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BigCode 1.4k

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns", "_____no_output_____" ], [ "df = pd.read_csv(\"C:\\\\Users\\\\Ketan Gangal\\\\OneDrive\\\\Desktop\\\\python_basic\\\\Ml\\\\00 ml_course\\\\05-Seaborn\\\\country_table.csv\")\n", "_____no_output_____" ], [ "df", "_____no_output_____" ], [ "# index and columns for head map should be label\ndf = df.set_index('Countries')", "_____no_output_____" ], [ "df", "_____no_output_____" ], [ "plt.figure(dpi = 200)\nsns.heatmap(df.drop(columns = 'Life expectancy'),lw = 0.5,annot = True,\n cmap = 'viridis')", "_____no_output_____" ], [ "plt.figure(dpi = 300)\nsns.clustermap(df.drop(columns = 'Life expectancy'),lw = 0.5,annot = True,\n cmap = 'viridis')", "_____no_output_____" ], [ "plt.figure(dpi = 300)\nsns.clustermap(df.drop(columns = 'Life expectancy'),lw = 0.5,annot = True,\n cmap = 'viridis',col_cluster=False)", "_____no_output_____" ], [ "plt.figure(dpi = 300)\nsns.clustermap(df.drop(columns = 'Life expectancy'),lw = 0.5,annot = True,\n cmap = 'viridis')", "_____no_output_____" ] ] ]

[ "code" ]

[ [ "code", "code", "code", "code", "code", "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "# Alzhippo Pr0gress\n\n##### Possible Tasks\n- **Visualizing fibers** passing through ERC and hippo, for both ipsi and contra cxns (4-figs) (GK)\n- **Dilate hippocampal parcellations**, to cover entire hippocampus by nearest neighbour (JV)\n- **Voxelwise ERC-to-hippocampal** projections + clustering (Both)", "_____no_output_____" ], [ "## Visulaizating fibers\n\n1. Plot group average connectome\n2. Find representative subject X (i.e. passes visual inspection match to the group)\n3. Visualize fibers with parcellation\n4. Repeat 3. on dilated parcellation\n5. If connections appear more symmetric in 4., regenerate graphs with dilated parcellation", "_____no_output_____" ], [ "### 1. Plot group average connectome", "_____no_output_____" ] ], [ [ "import numpy as np\nimport networkx as nx\nimport nibabel as nib\nimport scipy.stats as stats\nimport matplotlib.pyplot as plt\nfrom nilearn import plotting\nimport os\nimport seaborn as sns\nimport pandas\n\n%matplotlib notebook", "_____no_output_____" ], [ "def matrixplotter(data, log=True, title=\"Connectivity between ERC and Hippocampus\"):\n plotdat = np.log(data + 1) if log else data\n plt.imshow(plotdat)\n labs = ['ERC-L', 'Hippo-L-noise', 'Hippo-L-tau',\n 'ERC-R', 'Hippo-R-noise', 'Hippo-R-tau']\n plt.xticks(np.arange(0, 6), labs, rotation=40)\n plt.yticks(np.arange(0, 6), labs)\n plt.title(title)\n plt.colorbar()\n plt.show() ", "_____no_output_____" ], [ "avg = np.load('../data/connection_matrix.npy')\nmatrixplotter(np.mean(avg, axis=2))", "_____no_output_____" ] ], [ [ "### 2. Find representative subject", "_____no_output_____" ] ], [ [ "tmp = np.reshape(avg.T, (355, 36))\ntmp[0]\ncorrs = np.corrcoef(tmp)[-1]\ncorrs[corrs == 1] = 0\nbestfit = int(np.where(corrs == np.max(corrs))[0])\nprint(\"Most similar graph: {}\".format(bestfit))", "Most similar graph: 333\n" ], [ "dsets = ['../data/graphs/BNU1/combined_erc_hippo_labels/',\n '../data/graphs/BNU3/',\n '../data/graphs/HNU1/']\nfiles = [os.path.join(d,f) for d in dsets for f in os.listdir(d)]\ngraph_fname = files[bestfit]\ngx = nx.read_weighted_edgelist(graph_fname)\nadjx = np.asarray(nx.adjacency_matrix(gx).todense())\nmatrixplotter(adjx)\nprint(graph_fname)", "_____no_output_____" ] ], [ [ "**N.B.**: The fibers from the subject/session shown above were SCP'd from the following location on Compute Canada's Cedar machine by @gkiar. They are too large for a git repository, but they were downloaded to the `data/fibers/` directory from the root of this project. Please @gkiar him if you'd like access to this file, in lieu of better public storage:\n\n> /project/6008063/gkiar/ndmg/connectomics/ndmg-d/HNU1/fibers/sub-0025444_ses-2_dwi_fibers.npz", "_____no_output_____" ], [ "### 3. Visualize fibers with parcellation", "_____no_output_____" ], [ "Because I don't have VTK/Dipy locally, this was done in Docker with the script in `./code/npz2trackviz.py` and submitted to the scheduler with `./code/npzdriver.sh`.\n\nThe command to run this in Docker, from the base directory of this project was:\n\n docker run -ti \\\n -v /Users/greg/code/gkiar/alzhippo/data/:/data \\\n -v /Users/greg/code/gkiar/alzhippo/code/:/proj \\\n --entrypoint python2.7 \\\n bids/ndmg:v0.1.0 \\\n /proj/npz2trackviz.py /data/fibers/sub-0025444_ses-2_dwi_fibers.npz /data/combined_erc_hippo_labels.nii.gz\n\nThe resulting `.trk` files were viewed locally with [TrackVis](http://www.trackvis.org/) to make the screenshot below.", "_____no_output_____" ] ] ]

[ "markdown", "code", "markdown", "code", "markdown" ]

[ [ "markdown", "markdown", "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code" ], [ "markdown", "markdown", "markdown" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "# Course introduction", "_____no_output_____" ], [ "## A. Overview", "_____no_output_____" ], [ "### Am I ready to take this course?\n\nYes. Probably. Some programming experience will help, but is not required. If you have no programming experience, I strongly encourage you to go through the first handful of modules on the [Codecademy Python course](https://www.codecademy.com/learn/learn-python) as soon as possible. While that course utilizes Python 2, we will be using Python 3 in our course here. BUT...many of the basics are identical between the two versions. \n\nThere are <b>a lot</b> of online resources that you can use to supplement things we learn in class. Some examples are:\n\n * [python.org Tutorial](https://docs.python.org/3/tutorial/index.html)\n * [Learn Python](https://www.learnpython.org/)\n * [Google](http://google.com) (Just type in your question and follow the first [stackoverflow](http://stackoverflow.com) link. This is surprisingly effective; do this first.)", "_____no_output_____" ], [ "### What computational resources do I need for class?\n\nYou will need a laptop that will provide you access to the course (i.e. internet access) and a Python environment to follow along. ", "_____no_output_____" ], [ "### How is this for geosciences specifically?\n\nThe goal of this class is to provide information for all fields in geoscience. To that end, I will try to cover topics from geology, geography, atmospheric sciences, and oceanography. Specifically, I will focus on 1D timeseries, and 2D geospatial (i.e., on a map) analysis. If you have any topics you would like to cover, please let me know, and I will do my best to accommodate.", "_____no_output_____" ], [ "## Class setup\n\n### Class format\n\nWe will go through course materials during class time. You should bring a computer to class so that you can follow along and participate in exercises. Also, course materials are interactive, so you can learn by running code snippets as we go and asking questions. Much like learning a new spoken language, hands-on coding is one the <b>best</b> ways to learn a new language. \n\n\n### Course materials\n\nThe course materials are available in the [class repository](https://github.com/snifflesnrumjum/python4geosciences). They are in the form of [Jupyter notebooks](http://jupyter.org/). More information on notebooks in the next section.\n\nYou'll do your work either on your own computer, in a Google Colab notebook, or through the VOAL provided by Texas A&M University. To access the VOAL when off campus, you need to first set up a VPN connection. Set this up for your computer by visiting `https://connect.tamu.edu` and follow instructions there. You'll need to sign in with your NetID, and click on the little blue link that says \"AnyConnect VPN\" if and when you find that \"Web-based installation was unsuccessful\" to install Cisco AnyConnect (you will no longer use the web-based installer after this). When you open the Cisco application on your computer, you will need to fill in \"connect.tamu.edu\" in the little box, then use your NetID and university password to connect. Then you can run this application to use your computer as if you are on campus.\n\n\n### Course textbook\n\nThere is no textbook for the course. But if you'd like an outside resource, here are three recommendations:\n\n1. Learning Python by Mark Lutz (available electronically through TAMU Library http://library.tamu.edu/)\n2. Beginning Python by Magnus Lie Hetland (available electronically through TAMU Library http://library.tamu.edu/)\n3. Allen Downey has written a number of books on Python and related scientific subjects. And as a bonus, they are free (digital versions): http://greenteapress.com/wp/. In particular you would want to check out Think Python (2nd edition).\n ", "_____no_output_____" ], [ "## B. Jupyter notebooks\n\nThis file format makes it easy to seamlessly combine text and code. The text can be plain or formatted with [Markdown](https://daringfireball.net/projects/markdown/). The code can be written in over 40 languages including Python, R, and Scala. Most importantly, the code can be interacted with when the notebook is opened in a local (that is, on your computer) iPython server. Alternatively, it can simply be viewed through a github repository (like [this very notebook](https://github.com/snifflesnrumjum/python4geosciences/blob/master/materials/0_intro.ipynb)) or through [nbviewer](http://nbviewer.ipython.org/).\n\nYou'll be able to run class materials (in the form of Jupyter notebooks) on your own computer, on Google Colab or the VOAL via your web browser as well as create and work on homework assignments. If you prefer, you are welcome to run Python on your own computer, but you will need to do that mostly on your own. If you go that route, I recommend using Python 3 (which we will be using in class) and a distribution from [Anaconda](https://www.anaconda.com/products/individual). \n\n\n### Create a new notebook\n\nStart up your local notebook server in your new repo and create a new Jupyter notebook from the local server page.\n\n### Choose syntax for a cell\n\nNotebooks are built of cells. Cells can have multiple built-in formats including code and Markdown for text. You can select the desired format from a dropdown menu at the top.\n\nIf you want to type words, use \"Markdown\"; if you want to write code, choose \"code\".\n\n### Move between cells\n\nTo run a given cell, type `[shift-enter]` which active in that cell. You can run all of the cells with Cell > Run all; other variations are available in that drop down menu.\n\n\n### Homework\n\nWe'll discuss homework soon and go through details. It will be in the form of Jupyter notebooks and will be submitted through the Canvas LMS.\n", "_____no_output_____" ], [ "---\n\nThe material below is bonus for any students that are interested in using a terminal window on their own computer for running Python. We may go through it in class.", "_____no_output_____" ], [ "## Command-line interface\n\nA command-line interface is a way to interact with your computer using text instead of a Graphical User Interface (GUI), a GUI being visually based with icons etc. We will use these in this class. On a Macintosh or Linux machine, this is a terminal window. On a PC this is often called a command prompt.\n\nHere are some commonly-used commands:\n\n* `cd [path]`: change directory from current location to [path]. `cd ..` can be used to move up a single directory, and `cd ../..` moves up two directories, etc.\n* `pwd`: print working directory, as in write out the current location in the terminal window.\n* `ls`: list files in current directory. `ls -l` list files in long format to include more information, `ls -a` to list all files even those that are usually not shown because the have a `.` in front, `ls -h` to show file sizes in human readable format. Flags can always be combined to use multiple options at once, as in `ls -ah` to show all files in human readable format.\n* [tab]: Tab completion. You can always push tab in the terminal window to see available options. As you have some letters entered and push tab, the options will be limited to those that fit the pattern you have started.\n* `mkdir [dirname]`: make directory called dirname.\n* `rm [filename]`: remove a file called filename. To remove a directory called dirname, use `rm -r [dirname]`.", "_____no_output_____" ], [ "## Short git and GitHub tutorial (optional)\n\nClass materials are available on a [GitHub](http://github.org) repository. GitHub is a way to share and access code online which has been version-controlled using git. Version control allows changes in code to be tracked over time; this is important for reproducibility, retrieving code in case of accidents, and working on code in groups. Git is one way to version control your code — other methods include subversion (svn), cvs, and mercurial. More information on this is provided below.\n\nRemember: you can always google to learn more! Google is an infinite resource that you can ask at any time of the day. Here we summarize a brief overview of how to use git. GitHub has a [cheatsheet](https://education.github.com/git-cheat-sheet-education.pdf) available.\n\nTo get changes in a file in a local version of a repository tracked, saved, and then shared with the internet (on github), do the following:\n\n* `git add` to initially tell the system to track your file and subsequently to tell the system that you want to take into account new changes to the file (you can also add more than one file in this process). Then \n* `git commit -m [commit note]` to save the changes. Then\n* `git push` to share the changes with the version of your repository on github. Now you should be able to look at your repo on github and see your updated file there.\n\n**GitHub Desktop**\n\nAfter you have made your repository on GitHub (the website), you should clone it to GitHub Desktop (which is on your local machine). (This should be very easy if you are properly signed into your github account in GitHub Desktop.) Then to get your file tracked and pushed to GitHub (the website):\n\n* While inspecting the relevant repository, any untracked files or changes to tracked files are shown in the middle window (it is white with horizontal lines). To do the equivalent of `git add`, you should check the box of the file.\n* To commit your changes, fill out the form at the bottom of the same window. One short window leaves space for a \"Summary\" of your changes, and if you have more to say you can put it in the \"Description\" box.\n* To push your local changes out to GitHub online, use the Sync button on the upper right hand corner of the window. As a side note, this sync button is also how you should pull down changes to a repository you are following (the equivalent of `git pull`).\n\n\nNote that you do not want to have a directory covered by two git repositories. So for file structure for this class, for example, you might want to have one directory for the class (\"Python_x89\") which contains two version-controlled subdirectories: the course materials (python4geosciences) and your homework repository (\"homework\"). That will keep everything properly separated. \n\n\n\n[Git as explained by XKCD](https://xkcd.com/1597/)\n\n### `git status`\n\nType this in a git-monitored subdirectory on your computer to see the status of files that are under git version control and which files are not being monitored.\n\n### `git add`\n\nUse this to add local files to your git repository. `git add [filename]`.\n\n### `git commit`\n\nUse this to save to your repository local file changes. First you need to add the file with `git add`, then you can `git commit -m [commit message]`, where the commit message is a concise and useful note to explain what changes you have made. You may skip the `git add` step if you would like to commit at once all changes that have been made (you can see what changes would be committed by first consulting `git status`) with `git commit -am [commit message]`. The `-a` flag stands for \"all\" as in commit all changes.\n\n### `git push`\n\nTo move your local changes to github so that they are saved and also for sharing with others, you need to `git push`. After making whatever commits you want to make, you can run this command to finalize your changes on github.\n\n### `git merge`\n\nIf changes have been made in multiple places (say, by another person working on the same code base, or by yourself on two different machines) between `git push`es, git will try to merge if possible — which it will do if the changes don't overlap and therefore don't require your input. If the changes do overlap, you will have to merge the two versions of the code together. You probably won't need to do this in this class.\n\n\n### Get set up with GitHub\n\nYou'll need an account on github if you don't already have one, and to have git installed on your computer. We will interact with github through a terminal window in class and through the website. You may also download the [GitHub Desktop application](https://desktop.github.com/) to use if you prefer, though we won't be able to help you much with the details of it.\n\n### Create a new repo\n\nIn your account on the github webpage, click on the Repositories tab and then the green \"New\" button in the upper right. You'll need to keep this repo public. After creating this new repo, follow the instructions on the next page for quick setup or to create a new repository on the command line. This makes it so that you have the repo both on github and on your local machine. \n\n### Clone a repo\n\nIn a terminal window in the location you want to save the repo materials, type: `git clone [repo address, e.g. https://github.com/snifflesnrumjum/python4geosciences]`.", "_____no_output_____" ] ] ]

