398\u03b9\u03ba\u039b\u03bc\u039e\u03be\u03a0\u03c0\u03c1\u03c3\u03c4\u03c5\u03a6\u03c6\u03c7\u03c8\u03a8\u03a9\u03c9]", + letter) is not None, namespace)) + if any(non_alphanumeric): + raise Exception('All letters in the namespace must be alphanumeric') + else: + if namespace is not None: + raise Exception('For custom namespaces please set seq_type to "OTHER"') + if seq_type == 'AUTO': + letter_as_list = letter_mat.flatten().tolist() + seq_type = guess_seq_type(letter_as_list) + namespace = getattr(sys.modules[__name__], '%s_NAMESPACE' % seq_type) + return {'namespace': namespace, 'seq_type': seq_type} + + +def new_range(old_vals: Series, new_min=0, new_max=1) -> Series: + old_min = old_vals.min() + old_max = old_vals.max() + return (((old_vals - old_min) * (new_max - new_min)) / (old_max - old_min)) + new_min diff --git a/plotnineseqsuite/data/__init__.py b/plotnineseqsuite/data/__init__.py new file mode 100644 index 0000000..fdf8938 --- /dev/null +++ b/plotnineseqsuite/data/__init__.py @@ -0,0 +1,206 @@ +from numpy import array + +__all__ = ['pfms_dna', 'seqs_aa', 'seqs_dna'] +pfms_dna = { + "MA0018.2": array( + [[0, 0, 11, 0, 1, 0, 2, 8], [1, 1, 0, 9, 0, 3, 7, 0], [1, 10, 0, 2, 10, 0, 1, 1], [9, 0, 0, 0, 0, 8, 1, 2]]), + "MA0031.1": array([[1, 0, 19, 20, 18, 1, 20, 7], [1, 0, 1, 0, 1, 18, 0, 2], [17, 0, 0, 0, 1, 0, 0, 3], + [1, 20, 0, 0, 0, 1, 0, 8]]), + "MA0139.1": array([[87, 167, 281, 56, 8, 744, 40, 107, 851, 5, 333, 54, 12, 56, 104, 372, 82, 117, 402], + [291, 145, 49, 800, 903, 13, 528, 433, 11, 0, 3, 12, 0, 8, 733, 13, 482, 322, 181], + [76, 414, 449, 21, 0, 65, 334, 48, 32, 903, 566, 504, 890, 775, 5, 507, 307, 73, 266], + [459, 187, 134, 36, 2, 91, 11, 324, 18, 3, 9, 341, 8, 71, 67, 17, 37, 396, 59]]), + "MA0158.1": array( + [[2, 7, 0, 6, 14, 14, 0, 0], [13, 0, 7, 0, 0, 0, 0, 1], [0, 5, 5, 1, 0, 2, 0, 6], [0, 4, 4, 9, 2, 0, 16, 9]]) +} +seqs_aa = { +'AKT1':["VVGARRSSWRVVSSI","GPRSRSRSRDRRRKE","LLCLRRSSLKAYGNG","TERPRPNTFIIRCLQ","LSRERVFSEDRARFY","PSTSRRFSPPSSSLQ", +"GRSGRGKSFTLTITV","SGRGKSFTLTITVFT","SGRAREASGAPTSSK","CVRMRHLSQEFGWLQ","GTRGRLESAQATFQA","ARRARSKSLVMGEQS", +"QFRRRAHTFSHPPSS","ATRGRGSSVGGGSRR","ATRKRRWSAPESRKL","PFRGRSRSAPPNLWA","FIFMRRSSLLSRSSS","GQRDRSSSAPNVHIN", +"PQRERKSSSSSEDRN","LKRKRRPTSGLHPED","QTSKRHDSDTFPELK","RFRDRSFSEGGERLL","TRRTRTFSATVRASQ","KLRRRFSSLHFMVEV", +"GSRVRVDSTAKVAEI","SRRPRRRTFPGVASR","LKKIRLDTETEGVPS","GQVPRTWSEKDLREL","SIRPRPGSLRSKPEP","THLSRVRSLDLDDWP", +"LLRDTFTSLGYEVQK","AKRPRVTSGGVSESP","HKRRRSRSWSSSSDR","RRRRRSRTFSRSSSQ","DHWIRMRSQEGRPVQ","EDQPRCQSLDSALLE", +"QDTQRRTSMGGTQQQ","LGGGRVKTWKRRWFI","RTPRRSKSDGEAKPE","SFRRRHNSWSSSSRH","RTRSRRLTFRKNISK","SYKIRFNSISCSDPL", +"TSRIRTQSFSLQERQ","RVSIRLPSTSGSEGV","GGRERLASTNDKGSM","IKRSKKNSLALSLTA","CWRKRVKSEYMRLRQ","ASPARRASAILPGVL", +"CLRSRDPSLMVDFIL","GLETRRLSLPSSKAK","LGRERLGSFGSITRQ","KTYRRSYTHAKPPYS","KLRRRSTTSRAKLAF","LPRPRSCTWPLPRPE", +"SPRRRAASMDNNSKF","TFRPRTSSNASTISG","QSRPRSCTWPLQRPE","APRRRAVSMDNSNKY","QSRPRSCTWPLPRPE","APRRRAASMDSSSKL", +"TFRPRSSSNASSVST","LLRERKSSAPSHSSQ","QTRNRKASGKGKKKR","QTRNRKMSNKSKKSK","INRERQKSLTLTPTR","ANLNRSTSVPENPKS", +"SGRARTSSFAEPGGG","SGRPRTTSFAESCKP","RKRSRKESYSIYVYK","LYRSRMNSLEMTPAV","SQRGRSGSGNFGGGR","RALSRQLSSGVSEIR", +"RVRVRLLSGDTYEAV","GGRSRSGSIVELIAG","EMRERLGTGGFGNVC","VPSGRKGSGDYMPMS","GLPERSVSLTGAPES","SFRRRTDTDTEQPGE", +"GGRSREGTMELRTTP","IERIRMDSIGSTVSS","SSRRRAISETEENSD","RQRKRHKSDSISLSF","RKRHKSDSISLSFDE","PDCRRTISAPVVRPK", +"YYRQRAHSNPMADHT","IERLRTHSIESSGKL","PGRERGESPTTPPTP","IIRLRNKTLTEDEIA","IIRLRNKTLIEDEIA","GTMKRNATSPQVQRP", +"NKRSRTRTDSYSAGQ","RSRTRTDSYSAGQSV","TVRSRHTSVVSSGPS","LSRSRTASLTSAASV","GNRSRSRTLSQSSES","RGRGRGGSIRGRGRG", +"KTRQRLRSYNRHTLV","MSRARIGSDPLAYEP","QRIQRCLSDPGPHPE","PARQRIRSCVSAENF","GRRGRLPSKPKQPPD","QGRKRRQTSMTDFYH", +"GRKRRQTSMTDFYHS","NVRVSNGSPSLERMD","GIRKRPATDDSSTQN","MLRRRMASMQRTGVV","GAPPRRSSIRNAHSI","QDAYRRNSVRFLQQR", +"FFAKRKRSAPEKSSG","GRRGRSTSLKERQAA","VRRPRSRSRDSGDEN","KRRLRKNSSRDSGRG","RGRKRFVSEGDGGRL","KDIIRQPSEEEIIKL", +"PVRMRRNSFTPLSSS","IRRPRNYSVGSRPLK","NPLMRRNSVTPLASP","RKRGRPPSIAPTAVD","ELRRRKISKGCEVPL","PARNRSASITNLSLD", +"HGRAREGSFESRYQQ","NPGGRPITPPRNSAK","LPRPRLNTSDFQKLK","RNRYRDVSPFDHSRI","YDRLRPLSYPQTDVF","VKRERTSSLTQFPPS", +"ERMKRRSSASVSDSS","NRRIRTLTEPSVDFN","DWLMRSFTCPSCMEP","GRRIRELTAVVQKRF","QPRKRKLTVDTPGAP","PSHDRSRTVSASSTG", +"EARHRVPTTELCRPP","AFRRRANTLSHFPIE","GARRRGGSASRSLPL","AVRIRGKSYVQCQGI","RGRGRAGSQGGRGGG","GGGTRRGTRGGARGR", +"EERARLASNLQWPSC","SKRTRTITSQDKPSG","SFRARSTSLNERPKS","AFRCRSISVSEHVVR","GLRPRGYTISDSAPS","AYTPRSLSAPIFTTS", +"GGRKRRSSRRSAGGG","RERQRTQSLNEAFAA","AATNRPNSIDPALRR","AMRFARRSVSDNDIR","RFARRSVSDNDIRKY","TTSTRTYSLGSALRP", +"EYRRRRHTMDKDSRG","VGRHRKVSPNCRFIN","PQHVRAHSSPASLQL","NPRKYLRSVGDGETV","EILSRRPSYRKILND","SQRQRSTSTPNVHMV", +"SSRRRAISETEETQD","VSRPSTSSRRRAISE","SFRARSTSLNERPKR","LERKRLLSRKELELP","CERSGQRTASVLWPW","VIRPRRRSSCVSLGE", +"CKIFRRPSLPCISRE","TPQLRRSSGTSGLLP","YDRLRPLSYPQTVGE","GLRTRTGSNIDCEKL","GRELRRMSDEFVDSF","EIRSRHSSYPAGTED", +"SPVTRTRSLSACNKR","VTRTRSLSACNKRVG","RHRLRWHSFQSSHRP","SARSRSNSAERLLEA"], +'CDK2': ["LGPYEAVTPLTKAAD","SGSESGYTTPKKRKA","GSESGYTTPKKRKAR","VTTQTPLTPEQLRAV","EGASQGMTPFRSRGR","VPHPPPSTPIKLEED", + "EDDTVPLSPLKYMAQ","TPAAIPATPVAVSQP","LDFDPLLSPASPKRR","DPLLSPASPKRRRCA","VYGDIIHTPAKDRRA","DTRQIQPSPPWSYDQ", + "QYLGSIASPSVHPAT","SPSVHPATPISPGRA","VHPATPISPGRASGM","PSPVPPSTPLLSAHS","RAFAGPLSPAKAEDF","KEHYPVSSPSSPSPP", + "HYPVSSPSSPSPPAQ","YPVSSPSSPSPPAQP","SSGVRAPSPAPSSVP","EFSSGAKSPSKSGAQ","AIESTQSTPQKGRGR","GSPAVTMTPTRLKWS", + "RSHHAPMSPGSSGGG","NPDSGMYSPSRYPPQ","LDLSPLATPIIRSKI","APSVSHVSPRKNPSV","NSIKMWFSPRSKKVR","SQPSVISSPQINGEI", + "PLAEQIESPDTKSRN","KSRNEVVTPEKVCKN","LTPKAVGTPGGGGGG","AAAFPTASPANKDVS","GSNTTASSPARARGR","EPGVERSSPSKCPSL", + "ELLLGRTSPSKNYNM","GIPLPAESPKKGPKK","KVASGVLSPPPAAPP","FTYFSSLSPMARKIM","GNFNPFASPQKNRQS","TMAEPSASPSKRRDS", + "SSPTAAGTPNKETAG","VHFVEPLSPTGVAGH","PGAGGPATPSKATRF","PASTPTYSPAPTQPA","QPVSAPPSPRDISME","ALQLPEPSPLRPKRE", + "YTPVVSLSPHKNLPV","PMDGSFESPHTMDMS","LSEQNRASPLPSGLL","PLPSGLLTPPQSGKK","GLLTPPQSGKKQSSG","SRSGLYRSPSMPENL", + "TPNTVLSTPFRTPSN","RVKALPLSPRKRLGD","TPHLPPCSPPKQGKK","DNQLTIKSPSKRELA","QVAPRAGTPGFRAPE","LEKLTLNSPIFDKPL", + "GLAKSFGSPNRAYTH","VQDTSGTSPVHDAAR","PPKLACRTPSPARPA","KLACRTPSPARPALR","RSVPEPLSPVSSLQA","KIFTTPLTPSQYYSG", + "PPDADPNTPSPKPLE","DADPNTPSPKPLEGR","FILPNVSTPVSDAFK","TSGGVSESPSGFSKH","IQSNLDFSPVNSASS","KTQTPPVSPAPQPTE", + "PVYEVPATPKYATPA","GPVFDLTTTPKGGTP","PVFDLTTTPKGGTPA","APRPVPGSPARDAPA","FRYIPPNTPENFWEV","SSPLSPLSPGIKSPT", + "AMSTTSISSPQPGKL","MSTTSISSPQPGKLR","LTRYTRPTPVQKHAI","GQHVVAGTPGRVFDM","SRRSQWESPSPTPSY","RSQWESPSPTPSYRD", + "AQGSAAGTPYPSSAS","FVSHSHISPIKPTEA","FLGQTPASPARYSPV","LTPSYTWTPLKTEVD","DVVGAPLTPNSRKRR","AKPEPSPSPRITRKS", + "PIPIMPASPQKGHAV","LQSASSHSPTPQRRP","PPPPPSYSPARNPPG","LNSPGPLSPSGMKGT","PMLGGGSSPLPLPPG","RIMGPNYTPGKKEDL", + "QGIGEPQSPSRRVFN","APTPAPQSTPRNTVS","PTPAPQSTPRNTVSQ","VLDKANKTPLRPLDP","SLLTRSPTPAPFSPF","SPTPAPFSPFNPTSL", + "GAGPAPATPSRTPSL","TISFGSVSPGGVKLE","FPPLNSVSPSPLMLL","PLNSVSPSPLMLLHP","LHPPPQLSPFLQPHG","LDTPGIISPGKQKRH", + "SPSLSQTTPSKDTDD","LTAERIKTPPKRPGG","RIDFIPVSPAPSPTR","QTGYTPGTPYKVSCS","GIVTVEQSPSSSKLK","VTVEQSPSSSKLKVM", + "TVEQSPSSSKLKVMQ","MKPAPRLTPVRPAAA","ARAYGPYTPQPQPKD","SSRSAPASPNHAGVL","FAQSAPGSPLSSQPV","ETLPISSTPSKSVLP", + "EGGKSGKSPRRRAAS","GGTLAFVSPSLAVHK","PISDEDRTPRKRISK","QMAGTPITPLKDGFT","KMKNKPRSPVVELSK","QPPSGKTTPNSGDVQ", + "VTQPRTNTPVKEDWN","APAPAEKTPVKKKAR","ASKKSVKTPKKAKKP","LSPSVLTTPSKIEPM","TPGAPALTSMTPTAV","APALTSMTPTAVERL", + "PRKQPPVSPGTALVG","KTSDIFGSPVTATSR","VGGLSPDTPEEKIRE","LKHTGPNSPDTANDG","ILDLISESPIKGRAQ","LLSQLYHSPARRFGG", + "ITDPVVLSPKDRVRD","CSRVVSRSPPPRLPS","QEEDRFLTPGRAQLL","GRAQLLWSPWSPLDQ","LQKAGKLSPVKVQPK","NAPTSHVTPSVKKRS", + "QYSQQQNSPQKHKNK","SQGAPLLSTPKRERM","QGAPLLSTPKRERMV","FTEKIMATPEQVGKM","GGPATPLSPTRLSRL","YVPVAPPTPAWQPEI", + "KILIVTQTPHYMRRH","LPTTVPESPNYRNTR","GVVSESDSPVKRPGR","EEEDEALSPAKGQKP","ALDCSQVSPPRPATS","LKTSKAETPTESVSE", + "KTLSSFFTPRKPAVK","LSSKAAGTPKKKAVV","TTTGQVTSPVKGASF","EKLATKSSPVKVGEK","RRISHEGSPVKPVAI","DDVPLSLSPSKRACA", + "PGEAAVASSPSKANG","GEAAVASSPSKANGQ","GEAAEPGSPTAAEGE","GEAASAASSTSSPKA","AASAASSTSSPKAED","ASAASSTSSPKAEDG", + "SAASSTSSPKAEDGA","TPSPSNETPKKKKKR","IGGSAGASPPSTLTP","ESFTMASSPAQRRRG","GNDPLTSSPGRSSRR","RTDALTSSPGRDLPP", + "EEMPQVHTPKTADSQ","RSEDARSSPSQRRRG","ELQPMPTSPGVDLQS","PRSGVRGTPVRQRPD","LVGGVDQSPRGMKIR","EEERIPATPVVIPMK", + "LAPPPLLSPLLPSIK","TSTDQPVTPKLTSRA","GGSDKLASPMKPVPG","PMKPVPGTPPSSKAK","PGLDLSLSPRPDSPQ","SLSPRPDSPQPRHGS", + "PVKSPPLSPVGTTPV","PLSPVGTTPVKLKRA","PWYGITPTSSPKTKK","WYGITPTSSPKTKKR","YGITPTSSPKTKKRP","SPVPSPGSSSPQLQV", + "PVPSPGSSSPQLQVK","VPSPGSSSPQLQVKS","PAPAPLGTPVKQENS","SLSSVPISPYKDEPW","RLPEASQSPLVLKQA","RPEAQSLSPYTTSAN", + "CLKLQPLSPVPSDIE","QQQPTPVTPKKYPLR","APLNIPGTPVLEDFP","SAKKVVVSPTKKVAV","TKKVAVATPAKKAAV","PGKALVATPGKKGAA", + "PSTTYAITPMKRPME","EEDGEEKSPSKKKKK","PGLEVPSSPLRKAKR","SSIQHPETPLHISGF","SFWIPSLTPEAKATK","LPTIILSSPTKSPTK", + "ILSSPTKSPTKNAEL","VSFPNLDSPNVSSTL","SDLPVPRTPGSGAGE","ISRTTSATPLKDNTQ","EAMNYEGSPIKVTLA","VKKSIRDTPAKNAQK", + "SFKKQEKTPKTPKGP","KKSVITYSPTTGTCQ","CQMSLFASPTSSEEQ","SAMLVPVTPEVKPKR","LKATVTPSPVKGKGK","LKNGSLDSPGKQDTE", + "GPSSSLNTPGSFRRG","SLESLYFTPIPARSQ","SGFGEISSPVIREAE","LAGLGPGSTPRTASR","AGLGPGSTPRTASRK","VSSPVLFSPVGRRSS", + "VYFKPSLTPSGEFRK","LNNSNLFSPVNRDSE","QTLPQSQSTPKRIDT","TLPQSQSTPKRIDTP","TSCASLDSPGRIKRK","VAFSEITSPSKRSQP", + "AQNEATSTPHRIRRK","LASELAKTPQKSVSF","SAPVGKETPSKRMKR","SGEQAEGSPGGPGDS","NAGSVEQTPKKPGLR","RALPNNTSSSPQPKK", + "ALPNNTSSSPQPKKK","LPNNTSSSPQPKKKP","PQQRNALTPTTIPDG","AASASPYTPEHAASV","EVYELLDSPGKVLLQ","QGLPPGTTPQRLEQH", + "ADALKLRSPRGSPDG","PALPPPESPPKVQPE","NEHELEPSSPKSKKK","EHELEPSSPKSKKKS","DSREDEISPPPPNPV","SFGLSAMSPTKAAVD", + "RGKEGPGTPTRSSVI","ALLQTALSPPPPPTR","PPPTRPVSPPQKAKE","LEGDCEPSPAPAVLD","GPGRVLPTPTEKDVF","HQHSCCESPTRLAQQ", + "SPTSPTYSPTTPKYS","TSPTYSPTTPKYSPT","SPTYSPTTPKYSPTS","SPTSPTYSPTSPKYS","DGHHSVSTPGPSRKR","NPGGRPITPPRNSAK", + "SRIPEPESPAKPNVP","PATQRVLSPLMSRSG","KVLPRGLSPARQLLL","SGAPVKPSPQAAAVE","APMAPGRSPLATTVM","GAEASARSPRSYLVA", + "LSQRFTFSPGQDIQL","LSFISPPTPQPKTPS","TASSVAFTPLQGLEI","YKEQPLKTPGKKKKG","LSPAFDHSPNKIMTE","MQAISLFSPDRPGVL", + "SPAGTALSPSGHTKL","SPTVSTLTPSSPGKL","VSTLTPSSPGKLLTR","DGNETLLSPEKSVQI","LLQFALESPAKSPAS","VLPSISLSPGPQPPK", + "FDYRGRLSPVPVPRA","TVTSSQSTPAKAPRA","AVIPINGSPRTPRRG","PINGSPRTPRRGQNR","DSFETQRTPRKSNLD","VNVIPPHTPVRTVMN", + "SLAWLSDSPLFDLIK","TAADMYLSPVRSPKK","MYLSPVRSPKKKGST","PGGNIYISPLKSPYK","IYISPLKSPYKISEG","KISEGLPTPTKMTPR", + "LPTPTKMTPRSRILV","RRDMQPLSPISVHER","SVHERYSSPTAGSAK","VRYIKENSPCVTPVS","KENSPCVTPVSTATH","DEICIAGSPLTPRRV", + "CIAGSPLTPRRVTEV","GLGRSITSPTTLYDR","RLFVENDSPSDGGTP","DSPSDGGTPGRMPPQ","DSRSHQNSPTELNKD","YPFVRTGSPRRIQLS", + "HKNETMLSPREKIFY","IFYYFSNSPSKRLRE","SMIRTGETPTKKRGI","LLEDGSESPAKRICP","RKILGQSSPEKKIRI","QHNFSVASPLTLSQD", + "LDNSSKCTPVKHLNV","KPQKLARSPARISPH","ARSPARISPHIKDGE","YSSSNLKTPSKLCSG","DEDYEEDTPKRRGKG","KEDSQPPTPVSQRSE", + "LEQLTGQTPVFSKAR","KIGPLGLSPKKVGDD","KKKRLVQSPNSYFMD","KDEILPTTPISEQKG","DPQQLQLSPLKGLSL","DVIAPLITPQKKEWN", + "VPYVVPLSPKLPKTK","KSPKRPASPSSPEHL","KRPASPSSPEHLPAT","SPEHLPATPAESPAQ","RNYGYNPSPVKPEGL","PFADGGKTPDPKMNA", + "ADQTPGATPKKLSSW","GRAKGSETPGATPGS","GSETPGATPGSKIWD","WDPTPSHTPAGAATP","HTPAGAATPGRGDTP","HGSGWAETPRTDRGG", + "GGSTPVLTPGKTPIG","AGYVPIRTPARKLTA","PARKLTATPTPLGGM","RKLTATPTPLGGMTG","PNPSTSASPKKSPPP","KIPRGPPSPPAPVMH", + "PPAPVMHSPSRKMTV","SNLGHPESPPRKRLK","AGSLGPGSPVRAGAS","YDERPGPSPLPHRDR","VGGFAPMSPRISSPM","TPMYGSQTPMYGSGS", + "TPMYGSQTPLQDGSR","QDPVPGITPSSSSRT","KKPPAPPSPVQSQSP","HVAAGLVSPSLKSDT","QAFELILSPRSKESV","SVPEFPLSPPKKKDL", + "SSQNPPPSPMPGRIA","DLLLSYESPKKPGRE","LLGDAPVSPSSQKLK","SRFKEQLTPSQIMSL","REKMEKRTPHEKEKY","EITYVNNSPSPGFNS", + "TYVNNSPSPGFNSSH","SLGEGNGSPNHQPEP","LENDFFNSPPRKTVR","LPTVLPGSPSKTRGQ","FSEGVLQSPSQDQEK","WLDDLLASPPPSGGG", + "SITSPPLSPALPKYK","MWGRVPFSPGPAPPP","DALAALETPGRPSQQ","EQPPLQPSPVMTRRG","HHRRVPLSPLSLLAG","KPTPVVSTPSKVTAA", + "NLQQAIVTPLKPVDN","EEWDPEYTPKSKKYY","ILQAKPTSSPAKGPP","LQAKPTSSPAKGPPQ","AQAQAASTPRKARAS","PTQALPASPALKNKR", + "RRLSSSESPQRDPPP","GRLVSHSTPIRWHRG","MFPDEVDTPRDVAAR","VIHSILNSPYAKLYN","LDEPNPNSPANSQAA","VEQLLTGSPTSPTVE", + "PEPGPVPSSPSQEPP","EPGPVPSSPSQEPPT","KTLYSFFSPSPARKR","SRSLYASSPGGVYAT","PIDLGGQTSPRRTGF","IDLGGQTSPRRTGFS", + "LSDALSDTPAKSYAP","TTLAGPLTPPVKHFQ","SSAASSASPVSRAIG","PETNIDKTPKKAQVS","PSPSPTPSPHRPSIR","KSSQQPSTPQQAPPG", + "WNPFPDFTPQKFKEK","PPPPPPATPRKNKAA","FTVNPALTPAKDKKK","ALSAGTGSPQPPSFT","TFTGETNTPYSKQFV","GGPSRAGSPRRTSKK", + "SQKVVVTTPLHRDKT","TPLHRDKTPLHQKHA","RKPGLRRSPIKKVRK","NSLTPKSTPVKTLPF","INKKQATSPASKKPA","NEEAKRKSPKKKEKC", + "MSSILPFTPPIVKRL","PQSNIPETPPPGYLS","NLSPNPMSPAHNNLD","VIKPEACSPQFGKTS","DYMSCFRTPVVKNDF","GNETGLITPNKHGLL", + "YSGDSDASSPRSNCS","LDYFIKLSPPMLLKE","ELALIYGTPRAATVK","GEGGRFFSPKEKDSP","FSPKEKDSPHMQDPN","ALKLPIPSPQRAFTL", + "ERGKLPESPKRAEEI","TDLDAVRTPEPLEEF","RGELIPISPSTEVGG","VGGSGIGTPPSVLKR","LDSCNSLTPKSTPVK","PVKTLPFSPSQFLNF", + "QKYSMDNTPHTPTPF","SMDNTPHTPTPFKNA","DNTPHTPTPFKNALE","NHSMDAGSPNLSPNP","DAGSPNLSPNPMSPA","DVSPYSLSPVSNKSQ", + "KSQKLLRSPRKPTRK","GSRRGRATPAQTPRS","LYGSAPRTPSKRRGL","RRGLAPNTPGKARKL","RDSEGFNSPKQCDSS","FPKTSSATPQETLIS", + "GSYAKLPSPEPSMSP","PSPEPSMSPKMHRRR","PINACELSPKGKEQA","FHGVAILSPLLNIEK","ASSQCIASPNFGTVS","NTRQQMDTPMVSCGN"], +'AURKB':["ITVTRRVTAYTVDVT","PWPYGRQTAPSGLST","APSLRRKTMCGTLDY","PSKKRTQSIQGKGKG","KGKGKRSSRANTVTP","RPVRRRHSSILKPPR", + "KKNSRRVSFADTIKV","DRSKKRFSQMLQDKP","PRRSPRISFFLEKEN","MSSTARRSRAASSQR","ARRSRAASSQRAEEE","RRSRAASSQRAEEED", + "FLTPVRRSRRLQEKT","LQMQKRVSGHYVTSA","KASNRRPSVYLPTRE","RSKSSRFSGGFGARD","KFDTRRFSADAARFQ","KKKVERLTMQVSSLQ", + "YSSSQRVSSYRRTFG","RVSSYRRTFGGAPGF","VYQVSRTSGGAGGLG","ITSFRKSTVKKEKPL","CLESLRVSLTSNPVS","KSADQKTTLLHFIAD", + "RQSWRRASMKETNRR","KETNRRKSLHPIHQG","MQTSGRLSNVAPPCI","ITSAARRSYVSSGEM","LGPGTRLSLARMPPP","TKQTARKSTGGKAPR", + "ATKAARKSAPATGGV","ATKAARKSAPSTGGV","QKVAERRSSPLLRRK","SGGAGRLSMQELRSQ","KLSINKPTSERKVSL","PTSERKVSLFGKRTS", + "SGHGSRNSQLGIFSS","KDEPQRRSARLSAKP","QRRSARLSAKPAPPK","SESNKRKSNFSNSAD","STNRRRLSELLRYHT","RRKKRRISYVQDENR", + "KPRYHKRTSSAVWNS","PRYHKRTSSAVWNSP","RYHKRTSSAVWNSPP","YTTGRRESVNLGKSE","EAPTKRKSLVMHTPP","TSLSPRSSLSSPSPP", + "NGSRKRRSSTVAPAQ","IRLRHRRSRSAGDRW","IQKQKRRSVNSKIPA","KESLRSRSTRMSTVS","RSRSTRMSTVSELRI","VNSVRRKSCLVKEVE", + "DMSYRRISAVEPKTA","KWKDRRKSYTSDLQK","WTRSRRKTGTLQPWN","ETGLYRISGCDRTVK","RRERGRPSLYVQRDI","KESLKRVTFALPDDA", + "KRPQRATSNVFAMFD","ARKKARLSLVIRSPS","QGYRERLSLLRSEVE","RLPKNRHSPSWSPDG","RQEPKRRSARLSAML","KRRSARLSAMLVPVT", + "SRKILRKSPHLEKFH","TRSARRRTTQIINIT","QETLRRASMQPIQIA","KQADRRQSMAFSILN","VPPRGRLSVASTPIS","CPHHERCSDSDGLAP", + "EYLDDRNTFRHSVVV","DRNTFRHSVVVPYEP","GNLLGRNSFEVRVCA","CPGRDRRTEEENLRK","SSRSGRESVSTASDQ","PVRNRRLTVNEAVKE", + "RDGFRRKSFYSSHYA","SRDKLRKSFTPDHVV","TSVRRRTSFYLPKDA","HSDYARYSGSYNDYL","QGGYDRYSGGNYRDN","GYGGSRDSYSSSRSD", + "SRRPQRKSLYESFVS","VNKVRRVSFADPIYQ","KHSKSRDSFLKRVKE","RGKLARASGNYATVI","GERPARLTRGEADRD","RKEEQRYSGELSGIR", + "PVRGRRYSWGTVEVE","PGARDRASRSKLSRQ","RSKLSRQSATEIPLP","REDYKRLSLGAQKGR","EEAKRRLTEQKGEQQ","SRLQRRQSFAVLRGA", + "KNKIAKETNNKKKEF","SAVRLRSSVPGVRLL","GKKSGKKSYLSGGAG","ESEDHRASGEVRTGK","QPQLHRRSNSCSSIS","AGNKRLSTIDESGSI", + "KREKRRSTSRQFVDG","NAGNKRLSTIDESGS","KKREKRRSTSRQFVD","REKRRSTSRQFVDGP"], +'CSNK2A2':["KHEEEEWTDDDLVES","VWDHIEVSDDEDETH","TSADVKMSSSEEVSW","SADVKMSSSEEVSWI","RAAMFPETLDEGMQI","AAPEEAETLAETEPE", + "EAETLAETEPERHLG","GDVEGSQSQDEGEGS","QEEEILGSDDDEQED","DYLFEPHSGEEYTRD","FLDSLGFSTREEGDL","QDNGAEDSGDTEDEL", + "GAEDSGDTEDELRRV","GEDPYAGSTDENTDS","EDPYAGSTDENTDSE","AGSTDENTDSEEHQE","EFDTNYATDDDIVFE","KSNIVLLSAEEKKEQ", + "PPQDQESSPIENDSS","DDDDDDNSDEEDNDD","PKIEEERSEEEGTPP","QVAAIAETDESAESE","SEHDSDESSDDDSDS","EHDSDESSDDDSDSE", + "DESSDDDSDSEEPSK","SKESEHDSDESSDDD","NAIRYIESLQELLRE","HKAELQGSDEDEHVR","NEAYEMPSEEGYQDY","SEGGADDSAEEGDLL", + "TSGEDTLSDSDDEDD","GEDTLSDSDDEDDEE","ELRTAKDSDDDDDVA","GSVSEDNSEDEISNL","AGKGGAASGSDSADK","KRSRAIHSSDEGEDQ", + "RSRAIHSSDEGEDQA","KFVIRPATAADCSDI","FYKRRGASDLSSEEG","RRGASDLSSEEGWRL","AAQQTKGSYMEVEDN","MEVEDNRSQVETDDL", + "VDGTGDTSSEEDEDE","DGTGDTSSEEDEDEE","VEEEPLNSEDDVSDE","LNSEDDVSDEEGQEL","DDIDLFGSDDEEESE","GSDDEEESEEAKRLR", + "KEEEEGISQESSEEE","IACEEEFSDSEEEGE","CEEEFSDSEEEGEGG","TSVTPDVSDNEPDHY","YRIQEQESSGEEDSD","RIQEQESSGEEDSDL", + "GDDEDACSDTEATEA","ESETNQNSSSDSEAE","SETNQNSSSDSEAER","ETNQNSSSDSEAERR","LGLPEEETELDNLTE","KNSRVTFSEDDEIIN", + "MPLQPNASLNEEEGT","PRMRRQRSAPDLKES","NLNENQASEEEDELG","LFRLSEHSSPEEEAS","AGESLDQSMEEEEEE","ADRPPSMSSHDTASP", + "EDAVHEDSGDEDGED","IACDEEFSDSEDEGE","CDEEFSDSEDEGEGG","VDGSGDTSSNEEIGS","DGSGDTSSNEEIGST","VEEDPLNSGDDVSEQ", + "LNSGDDVSEQDVPDL","PYPSPVLSEEEDLPL","DSPALEVSDSESDEA","PALEVSDSESDEALV","TKRPEGRTYADYESV","RTYADYESVNECMEG", + "PTEENEMSSEADMEC","TNGDGEISTSELREA"] +} +seqs_dna = { +"MA0001.1":["CCATATATAG","CCATATATAG","CCATAAATAG","CCATAAATAG","CCATAAATAG","CCATAAATAG","CCATAAATAG","CCATATATGG","CCATATATGG", + "CCAAATATAG","CCAAATATAG","CCAAATATAG","CCATAAATGG","CCATAAATGG","CCATAAATGG","CCATAAATGG","CCAAAAATAG","CCAAAAATAG", + "CCAAAAATAG","CCAAAAATAG","CCAAAAATAG","CCAAATATGG","CCAAAAATGG","CCAAAAATGG","CCATTTATAG","CCATTTATAG","CCATTTATAG", + "CCATTAATAG","CCATTAATAG","CCATTAATAG","CCAATTATAG","CCATTAATGG","CCAATAATAG","CCAATTATGG","CCAAAATTAG","CCAAAATTAG", + "CCAAAATTAG","CCACATATAG","CCATTTTTAG","CCATTTTTAG","CCATTTTTAG","CCATAAGTGG","CTATATATAG","CCATACATGG","CTATAAATAG", + "CTATAAATAG","CCTAATATAG","CCTAATATAG","CCTAATATAG","CCAAAACTAG","CTAAATATAG","CTAAATATAG","CCATAAACAG","CTAAAAATAG", + "CTAAAAATAG","CCTAAAATGG","CCTAAAATGG","CCAGATTTAG","CCTTTTATAG","CCTTTTATAG","CCAAAAAAAG","CCAAATAAGG","CCAGAATTAG", + "CCATTTCTGG","CTAAATTTAG","CCCGATATAG","CCAAAAATAC","CCATATTGGG","CCGTTTTTAG","CAATTTATAG","CTAAAAGTAG","CTAAAAGTAG", + "CCATTTTAAG","CCATTTTAAG","CCATTTATGT","CTGTAAATAG","CCATTTTGGG","CAATAATTAG","CTCAAAATAG","CCAATTTAGG","CCAATTTAGG", + "CCTAATACGG","CTATATTAAG","CTATAAATGT","CCTTTTATGT","CCCTTTTTCG","CTAAAAGAAG","CTATATTTGT","CTATAATTGT","CTACTTAAAG", + "CCGAAAAATG","CCTAAAGTGT","CCTTTTCTAC","CCCTCACAAG","TAATTTCTCG","GCACACAGAC","TTAGGATTCG"], +"MA0002.1":[ "AATTGTGGTTA","ATCTGTGGTTA","AATTGTGGTAA","TTCTGCGGTTA","AATTGCGGTAA","TATTGCGGTTT","TATTGTGGTAG","TTTTGTGGTAG", + "ATATGTGGTAA","AACTGCGGTTG","GACTGTGGTTG","CTTTGCGGTTA","ATCTATGGTTA","CATTGCGGTTT","TATTGTGGCTA","TCTTGTGGTAT", +"TGCTGCGGTTA","TTTTGTGGTCT","GCTTGTGGTTT","AAATGTGGTAC","TTATGAGGTTA","GTCTGCGGTAT","AAAAGTGGTTA","TTGTATGGTTT", +"AATTGAGGTCC","TTTCTTGGTTA"], +"MA0004.1":["CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG","CACGTG", +"CACGTG","CACGTG","AACGTG","AACGTG","AACGTG","AACGTG","CGCGTG"], +"MA0005.1":["CCTAATTGGGC","CCTAATTTGGC","CCTAATCGGGC","CCTAATCGGGC","CCTAATTGGGA","CCAAATGGGGT","CCAAATGGGGT","CCTAATCGGGT", +"CCTAATTAGGC","CCTAATTAGGC","CCAAATAGGGT","CCTAATTCGGT","CCTAAATTGGC","CCAAATTAGGT","CCTAATCTGGA","CCTAATTCGGA", +"CCAAATATGGT","CCAAATATGGT","CCAAATATGGA","CCCAATTGGGA","CCATATTTGGC","CCATATTGGGT","CCTAATACGGT","CCTAATTCGGG", +"CCTAAAATGGC","CCTAATTAGGG","CCGAATGGGGT","CCAAAACGGGA","CCTAAACCGGC","CCATATTAGGC","CCTAAAGCGGT","CCAAAAGCGGT", +"CCTAAGCGGGC","CCAAAAGAGGA","CCATATCAGGC","CCATATCAGGC","CCTTATGAGGT","CCTAAAAAGGA","CCGAAAGGGGA","CCATAACGGGT", +"CCATAATCGGC","CCAATTATGGT","CCTTAATAGGT","CCAATTAAGGC","CCTTAAATGGA","CCTAACTCGGA","CCGATTGGGGT","CCAAAGGCGGA", +"CCATTTTGGGA","CCAAAAAGAGC","CCAGATCAGGC","CCATTTTTGGA","CCCAATTTAGT","CCTAATTTGTA","CCTAATCGTGT","CCCAATTTAGA", +"CCACAATCGGA","CCATTTCAGGC","CCTAATCAGTC","CCCAAATGAGT","CCTAAAATAGA","CCTAATAAAGG","CCCTTTCGGGT","CCCAATAAAGT", +"CCATAATTAGT","CCGAAAGTAGA","CCAAAAATGTT","CCTATTTTAGG","CCAAAAGGGAA","CCATAAATAGA","CCCAAAGGGTA","CCTAAAATGTG", +"CCTTAAGTAGG","CCTTTCTAGGC","CCGTAAAGAGA","CCGTAAGTAGA","CCAAACATTGC","CCCCATATAGT","CCATAATAGTA","CCTATTATTGG", +"CCACTTTTAGA","CCACTTTGAGG","CTTAAAATAGC","CCGAGAATAGA","CCCGTTTCAGT","CATTCTGCGGG","GCAAAGTTTGT","TAAATTGTGGC", +"CTACAGCGAGT","GCAATATAATC"], +"MA0006.1":["CGCGTG","CGCGTG","CGCGTG","CGCGTG","CGCGTG","CGCGTG","CGCGTG","CGCGTG","TGCGTG","TGCGTG","TGCGTG","TGCGTG","TGCGTG", + "TGCGTG","TGCGTG","TGCGTG","TGCGTG","TGCGTG","TGCGTG","AGCGTG","AGCGTG","GGCGTG","GTCGTG","AGTTTG"], +"MA0007.1":["AAAAGTACACCCTGTACCGACA","CTAAGCACACCGTGTCCCAGTC","TTAAGAACACTCTGTACGACAC","AGTAGAACATAATGTTCCGACA", +"GTAAGTACACTCTGTTCCGACA","TAAGGAACACCCTGACCCCCCT","CCTAGAACGTCCTGATCCGCCC","AAGAGAACATCACGTTCCTATG", +"TAAAGCACGACGCGTTCTCAAC","ATAGGCACATGGTGTACAATCG","AAAATTACATCGTGAACCCTCG","ATGAGAACTTAGAGTACCCAAC", + "CGGAGCACAGCCTGTCCCTGCA","ACTAGCACACAGTGTACTACAT","CGTAGAACGAAATGTTCTCTCC","CTCAGCACAGTCCGTACCTGAC", + "AACGGACCGTCCTGTACACGAC","CAAGGATCACTATGAACCTGAC","GTTAGTACGCGGCGTTCCGGAG","TTTGGGACACAGGGTACCTCCG", + "TACATAACGTCCAGTCCCTGCG","AAAGGAACATCATGTGAAATAA","TTACGTACGATACGTAGCCGAC","CTTGGACCGATGAGTCCTAGTC"], +"MA0008.1":["CAATTATT","CAATTATT","CAATTATT","CAATTATT","CAATTATT","CAATTATT","CAATTATT","CAATTATT","CAATCATT","CAATCATT", + "CAATCATT","CAATCATT","CAATCATT","GAATTATT","GAATTATT","TAATTATT","TAATTATT","TAATTATT","AAATTATT","AAATTATT", + "AAATTATT","GTATTATT","GCATTATT","TTATTATG","TTATTGAG"], +"MA0009.1":["CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA", +"CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA", +"CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTGAA","CTAGGTGTCAA","CTAGGTGTCAA","CTAGGTGTCAA","CTAGGTGTGAC","GTAGGTGTGAA", +"GTAGGTGTGAA","GTAGGTGTGAA","GTAGGTGTGAA","TTAGGTGTGAA","CCAGGTGTGAA","CTAGGTGTCAT","CTAGGTGTCAT","CTAGGTGTCAT", +"CTAGGTGTCAT","GTAGGTGCGAA","GTAGGTGTTAC","GTAGGTGTTAC","ATAGGTGTAAA","AAAGGTGTGAA","TTAGGTGTTAC","GTAGGTGCTAC"], +"MA0010.1":["CTAATTGGCAAATG","ATAATAAACAAAAC","GACATAGACAAGAC","GTCTTTCACAAATA","GTGAAAGACAAGTT","ATAATAAACAAAAT","GTTGAAAACAATAG", +"TCAAATATCAAATC","AGAATAGAAAGGTA"], +"MA0011.1":["AACTATTT","TGCTAGTT","TCCTAGTT","TTCTATTC","TACTATAA","AACCATTT","ATCTAATT","TCCTACAC","GTCTATGT","CTCTATTG", +"TATTATTT","TATTATTT"], +"MA0012.1":["TAAACTTGTTG","TAAACTAAAGC","TCAACTAGGAT","TAAACAAAACC","GAAACTAAAAG","AAAACTATTTG","TAAACAAAATA","ACAACTAGCAC", +"TATAGTAAAAG","CGAACTTGTCT","TATATAAAGCG","AAAACAATAGA"], +"MA0013.1":["TTGTGAAAGAC","AAGTAAACTAA","TAATAAACAAA","TAATAAACAAA","CTGTAAATATT","TAGAAAGGTAT"] +} diff --git a/plotnineseqsuite/font/__init__.py b/plotnineseqsuite/font/__init__.py new file mode 100644 index 0000000..304408d --- /dev/null +++ b/plotnineseqsuite/font/__init__.py @@ -0,0 +1,33 @@ +import sys +from pathlib import Path +from pandas import read_csv, DataFrame + +__all__ = ['times_new_roman', 'arial' , 'courier_new', 'akrobat_bold', "xkcd_regular", "akrobat_regular", "helvetica_bold", "helvetica_light", "helvetica_regular", + "roboto_bold", "roboto_medium", "roboto_regular", "roboto_slab_bold", "roboto_slab_light", + "roboto_slab_regular", "get_font", "list_fonts"] +data_dir = Path(__file__).parent +times_new_roman = read_csv(data_dir / 'times_new_roman.csv', index_col="index") +arial = read_csv(data_dir / 'arial.csv', index_col="index") +courier_new = read_csv(data_dir / 'courier_new.csv', index_col="index") +akrobat_bold = read_csv(data_dir / 'akrobat_bold.csv', index_col="index") +xkcd_regular = read_csv(data_dir / 'xkcd_regular.csv', index_col="index") +akrobat_regular = read_csv(data_dir / 'akrobat_regular.csv', index_col="index") +helvetica_bold = read_csv(data_dir / 'helvetica_bold.csv', index_col="index") +helvetica_light = read_csv(data_dir / 'helvetica_light.csv', index_col="index") +helvetica_regular = read_csv(data_dir / 'helvetica_regular.csv', index_col="index") +roboto_bold = read_csv(data_dir / 'roboto_bold.csv', index_col="index") +roboto_medium = read_csv(data_dir / 'roboto_medium.csv', index_col="index") +roboto_regular = read_csv(data_dir / 'roboto_regular.csv', index_col="index") +roboto_slab_bold = read_csv(data_dir / 'roboto_slab_bold.csv', index_col="index") +roboto_slab_light = read_csv(data_dir / 'roboto_slab_light.csv', index_col="index") +roboto_slab_regular = read_csv(data_dir / 'roboto_slab_regular.csv', index_col="index") + + +def list_fonts(): + return __all__ + + +def get_font(font_name: str) -> DataFrame: + if hasattr(sys.modules[__name__], font_name): + return getattr(sys.modules[__name__], font_name) + raise Exception("No font matches the name.") diff --git a/plotnineseqsuite/font/akrobat_bold.csv b/plotnineseqsuite/font/akrobat_bold.csv new file mode 100644 index 0000000..4677b32 --- /dev/null +++ b/plotnineseqsuite/font/akrobat_bold.csv @@ -0,0 +1,3603 @@ +"index","x","y","letter","order" +"1",0,0.743280815569972,"0",1 +"2",0.0018018018018018,0.744207599629286,"0",2 +"3",0.0018018018018018,0.758109360518999,"0",3 +"4",0.00720720720720721,0.782205746061168,"0",4 +"5",0.0252252252252252,0.82483781278962,"0",5 +"6",0.0558558558558559,0.866543095458758,"0",6 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+"3700",0.465469613259669,0.448239060832444,"χ",33 +"3701",0.167127071823204,0.0288153681963714,"χ",34 +"3702",0.145027624309392,0.00747065101387407,"χ",35 +"3703",0.128453038674033,0,"χ",36 +"3704",0.103591160220994,0.00106723585912487,"χ",37 +"3705",0.0883977900552486,0.00853788687299893,"χ",38 +"3706",0.0828729281767956,0.016008537886873,"χ",39 +"3707",0.0801104972375691,0.032017075773746,"χ",40 +"3708",0.0856353591160221,0.048025613660619,"χ",41 +"3709",0.0925414364640884,0.0597652081109925,"χ",42 +"3710",0.426795580110497,0.527214514407684,"χ",43 +"3711",0.151933701657459,0.911419423692636,"χ",44 +"3712",0.0386740331491713,0.912486659551761,"χ",45 +"3713",0.0234806629834254,0.915688367129136,"χ",46 +"3714",0.0110497237569061,0.92102454642476,"χ",47 +"3715",0.00276243093922652,0.929562433297759,"χ",48 +"3716",0,0.935965848452508,"χ",49 +"3717",0,0.951974386339381,"χ",50 +"3718",0,0.963785046728972,"Ψ",1 +"3719",0.00116550116550117,0.964953271028037,"Ψ",2 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+"3760",0.536130536130536,0.392523364485981,"Ψ",43 +"3761",0.562937062937063,0.391355140186916,"Ψ",44 +"3762",0.601398601398601,0.396028037383178,"Ψ",45 +"3763",0.636363636363636,0.404205607476636,"Ψ",46 +"3764",0.672494172494173,0.418224299065421,"Ψ",47 +"3765",0.696969696969697,0.432242990654206,"Ψ",48 +"3766",0.722610722610723,0.452102803738318,"Ψ",49 +"3767",0.748251748251748,0.480140186915888,"Ψ",50 +"3768",0.764568764568765,0.504672897196262,"Ψ",51 +"3769",0.780885780885781,0.538551401869159,"Ψ",52 +"3770",0.787878787878788,0.559579439252336,"Ψ",53 +"3771",0.797202797202797,0.601635514018692,"Ψ",54 +"3772",0.805361305361305,0.678738317757009,"Ψ",55 +"3773",0.806526806526807,1,"Ψ",56 +"3774",0.966200466200466,0.998831775700935,"Ψ",57 +"3775",0.987179487179487,0.991822429906542,"Ψ",58 +"3776",0.995337995337995,0.983644859813084,"Ψ",59 +"3777",1,0.973130841121495,"Ψ",60 +"3778",1,0.954439252336449,"Ψ",61 +"3779",0.994172494172494,0.941588785046729,"Ψ",62 +"3780",0.98018648018648,0.932242990654206,"Ψ",63 +"3781",0.967365967365967,0.928738317757009,"Ψ",64 +"3782",0.877622377622378,0.927570093457944,"Ψ",65 +"3783",0.877622377622378,0.699766355140187,"Ψ",66 +"3784",0.871794871794872,0.617990654205608,"Ψ",67 +"3785",0.867132867132867,0.582943925233645,"Ψ",68 +"3786",0.855477855477855,0.529205607476635,"Ψ",69 +"3787",0.84032634032634,0.48714953271028,"Ψ",70 +"3788",0.818181818181818,0.448598130841121,"Ψ",71 +"3789",0.7995337995338,0.425233644859813,"Ψ",72 +"3790",0.77039627039627,0.397196261682243,"Ψ",73 +"3791",0.734265734265734,0.371495327102804,"Ψ",74 +"3792",0.699300699300699,0.352803738317757,"Ψ",75 +"3793",0.65967365967366,0.337616822429907,"Ψ",76 +"3794",0.618881118881119,0.327102803738318,"Ψ",77 +"3795",0.565268065268065,0.320093457943925,"Ψ",78 +"3796",0.536130536130536,0.31892523364486,"Ψ",79 +"3797",0.536130536130536,0.0724299065420561,"Ψ",80 +"3798",0.63986013986014,0.0712616822429906,"Ψ",81 +"3799",0.655011655011655,0.0700934579439252,"Ψ",82 +"3800",0.668997668997669,0.066588785046729,"Ψ",83 +"3801",0.675990675990676,0.0630841121495327,"Ψ",84 +"3802",0.684149184149184,0.0549065420560748,"Ψ",85 +"3803",0.688811188811189,0.044392523364486,"Ψ",86 +"3804",0.688811188811189,0.0257009345794393,"Ψ",87 +"3805",0.681818181818182,0.0116822429906542,"Ψ",88 +"3806",0.668997668997669,0.00350467289719626,"Ψ",89 +"3807",0.655011655011655,0,"Ψ",90 +"3808",0.347319347319347,0,"Ψ",91 +"3809",0.326340326340326,0.00700934579439252,"Ψ",92 +"3810",0.318181818181818,0.0151869158878505,"Ψ",93 +"3811",0.313519813519814,0.0257009345794393,"Ψ",94 +"3812",0.313519813519814,0.044392523364486,"Ψ",95 +"3813",0.318181818181818,0.0549065420560748,"Ψ",96 +"3814",0.326340326340326,0.0630841121495327,"Ψ",97 +"3815",0.333333333333333,0.066588785046729,"Ψ",98 +"3816",0.361305361305361,0.0712616822429906,"Ψ",99 +"3817",0.465034965034965,0.0724299065420561,"Ψ",100 +"3818",0.465034965034965,0.31892523364486,"Ψ",101 +"3819",0.413752913752914,0.322429906542056,"Ψ",102 +"3820",0.372960372960373,0.329439252336449,"Ψ",103 +"3821",0.339160839160839,0.338785046728972,"Ψ",104 +"3822",0.305361305361305,0.351635514018692,"Ψ",105 +"3823",0.266899766899767,0.372663551401869,"Ψ",106 +"3824",0.237762237762238,0.393691588785047,"Ψ",107 +"3825",0.206293706293706,0.422897196261682,"Ψ",108 +"3826",0.182983682983683,0.452102803738318,"Ψ",109 +"3827",0.171328671328671,0.470794392523364,"Ψ",110 +"3828",0.158508158508158,0.496495327102804,"Ψ",111 +"3829",0.149184149184149,0.522196261682243,"Ψ",112 +"3830",0.137529137529138,0.56892523364486,"Ψ",113 +"3831",0.129370629370629,0.621495327102804,"Ψ",114 +"3832",0.123543123543124,0.703271028037383,"Ψ",115 +"3833",0.122377622377622,0.927570093457944,"Ψ",116 +"3834",0.027972027972028,0.929906542056075,"Ψ",117 +"3835",0.013986013986014,0.935747663551402,"Ψ",118 +"3836",0.00582750582750583,0.94392523364486,"Ψ",119 +"3837",0.00116550116550117,0.954439252336449,"Ψ",120 +"3838",0,0.963785046728972,"Ψ",121 +"3839",0,0.743333333333333,"ψ",1 +"3840",0.0012531328320802,0.744166666666667,"ψ",2 +"3841",0.0050125313283208,0.751666666666667,"ψ",3 +"3842",0.012531328320802,0.756666666666667,"ψ",4 +"3843",0.0213032581453634,0.76,"ψ",5 +"3844",0.0363408521303258,0.7625,"ψ",6 +"3845",0.230576441102757,0.763333333333333,"ψ",7 +"3846",0.231829573934837,0.411666666666667,"ψ",8 +"3847",0.236842105263158,0.373333333333333,"ψ",9 +"3848",0.245614035087719,0.346666666666667,"ψ",10 +"3849",0.256892230576441,0.33,"ψ",11 +"3850",0.275689223057644,0.3125,"ψ",12 +"3851",0.295739348370927,0.299166666666667,"ψ",13 +"3852",0.320802005012531,0.286666666666667,"ψ",14 +"3853",0.347117794486216,0.278333333333333,"ψ",15 +"3854",0.370927318295739,0.273333333333333,"ψ",16 +"3855",0.412280701754386,0.268333333333333,"ψ",17 +"3856",0.459899749373434,0.266666666666667,"ψ",18 +"3857",0.461152882205514,0.965833333333333,"ψ",19 +"3858",0.466165413533835,0.985833333333333,"ψ",20 +"3859",0.469924812030075,0.990833333333333,"ψ",21 +"3860",0.478696741854637,0.996666666666667,"ψ",22 +"3861",0.489974937343358,1,"ψ",23 +"3862",0.510025062656642,1,"ψ",24 +"3863",0.523809523809524,0.995833333333333,"ψ",25 +"3864",0.530075187969925,0.990833333333333,"ψ",26 +"3865",0.537593984962406,0.975833333333333,"ψ",27 +"3866",0.537593984962406,0.2675,"ψ",28 +"3867",0.557644110275689,0.266666666666667,"ψ",29 +"3868",0.621553884711779,0.2725,"ψ",30 +"3869",0.659147869674185,0.28,"ψ",31 +"3870",0.680451127819549,0.286666666666667,"ψ",32 +"3871",0.701754385964912,0.296666666666667,"ψ",33 +"3872",0.724310776942356,0.311666666666667,"ψ",34 +"3873",0.738095238095238,0.325,"ψ",35 +"3874",0.754385964912281,0.35,"ψ",36 +"3875",0.764411027568922,0.384166666666667,"ψ",37 +"3876",0.768170426065163,0.414166666666667,"ψ",38 +"3877",0.768170426065163,0.763333333333333,"ψ",39 +"3878",0.963659147869674,0.7625,"ψ",40 +"3879",0.978696741854637,0.76,"ψ",41 +"3880",0.987468671679198,0.756666666666667,"ψ",42 +"3881",0.994987468671679,0.751666666666667,"ψ",43 +"3882",0.99874686716792,0.746666666666667,"ψ",44 +"3883",1,0.730833333333333,"ψ",45 +"3884",0.99749373433584,0.725833333333333,"ψ",46 +"3885",0.989974937343358,0.719166666666667,"ψ",47 +"3886",0.978696741854637,0.715,"ψ",48 +"3887",0.964912280701754,0.7125,"ψ",49 +"3888",0.844611528822055,0.711666666666667,"ψ",50 +"3889",0.844611528822055,0.416666666666667,"ψ",51 +"3890",0.837092731829574,0.3675,"ψ",52 +"3891",0.825814536340852,0.335,"ψ",53 +"3892",0.817042606516291,0.318333333333333,"ψ",54 +"3893",0.807017543859649,0.305,"ψ",55 +"3894",0.788220551378446,0.285,"ψ",56 +"3895",0.765664160401002,0.266666666666667,"ψ",57 +"3896",0.741854636591479,0.2525,"ψ",58 +"3897",0.713032581453634,0.24,"ψ",59 +"3898",0.681704260651629,0.230833333333333,"ψ",60 +"3899",0.641604010025063,0.223333333333333,"ψ",61 +"3900",0.586466165413534,0.2175,"ψ",62 +"3901",0.537593984962406,0.215,"ψ",63 +"3902",0.537593984962406,0.0233333333333333,"ψ",64 +"3903",0.533834586466165,0.0133333333333333,"ψ",65 +"3904",0.523809523809524,0.00416666666666667,"ψ",66 +"3905",0.510025062656642,0,"ψ",67 +"3906",0.489974937343358,0,"ψ",68 +"3907",0.482456140350877,0.00166666666666667,"ψ",69 +"3908",0.469924812030075,0.00916666666666667,"ψ",70 +"3909",0.463659147869674,0.0183333333333333,"ψ",71 +"3910",0.461152882205514,0.0341666666666667,"ψ",72 +"3911",0.461152882205514,0.215,"ψ",73 +"3912",0.387218045112782,0.219166666666667,"ψ",74 +"3913",0.350877192982456,0.224166666666667,"ψ",75 +"3914",0.307017543859649,0.234166666666667,"ψ",76 +"3915",0.270676691729323,0.246666666666667,"ψ",77 +"3916",0.246867167919799,0.258333333333333,"ψ",78 +"3917",0.220551378446115,0.276666666666667,"ψ",79 +"3918",0.196741854636591,0.300833333333333,"ψ",80 +"3919",0.181704260651629,0.323333333333333,"ψ",81 +"3920",0.172932330827068,0.341666666666667,"ψ",82 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+ +from plotnineseqsuite.col_schemes import get_col_scheme +from plotnineseqsuite.font import get_font +from plotnineseqsuite.common import find_namespace, new_range, letter_matrix + + +class geom_logo: + def __init__(self, data: Union[List[str], ndarray, Dict] = None, method: str = 'bits', seq_type: str = 'AUTO', + namespace: List[str] = None, + font: str = 'roboto_medium', stack_width: float = 0.95, rev_stack_order: bool = False, + col_scheme: Union[DataFrame, str] = 'AUTO', + low_col: str = 'black', high_col: str = 'yellow', na_col: str = '#333333', + **kwargs): + if stack_width > 1 or stack_width <= 0: + raise Exception('"stack_width" must be between 0 and 1') + if data is None: + raise Exception('Missing "data" parameter!') + if namespace is not None: + seq_type = 'OTHER' + if method not in {'bits', 'probability', 'custom'}: + raise Exception("method must be one of 'bits' or 'probability', or 'custom'") + if seq_type not in {'OTHER', 'AUTO', 'AA', 'DNA', 'RNA'}: + raise Exception("seq_type must be one of 'OTHER' or 'AUTO', or 'AA', or 'DNA', or 'RNA'") + if type(data) == list or type(data) == ndarray: + data = {1: data} + lvls = data.keys() + data_sp = list(map(lambda x: self.__logo_data(data[x], method=method, stack_width=stack_width, + rev_stack_order=rev_stack_order, seq_group=x, + seq_type=seq_type, + font=font, namespace=namespace), lvls)) + seq_type = data_sp[0]['seq_type'] + data = reduce(lambda x, y: concat([x, y]), map(lambda x: x['logo_data'], data_sp)) + if type(col_scheme) is str: + cs_dict = get_col_scheme(col_scheme, seq_type) + else: + cs_dict = col_scheme + legend_title = cs_dict['name'] + data = merge(data, cs_dict['cs'], how='left') + data = data.sort_values(by='order').reset_index(drop=True) + + colscale_gradient = True if is_numeric_dtype(cs_dict['cs']['group']) else False + + if colscale_gradient: + colscale_opts = scale_fill_gradient(low=low_col, high=high_col, name=legend_title, na_value=na_col) + else: + tmp = cs_dict['cs'].drop_duplicates(subset=['group']).dropna(subset=['group']) + col_map = {} + for item in map(lambda x, y: {x: y}, tmp['group'], tmp['col']): + col_map.update(item) + colscale_opts = scale_fill_manual(values=col_map, name=legend_title, na_value=na_col) + if method == 'custom': + y_lab = '' + else: + y_lab = method.capitalize() + + data['group_by'] = data.apply(lambda x: '{}.