[ "markdown" ]

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[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "# Optimization\n\n> Marcos Duarte \n> Laboratory of Biomechanics and Motor Control ([http://demotu.org/](http://demotu.org/)) \n> Federal University of ABC, Brazil", "_____no_output_____" ], [ "<div style=\"text-align: right\">\n<i>If there occur some changes in nature, the amount of action necessary for this change must be as small as possible.</i> \n<br>Maupertuis (sec XVIII)\n</div>\n \n**Optimization is the process of finding the best value from possible alternatives with regards to a certain criteria** ([Wikipedia](http://en.wikipedia.org/wiki/Mathematical_optimization)). \n\nTypically, such best value is the value that maximizes or minimizes the criteria. In this context, to solve a (mathematical) optimization problem is to find the maximum or minimum (a.k.a., a stationary point) of a function (and we can use maximum or minimum interchangeably because the maximum of a function is the minimum of the negative of that function). \nTo solve an optimization problem, we first have to model the problem and define the objective, the variables, and the constraints of the problem. In optimization, these terms are usually defined as:\n\n1. Objective function (or also, cost, loss, utility, or fitness function): a function describing what we want to optimize. \n2. Design variable(s): variables that will be manipulated to optimize the cost function. \n3. Constraint functions: a set of constraints, equalities or inequalities that constrains the possible solutions to possible values of the design variables (candidate solutions or feasible solutions or feasible set).\n\nA feasible solution that minimizes (or maximizes) the objective function is called an optimal solution.\n\nThe optimization problem is the calculation of the minimum or maximum values of an objective function over a set of **unknown** possible values of the design variables. \nEven in case of a finite number of possible values of the objective function and design variables (e.g., after discretization and a manual or a grid search), in general the evaluation of the objective function is computationally expensive and should be avoided. \nOf note, even if there is no other option, a random search is in fact more efficient than a manual or a grid search! See [Bergstra, Bengio (2012)](http://jmlr.csail.mit.edu/papers/volume13/bergstra12a/bergstra12a.pdf).\n\nA typical problem of optimization: [Knapsack problem](https://en.wikipedia.org/wiki/Knapsack_problem).\n\nRead more about that in [Introduction to Optimization](http://neos-guide.org/content/optimization-introduction) from the [NEOS Guide](http://neos-guide.org/).", "_____no_output_____" ], [ "## Some jargon in mathematical optimization\n\n - **Linear versus nonlinear optimization**: linear optimization refers to when the objective function and the constraints are linear mathematical functions. When the objective function is linear, an optimal solution is always found at the constraint boundaries and a local optimum is also a global optimum. See [Wikipedia 1](https://en.wikipedia.org/wiki/Linear_programming) and [Wikipedia 2](https://en.wikipedia.org/wiki/Nonlinear_programming). \n - **Constrained versus unconstrained optimization**: in constrained optimization there are no constraints. \n - **Convex optimization**: the field of optimization that deals with finding the minimum of convex functions (or the maximum of concave functions) over a convex constraint set. The convexity of a function facilitates the optimization because a local minimum must be a global minimum and first-order conditions (the first derivatives) are sufficient conditions for finding the optimal solution. Note that although convex optimization is a particular case of nonlinear optimization, it is a relatively simple optimization problem, with robust and mature methods of solution. See [Wikipedia](https://en.wikipedia.org/wiki/Convex_optimization). \n - **Multivariate optimization**: optimization of a function of several variables.\n - **Multimodal optimization**: optimization of a function with several local minima to find the multiple (locally) optimal solutions, as opposed to a single best solution. \n - **Multi-objective optimization**: optimization involving more than one objective function to be optimized simultaneously. \n - **Optimal control**: finding a control law for a given system such that a certain optimality criterion is achieved. See [Wikipedia](https://en.wikipedia.org/wiki/Optimal_control). \n - **Quadratic programming**: optimization of a quadratic function subject to linear constraints. See [Wikipedia](https://en.wikipedia.org/wiki/Quadratic_programming). \n - **Simplex algorithm**: linear optimization algorithm that begins at a starting vertex and moves along the edges of the polytope (the feasible region) until it reaches the vertex of the optimum solution. See [Wikipedia](https://en.wikipedia.org/wiki/Simplex_algorithm). ", "_____no_output_____" ], [ "## Maxima and minima\n\nIn mathematics, the maximum and minimum of a function are the largest and smallest values that the function takes at a point either within a neighborhood (local) or on the function entire domain (global) ([Wikipedia](http://en.wikipedia.org/wiki/Maxima_and_minima)). \n\nFor a function of one variable, if the maximum or minimum of a function is not at the limits of the domain and if at least the first and second derivatives of the function exist, a maximum and minimum can be found as the point where the first derivative of the function is zero. If the second derivative on that point is positive, then it's a minimum, if it is negative, it's a maximum.\n\n<div class='center-align'><figure><img src='./../images/maxmin.png' width=350 alt='minima and maxima of a function'/> <figcaption><center><i>Figure. Maxima and minima of a function of one variable.</i></center></figcaption> </figure></div>\n\n - Note that the requirement that the second derivative on the extremum to be positive for a minimum or negative for a maximum is sufficient but not a necessary condition. For instance, the function $f(x)=x^4$ has an extremum in $x=0$ since $f'(x)=4x^3$ and $f'(0)=0$, but its second derivative at $x=0$ is also zero: $f''(x)=12x^2;\\: f''(0)=0$. In fact, the requirement is that the first non-zero derivative on that point should be positive for a minimum or negative for a maximum: $f''''(0)=24$; the extremum is a minimum.", "_____no_output_____" ], [ "Let's now apply optimization to solve a problem with a univariate function.", "_____no_output_____" ] ], [ [ "# import Python libraries\nimport numpy as np\n%matplotlib inline\nimport matplotlib\nimport matplotlib.pyplot as plt\nimport sympy as sym\nfrom sympy.plotting import plot\nimport pandas as pd\nfrom IPython.display import display\nfrom IPython.core.display import Math", "_____no_output_____" ] ], [ [ "### Example 1: Maximum volume of a cardboard box\n\nWe want to make a box from a square cardboard with side $a$ such that its volume should be maximum. \nWhat is the optimal distance where the square cardboard should be cut and folded to make a box with maximum volume?\n\n<div class='center-align'><figure><img src='./../images/box.png' width=450 alt='box optimization'/> <figcaption><center><i>Figure. A box to be made from a cardboard such that its volume should be maximum. Where we should cut?</i></center></figcaption> </figure></div>", "_____no_output_____" ], [ "If the distance where to cut and fold the cardboard is $b$, see figure above, the volume of the box will be:\n\n\\begin{equation}\n\\begin{array}{l l}\nV(b) = b(a-2b)(a-2b) \\\\\n\\\\\nV(b) = a^2b - 4ab^2 + 4b^3\n\\end{array}\n\\label{}\n\\end{equation}\n\nIn the context of optimization: \n**The expression for $V$ is the cost function, $b$ is the design variable, and the constraint is that feasible values of $b$ are in the interval $]0, \\dfrac{a}{2}[$, i.e., $b>0$ and $b<\\dfrac{a}{2}$.** \n\nThe first and second derivatives of $V$ w.r.t. $b$ are:\n\n\\begin{equation}\n\\begin{array}{l l}\n\\dfrac{\\mathrm{d}V}{\\mathrm{d}b} = a^2 - 8ab + 12b^2 \\\\\n\\\\\n\\dfrac{\\mathrm{d}^2 V}{\\mathrm{d}b^2} = - 8a + 24b\n\\end{array}\n\\label{}\n\\end{equation}\n\nWe have to find the values for $b$ where the first derivative of $V$ is zero (the extrema) and then use the expression for the second derivative of $V$ to find whether each of these extrema is a minimum (positive value) or a maximum (negative value). \nLet's use Sympy for that:", "_____no_output_____" ] ], [ [ "a, b = sym.symbols('a b')\nV = b*(a - 2*b)*(a - 2*b)\nVdiff = sym.expand(sym.diff(V, b))\nroots = sym.solve(Vdiff, b)\ndisplay(Math(sym.latex('Roots:') + sym.latex(roots)))", "_____no_output_____" ], [ "roots", "_____no_output_____" ] ], [ [ "Discarding the solution $b=\\dfrac{a}{2}$ (where $V=0$, which is a minimum), $b=\\dfrac{a}{6}$ results in the maximum volume. \nWe can check that by plotting the volume of the cardboard box for $a=1$ and $b: [0,\\:0.5]$:", "_____no_output_____" ] ], [ [ "plot(V.subs({a: 1}), (b, 0, .5), xlabel='b', ylabel='V')\ndisplay(Math(sym.latex('V_{a=1}^{max}(b=%s)=%s'\n %(roots[0].evalf(n=4, subs={a: 1}), V.evalf(n=3, subs={a: 1, b: roots[0]})))))", "_____no_output_____" ] ], [ [ " - Note that although the problem above is a case of nonlinear constrained optimization, because the objective function is univariate, well-conditioned and the constraints are linear inequalities, the optimization is simple. Unfortunately, this is seldom the case.", "_____no_output_____" ], [ "## Curve fitting as an optimization problem\n\nCurve fitting is the process of fitting a model, expressed in terms of a mathematical function, that depends on adjustable parameters to a series of data points and once adjusted, that curve has the best fit to the data points.\n\nThe general approach to the fitting procedure involves the definition of a merit function that measures the agreement between data and model. The model parameters are then adjusted to yield the best-fit parameters as a problem of minimization (an optimization problem, where the merit function is the cost function). \n\nA classical solution, termed least-squares fitting, is to find the best fit by minimizing the sum of the squared differences between data points and the model function (the sum of squared residuals as the merit function).\n\nFor more on curve fitting see the video below and the notebook [Curve fitting](http://nbviewer.jupyter.org/github/demotu/BMC/blob/master/notebooks/CurveFitting.ipynb).", "_____no_output_____" ] ], [ [ "from IPython.display import YouTubeVideo\nYouTubeVideo('Rxp7o7_RxII', width=480, height=360, rel=0)", "_____no_output_____" ] ], [ [ "## Gradient descent\n\nGradient descent is a first-order iterative optimization algorithm for finding the minimum of a function ([Wikipedia](https://en.wikipedia.org/wiki/Gradient_descent)). \nIn the gradient descent algorithm, a local minimum of a function is found starting from an initial point and taking steps proportional to the negative of the derivative of the function (gradient) at the current point and we evaluate if the current point is lower than then the previous point until a local minimum in reached (hopefully). \n\nIt follows that, if\n\n\\begin{equation}\nx_{n+1} = x_n - \\gamma \\nabla f(x)\n\\label{}\n\\end{equation}\n\nfor $\\gamma$ small enough, then $f(x_{n}) \\geq f(x_{n+1})$.\n\nThis process is repeated iteratively until the step size (which is proportional to the gradient!) is below a required precision (hopefully the sequence $x_{n}$ converges to the desired local minimum).", "_____no_output_____" ], [ "### Example 2: Minimum of a function by gradient descent\n\nFrom https://en.wikipedia.org/wiki/Gradient_descent: \nCalculate the minimum of $f(x)=x^4-3x^3+2$.", "_____no_output_____" ] ], [ [ "# From https://en.wikipedia.org/wiki/Gradient_descent\n# The local minimum of $f(x)=x^4-3x^3+2$ is at x=9/4\n\ncur_x = 6 # The algorithm starts at x=6\ngamma = 0.01 # step size multiplier\nprecision = 0.00001\nstep_size = 1 # initial step size\nmax_iters = 10000 # maximum number of iterations\niters = 0 # iteration counter\n\n\nf = lambda x: x**4 - 3*x**3 + 2 # lambda function for f(x)\ndf = lambda x: 4*x**3 - 9*x**2 # lambda function for the gradient of f(x)\n\nwhile (step_size > precision) & (iters < max_iters):\n prev_x = cur_x\n cur_x -= gamma*df(prev_x)\n step_size = abs(cur_x - prev_x)\n iters+=1\n\nprint('True local minimum at {} with function value {}.'.format(9/4, f(9/4)))\nprint('Local minimum by gradient descent at {} with function value {}.'.format(cur_x, f(cur_x)))", "_____no_output_____" ] ], [ [ "## Multivariate optimization\n \nWhen there is more than one design variable (the cost function depends on more than one variable), it's a multivariate optimization. The general idea of finding minimum and maximum values where the derivatives are zero still holds for a multivariate function. The second derivative of a multivariate function can be described by the Hessian matrix:\n\n\\begin{equation}\n\\mathbf{H} = \\begin{bmatrix}{\\dfrac {\\partial ^{2}f}{\\partial x_{1}^{2}}}&{\\dfrac {\\partial ^{2}f}{\\partial x_{1}\\,\\partial x_{2}}}&\\cdots &{\\dfrac {\\partial ^{2}f}{\\partial x_{1}\\,\\partial x_{n}}}\\\\[2.2ex]{\\dfrac {\\partial ^{2}f}{\\partial x_{2}\\,\\partial x_{1}}}&{\\dfrac {\\partial ^{2}f}{\\partial x_{2}^{2}}}&\\cdots &{\\dfrac {\\partial ^{2}f}{\\partial x_{2}\\,\\partial x_{n}}}\\\\[2.2ex]\\vdots &\\vdots &\\ddots &\\vdots \\\\[2.2ex]{\\dfrac {\\partial ^{2}f}{\\partial x_{n}\\,\\partial x_{1}}}&{\\dfrac {\\partial ^{2}f}{\\partial x_{n}\\,\\partial x_{2}}}&\\cdots &{\\dfrac {\\partial ^{2}f}{\\partial x_{n}^{2}}}\n\\end{bmatrix}\n\\label{}\n\\end{equation}\n\nLet's see now a classical problem in biomechanics where optimization is useful and there is more than one design variable.", "_____no_output_____" ], [ "## The distribution problem in biomechanics\n\nUsing the inverse dynamics approach in biomechanics, we can determine the net force and torque acting on a joint if we know the external forces on the segments and the kinematics and inertial properties of the segments. But with this approach we are unable to determine the individual muscles forces that created such torque, as expressed in the following equation:\n\n\\begin{equation}\nM_{total} = M_1 + M_2 + \\dots + M_n = r_1F_1 + r_2F_2 + \\dots + r_nF_n\n\\label{}\n\\end{equation}\n\nwhere $r_i$ is the moment arm of the force $F_i$ that generates a torque $M_i$, a parcel of the (known) total torque $M_{total}$. \n\nEven if we know the moment arm of each muscle (e.g., from cadaveric data or from image analysis), the equation above has $n$ unknowns. Because there is more than one muscle that potentially created such torque, there are more unknowns than equations, and the problem is undetermined. So, the problem is how to find how the torque is distributed among the muscles of that joint.\n\nOne solution is to consider that we (biological systems) optimize our effort in order to minimize energy expenditure, stresses on our tissues, fatigue, etc. The principle of least action, stated in the opening of this text, is an allusion that optimization might be ubiquitous in nature. With this rationale, let's solve the distribution problem in biomechanics using optimization and find the minimum force of each muscle necessary to complete a given task.\n\nThe following cost functions have been proposed to solve the distribution problem in biomechanics:\n\n\\begin{equation}\n\\begin{array}{l l}\n\\displaystyle\\sum_{i=1}^N F_i \\quad &\\text{e.g., Seireg and Arkivar (1973)}\n\\\\\n\\displaystyle\\sum_{i=1}^N F_i^2 \\quad &\n\\\\\n\\displaystyle\\sum_{i=1}^N \\left(\\dfrac{F_i}{pcsa_i}\\right)^2 \\quad &\\text{e.g., Crowninshield and Brand (1981)}\n\\\\\n\\displaystyle\\sum_{i=1}^N \\left(\\dfrac{F_i}{M_{max,i}}\\right)^3 \\quad &\\text{e.g., Herzog (1987)}\n\\end{array}\n\\label{}\n\\end{equation}\n\nWhere $pcsa_i$ is the physiological cross-sectional area of muscle $i$ and $M_{max,i}$ is the maximum torque muscle $i$ can produce. \nEach muscle force $F_i$ is a design variable and the following constraints must be satisfied:\n\n\\begin{equation}\n\\begin{array}{l l}\n0 \\leq F_i \\leq F_{max}\n\\\\\n\\displaystyle\\sum_{i=1}^N r_i \\times F_i = M\n\\end{array}\n\\label{}\n\\end{equation}\n\nLet's apply this concept to solve a distribution problem in biomechanics.", "_____no_output_____" ], [ "### Muscle force estimation\n\nConsider the following main flexors of the elbow joint (see figure below): biceps long head, biceps short head, and brachialis. Suppose that the elbow net joint torque determined using inverse dynamics is 20 Nm (flexor). How much each of these muscles contributed to the net torque?\n\n<div class='center-align'><figure><img src='./../images/elbowflexors.png' alt='Elbow flexors'/> <figcaption><center><i>Figure. A view in OpenSim of the arm26 model showing three elbow flexors (Biceps long and short heads and Brachialis).</i></center></figcaption> </figure></div>\n\nFor the optimization, we will need experimental data for the moment arm, maximum moment, and *pcsa* of each muscle. Let's import these data from the OpenSim arm26 model:", "_____no_output_____" ] ], [ [ "# time elbow_flexion BIClong BICshort BRA\nr_ef = np.loadtxt('./../data/r_elbowflexors.mot', skiprows=7)\nf_ef = np.loadtxt('./../data/f_elbowflexors.mot', skiprows=7)", "_____no_output_____" ] ], [ [ "The maximum isometric force of these muscles are defined in the arm26 model as: Biceps long head: 624.3 N, Biceps short head: 435.56 N, and Brachialis: 987.26 N. Let's compute the mamimum torques that each muscle could produce considering a static situation at the different elbow flexion angles:", "_____no_output_____" ] ], [ [ "m_ef = r_ef*1\nm_ef[:, 2:] = r_ef[:, 2:]*f_ef[:, 2:]", "_____no_output_____" ] ], [ [ "And let's visualize these data:", "_____no_output_____" ] ], [ [ "labels = ['Biceps long head', 'Biceps short head', 'Brachialis']\nfig, ax = plt.subplots(nrows=1, ncols=3, sharex=True, figsize=(10, 4))\nax[0].plot(r_ef[:, 1], r_ef[:, 2:])\n#ax[0].set_xlabel('Elbow angle $(\\,^o)$')\nax[0].set_title('Moment arm (m)')\nax[1].plot(f_ef[:, 1], f_ef[:, 2:])\nax[1].set_xlabel('Elbow angle $(\\,^o)$', fontsize=16)\nax[1].set_title('Maximum force (N)')\nax[2].plot(m_ef[:, 1], m_ef[:, 2:])\n#ax[2].set_xlabel('Elbow angle $(\\,^o)$')\nax[2].set_title('Maximum torque (Nm)')\nax[2].legend(labels, loc='best', framealpha=.5)\nax[2].set_xlim(np.min(r_ef[:, 1]), np.max(r_ef[:, 1]))\nplt.tight_layout()\nplt.show()", "_____no_output_____" ] ], [ [ "These data don't have the *pcsa* value of each muscle. We will estimate the *pcsa* considering that the amount of maximum muscle force generated per area is constant and equal to 50N/cm$^2$. Consequently, the *pcsa* (in cm$^2$) for each muscle is:", "_____no_output_____" ] ], [ [ "a_ef = np.array([624.3, 435.56, 987.26])/50 # 50 N/cm2\nprint(a_ef)", "_____no_output_____" ] ], [ [ "### Static versus dynamic optimization\n\nIn the context of biomechanics, we can solve the distribution problem separately for each angle (instant) of the elbow; we will refer to that as static optimization. However, there is no guarantee that when we analyze all these solutions across the range of angles, they will be the best solution overall. One reason is that static optimization ignores the time history of the muscle force. Dynamic optimization refers to the optimization over a period of time. For such, we will need to input a cost function spanning the entire period of time at once. Dynamic optimization usually has a higher computational cost than static optimization.\n\nFor now, we will solve the present problem using static optimization.", "_____no_output_____" ], [ "### Solution of the optimization problem\n\nFor the present case, we are dealing with a problem of minimization, multidimensional (function of several variables), nonlinear, constrained, and we can't assume that the cost function is convex. Numerical optimization is hardly a simple task. There are many different algorithms and public and commercial software for performing optimization. For instance, look at [NEOS Server](http://www.neos-server.org/neos/), a free internet-based service for solving numerical optimization problems. \nWe will solve the present problem using the [scipy.optimize](http://docs.scipy.org/doc/scipy/reference/optimize.html#module-scipy.optimize) package which provides several optimization algorithms. We will use the function `minimize`:\n\n```python\nscipy.optimize.minimize(fun, x0, args=(), method=None, jac=None, hess=None, hessp=None, bounds=None, constraints=(), tol=None, callback=None, options=None)\n\"\"\"Minimization of scalar function of one or more variables.\"\"\"\n```\n\nNow, let's write Python functions for each cost function:", "_____no_output_____" ] ], [ [ "from scipy.optimize import minimize", "_____no_output_____" ], [ "def cf_f1(x):\n \"\"\"Cost function: sum of forces.\"\"\" \n return x[0] + x[1] + x[2]\n\ndef cf_f2(x):\n \"\"\"Cost function: sum of forces squared.\"\"\"\n return x[0]**2 + x[1]**2 + x[2]**2\n\ndef cf_fpcsa2(x, a):\n \"\"\"Cost function: sum of squared muscle stresses.\"\"\"\n return (x[0]/a[0])**2 + (x[1]/a[1])**2 + (x[2]/a[2])**2\n\ndef cf_fmmax3(x, m):\n \"\"\"Cost function: sum of cubic forces normalized by moments.\"\"\"\n return (x[0]/m[0])**3 + (x[1]/m[1])**3 + (x[2]/m[2])**3", "_____no_output_____" ] ], [ [ "Let's also define the Jacobian for each cost function (which is an optional parameter for the optimization):", "_____no_output_____" ] ], [ [ "def cf_f1d(x):\n \"\"\"Derivative of cost function: sum of forces.\"\"\"\n dfdx0 = 1\n dfdx1 = 1\n dfdx2 = 1\n return np.array([dfdx0, dfdx1, dfdx2])\n\ndef cf_f2d(x):\n \"\"\"Derivative of cost function: sum of forces squared.\"\"\"\n dfdx0 = 2*x[0]\n dfdx1 = 2*x[1]\n dfdx2 = 2*x[2]\n return np.array([dfdx0, dfdx1, dfdx2])\n\ndef cf_fpcsa2d(x, a):\n \"\"\"Derivative of cost function: sum of squared muscle stresses.\"\"\"\n dfdx0 = 2*x[0]/a[0]**2\n dfdx1 = 2*x[1]/a[1]**2\n dfdx2 = 2*x[2]/a[2]**2\n return np.array([dfdx0, dfdx1, dfdx2])\n\ndef cf_fmmax3d(x, m):\n \"\"\"Derivative of cost function: sum of cubic forces normalized by moments.\"\"\"\n dfdx0 = 3*x[0]**2/m[0]**3\n dfdx1 = 3*x[1]**2/m[1]**3\n dfdx2 = 3*x[2]**2/m[2]**3\n return np.array([dfdx0, dfdx1, dfdx2])", "_____no_output_____" ] ], [ [ "Let's define initial values:", "_____no_output_____" ] ], [ [ "M = 20 # desired torque at the elbow\niang = 69 # which will give the closest value to 90 degrees\nr = r_ef[iang, 2:]\nf0 = f_ef[iang, 2:]\na = a_ef\nm = m_ef[iang, 2:]\nx0 = f_ef[iang, 2:]/10 # far from the correct answer for the sum of torques\nprint('M =', M)\nprint('x0 =', x0)\nprint('r * x0 =', np.sum(r*x0))", "_____no_output_____" ] ], [ [ "Inequality constraints (such as boundaries in our problem) can be entered with the parameter `bounds` to the `minimize` function:", "_____no_output_____" ] ], [ [ "bnds = ((0, f0[0]), (0, f0[1]), (0, f0[2]))", "_____no_output_____" ] ], [ [ "Equality constraints (such as the sum of torques should equals the desired torque in our problem), as well as inequality constraints, can be entered with the parameter `constraints` to the `minimize` function (and we can also opt to enter the Jacobian of these constraints):", "_____no_output_____" ] ], [ [ "# use this in combination with the parameter bounds:\ncons = ({'type': 'eq',\n 'fun' : lambda x, r, f0, M: np.array([r[0]*x[0] + r[1]*x[1] + r[2]*x[2] - M]), \n 'jac' : lambda x, r, f0, M: np.array([r[0], r[1], r[2]]), 'args': (r, f0, M)})", "_____no_output_____" ], [ "# to enter everything as constraints:\ncons = ({'type': 'eq',\n 'fun' : lambda x, r, f0, M: np.array([r[0]*x[0] + r[1]*x[1] + r[2]*x[2] - M]), \n 'jac' : lambda x, r, f0, M: np.array([r[0], r[1], r[2]]), 'args': (r, f0, M)},\n {'type': 'ineq', 'fun' : lambda x, r, f0, M: f0[0]-x[0],\n 'jac' : lambda x, r, f0, M: np.array([-1, 0, 0]), 'args': (r, f0, M)},\n {'type': 'ineq', 'fun' : lambda x, r, f0, M: f0[1]-x[1],\n 'jac' : lambda x, r, f0, M: np.array([0, -1, 0]), 'args': (r, f0, M)},\n {'type': 'ineq', 'fun' : lambda x, r, f0, M: f0[2]-x[2],\n 'jac' : lambda x, r, f0, M: np.array([0, 0, -1]), 'args': (r, f0, M)},\n {'type': 'ineq', 'fun' : lambda x, r, f0, M: x[0],\n 'jac' : lambda x, r, f0, M: np.array([1, 0, 0]), 'args': (r, f0, M)},\n {'type': 'ineq', 'fun' : lambda x, r, f0, M: x[1],\n 'jac' : lambda x, r, f0, M: np.array([0, 1, 0]), 'args': (r, f0, M)},\n {'type': 'ineq', 'fun' : lambda x, r, f0, M: x[2],\n 'jac' : lambda x, r, f0, M: np.array([0, 0, 1]), 'args': (r, f0, M)})", "_____no_output_____" ] ], [ [ "Although more verbose, if all the Jacobians of the constraints are also informed, this alternative seems better than informing bounds for the optimization process (less error in the final result and less iterations). \n\nGiven the characteristics of the problem, if we use the function `minimize` we are limited to the SLSQP (Sequential Least SQuares Programming) solver. \n\nFinally, let's run the optimization for the four different cost functions and find the optimal muscle forces:", "_____no_output_____" ] ], [ [ "f1r = minimize(fun=cf_f1, x0=x0, args=(), jac=cf_f1d,\n constraints=cons, method='SLSQP',\n options={'disp': True})", "_____no_output_____" ], [ "f2r = minimize(fun=cf_f2, x0=x0, args=(), jac=cf_f2d,\n constraints=cons, method='SLSQP',\n options={'disp': True})", "_____no_output_____" ], [ "fpcsa2r = minimize(fun=cf_fpcsa2, x0=x0, args=(a,), jac=cf_fpcsa2d,\n constraints=cons, method='SLSQP',\n options={'disp': True})", "_____no_output_____" ], [ "fmmax3r = minimize(fun=cf_fmmax3, x0=x0, args=(m,), jac=cf_fmmax3d,\n constraints=cons, method='SLSQP',\n options={'disp': True})", "_____no_output_____" ] ], [ [ "Let's compare the results for the different cost functions:", "_____no_output_____" ] ], [ [ "dat = np.vstack((np.around(r*100,1), np.around(a,1), np.around(f0,0), np.around(m,1)))\nopt = np.around(np.vstack((f1r.x, f2r.x, fpcsa2r.x, fmmax3r.x)), 1)\ner = ['-', '-', '-', '-',\n np.sum(r*f1r.x)-M, np.sum(r*f2r.x)-M, np.sum(r*fpcsa2r.x)-M, np.sum(r*fmmax3r.x)-M]\ndata = np.vstack((np.vstack((dat, opt)).T, er)).T\n\nrows = ['$\\text{Moment arm}\\;[cm]$', '$pcsa\\;[cm^2]$', '$F_{max}\\;[N]$', '$M_{max}\\;[Nm]$',\n '$\\sum F_i$', '$\\sum F_i^2$', '$\\sum(F_i/pcsa_i)^2$', '$\\sum(F_i/M_{max,i})^3$']\ncols = ['Biceps long head', 'Biceps short head', 'Brachialis', 'Error in M']\ndf = pd.DataFrame(data, index=rows, columns=cols)\nprint('\\nComparison of different cost functions for solving the distribution problem')\ndf", "_____no_output_____" ] ], [ [ "## Comments\n\nThe results show that the estimations for the muscle forces depend on the cost function used in the optimization. Which one is correct? This is a difficult question and it's dependent on the goal of the actual task being modeled. Glitsch and Baumann (1997) investigated the effect of different cost functions on the optimization of walking and running and the predicted muscles forces were compared with the electromyographic activity of the corresponding muscles of the lower limb. They found that, among the analyzed cost functions, the minimization of the sum of squared muscle stresses resulted in the best similarity with the actual electromyographic activity.\n\nIn general, one should always test different algorithms and different initial values before settling for the solution found. Downey (2011), Kitchin (2013), and Kiusalaas (2013) present more examples on numerical optimization. The [NEOS Guide](http://neos-guide.org/) is a valuable source of information on this topic and [OpenOpt](http://openopt.org/) is a good alternative software for numerical optimization in Python.", "_____no_output_____" ], [ "## Exercises\n\n1. Find the extrema in the function $f(x)=x^3-7.5x^2+18x-10$ analytically and determine if they are minimum or maximum. \n2. Find the minimum in the $f(x)=x^3-7.5x^2+18x-10$ using the gradient descent algorithm. \n2. Regarding the distribution problem for the elbow muscles presented in this text: \n a. Test different initial values for the optimization. \n b. Test other values for the elbow angle where the results are likely to change. \n \n3. In an experiment to estimate forces of the elbow flexors, through inverse dynamics it was found an elbow flexor moment of 10 Nm. \nConsider the following data for maximum force (F0), moment arm (r), and pcsa (A) of the brachialis, brachioradialis, and biceps brachii muscles: F0 (N): 1000, 250, 700; r (cm): 2, 5, 4; A (cm$^2$): 33, 8, 23, respectively (data from Robertson et al. (2013)). \n a. Use static optimization to estimate the muscle forces. \n b. Test the robustness of the results using different initial values for the muscle forces. \n c. Compare the results for different cost functions.", "_____no_output_____" ], [ "## References\n\n- Bergstra B, Bengio Y (2012) [Random Search for Hyper-Parameter Optimization](http://jmlr.csail.mit.edu/papers/volume13/bergstra12a/bergstra12a.pdf). Journal of Machine Learning Research, 13, 281-305. \n- Crowninshield RD, Brand RA (1981) [A physiologically based criterion of muscle force prediction in locomotion](http://www.ncbi.nlm.nih.gov/pubmed/7334039). Journal of Biomechanics, 14, 793–801. \n- Downey AB (2014) [Physical Modeling in MATLAB](http://greenteapress.com/wp/physical-modeling-in-matlab-2e/). 2nd edition. Green Tea Press. \n- Herzog W (1987) [Individual muscle force estimations using a non-linear optimal design](http://www.ncbi.nlm.nih.gov/pubmed/3682873). J Neurosci Methods, 21, 167-179. \n- Glitsch U, Baumann W (1997) [The three-dimensional determination of internal loads in the lower extremity](http://www.ncbi.nlm.nih.gov/pubmed/9456380). Journal of Biomechanics, 30, 1123–1131. \n- Kitchin J (2013) [pycse - Python Computations in Science and Engineering](http://kitchingroup.cheme.cmu.edu/pycse/). \n- Kiusalaas (2013) [Numerical methods in engineering with Python 3](http://books.google.com.br/books?id=aJkXoxxoCoUC). 3rd edition. Cambridge University Press. \n- Nigg BM and Herzog W (2006) [Biomechanics of the Musculo-skeletal System](https://books.google.com.br/books?id=hOIeAQAAIAAJ&dq=editions:ISBN0470017678). 3rd Edition. Wiley. \n- Robertson G, Caldwell G, Hamill J, Kamen G (2013) [Research Methods in Biomechanics](http://books.google.com.br/books?id=gRn8AAAAQBAJ). 2nd Edition. Human Kinetics. \n- Seireg A, Arvikar RJ (1973) [A mathematical model for evaluation of forces in lower extremeties of the musculo-skeletal system](http://www.ncbi.nlm.nih.gov/pubmed/4706941). Journal of Biomechanics, 6, 313–322, IN19–IN20, 323–326.", "_____no_output_____" ] ] ]