{}.{}'.format(x['seq_group'], x['letter'], x['position']), axis=1) + self.data = data + self.layer = geom_polygon(data=data, mapping=aes(x='x', y='y', fill='group', group='group_by'), **kwargs) + self.scale_x_continuous = scale_x_continuous(breaks=lambda x: range(floor(x[0]), ceil(x[1])), expand=(0,0)) + self.ylab = ylab(y_lab) + self.xlab = xlab('') + self.colscale_opts = colscale_opts + + def __logo_data(self, seqs, font, method='bits', stack_width=0.95, rev_stack_order=False, seq_group=1, + seq_type='AUTO', + namespace=None): + font_df = get_font(font) + if method == 'bits': + height_dict = self.__bits_method(seqs, reverse=rev_stack_order, seq_type=seq_type, namespace=namespace) + hh = height_dict['height_df'] + seq_type = height_dict['seq_type'] + elif method == 'probability': + height_dict = self.__probability_method(seqs, reverse=rev_stack_order, seq_type=seq_type, namespace=namespace) + hh = height_dict['height_df'] + seq_type = height_dict['seq_type'] + elif method == 'custom': + if seq_type == 'AUTO' and namespace is None: + raise Exception("seq_type can not be 'AUTO', when namespace is None.") + if seq_type != 'OTHER': + namespace = find_namespace(seq_type=seq_type)['namespace'] + hh = self.__matrix_to_heights(seqs, namespace, reverse=rev_stack_order) + else: + raise Exception('Invalid method!') + ff = merge(font_df, hh, on='letter') + x_pad = stack_width / 2 + ff['x'] = new_range(ff['x'], ff['position'] - x_pad, ff['position'] + x_pad) + ff['y'] = new_range(ff['y'], ff['y0'], ff['y1']) + ff = ff[['x', 'y', 'letter', 'position', 'order']] + ff['seq_group'] = seq_group + + return {'seq_type': seq_type, + 'logo_data': ff} + + def __radd__(self, gg): + gg = gg + [self.layer, self.scale_x_continuous, self.ylab, self.xlab, self.colscale_opts] + return gg + + + def __bits_method(self, seqs: Union[List[str], ndarray], reverse: bool, seq_type: str, namespace: List[str]) -> Dict: + pfm_dict = self.__make_PFM(seqs, seq_type, namespace) + ic = pfm_dict['bits'] + if (ic == 0).all(): + print( + 'All positions have zero information content perhaps due to too few input sequences. Setting all information content to 2.') + ic = ic + 2 + mat = pfm_dict['pfm'] * ic + df = self.__matrix_to_heights(mat=mat, namespace=pfm_dict['namespace'], reverse=reverse) + return {'seq_type': pfm_dict['seq_type'], + 'height_df': df} + + + def __probability_method(self, seqs: Union[List[str], ndarray], reverse: bool, seq_type: str, namespace: List[str]) -> Dict: + pfm_dict = self.__make_PFM(seqs, seq_type, namespace) + df = self.__matrix_to_heights(mat=pfm_dict['pfm'], namespace=pfm_dict['namespace'], reverse=reverse) + return {'seq_type': pfm_dict['seq_type'], + 'height_df': df} + + + def __matrix_to_heights(self, mat: ndarray, namespace: List[str], reverse=False) -> DataFrame: + def add_df(p): + position_pfm = mat[:, p] + position_pfm_named = list(map(lambda x, y: (y, x), position_pfm, namespace)) + pos = filter(lambda x: x[1] >= 0, position_pfm_named) + neg = filter(lambda x: x[1] < 0, position_pfm_named) + pos = sorted(pos, key=lambda x: x[1], reverse=reverse) + neg = sorted(neg, key=lambda x: x[1], reverse=not reverse) + pos_cumsum = [] + neg_cumsum = [] + for i in range(len(pos)): + if i == 0: + tmp = pos[i][1] + else: + tmp = tmp + pos[i][1] + pos_cumsum.append((pos[i][0], tmp)) + for i in range(len(neg)): + if i == 0: + tmp = neg[i][1] + else: + tmp = tmp + neg[i][1] + neg_cumsum.append((neg[i][0], tmp)) + df_pos = df_neg = None + if len(pos_cumsum) > 0: + letter = list(map(lambda x: x[0], pos_cumsum)) + position = [p + 1] * len(letter) + y1 = list(map(lambda x: x[1], pos_cumsum)) + y0 = [0] + y1[0:len(y1) - 1] + df_pos = DataFrame(data={ + 'letter': letter, + 'position': position, + 'y0': y0, + 'y1': y1}) + if len(neg_cumsum) > 0: + letter = list(map(lambda x: x[0], neg_cumsum)) + position = [p + 1] * len(letter) + y0 = list(map(lambda x: x[1], neg_cumsum)) + y1 = [0] + y0[0:len(y0) - 1] + df_neg = DataFrame(data={ + 'letter': letter, + 'position': position, + 'y0': y0, + 'y1': y1}) + return concat([df_pos, df_neg]) + + height_df = reduce(lambda x, y: concat([x, y]), map(add_df, range(mat.shape[1]))) + space_factor = 0.004 + y_pad = max(height_df['y1']) * space_factor + height_df['y0'] = height_df['y0'] + y_pad + height_df = height_df[height_df.y1 > height_df.y0].reset_index(drop=True) + if height_df['position'].min() != 1: + height_df = concat([height_df, DataFrame([[height_df['letter'][0], 1, 0, 0]], + columns=['letter', 'position', 'y0', 'y1'])]).reset_index(drop=True) + if height_df['position'].max() != mat.shape[1]: + height_df = concat([height_df, DataFrame([[height_df['letter'][0], mat.shape[1], 0, 0]], + columns=['letter', 'position', 'y0', 'y1'])]).reset_index(drop=True) + return height_df + + + def __make_PFM(self, seqs: Union[List[str], ndarray], seq_type: str = 'AUTO', namespace: List[str] = None) -> dict: + def add_PFM_col(letter_col): + letter_count = {} + for x in letter_col: + if x in letter_count.keys(): + letter_count[x] = letter_count[x] + 1 + else: + letter_count[x] = 1 + PFM_col = array(zeros(len(namespace))) + for i in range(len(namespace)): + if namespace[i] in letter_count.keys(): + PFM_col[i] = letter_count[namespace[i]] + return PFM_col / sum(PFM_col) + + if type(seqs) is ndarray: + nseqs = None + if seq_type == 'AUTO' and namespace is None: + raise Exception("seq_type can not be 'AUTO', when namespace is None.") + if seq_type != 'OTHER': + namespace_dict = find_namespace(seq_type=seq_type) + namespace = namespace_dict['namespace'] + seq_type = namespace_dict['seq_type'] + pfm_mat = apply_along_axis(lambda x : x/sum(x), 0, seqs) + else: + nseqs = len(seqs) + letter_mat = letter_matrix(seqs) + ns = find_namespace(letter_mat, seq_type, namespace=namespace) + namespace = ns['namespace'] + seq_type = ns['seq_type'] + pfm_mat = apply_along_axis(add_PFM_col, 0, letter_mat) + N = len(namespace) + bits = self.__compute_bits(pfm_mat, N, nseqs) + return {'bits': bits, 'namespace': namespace, 'seq_type': seq_type, 'pfm': pfm_mat} + + + def __compute_bits(slef, pfm: ndarray, N: int = 4, Nseqs: ndarray = None) -> ndarray: + pfm = pfm.copy() + pfm[pfm == 0] = 1 + log2_pfm = log2(pfm) + H_i = - apply_along_axis(lambda x: sum(x), 0, pfm * log2_pfm) + e_n = 0 + if Nseqs is not None: + e_n = (1 / log(2)) * (N - 1) / (2 * Nseqs) + R_i = log2(N) - (H_i + e_n) + R_i = map(lambda x: max(x, 0), R_i.tolist()) + return array(list(R_i)) diff --git a/plotnineseqsuite/theme.py b/plotnineseqsuite/theme.py new file mode 100644 index 0000000..e9d9a46 --- /dev/null +++ b/plotnineseqsuite/theme.py @@ -0,0 +1,5 @@ +from plotnine import theme_538, theme, element_rect, element_blank, element_text + + +def theme_seq(): + return theme(panel_grid=element_blank(),panel_background=element_rect(fill='white')) \ No newline at end of file diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..927c74a --- /dev/null +++ b/setup.py @@ -0,0 +1,33 @@ +import setuptools + +with open("README.md", "r", encoding="utf-8") as fh: + long_description = fh.read() + +setuptools.setup( + name="plotnineseqsuite", + version="0.9.0", + author="Cao Tianze", + author_email="hnrcao@qq.com", + description="A Python package for visualizing sequence data using ggplot2", + long_description=long_description, + long_description_content_type="text/markdown", + url="https://github.com/caotianze/plotnineseqsuite", + project_urls={ + "Bug Tracker": "https://github.com/caotianze/plotnineseqsuite/issues", + }, + classifiers=[ + "Development Status :: 4 - Beta", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.10", + "License :: OSI Approved :: MIT License", + "Operating System :: OS Independent", + ], + packages=['plotnineseqsuite','plotnineseqsuite.font','plotnineseqsuite.data'], + python_requires=">=3.10", + install_requires=['plotnine>=0.10.1'], + license="MIT", + keywords=['ggplot2', 'plotnine', 'Bioinformatics', 'Sequence logo'], + package_data={ + "": ["*.csv"] + } +) diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/test_align.py b/tests/test_align.py new file mode 100644 index 0000000..aaf6e67 --- /dev/null +++ b/tests/test_align.py @@ -0,0 +1,16 @@ +from plotnine import ggplot, facet_wrap + +from plotnineseqsuite.align import geom_alignedSeq +from plotnineseqsuite.theme import theme_seq +from plotnineseqsuite.data import seqs_dna + +def test_geom_alignedSeq(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', + 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + ggplot() + geom_alignedSeq(data=seqs, font=None) + theme_seq() + ggplot() + geom_alignedSeq(data=seqs_dna['MA0013.1'], font=None) + theme_seq() + ggplot() + geom_alignedSeq(data=seqs) + theme_seq() + ggplot() + geom_alignedSeq(data=seqs_dna['MA0013.1']) + theme_seq() + ggplot() + geom_alignedSeq(data=seqs, + seq_names=['test-aaa', 