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[ [ [ "___\n\n<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n___\n<center><em>Copyright Pierian Data</em></center>\n<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>", "_____no_output_____" ], [ "# Pandas Data Visualization Exercises\n\nThis is just a quick exercise to review the various plots we showed earlier. Use <tt>df3.csv</tt> to replicate the following plots.\n\n<div class=\"alert alert-danger\" style=\"margin: 10px\"><strong>IMPORTANT NOTE!</strong> Make sure you don't run the cells directly above the example output shown, <br>otherwise you will end up writing over the example output!</div>", "_____no_output_____" ] ], [ [ "# RUN THIS CELL\nimport pandas as pd\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\ndf3 = pd.read_csv('df3.csv')\nprint(len(df3))\nprint(df3.head())", "500\n weekday produced defective\n0 1.Monday 73 7\n1 2.Tuesday 75 10\n2 3.Wednesday 86 7\n3 4.Thursday 64 7\n4 5.Friday 70 6\n" ] ], [ [ "So <tt>df3</tt> has 500 records and 3 columns. The data represents factory production numbers and reported numbers of defects on certain days of the week.", "_____no_output_____" ], [ "### 1. Recreate this scatter plot of 'produced' vs 'defective'. Note the color and size of the points. Also note the figure size. See if you can figure out how to stretch it in a similar fashion.", "_____no_output_____" ] ], [ [ "# 1. Recrie este gráfico de dispersão de 'produzido' vs 'defeituoso'. Observe a cor e o tamanho dos pontos. \n# Observe também o tamanho da figura. Veja se você pode descobrir como esticá-lo de forma semelhante.\n# CODE HERE\ndf3.plot.scatter(x='produced', y='defective', c='red', figsize=(12,3), s=20)", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "### 2. Create a histogram of the 'produced' column.", "_____no_output_____" ] ], [ [ "# 2. Crie um histograma da coluna 'produzida'.\ndf3['produced'].plot.hist()", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "### 3. Recreate the following histogram of 'produced', tightening the x-axis and adding lines between bars.", "_____no_output_____" ] ], [ [ "# 3. Recrie o seguinte histograma de 'produzido', apertando o eixo x e adicionando linhas entre as barras.\ndf3['produced'].plot.hist(edgecolor='k').autoscale(axis='x', tight=True)", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "### 4. Create a boxplot that shows 'produced' for each 'weekday' (hint: this is a groupby operation)", "_____no_output_____" ] ], [ [ "# 4. Crie um boxplot que mostre 'produzido' para cada 'dia da semana' (dica: esta é uma operação groupby)\ndf3[['weekday','produced']].boxplot(by='weekday', figsize=(12,5))", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "### 5. Create a KDE plot of the 'defective' column", "_____no_output_____" ] ], [ [ "# 5. Crie um gráfico KDE da coluna 'defeituoso'\ndf3['defective'].plot.kde()", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "### 6. For the above KDE plot, figure out how to increase the linewidth and make the linestyle dashed.<br>(Note: You would usually <em>not</em> dash a KDE plot line)", "_____no_output_____" ] ], [ [ "# 6. Para o gráfico do KDE acima, descubra como aumentar a largura da linha e tornar o estilo de linha tracejada.\n# (Nota: Você normalmente não traçou uma linha de plotagem do KDE)\ndf3['defective'].plot.kde(ls='--', lw=5)", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "### 7. Create a <em>blended</em> area plot of all the columns for just the rows up to 30. (hint: use .loc)", "_____no_output_____" ] ], [ [ "# 7. Crie um gráfico de área combinada de todas as colunas apenas para as linhas até 30. (dica: use .loc)\nax = df3.loc[0:30].plot.area(stacked=False, alpha=0.4)\nax.legend(loc=0)", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "## Bonus Challenge!\n\n<strong>Notice how the legend in our previous figure overlapped some of actual diagram.<br> Can you figure out how to display the legend outside of the plot as shown below?</strong>", "_____no_output_____" ] ], [ [ "ax = df3.loc[0:30].plot.area(stacked=False, alpha=0.4)\nax.legend(loc=0, bbox_to_anchor=(1.3,0.5))", "_____no_output_____" ], [ "# DON'T WRITE HERE", "_____no_output_____" ] ], [ [ "# Great Job!", "_____no_output_____" ] ] ]

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[ "MIT" ]

[ [ [ "# Disk Stacking\n[link](https://www.algoexpert.io/questions/Disk%20Stacking)", "_____no_output_____" ], [ "## My Solution", "_____no_output_____" ] ], [ [ "def diskStacking(disks):\n # Write your code here.\n disks.sort(key=lambda x: x[1])\n globalMaxHeight = 0\n prevDiskIdx = [None for _ in range(len(disks) + 1)]\n opt = [0 for _ in range(len(disks) + 1)]\n for i in range(len(disks)):\n opt[i + 1] = disks[i][2]\n for i in range(len(opt)):\n maxHeight = opt[i]\n for j in range(i):\n if disks[i - 1][0] > disks[j][0] \\\n and disks[i - 1][1] > disks[j][1] \\\n and disks[i - 1][2] > disks[j][2]:\n height = opt[j + 1] + disks[i - 1][2]\n if height > maxHeight:\n maxHeight = height\n prevDiskIdx[i] = j + 1\n opt[i] = maxHeight\n if maxHeight > globalMaxHeight:\n globalMaxHeight = maxHeight\n globalMaxHeightIdx = i\n\n res = []\n idx = globalMaxHeightIdx\n while prevDiskIdx[idx] != None:\n res.append(idx - 1)\n idx = prevDiskIdx[idx]\n if idx != 0:\n res.append(idx - 1)\n return [disks[res[i]] for i in reversed(range(len(res)))]", "_____no_output_____" ], [ "def diskStacking(disks):\n # Write your code here.\n disks.sort(key=lambda x: x[1])\n globalMaxHeight = 0\n prevDiskIdx = [None for _ in disks]\n opt = [disk[2] for disk in disks]\n for i in range(len(opt)):\n for j in range(i):\n if isStackable(disks, i, j):\n height = opt[j] + disks[i][2]\n if height > opt[i]:\n opt[i] = height\n prevDiskIdx[i] = j\n if opt[i] > globalMaxHeight:\n globalMaxHeight = opt[i]\n globalMaxHeightIdx = i\n\n res = []\n idx = globalMaxHeightIdx\n while idx is not None:\n res.append(idx)\n idx = prevDiskIdx[idx]\n return [disks[res[i]] for i in reversed(range(len(res)))]\n \ndef isStackable(disks, lower, upper):\n return disks[lower][0] > disks[upper][0] \\\n and disks[lower][1] > disks[upper][1] \\\n and disks[lower][2] > disks[upper][2]", "_____no_output_____" ] ], [ [ "## Expert Solution", "_____no_output_____" ] ], [ [ "# O(n^2) time | O(n) space\ndef diskStacking(disks):\n disks.sort(key=lambda disk:disk[2])\n heights = [disk[2] for disk in disks]\n sequences = [None for disk in disks]\n maxHeightIdx = 0\n for i in range(1, len(disks)):\n currentDisk = disks[i]\n for j in range(0, i):\n otherDisk = disks[j]\n if areValidDimensions(otherDisk, currentDisk):\n if heights[i] <= currentDisk[2] + heights[j]:\n heights[i] = currentDisk[2] + heights[j]\n sequences[i] = j\n if heights[i] >= heights[maxHeightIdx]:\n maxHeightIdx = i\n return buildSequence(disks, sequences, maxHeightIdx)\n\ndef areValidDimensions(o, c):\n return o[0] < c[0] and o[1] < c[1] and o[2] < c[2]\n\ndef buildSequence(array, sequences, currentIdx):\n sequence = []\n while currentIdx is not None:\n sequence.append(array[currentIdx])\n currentIdx = sequences[currentIdx]\n return list(reversed(sequence))", "_____no_output_____" ] ], [ [ "## Thoughts\n- the difference between my solution 1 and 2 is the way considering the edge case that solution 1 set null input as an edge case and store the optimal value of it at `opt[0]` as 0.\n\n- why need a first sort:\n - if we don't sort it, the inital order is abitrarily. in an extreme situation, the largest disk which is in the optimal solution may at index 0. our solution will not get an correct answer.\n - if we sort it first, we at least make sure the correct result could come from the sorted array of input.", "_____no_output_____" ] ] ]