'test-b', 'test-c', 'test-d', 'test-e', 'test-ff']) + theme_seq() + ggplot() + geom_alignedSeq(data=seqs, font_col='black', bg_col_scheme=None) + theme_seq() diff --git a/tests/test_bar.py b/tests/test_bar.py new file mode 100644 index 0000000..b84544a --- /dev/null +++ b/tests/test_bar.py @@ -0,0 +1,21 @@ +from numpy import array +from plotnine import ggplot + +from plotnineseqsuite.bar import geom_seqBar +from plotnineseqsuite.theme import theme_seq + + +def test_make_max_frequency(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + a=geom_seqBar(seqs)._geom_seqbar__make_max_frequency(seqs) + assert (a['max_frequency_mat'][0] == array(['T','A','G','T','A','A','A','C','A','A','A'])).all() + +def test_max_frequency_method(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + a = geom_seqBar(seqs)._geom_seqbar__max_frequency_method(seqs, seq_type='AUTO', namespace=None) + assert a['frequency_df'].size == 11*3 + +def test_geom_seqBar(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + ggplot() + geom_seqBar(seqs) + theme_seq() + ggplot() + geom_seqBar(seqs, font=None) + theme_seq() diff --git a/tests/test_col_schemes.py b/tests/test_col_schemes.py new file mode 100644 index 0000000..b5886ea --- /dev/null +++ b/tests/test_col_schemes.py @@ -0,0 +1,28 @@ +from plotnine import ggplot + +from plotnineseqsuite.col_schemes import * +from plotnineseqsuite.logo import geom_logo + +def test_make_col_scheme(): + cs1 = make_col_scheme(chars=['A', 'T', 'G', 'C'], groups=['g1', 'g1', 'g2', 'g2'], + cols=['red', 'red', 'blue', 'blue']) + cs2 = make_col_scheme(chars=['A', 'T', 'G', 'C'], cols=['red', 'red', 'blue', 'blue']) + cs3 = make_col_scheme(chars=['A', 'T', 'G', 'C'], values=[1, 2, 3, 4]) + assert cs1['cs'].size == 4 * 3 + assert cs2['cs'].size == 4 * 3 + assert cs3['cs'].size == 4 * 2 + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + #ggplot()+geom_logo(data=seqs,col_scheme='base_pairing')+theme_logo() + cs1 = make_col_scheme(chars=['A', 'T', 'C', 'G'], groups=['gr1', 'gr1', 'gr2', 'gr2'], + cols=['purple', 'purple', 'blue', 'blue']) + #ggplot() + geom_logo(data=seqs, col_scheme=cs1) + theme_logo() + cs2 = make_col_scheme(chars=['A', 'T', 'C', 'G'], values=[1,2,3,4]) + #ggplot() + geom_logo(data=seqs, col_scheme=cs2) + theme_logo() + + +def test_get_col_scheme(): + cs1 = get_col_scheme(col_scheme='AUTO',seq_type='rna') + cs2 = get_col_scheme(col_scheme='taylor') + assert cs1['cs'].size == 5*3 + assert cs1['name'] == 'nucleotide' + assert cs2['cs'].size == 20*3 \ No newline at end of file diff --git a/tests/test_common.py b/tests/test_common.py new file mode 100644 index 0000000..403d4fc --- /dev/null +++ b/tests/test_common.py @@ -0,0 +1,20 @@ +from plotnineseqsuite.common import * + + +def test_letter_matrix(): + assert (letter_matrix(['aa', 'cd']) == array([['a', 'a'], ['c', 'd']])).all() + + +def test_guess_seq_type(): + type1 = guess_seq_type(['A', 'C']) + assert type1 == 'DNA' + type2 = guess_seq_type(['A', 'U']) + assert type2 == 'RNA' + type3 = guess_seq_type(['A', 'R']) + assert type3 == 'AA' + + +def test_find_namespace(): + namespace = find_namespace(letter_mat=array([['A', 'A'], ['C', 'U']]), seq_type='AUTO') + assert namespace['namespace'] == ['A', 'U', 'G', 'C'] + assert namespace['seq_type'] == 'RNA' diff --git a/tests/test_font.py b/tests/test_font.py new file mode 100644 index 0000000..93d4233 --- /dev/null +++ b/tests/test_font.py @@ -0,0 +1,37 @@ +import pytest +from pandas import DataFrame +from plotnine import ggplot, ggtitle +import patchworklib as pw + +import plotnineseqsuite.font as pf +import plotnine.options as op + +def test_import_font(): + assert type(pf.xkcd_regular) == DataFrame + + +def test_get_fonts(): + assert type(pf.get_font('akrobat_bold')) == DataFrame + with pytest.raises(Exception): + pf.get_font('1') + + +def test_list_fonts(): + assert len( pf.list_fonts() ) == 12 + +def test_font_draw(): + op.figure_size = (5.7,2.9) + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + ggplot() + geom_logo(data=seqs, font='xkcd_regular') + theme_logo()+ggtitle('xkcd_regular') + fonts = pf.list_fonts() + for i in range(0,12,3): + g1 = pw.load_ggplot(ggplot() + geom_logo(data=seqs, font=fonts[i]) + theme_logo()+ggtitle(fonts[i])) + g2 = pw.load_ggplot(ggplot() + geom_logo(data=seqs, font=fonts[i+1]) + theme_logo() + ggtitle(fonts[i+1])) + g3 = pw.load_ggplot(ggplot() + geom_logo(data=seqs, font=fonts[i+2]) + theme_logo() + ggtitle(fonts[i+2])) + if i == 0: + allgg = g1|g2|g3 + else: + temp = g1|g2|g3 + allgg = temp/allgg + + allgg.savefig() diff --git a/tests/test_index.py b/tests/test_index.py new file mode 100644 index 0000000..20b1272 --- /dev/null +++ b/tests/test_index.py @@ -0,0 +1,135 @@ +import numpy as np +import patchworklib as pw +from plotnine import ggplot, facet_wrap, ggtitle, coord_fixed, scale_y_continuous +from plotnine.geoms import annotate +from plotnine.guides import guides +from plotnineseqsuite.align import geom_alignedSeq +from plotnineseqsuite.bar import geom_seqBar +from plotnineseqsuite.col_schemes import make_col_scheme +from plotnineseqsuite.data import seqs_dna, seqs_aa, pfms_dna +from plotnineseqsuite.font import list_fonts +from plotnineseqsuite.logo import geom_logo +from plotnineseqsuite.theme import theme_seq + + +def test_plot_an_aligned_sequences(): + ggplot() + geom_alignedSeq(seqs_dna['MA0013.1']) + theme_seq() + coord_fixed() + + +def test_no_background_color(): + ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font_col='black', bg_col_scheme=None) + theme_seq() + coord_fixed() + + +def test_no_sequence_letter(): + ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font=None) + theme_seq() + coord_fixed() + + +def test_tagging_sequences(): + names = ['seq-a', 'seq-b', 'seq-c', 'seq-d', 'seq-e', 'seq-f'] + ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], seq_names=names) + theme_seq() + coord_fixed() + + +def test_plot_a_sequence_logo(): + ggplot() + geom_logo(seqs_dna['MA0001.1']) + theme_seq() + + +def test_accepted_input_formats(): + ggplot() + geom_logo(pfms_dna['MA0018.2'], seq_type='DNA') + theme_seq() + + +def test_plotting_methods(): + ggplot() + geom_logo(seqs_dna['MA0001.1'], method='bits') + theme_seq() + ggplot() + geom_logo(seqs_dna['MA0001.1'], method='probability') + theme_seq() + + +def test_custom_height_logos(): + custom_mat = np.random.randn(4, 5) + ggplot() + geom_logo(custom_mat, method='custom', seq_type='DNA') + theme_seq() + + +def test_plot_a_sequence_bar(): + ggplot() + geom_seqBar(seqs_dna['MA0013.1']) + theme_seq() + + +def test_bar_accepted_input_formats(): + ggplot() + geom_seqBar(pfms_dna['MA0018.2'], seq_type='DNA') + theme_seq() + + +def test_bar_no_sequence_letter(): + ggplot() + geom_seqBar(seqs_dna['MA0013.1'], font=None) + theme_seq() + + +def test_preset_alphabets(): + ggplot() + geom_logo(seqs_aa['AKT1'], seq_type='AA') + theme_seq() + + +def test_custom_alphabet(): + seqs_numeric = list( + map(lambda x: x.replace('A', '1').replace('T', '2').replace('G', '3').replace('C', '4'), seqs_dna['MA0001.1'])) + ggplot() + geom_logo(seqs_numeric, method='probability', namespace=['1', '2', '3', '4']) + theme_seq()+guides(fill=False) + seqs_numeric = list( + map(lambda x: x.replace('A', 'δ').replace('T', 'ε').replace('G', 'ψ').replace('C', 'λ'), seqs_dna['MA0001.1'])) + ggplot() + geom_logo(seqs_numeric, method='probability', namespace=['δ', 'ε', 'ψ', 'λ']) + theme_seq()+guides(fill=False) + + +def test_preset_color_schemes(): + ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme='base_pairing') + theme_seq() + + +def test_custom_color_schemes(): + cs1 = make_col_scheme(chars=['A', 'T', 'C', 'G'], groups=['gr1', 'gr1', 'gr2', 'gr2'], + cols=['purple', 'purple', 'blue', 'blue']) + ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme=cs1) + theme_seq() + cs2 = make_col_scheme(chars=['A', 'T', 'C', 'G'], values=[1, 2, 3, 4]) + ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme=cs2) + theme_seq() + + +def test_multiple_grouped_sequences(): + ggplot() + geom_logo(seqs_dna) + theme_seq() + facet_wrap('~seq_group', ncol=4, scales='free_x') + + +def test_fonts(): + fonts = list_fonts() + for i in range(0, 15, 3): + g1 = pw.load_ggplot( + ggplot() + geom_logo(data=seqs_dna['MA0001.1'], font=fonts[i]) + theme_seq() + ggtitle(fonts[i])) + g2 = pw.load_ggplot( + ggplot() + geom_logo(data=seqs_dna['MA0001.1'], font=fonts[i + 1]) + theme_seq() + ggtitle(fonts[i + 1])) + g3 = pw.load_ggplot( + ggplot() + geom_logo(data=seqs_dna['MA0001.1'], font=fonts[i + 2]) + theme_seq() + ggtitle(fonts[i + 2])) + if i == 0: + allgg = g1 | g2 | g3 + else: + temp = g1 | g2 | g3 + allgg = temp / allgg + + allgg.savefig() + + +def test_combining_plots(): + names = ['seq-a', 'seq-b', 'seq-c', 'seq-d', 'seq-e', 'seq-f'] + seqs = geom_alignedSeq(seqs_dna['MA0013.1'], seq_names=names) + logo = geom_logo(seqs_dna['MA0013.1'], method='probability') + logo.data['y'] = logo.data['y'] + 6.1 + bar = geom_seqBar(seqs_dna['MA0013.1'], font=None) + bar.bar_data['y'] = bar.bar_data['y'] - 1.1 + ggplot() + logo + bar + seqs + theme_seq() + scale_y_continuous( + breaks=lambda x: [k + 0.5 for k in range(0, len(names))], + labels=names) + + +def test_modify_the_starting_position(): + names = ['seq-a', 'seq-b', 'seq-c', 'seq-d', 'seq-e', 'seq-f'] + seqs = geom_alignedSeq(seqs_dna['MA0013.1'], seq_names=names) + seqs.bg_data['x'] = seqs.bg_data['x'] + 3333 + seqs.letter_data['x'] = seqs.letter_data['x'] + 3333 + ggplot() + seqs + theme_seq() + + +def test_annotate(): + ggplot() + geom_alignedSeq(seqs_dna['MA0013.1']) + annotate('rect', xmin=0.5, xmax=3.5, ymin=-0.05, ymax=6.1, + alpha=.1, color='black') + theme_seq() + ggplot() + geom_seqBar(seqs_dna['MA0013.1']) + annotate('segment', x=1.5, xend=2.5, y=0, yend=0, size=2, color='red') + annotate( + 'segment', x=4.5, xend=7.5, y=0, yend=0, size=2, color='red') + annotate('segment', x=8.5, xend=11.5, y=0, yend=0, + size=2, color='red') + annotate('text', x=6, y=-0.2, + label='A is the most', color='red') + theme_seq() diff --git a/tests/test_logo.py b/tests/test_logo.py new file mode 100644 index 0000000..5dfec82 --- /dev/null +++ b/tests/test_logo.py @@ -0,0 +1,127 @@ +from plotnine import ggplot, facet_wrap +from numpy import random, array + +import patchworklib as pw +from plotnineseqsuite.logo import geom_logo +from plotnineseqsuite.theme import theme_seq +from numpy import allclose + + +def test_logo_data(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + logo_dict = geom_logo(seqs)._geom_logo__logo_data(seqs, 'akrobat_bold') + assert logo_dict['logo_data'].size == 942 * 6 + assert logo_dict['seq_type'] == 'DNA' + + +def test_geom_logo(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + seqs1 = ["KHEEEEWTDDDLVES", "VWDHIEVSDDEDETH", "TSADVKMSSSEEVSW", + "SADVKMSSSEEVSWI", "RAAMFPETLDEGMQI", "AAPEEAETLAETEPE", + "EAETLAETEPERHLG", "GDVEGSQSQDEGEGS", "QEEEILGSDDDEQED", + "DYLFEPHSGEEYTRD", "FLDSLGFSTREEGDL", "QDNGAEDSGDTEDEL", + "GAEDSGDTEDELRRV", "GEDPYAGSTDENTDS", "EDPYAGSTDENTDSE", + "AGSTDENTDSEEHQE", "EFDTNYATDDDIVFE", "KSNIVLLSAEEKKEQ", + "PPQDQESSPIENDSS", "DDDDDDNSDEEDNDD", "PKIEEERSEEEGTPP", + "QVAAIAETDESAESE", "SEHDSDESSDDDSDS", "EHDSDESSDDDSDSE", + "DESSDDDSDSEEPSK", "SKESEHDSDESSDDD", "NAIRYIESLQELLRE", + "HKAELQGSDEDEHVR", "NEAYEMPSEEGYQDY", "SEGGADDSAEEGDLL", + "TSGEDTLSDSDDEDD", "GEDTLSDSDDEDDEE", "ELRTAKDSDDDDDVA", + "GSVSEDNSEDEISNL", "AGKGGAASGSDSADK", "KRSRAIHSSDEGEDQ", + "RSRAIHSSDEGEDQA", "KFVIRPATAADCSDI", "FYKRRGASDLSSEEG", + "RRGASDLSSEEGWRL", "AAQQTKGSYMEVEDN", "MEVEDNRSQVETDDL", + "VDGTGDTSSEEDEDE", "DGTGDTSSEEDEDEE", "VEEEPLNSEDDVSDE", + "LNSEDDVSDEEGQEL", "DDIDLFGSDDEEESE", "GSDDEEESEEAKRLR", + "KEEEEGISQESSEEE", "IACEEEFSDSEEEGE", "CEEEFSDSEEEGEGG", + "TSVTPDVSDNEPDHY", "YRIQEQESSGEEDSD", "RIQEQESSGEEDSDL", + "GDDEDACSDTEATEA", "ESETNQNSSSDSEAE", "SETNQNSSSDSEAER", + "ETNQNSSSDSEAERR", "LGLPEEETELDNLTE", "KNSRVTFSEDDEIIN", + "MPLQPNASLNEEEGT", "PRMRRQRSAPDLKES", "NLNENQASEEEDELG", + "LFRLSEHSSPEEEAS", "AGESLDQSMEEEEEE", "ADRPPSMSSHDTASP", + "EDAVHEDSGDEDGED", "IACDEEFSDSEDEGE", "CDEEFSDSEDEGEGG", + "VDGSGDTSSNEEIGS", "DGSGDTSSNEEIGST", "VEEDPLNSGDDVSEQ", + "LNSGDDVSEQDVPDL", "PYPSPVLSEEEDLPL", "DSPALEVSDSESDEA", + "PALEVSDSESDEALV", "TKRPEGRTYADYESV", "RTYADYESVNECMEG", + "PTEENEMSSEADMEC", "TNGDGEISTSELREA"] + logo_dict = geom_logo(seqs1)._geom_logo__logo_data(seqs1, 'akrobat_bold') + assert logo_dict['logo_data'].size == 7644 * 6 + assert logo_dict['seq_type'] == 'AA' + ggplot() + geom_logo(data=seqs1, font='akrobat_bold')+theme_seq() + ggplot() + geom_logo(data=seqs, method='probability')+theme_seq() + + + +def test_CUSTOM_geom_logo(): + seqs = random.randint(-2, 2, size=(4, 4)) + ggplot()+geom_logo(data=seqs, method='custom', seq_type='DNA')+theme_seq() + + +def test_narray_data(): + seqs = array([[2, 7, 0, 6, 14, 14, 0, 0], + [13, 0, 7, 0, 0, 0, 0, 1], + [0, 5, 5, 1, 0, 2, 0, 6], + [0, 4, 4, 9, 2, 0, 16, 9]]) + ggplot() + geom_logo(data=seqs, method='bits', seq_type='DNA') + theme_seq() + +def test_facet(): + seq1 = array([[1,1,0,0], + [0,1,0,1], + [0,1,1,0], + [0,0,1,1]]) + seq2 = array([[0,1,0,1], + [0,1,0,1], + [0,1,1,0], + [1,0,1,0]]) + seq3 = array([[0,1,1,1], + [1,1,1,1], + [1,1,0,1], + [1,0,0,0]]) + ggplot() + geom_logo(data={'ad':seq1,'cc':seq2,'45':seq3}, method='probability', seq_type='DNA')+ theme_seq()+facet_wrap('~seq_group') + +def test_compute_bits(): + pfm = array([[0.1666667, 0.6666667, 0.3333333, 0.1666667, 0.8333333, 1, 0.8333333, 0.1666667, 0.5000000, 0.8333333, + 0.5000000], + [0.6666667, 0.3333333, 0.0000000, 0.8333333, 0.0000000, 0, 0.0000000, 0.1666667, 0.3333333, 0.1666667, + 0.3333333], + [0.0000000, 0.0000000, 0.6666667, 0.0000000, 0.1666667, 0, 0.1666667, 0.1666667, 0.1666667, 0.0000000, + 0.0000000], + [0.1666667, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 0.0000000, 0.5000000, 0.0000000, 0.0000000, + 0.1666667]]) + R_i = array( + [0.38769702, 0.72103044, 0.72103044, 0.98930374, 0.98930374, 1.63932624, 0.98930374, 0., 0.18017829, 0.98930374, + 0.18017829]) + Nseqs = array([6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6]) + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + assert allclose(geom_logo(seqs)._geom_logo__compute_bits(pfm, 4, Nseqs), R_i) + + +def test_make_pfm(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + pfm_dict = geom_logo(seqs)._geom_logo__make_PFM(seqs) + pfm = array([[0.1666667, 0.6666667, 0.3333333, 0.1666667, 0.8333333, 1, 0.8333333, 0.1666667, 0.5000000, 0.8333333, + 0.5000000], + [0.1666667, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 0.0000000, 0.5000000, 0.0000000, 0.0000000, + 0.1666667], + [0.0000000, 0.0000000, 0.6666667, 0.0000000, 0.1666667, 0, 0.1666667, 0.1666667, 0.1666667, 0.0000000, + 0.0000000], + [0.6666667, 0.3333333, 0.0000000, 0.8333333, 0.0000000, 0, 0.0000000, 0.1666667, 0.3333333, 0.1666667, + 0.3333333]]) + R_i = array( + [0.38769702, 0.72103044, 0.72103044, 0.98930374, 0.98930374, 1.63932624, 0.98930374, 0., 0.18017829, 0.98930374, + 0.18017829]) + assert allclose(pfm_dict['bits'], R_i) + assert pfm_dict['seq_type'] == 'DNA' + assert allclose(pfm_dict['pfm'], pfm) + +def test_probability_method(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + height_info = geom_logo(seqs)._geom_logo__probability_method(seqs=seqs, reverse=False, seq_type='AUTO', namespace=None) + assert height_info['height_df'].size == 26 * 4 + assert height_info['seq_type'] == 'DNA' + + +def test_bits_method(): + seqs = ['TTGTGAAAGAC', 'AAGTAAACTAA', 'TAATAAACAAA', 'TAATAAACAAA', 'CTGTAAATATT', 'TAGAAAGGTAT'] + height_info = geom_logo(seqs)._geom_logo__bits_method(seqs=seqs, reverse=False, seq_type='AUTO', namespace=None) + assert height_info['height_df'].size == 22 * 4 + assert height_info['seq_type'] == 'DNA' \ No newline at end of file diff --git a/tests/test_paper.py b/tests/test_paper.py new file mode 100644 index 0000000..6ca5061 --- /dev/null +++ b/tests/test_paper.py @@ -0,0 +1,207 @@ +# In order to execute the code correctly, the user needs to ensure that there is a 'paper' directory in the working directory. +# Install plotnineSeqSuite: pip install plotnineseqsuite +# Install Pillow: pip install Pillow +from plotnine import ggplot, ggtitle, theme, element_text + +from plotnineseqsuite.data import seqs_dna, seqs_aa +from plotnineseqsuite.logo import geom_logo +from plotnineseqsuite.theme import theme_seq + +A = ggplot() + geom_logo(seqs_aa['CSNK2A2'], col_scheme='chemistry') + ggtitle('A') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2A +A.save('paper/Fig. 2A.png') +B = ggplot() + geom_logo(seqs_aa['CSNK2A2'], col_scheme='chemistry2') + ggtitle('B') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2B +B.save('paper/Fig. 2B.png') +C = ggplot() + geom_logo(seqs_aa['CSNK2A2'], col_scheme='hydrophobicity') + ggtitle('C') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2C +C.save('paper/Fig. 2C.png') +D = ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme='nucleotide') + ggtitle('D') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2D +D.save('paper/Fig. 2D.png') +E = ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme='nucleotide2') + ggtitle('E') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2E +E.save('paper/Fig. 2E.png') +F = ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme='base_pairing') + ggtitle('F') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2F +F.save('paper/Fig. 2F.png') +G = ggplot() + geom_logo(seqs_aa['CSNK2A2'], col_scheme='clustalx') + ggtitle('G') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2G +G.save('paper/Fig. 2G.png') +H = ggplot() + geom_logo(seqs_aa['CSNK2A2'], col_scheme='taylor') + ggtitle('H') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2H +H.save('paper/Fig. 2H.png') +from plotnine import ggplot +from plotnineseqsuite.data