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[ [ [ "import re\nfrom Bio import SeqIO\nfrom Bio.Seq import Seq\nfrom Bio.SeqRecord import SeqRecord\nfrom Bio.Alphabet import IUPAC\nfrom Bio.SeqFeature import SeqFeature, FeatureLocation", "_____no_output_____" ], [ "#first 6 aas of each domain\n#from uniprot: NL63 (Q6Q1S2), 229e(P15423), oc43 (P36334), hku1 (Q0ZME7)\n#nl63 s1 domain definition: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2693060/\ns1_domains = {'nl63': 'FFTCNS', '229e': 'CQTTNG', 'oc43': 'AVIGDL', 'hku1': 'AVIGDF'}\ns2_domains = {'nl63': 'SSDNGI', '229e': 'IIAVQP', 'oc43': 'AITTGY', 'hku1': 'SISASY'}\n\nrdrp_domains_start = {'oc43': 'SKDTNF'}\nrdrp_domains_end = {'oc43': 'RSAVMQ'}", "_____no_output_____" ], [ "def write_gene_reference(gene_seq, gene_id, gene_name, gene_description, cov_type, outfile):\n gene_record = SeqRecord(gene_seq, id= gene_id, \n name= gene_name, \n description= gene_description)\n source_feature = SeqFeature(FeatureLocation(0, len(gene_seq)), type='source', \n qualifiers={'organsism':cov_type, \"mol_type\":\"genomic RNA\"}) \n gene_record.features.append(source_feature)\n cds_feature = SeqFeature(FeatureLocation(0, len(gene_seq)), type='CDS', qualifiers={'translation':gene_seq.translate()})\n gene_record.features.append(cds_feature)\n\n SeqIO.write(gene_record, outfile, 'genbank')", "_____no_output_____" ], [ "def make_s1_s2_reference(cov):\n spike_reference = '../'+str(cov)+'/config/'+str(cov)+'_spike_reference.gb'\n\n with open(spike_reference, \"r\") as handle:\n for record in SeqIO.parse(handle, \"genbank\"):\n nt_seq = record.seq\n aa_seq = record.seq.translate()\n \n s1_regex = re.compile(f'{s1_domains[cov]}.*(?={s2_domains[cov]})')\n s1_aa = s1_regex.search(str(aa_seq)).group()\n s1_aa_coords = [(aa.start(0), aa.end(0)) for aa in re.finditer(s1_regex, str(aa_seq))][0]\n s1_nt_coords = [s1_aa_coords[0]*3, s1_aa_coords[1]*3]\n s1_nt_seq = nt_seq[s1_nt_coords[0]: s1_nt_coords[1]]\n \n s2_regex = re.compile(f'{s2_domains[cov]}.*')\n s2_aa = s2_regex.search(str(aa_seq)).group()\n s2_aa_coords = [(aa.start(0), aa.end(0)) for aa in re.finditer(s2_regex, str(aa_seq))][0]\n s2_nt_coords = [s2_aa_coords[0]*3, s2_aa_coords[1]*3]\n s2_nt_seq = nt_seq[s2_nt_coords[0]: s2_nt_coords[1]]\n\n write_gene_reference(s1_nt_seq, record.id, str(cov)+'_S1', 'spike s1 subdomain', \n cov, '../'+str(cov)+'/config/'+str(cov)+'_s1_reference.gb')\n write_gene_reference(s2_nt_seq, record.id, str(cov)+'_S2', 'spike s2 subdomain', \n cov, '../'+str(cov)+'/config/'+str(cov)+'_s2_reference.gb')", "_____no_output_____" ], [ "# covs = ['oc43', '229e', 'nl63', 'hku1']\ncovs = ['229e']\nfor cov in covs:\n make_s1_s2_reference(cov)", "_____no_output_____" ], [ "def make_rdrp_reference(cov):\n replicase_reference = '../'+str(cov)+'/config/'+str(cov)+'_replicase1ab_reference.gb'\n\n with open(replicase_reference, \"r\") as handle:\n for record in SeqIO.parse(handle, \"genbank\"):\n nt_seq = record.seq\n aa_seq = record.seq.translate()\n \n rdrp_regex = re.compile(f'{rdrp_domains_start[cov]}.*{rdrp_domains_end[cov]}')\n rdrp_aa = rdrp_regex.search(str(aa_seq)).group()\n rdrp_aa_coords = [(aa.start(0), aa.end(0)) for aa in re.finditer(rdrp_regex, str(aa_seq))][0]\n rdrp_nt_coords = [rdrp_aa_coords[0]*3, rdrp_aa_coords[1]*3]\n rdrp_nt_seq = nt_seq[rdrp_nt_coords[0]: rdrp_nt_coords[1]]\n\n write_gene_reference(rdrp_nt_seq, record.id, str(cov)+'_rdrp', 'rna-dependent rna polymerase', \n cov, '../'+str(cov)+'/config/'+str(cov)+'_rdrp_reference.gb')", "_____no_output_____" ] ] ]

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[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "%matplotlib inline", "_____no_output_____" ] ], [ [ "\n# Active Contour Model\n\nThe active contour model is a method to fit open or closed splines to lines or\nedges in an image [1]_. It works by minimising an energy that is in part\ndefined by the image and part by the spline's shape: length and smoothness. The\nminimization is done implicitly in the shape energy and explicitly in the\nimage energy.\n\nIn the following two examples the active contour model is used (1) to segment\nthe face of a person from the rest of an image by fitting a closed curve\nto the edges of the face and (2) to find the darkest curve between two fixed\npoints while obeying smoothness considerations. Typically it is a good idea to\nsmooth images a bit before analyzing, as done in the following examples.\n\nWe initialize a circle around the astronaut's face and use the default boundary\ncondition ``boundary_condition='periodic'`` to fit a closed curve. The default\nparameters ``w_line=0, w_edge=1`` will make the curve search towards edges,\nsuch as the boundaries of the face.\n\n.. [1] *Snakes: Active contour models*. Kass, M.; Witkin, A.; Terzopoulos, D.\n International Journal of Computer Vision 1 (4): 321 (1988).\n DOI:`10.1007/BF00133570`\n", "_____no_output_____" ] ], [ [ "import numpy as np\nimport matplotlib.pyplot as plt\nfrom skimage.color import rgb2gray\nfrom skimage import data\nfrom skimage.filters import gaussian\nfrom skimage.segmentation import active_contour\n\n\nimg = data.astronaut()\nimg = rgb2gray(img)\n\ns = np.linspace(0, 2*np.pi, 400)\nr = 100 + 100*np.sin(s)\nc = 220 + 100*np.cos(s)\ninit = np.array([r, c]).T\n\nsnake = active_contour(gaussian(img, 3),\n init, alpha=0.015, beta=10, gamma=0.001,\n coordinates='rc')\n\nfig, ax = plt.subplots(figsize=(7, 7))\nax.imshow(img, cmap=plt.cm.gray)\nax.plot(init[:, 1], init[:, 0], '--r', lw=3)\nax.plot(snake[:, 1], snake[:, 0], '-b', lw=3)\nax.set_xticks([]), ax.set_yticks([])\nax.axis([0, img.shape[1], img.shape[0], 0])\n\nplt.show()", "_____no_output_____" ] ], [ [ "Here we initialize a straight line between two points, `(5, 136)` and\n`(424, 50)`, and require that the spline has its end points there by giving\nthe boundary condition `boundary_condition='fixed'`. We furthermore\nmake the algorithm search for dark lines by giving a negative `w_line` value.\n\n", "_____no_output_____" ] ], [ [ "img = data.text()\n\nr = np.linspace(136, 50, 100)\nc = np.linspace(5, 424, 100)\ninit = np.array([r, c]).T\n\nsnake = active_contour(gaussian(img, 1), init, boundary_condition='fixed',\n alpha=0.1, beta=1.0, w_line=-5, w_edge=0, gamma=0.1,\n coordinates='rc')\n\nfig, ax = plt.subplots(figsize=(9, 5))\nax.imshow(img, cmap=plt.cm.gray)\nax.plot(init[:, 1], init[:, 0], '--r', lw=3)\nax.plot(snake[:, 1], snake[:, 0], '-b', lw=3)\nax.set_xticks([]), ax.set_yticks([])\nax.axis([0, img.shape[1], img.shape[0], 0])\n\nplt.show()", "_____no_output_____" ] ] ]

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[ [ [ "import pandas as pd\nimport numpy as np\nimport sklearn.neighbors\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.metrics import accuracy_score\nimport matplotlib.pyplot as plt\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn.preprocessing import StandardScaler\nscaler = StandardScaler()\nfrom sklearn.neighbors import NearestCentroid\nimport math\nfrom sklearn.linear_model import LogisticRegression\nimport seaborn as sn\nimport matplotlib.pyplot as plt", "_____no_output_____" ], [ "df = pd.read_csv('./heart_failure_clinical_records_dataset.csv')\ndf = df[['creatinine_phosphokinase', 'serum_creatinine', 'serum_sodium', 'platelets', 'DEATH_EVENT']]\ndf", "_____no_output_____" ] ], [ [ "# Question1", "_____no_output_____" ] ], [ [ "df0 = df[df.DEATH_EVENT == 0]\ndf0Feature = df0[['creatinine_phosphokinase', 'serum_creatinine', 'serum_sodium', 'platelets']]\ndf1 = df[df.DEATH_EVENT == 1]\ndf1Feature = df1[['creatinine_phosphokinase', 'serum_creatinine', 'serum_sodium', 'platelets']]", "_____no_output_____" ], [ "# corr matrix for death_event 0\nsn.heatmap(df0Feature.corr(), annot=True)\nplt.show()", "_____no_output_____" ], [ "# corr matrix for death_event 1\nsn.heatmap(df1Feature.corr(), annot=True)\nplt.show()", "_____no_output_____" ] ], [ [ "# Question2\n\nGroup3--> \nX = serum sodium, Y = serum creatinine", "_____no_output_____" ] ], [ [ "def residual(yTest, yPredict):\n temp = 0\n for (a, b) in zip(yTest, yPredict):\n temp += (a-b) * (a - b)\n return temp", "_____no_output_____" ], [ "zeroSet = df0[[ 'serum_creatinine', 'serum_sodium']]\noneSet = df1[[ 'serum_creatinine', 'serum_sodium']]", "_____no_output_____" ], [ "# for death_evetn = 0\n# simple linear regression\nx = zeroSet['serum_sodium']\ny = zeroSet['serum_creatinine']\ndegree = 1\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('linear')\n\n# quadratic\nx = zeroSet['serum_sodium']\ny = zeroSet['serum_creatinine']\ndegree = 2\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('quadratic')\n\n\n# cubic\nx = zeroSet['serum_sodium']\ny = zeroSet['serum_creatinine']\ndegree = 3\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('cubic')\n\n# GLM\nx = zeroSet['serum_sodium']\nx = np.log(x)\ny = zeroSet['serum_creatinine']\n\ndegree = 1\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('y = alog(x) + b')\n\n# GLM\nx = zeroSet['serum_sodium']\nx = np.log(x)\ny = zeroSet['serum_creatinine']\ny = np.log(y)\n\ndegree = 1\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(np.exp(yTest), np.exp(yPredict)))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('log(y) = alog(x) + b')\n\n", "[-0.02006178 3.95868491]\n37.7522760272153\n[ 4.38716045e-03 -1.22100846e+00 8.60833650e+01]\n41.029217477716145\n[ 2.74904980e-04 -1.08363379e-01 1.41794911e+01 -6.14446542e+02]\n36.324014896471446\n[-2.82231768 15.09510415]\n37.64074858610694\n[-1.47469291 7.3446293 ]\n38.938603465563176\n" ], [ "# for death_evetn = 1\n# simple linear regression\nx = oneSet['serum_sodium']\ny = oneSet['serum_creatinine']\ndegree = 1\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('linear')\n\n\n# quadratic\nx = oneSet['serum_sodium']\ny = oneSet['serum_creatinine']\ndegree = 2\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('quadratic')\n\n\n# cubic\nx = oneSet['serum_sodium']\ny = oneSet['serum_creatinine']\ndegree = 3\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('cubic')\n\n# GLM\nx = oneSet['serum_sodium']\nx = np.log(x)\ny = oneSet['serum_creatinine']\n\ndegree = 1\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(yTest, yPredict))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('y = alog(x) + b')\n\n# GLM\nx = oneSet['serum_sodium']\nx = np.log(x)\ny = oneSet['serum_creatinine']\ny = np.log(y)\n\ndegree = 1\n\nxTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size= 0.5, random_state = 0)\n\nweights = np.polyfit(xTrain, yTrain, degree)\nmodel = np.poly1d(weights)\nyPredict = model(xTest)\nprint(weights)\nprint(residual(np.exp(yTest), np.exp(yPredict)))\nplt.figure()\nplt.scatter(xTest, yTest, color = 'green', label = 'True Data')\nplt.scatter(xTest, yPredict, color = 'red', label = 'Predict')\nplt.grid()\nplt.legend()\nplt.title('log(y) = alog(x) + b')\n\n\n\n", "[-0.01236989 3.8018824 ]\n38.63069354525988\n[ 9.69912611e-03 -2.65111621e+00 1.83120347e+02]\n61.60974727399684\n[ 6.93416020e-03 -2.82186374e+00 3.82460077e+02 -1.72620285e+04]\n2607.9355538202913\n[-1.80477484 10.98470858]\n38.58311899419233\n[-3.18264613 16.14955754]\n22.58026509775523\n" ] ] ]

[ "code", "markdown", "code", "markdown", "code" ]