import seqs_dna +from plotnineseqsuite.col_schemes import make_col_scheme +from plotnineseqsuite.logo import geom_logo +from plotnineseqsuite.theme import theme_seq + +cs1 = make_col_scheme(chars=['A', 'T', 'C', 'G'], groups=['gr1', 'gr1', 'gr2', 'gr2'], + cols=['purple', 'purple', 'blue', 'blue']) +I = ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme=cs1) + ggtitle('I') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2I +I.save('paper/Fig. 2I.png') +cs2 = make_col_scheme(chars=['A', 'T', 'C', 'G'], values=[1, 2, 3, 4]) +J = ggplot() + geom_logo(seqs_dna['MA0001.1'], col_scheme=cs2) + ggtitle('J') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 2J +J.save('paper/Fig. 2J.png') + +from plotnine import ggplot, coord_fixed, ggtitle, theme, element_text +from plotnineseqsuite.align import geom_alignedSeq +from plotnineseqsuite.theme import theme_seq +from plotnineseqsuite.data import seqs_dna + +A = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='times_new_roman') + ggtitle('A') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3A +A.save('paper/Fig. 3A.png') +B = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='arial') + ggtitle('B') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3A +B.save('paper/Fig. 3B.png') +C = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='courier_new') + ggtitle('C') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3A +C.save('paper/Fig. 3C.png') +D = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='xkcd_regular') + ggtitle('D') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3A +D.save('paper/Fig. 3D.png') +E = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='akrobat_bold') + ggtitle('E') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3B +E.save('paper/Fig. 3E.png') +F = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='akrobat_regular') + ggtitle('F') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3C +F.save('paper/Fig. 3F.png') +G = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='helvetica_bold') + ggtitle('G') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3D +G.save('paper/Fig. 3G.png') +H = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='helvetica_light') + ggtitle('H') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3E +H.save('paper/Fig. 3H.png') +I = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='helvetica_regular') + ggtitle('I') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3F +I.save('paper/Fig. 3I.png') + +J = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='roboto_bold') + ggtitle('J') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3G +J.save('paper/Fig. 3J.png') +K = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='roboto_medium') + ggtitle('K') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3H +K.save('paper/Fig. 3K.png') +L = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='roboto_regular') + ggtitle('L') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3I +L.save('paper/Fig. 3L.png') + +M = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='roboto_slab_bold') + ggtitle('M') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3J +M.save('paper/Fig. 3M.png') +N = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='roboto_slab_light') + ggtitle('N') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3K +N.save('paper/Fig. 3N.png') +O = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font='roboto_slab_regular') + ggtitle('O') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig .3L +O.save('paper/Fig. 3O.png') + +from plotnine import ggplot, coord_fixed, ggtitle, theme, element_text +from plotnine.guides import guides +from plotnineseqsuite.data import seqs_dna +from plotnineseqsuite.logo import geom_logo +from plotnineseqsuite.theme import theme_seq +from plotnineseqsuite.align import geom_alignedSeq +from plotnineseqsuite.bar import geom_seqBar + +seqs_numeric = list( + map(lambda x: x.replace('A', 'a').replace('T', 't').replace('G', 'g').replace('C', 'c'), seqs_dna['MA0001.1'])) +A = ggplot() + geom_logo(seqs_numeric, method='probability', namespace=['a', 't', 'g', 'c']) + ggtitle( + 'A') + theme_seq() + theme(plot_title=element_text(size=30, ha='left')) + guides(fill=False) # Fig .4A +A.save('paper/Fig. 4A.png') +seqs_numeric = list( + map(lambda x: x.replace('A', '1').replace('T', '2').replace('G', '3').replace('C', '4'), seqs_dna['MA0001.1'])) +B = ggplot() + geom_logo(seqs_numeric, method='probability', namespace=['1', '2', '3', '4']) + ggtitle( + 'B') + theme_seq() + theme(plot_title=element_text(size=30, ha='left')) + guides(fill=False) # Fig .4B +B.save('paper/Fig. 4B.png') +seqs_numeric = list( + map(lambda x: x.replace('A', 'δ').replace('T', 'ε').replace('G', 'ψ').replace('C', 'λ'), seqs_dna['MA0001.1'])) +C = ggplot() + geom_logo(seqs_numeric, method='probability', namespace=['δ', 'ε', 'ψ', 'λ']) + ggtitle( + 'C') + theme_seq() + theme(plot_title=element_text(size=30, ha='left')) + guides(fill=False) # Fig .4C +C.save('paper/Fig. 4C.png') +import numpy as np + +custom_mat = np.random.randn(4, 5) +D = ggplot() + geom_logo(custom_mat, method='custom', seq_type='DNA') + ggtitle('D') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig .4D +D.save('paper/Fig. 4D.png') +E = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font=None) + ggtitle('E') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig. 4E +E.save('paper/Fig. 4E.png') +F = ggplot() + geom_seqBar(seqs_dna['MA0013.1'], font=None) + ggtitle('F') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig. 4F +F.save('paper/Fig. 4F.png') +G = ggplot() + geom_alignedSeq(seqs_dna['MA0013.1'], font_col='black', bg_col_scheme=None) + ggtitle( + 'G') + theme_seq() + theme(plot_title=element_text(size=30, ha='left')) + coord_fixed() # Fig. 4G +G.save('paper/Fig. 4G.png') +from plotnine import scale_y_continuous + +names = ['seq-a', 'seq-b', 'seq-c', 'seq-d', 'seq-e', 'seq-f'] +seqs = geom_alignedSeq(seqs_dna['MA0013.1'], seq_names=names) +logo = geom_logo(seqs_dna['MA0013.1'], method='probability') +logo.data['y'] = logo.data['y'] + 6.1 +bar = geom_seqBar(seqs_dna['MA0013.1'], font=None) +bar.bar_data['y'] = bar.bar_data['y'] - 1.1 +H = ggplot() + logo + bar + seqs + ggtitle('H') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) + scale_y_continuous( + breaks=lambda x: [k + 0.5 for k in range(0, len(names))], labels=names) # Fig .4H +H.save('paper/Fig. 4H.png') +from plotnine.geoms import annotate + +I = ggplot() + geom_seqBar(seqs_dna['MA0013.1']) + annotate('segment', x=1.5, xend=2.5, y=0, yend=0, size=2, + color='red') + annotate('segment', x=4.5, xend=7.5, y=0, + yend=0, size=2, + color='red') + annotate('segment', + x=8.5, + xend=11.5, + y=0, yend=0, + size=2, + color='red') + annotate( + 'text', x=6, y=-0.2, label='A is the most', color='red') + ggtitle('I') + theme_seq() + theme( + plot_title=element_text(size=30, ha='left')) # Fig .4I +I.save('paper/Fig. 4I.png') + +from PIL import Image + +name2 = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J'] +img2 = [] +resize_img2=[] +for item in name2: + img2.append(Image.open('paper/Fig. 2%s.png' % item)) +for item in img2: + resize_img2.append(item.resize((img2[0].width,img2[0].height))) +coordinate2 = [(0, 0), (1, 0), (2, 0), (3, 0), (4, 0), (0, 1), (1, 1), (2, 1), (3, 1), (4, 1)] +dst = Image.new('RGB', (img2[0].width * 5, img2[0].height * 2)) +list(map(lambda img_item, coordinate_size: dst.paste(img_item, ( +img2[0].width * coordinate_size[0], img2[0].height * coordinate_size[1])), resize_img2, coordinate2)) +dst.save('paper/Fig. 2.png') + +name3 = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J','K','L','M','N','O'] +img3 = [] +resize_img3=[] +for item in name3: + img3.append(Image.open('paper/Fig. 3%s.png' % item)) +for item in img3: + resize_img3.append(item.resize((img3[0].width,img3[0].height))) +coordinate3 = [(0, 0), (1, 0), (2, 0), (0, 1), (1, 1), (2, 1), (0, 2), (1, 2), (2, 2), (0, 3), (1, 3), (2, 3), (0, 4), (1, 4), (2, 4)] +dst = Image.new('RGB', (img3[0].width * 3, img3[0].height * 5)) +list(map(lambda img_item, coordinate_size: dst.paste(img_item, ( +img3[0].width * coordinate_size[0], img3[0].height * coordinate_size[1])), resize_img3, coordinate3)) +dst.save('paper/Fig. 3.png') + +name4 = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I'] +img4 = [] +resize_img4=[] +for item in name4: + img4.append(Image.open('paper/Fig. 4%s.png' % item)) +for item in img4: + resize_img4.append(item.resize((img4[0].width,img4[0].height))) +coordinate4 = [(0, 0), (1, 0), (2, 0), (0, 1), (1, 1), (2, 1), (0, 2), (1, 2), (2, 2)] +dst = Image.new('RGB', (img4[0].width * 3, img4[0].height * 3)) +list(map(lambda img_item, coordinate_size: dst.paste(img_item, ( +img4[0].width * coordinate_size[0], img4[0].height * coordinate_size[1])), resize_img4, coordinate4)) +dst.save('paper/Fig. 4.png') \ No newline at 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