[ [ "code", "code" ], [ "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code", "code" ] ]

[ "BSD-3-Clause" ]

[ "BSD-3-Clause" ]

[ "BSD-3-Clause" ]

[ [ [ "empty" ] ] ]

[ "empty" ]

[ [ "empty" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "import numpy as np\nimport matplotlib.pyplot as plt\nfrom matplotlib.ticker import FormatStrFormatter\nimport cv2\nimport glob\nimport h5py\nfrom skimage.morphology import disk\nfrom scipy.stats import pearsonr\nfrom scipy.ndimage import gaussian_filter\n%matplotlib inline \n%load_ext autoreload\n%autoreload 2", "_____no_output_____" ], [ "# for plot figures\nplt.rcParams['svg.fonttype'] = 'none'\ndef adjust_spines(ax, spines):\n for loc, spine in ax.spines.items():\n if loc in spines:\n spine.set_position(('outward', 2)) \n else:\n spine.set_color('none') \n if 'left' in spines:\n ax.yaxis.set_ticks_position('left')\n else:\n ax.yaxis.set_ticks([])\n if 'bottom' in spines:\n ax.xaxis.set_ticks_position('bottom')\n else:\n ax.xaxis.set_ticks([])", "_____no_output_____" ], [ "#import data\nmovie_name = \"../data/image_twilight_bgr.h5\"\n\n#read movie real data, real means: after spectral calibration, before gamma correction for the screen\ndef read_sunriseset_from_h5(filename):\n h5f = h5py.File(filename,'r')\n img_sunrises=h5f['sunrises_bgr_real'][:]\n img_sunsets=h5f['sunsets_bgr_real'][:]\n h5f.close()\n return img_sunrises,img_sunsets\nimg_sunrises,img_sunsets=read_sunriseset_from_h5(movie_name)\nprint (img_sunrises.shape)\nprint (img_sunsets.shape)", "(6, 437, 437, 3)\n(8, 437, 437, 3)\n" ], [ "#show one example, image real value\nplt.imshow(img_sunrises[5][...,::-1])", "_____no_output_____" ], [ "#to better visulaize image, use gamma correction to transfer image real to image view\ndef img_real2view(img):\n gamma_correction=lambda x:np.power(x,1.0/2.2)\n img_shape=img.shape\n # gray image\n if np.size(img_shape)==2:\n #uint8\n if np.max(img)>1:\n temp_view=np.zeros_like(img,dtype=np.float32)\n temp_view=np.float32(img)/255.0#float32, 1.0\n temp_view=gamma_correction(temp_view)\n temp_view2=np.zeros_like(img,dtype=np.uint8)\n temp_view2=np.uint8(temp_view*255)\n return temp_view2\n #float\n if np.max(img)<2:\n return gamma_correction(img)\n #color image\n if np.size(img_shape)==3:\n #uint8\n if np.max(img)>1:\n temp_view=np.zeros_like(img,dtype=np.float32)\n temp_view=np.float32(img)/255.0#1.0\n temp_view=gamma_correction(temp_view)\n temp_view2=np.zeros_like(img,dtype=np.uint8)\n temp_view2=np.uint8(temp_view*255)#255\n return temp_view2\n #float\n if np.max(img)<2:\n return gamma_correction(img)\n", "_____no_output_____" ], [ "#show one example, image view value\nplt.imshow(img_real2view(img_sunrises[1])[...,::-1])", "_____no_output_____" ] ], [ [ "### Functions", "_____no_output_____" ] ], [ [ "#function: gaussian kernel 1d\n#input: sigma: std\n# order: A positive order corresponds to convolution with\n# that derivative of a Gaussian, use 0 here\n# radius: radius of the filter\ndef my_gaussian_kernel1d(sigma, order, radius):\n \"\"\"\n Computes a 1D Gaussian convolution kernel.\n \"\"\"\n if order < 0:\n raise ValueError('order must be non-negative')\n p = np.polynomial.Polynomial([0, 0, -0.5 / (sigma * sigma)])\n x = np.arange(-radius, radius + 1)\n phi_x = np.exp(p(x), dtype=np.double)\n phi_x /= phi_x.sum()\n if order > 0:\n q = np.polynomial.Polynomial([1])\n p_deriv = p.deriv()\n for _ in range(order):\n # f(x) = q(x) * phi(x) = q(x) * exp(p(x))\n # f'(x) = (q'(x) + q(x) * p'(x)) * phi(x)\n q = q.deriv() + q * p_deriv\n phi_x *= q(x)\n return phi_x\n\n#function: gaussian filter 2d\ndef my_gaussian_kernel2d(sigma,order,radius):\n g_ker_1d=my_gaussian_kernel1d(sigma, order, radius)\n g_ker_2d=np.outer(g_ker_1d, g_ker_1d)\n g_ker_2d /=g_ker_2d.sum()\n return g_ker_2d\n\n#function: my difference of gaussian kernel 1d\n#input: centersigma is the center sigma, surround sigma=1.5*centersigma, centersigma=RFradius\n# radius: defalt 3*centersigma \n#output: kernel size length: 1+3*centersigma*2\ndef my_DOG_kernel1d(centersigma,order,radius):\n surroundsigma=1.5*centersigma\n center_kernel1d=my_gaussian_kernel1d(centersigma,order,radius)\n surround_kernel1d=my_gaussian_kernel1d(surroundsigma,order,radius)\n out_kernel1d=center_kernel1d-surround_kernel1d\n return out_kernel1d\n\n#function: my difference of gaussian kernel 2d, mimic retina center-surround onoff\n#input: centersigma is the center sigma, surround sigma=1.5*centersigma\n# radius: kernelradius, defalt 3*centersigma \n#output: kernel size length: 1+3*centersigma*2\ndef my_DOG_kernel2d(centersigma,order,radius):\n surroundsigma=1.5*centersigma\n center_kernel2d=my_gaussian_kernel2d(centersigma,order,radius)\n surround_kernel2d=my_gaussian_kernel2d(surroundsigma,order,radius)\n out_kernel2d=center_kernel2d-surround_kernel2d\n return out_kernel2d\n\n#function, calculate ONOFF for single pixel\n#input:\n#img: gray image, float, 1.0 (when phase srambled image, may be a little larger than 1.0)\n#(xx,yy): center coordinate, xx: along height, yy: along width, RFradius: radius of center\n#output:\n#onoff value\ndef ONOFF_single(img,xx,yy,centersigma):\n surroundsigma=np.round(1.5*centersigma)\n kernelradius=3*centersigma\n temp=img[xx-kernelradius:xx+kernelradius+1,yy-kernelradius:yy+kernelradius+1]\n center_kernel2d=my_gaussian_kernel2d(centersigma,0,kernelradius)\n surround_kernel2d=my_gaussian_kernel2d(surroundsigma,0,kernelradius)\n centermean=np.sum(temp*center_kernel2d)\n surroundmean=np.sum(temp*surround_kernel2d)\n onoff=(centermean-surroundmean)/(centermean+surroundmean+1e-8)\n return onoff\n\n#input: \n#centersigma is the center sigma\n#img: image or image region, float\n#output: onoff_img, float, -1.0 to 1.0\ndef onoff_wholeimg(img,centersigma):\n kernelradius=3*centersigma\n onoff_img=np.zeros((img.shape[0],img.shape[1]))\n for ii in np.arange(kernelradius,img.shape[0]-kernelradius-1):\n for jj in np.arange(kernelradius,img.shape[1]-kernelradius-1):\n onoff_img[ii,jj]=ONOFF_single(img,ii,jj,centersigma)\n if img.shape[0]==437:\n mask_con=np.zeros((437,437),np.uint8)\n cv2.circle(mask_con,(218,218),radius=218-kernelradius,color=255,thickness=-1)\n mask_con=np.float32(mask_con/255.0)\n onoff_img=np.multiply(onoff_img,mask_con)\n return onoff_img\n\n#input: onoff_seed: random seed for contrast calculation\n#onoff_num: random pick numbers\n#centersigma is the center sigma\n#img: image or image region, float 1.0 (when phase srambled, may be a little larger than 1.0)\n#output: the onoff value distribution\ndef onoff_random(onoff_seed,onoff_num,centersigma,img):\n kernelradius=3*centersigma\n np.random.seed(onoff_seed+866)\n walk_height=np.random.choice(np.arange(kernelradius,img.shape[0]-kernelradius-1),onoff_num,replace=False)\n np.random.seed(onoff_seed+899)\n walk_width=np.random.choice(np.arange(kernelradius,img.shape[1]-kernelradius-1),onoff_num,replace=False)\n onoffs=np.zeros(onoff_num)\n for ii in range(onoff_num):\n onoffs[ii]=ONOFF_single(img,walk_height[ii],walk_width[ii],centersigma)\n return onoffs\n\n#input: onoff_seed: random seed for contrast calculation\n#onoff_num: total random pick numbers=numberofimages* each_random_pick_numbers\n#centersigma is the center sigma\n#imgs: images, all gray images, float 1.0 (when phase srambled, may be a little larger than 1.0)\n# format like: numberofimages*height*width\n#output: the onoff value distribution\ndef onoff_random_imgs(onoff_seed,onoff_num,centersigma,imgs):\n num_imgs=imgs.shape[0]\n onoffs=[]\n for ii in range(num_imgs):\n onoffs.append(onoff_random(onoff_seed+ii,int(np.round(onoff_num/num_imgs)),centersigma,imgs[ii]))\n onoffs=np.array(onoffs)\n onoffs=onoffs.flatten()\n return onoffs\n\n#input: onoff_seed: random seed for onoff and local contrast(rms2) calculation\n#onoff_num: random pick numbers\n#centersigma is the center sigma for onoff\n#RFradius for local contrast(rms2)\n#img: image or image region, float 1.0 (when phase srambled, may be a little larger than 1.0)\n#output: the onoff and local contrast (rms2) value distribution\ndef onoff_rms2_random(onoff_seed,onoff_num,centersigma,RFradius,img):\n kernelradius=3*centersigma\n np.random.seed(onoff_seed+1866)\n walk_height=np.random.choice(np.arange(kernelradius,img.shape[0]-kernelradius-1),onoff_num,replace=False)\n np.random.seed(onoff_seed+2899)\n walk_width=np.random.choice(np.arange(kernelradius,img.shape[1]-kernelradius-1),onoff_num,replace=False)\n onoffs=np.zeros(onoff_num)\n rms2s=np.zeros(onoff_num)\n tempdisk=np.float64(disk(RFradius))\n for ii in range(onoff_num):\n onoffs[ii]=ONOFF_single(img,walk_height[ii],walk_width[ii],centersigma)\n temp=img[walk_height[ii]-RFradius:walk_height[ii]+RFradius+1,\\\n walk_width[ii]-RFradius:walk_width[ii]+RFradius+1]\n temp=temp[np.nonzero(tempdisk)]\n rms2s[ii]=np.std(temp,ddof=1)/(np.mean(temp)+1e-8)\n return onoffs,rms2s\n\n#input: onoff_seed: random seed for contrast calculation\n#onoff_num: total random pick numbers=numberofimages* each_random_pick_numbers\n#centersigma is the center sigma for onoff\n#RFradius for local contrast(rms2)\n#imgs: images, all gray images, float 1.0 (when phase srambled, may be a little larger than 1.0)\n# format like: numberofimages*height*width\n#output: the onoff and local contrast (rms2) value distribution\ndef onoff_rms2_random_imgs(onoff_seed,onoff_num,centersigma,RFradius,imgs):\n num_imgs=imgs.shape[0]\n onoffs=[]\n rms2s=[]\n for ii in range(num_imgs):\n temp_onoff,temp_rms2=onoff_rms2_random(onoff_seed+ii,int(np.round(onoff_num/num_imgs)),\\\n centersigma,RFradius,imgs[ii])\n onoffs.append(temp_onoff)\n rms2s.append(temp_rms2)\n onoffs=np.array(onoffs)\n onoffs=onoffs.flatten()\n rms2s=np.array(rms2s)\n rms2s=rms2s.flatten()\n return onoffs,rms2s\n\n#function, get the rms2 image of one image, input: \n#img: image or image region, float, 1.0, could be a little larger than 1.0 for phase scrambled image\n#RFradius: the radius of the crop area to be estimated the rms2\n#output: rms2_img, float, nonnegative\ndef rms2_wholeimg(img,RFradius):\n tempdisk=np.float64(disk(RFradius))\n rms2_img=np.zeros((img.shape[0],img.shape[1]))\n for ii in np.arange(RFradius,img.shape[0]-RFradius-1):\n for jj in np.arange(RFradius,img.shape[1]-RFradius-1):\n temp=img[ii-RFradius:ii+RFradius+1,jj-RFradius:jj+RFradius+1]\n temp=temp[np.nonzero(tempdisk)]#circular kernel\n rms2_img[ii,jj]=np.std(temp,ddof=1)/(np.mean(temp)+1e-8)\n if img.shape[0]==437:#whole image frame, not crop\n mask_con=np.zeros((437,437),np.uint8)\n cv2.circle(mask_con,(218,218),radius=218-RFradius,color=255,thickness=-1)\n mask_con=np.float32(mask_con/255.0)\n rms2_img=np.multiply(rms2_img,mask_con)\n return rms2_img\n\n#input: onoff_seed: random seed for local contrast(rms2) calculation\n#onoff_num: random pick numbers\n#RFradius for local contrast(rms2)\n#img: image or image region, float 1.0 (when phase srambled, may be a little larger than 1.0)\n#output: the local contrast (rms2) value distribution\ndef rms2_random(onoff_seed,onoff_num,RFradius,img):\n np.random.seed(onoff_seed+1866)\n walk_height=np.random.choice(np.arange(RFradius,img.shape[0]-RFradius-1),onoff_num)\n np.random.seed(onoff_seed+2899)\n walk_width=np.random.choice(np.arange(RFradius,img.shape[1]-RFradius-1),onoff_num)\n rms2s=np.zeros(onoff_num)\n tempdisk=np.float64(disk(RFradius))\n for ii in range(onoff_num):\n temp=img[walk_height[ii]-RFradius:walk_height[ii]+RFradius+1,\\\n walk_width[ii]-RFradius:walk_width[ii]+RFradius+1]\n temp=temp[np.nonzero(tempdisk)]\n rms2s[ii]=np.std(temp,ddof=1)/(np.mean(temp)+1e-8)\n return rms2s", "_____no_output_____" ], [ "#bootstrapping\n#apply bootstrapping to estimate standard deviation (error)\n#statistics can be offratios, median, mean\n#for offratios, be careful with the threshold\n#data: for statistics offratios, median, mean: numpy array with shape (sample_size,1)\n#num_exp: number of experiments, with replacement\ndef bootstrap(statistics,data,num_exp=10000,seed=66):\n if statistics == 'offratios':\n def func(x): return len(x[np.where(x<0)])/len(x[np.where(x>0)]) \n elif statistics == 'median':\n def func(x): return np.median(x)\n elif statistics == 'mean':\n def func(x): return np.mean(x)\n sta_boot=np.zeros((num_exp))\n num_data=len(data)\n for ii in range(num_exp):\n np.random.seed(seed+ii)\n tempind=np.random.choice(num_data,num_data,replace=True)\n sta_boot[ii]=func(data[tempind])\n return np.percentile(sta_boot,2.5),np.percentile(sta_boot,97.5)", "_____no_output_____" ] ], [ [ "### Sunrise: Intensity profile in the dome, radiated from the sun", "_____no_output_____" ] ], [ [ "def createLineIterator(P1, P2, img):\n \"\"\"\n Produces and array that consists of the coordinates and intensities of each pixel in a line between two points\n\n Parameters:\n -P1: a numpy array that consists of the coordinate of the first point (x,y)\n -P2: a numpy array that consists of the coordinate of the second point (x,y)\n -img: the image being processed\n\n Returns:\n -it: a numpy array that consists of the coordinates and intensities of each pixel in the radii \n (shape: [numPixels, 3], row = [x,y,intensity]) \n \"\"\"\n #define local variables for readability\n imageH = img.shape[0]\n imageW = img.shape[1]\n P1X = P1[0]\n P1Y = P1[1]\n P2X = P2[0]\n P2Y = P2[1]\n\n #difference and absolute difference between points\n #used to calculate slope and relative location between points\n dX = P2X - P1X\n dY = P2Y - P1Y\n dXa = np.abs(dX)\n dYa = np.abs(dY)\n\n #predefine numpy array for output based on distance between points\n itbuffer = np.empty(shape=(np.maximum(dYa,dXa),3),dtype=np.float32)\n itbuffer.fill(np.nan)\n\n #Obtain coordinates along the line using a form of Bresenham's algorithm\n negY = P1Y > P2Y\n negX = P1X > P2X\n if P1X == P2X: #vertical line segment\n itbuffer[:,0] = P1X\n if negY:\n itbuffer[:,1] = np.arange(P1Y - 1,P1Y - dYa - 1,-1)\n else:\n itbuffer[:,1] = np.arange(P1Y+1,P1Y+dYa+1) \n elif P1Y == P2Y: #horizontal line segment\n itbuffer[:,1] = P1Y\n if negX:\n itbuffer[:,0] = np.arange(P1X-1,P1X-dXa-1,-1)\n else:\n itbuffer[:,0] = np.arange(P1X+1,P1X+dXa+1)\n else: #diagonal line segment\n steepSlope = dYa > dXa\n if steepSlope:\n #slope = dX.astype(np.float32)/dY.astype(np.float32)\n slope = dX/dY\n if negY:\n itbuffer[:,1] = np.arange(P1Y-1,P1Y-dYa-1,-1)\n else:\n itbuffer[:,1] = np.arange(P1Y+1,P1Y+dYa+1)\n itbuffer[:,0] = (slope*(itbuffer[:,1]-P1Y)).astype(np.int) + P1X\n else:\n #slope = dY.astype(np.float32)/dX.astype(np.float32)\n slope = dY/dX\n if negX:\n itbuffer[:,0] = np.arange(P1X-1,P1X-dXa-1,-1)\n else:\n itbuffer[:,0] = np.arange(P1X+1,P1X+dXa+1)\n itbuffer[:,1] = (slope*(itbuffer[:,0]-P1X)).astype(np.int) + P1Y\n\n #Remove points outside of image\n colX = itbuffer[:,0]\n colY = itbuffer[:,1]\n itbuffer = itbuffer[(colX >= 0) & (colY >=0) & (colX<imageW) & (colY<imageH)]\n\n #Get intensities from img ndarray\n itbuffer[:,2] = img[itbuffer[:,1].astype(np.uint),itbuffer[:,0].astype(np.uint)]\n\n return itbuffer", "_____no_output_____" ], [ "#show line\ntemp=img_real2view(img_sunrises[0])\nlineeg=cv2.line(temp,(198,233),(53,161),(0,0,255),5)\nplt.imshow(lineeg[...,::-1])", "_____no_output_____" ], [ "#one example\npoint1=(198,233)\npoint2=(53,161)\ntemp=createLineIterator(point1, point2, img_sunrises[0,...,0])\nprint (temp.shape)\n\n#intensity profile\npoint1s=[[198,233],[198,233],[201,222]]\npoint2s=[[53,161],[53,161],[56,150]]\nintenpro=np.zeros((3,2,145),np.uint8)#3 time points, 2 color channel (UV and G),135 pixels\nfor ii in range(3):\n for jj in range(2):\n intenpro[ii,jj]=createLineIterator(point1s[ii], point2s[ii], img_sunrises[ii*2,...,jj])[:,2]\nintenpro=intenpro/255.0", "(145, 3)\n" ], [ "#plot intensity profile in 3 time points\nfig, ax = plt.subplots(nrows=1, ncols=1,figsize=(3,3))\nax.plot(intenpro[0,0],color='purple',linestyle='-',label='UV; Time 0')\nax.plot(intenpro[1,0],color='purple',linestyle='--',label='UV; Time 2')\nax.plot(intenpro[2,0],color='purple',linestyle=':',label='UV; Time 4')\nax.plot(intenpro[0,1],color='g',linestyle='-',label='G; Time 0')\nax.plot(intenpro[1,1],color='g',linestyle='--',label='G; Time 2')\nax.plot(intenpro[2,1],color='g',linestyle=':',label='G; Time 4')\nax.legend(loc='best',fontsize=16)\nax.set_xticks([0,75,150])\nax.set_xticklabels(([0,35,70]))\nax.set_ylim([0,1.0])\nax.set_yticks([0,0.5,1.0])\nax.set_xlabel('RF (degree)', fontsize=16)\nax.set_ylabel('Intensity', fontsize=16)\nadjust_spines(ax, ['left', 'bottom'])\nhandles, labels = ax.get_legend_handles_labels()\nlgd = ax.legend(handles, labels, loc='center left',frameon=False, bbox_to_anchor=(1, 0.5))", "_____no_output_____" ], [ "#plot intensity profile in 3 time points\nfig, ax = plt.subplots(nrows=1, ncols=1,figsize=(3,3))\nax.plot(intenpro[0,0],color='blueviolet',linestyle='-',label='UV; Time 0')\nax.plot(intenpro[1,0],color='violet',linestyle='-',label='UV; Time 2')\nax.plot(intenpro[2,0],color='purple',linestyle='-',label='UV; Time 4')\nax.plot(intenpro[0,1],color='lime',linestyle='-',label='G; Time 0')\nax.plot(intenpro[1,1],color='g',linestyle='-',label='G; Time 2')\nax.plot(intenpro[2,1],color='yellowgreen',linestyle='-',label='G; Time 4')\nax.legend(loc='best',fontsize=16)\nax.set_xticks([0,75,150])\nax.set_xticklabels(([0,35,70]))\nax.set_ylim([0,1.0])\nax.set_yticks([0,0.5,1.0])\nax.set_xlabel('RF (degree)', fontsize=16)\nax.set_ylabel('Intensity', fontsize=16)\nadjust_spines(ax, ['left', 'bottom'])\nhandles, labels = ax.get_legend_handles_labels()\nlgd = ax.legend(handles, labels, loc='center left',frameon=False, bbox_to_anchor=(1, 0.5))", "_____no_output_____" ] ], [ [ "### Sunrise: Dome and tree intensity change along time points", "_____no_output_____" ] ], [ [ "temp=img_real2view(img_sunrises[5])\nrecteg=cv2.rectangle(temp,(168,35),(228,55),(255,255,255),1)\nplt.imshow(recteg[...,::-1])", "_____no_output_____" ], [ "#dome intensity\ndomeinten_median=np.zeros((6,2)) #6 time points, 2 color channel (UV and G)\ndomeinten_std=np.zeros((6,2))\ndomeinten_lowq_higq=np.zeros((6,2,2)) #6 time points, 2 color channel (UV and G), low and high quantiles(percentiles)\nfor ii in range(6):\n for jj in range(2):\n temp=img_sunrises[ii,35:55,168:228,jj]/255\n domeinten_median[ii,jj]=np.median(temp)\n domeinten_std[ii,jj]=np.std(temp)\n low_perc,high_perc=bootstrap('median',temp,num_exp=10000,seed=66)\n domeinten_lowq_higq[ii,jj,0] = domeinten_median[ii,jj]-low_perc #low\n domeinten_lowq_higq[ii,jj,1] =-domeinten_median[ii,jj]+high_perc #high\n#tree intensity\ntreeinten_median=np.zeros((6,2))#6 time points, 2 color channel (UV and G)\ntreeinten_std=np.zeros((6,2))\ntreeinten_lowq_higq=np.zeros((6,2,2)) #6 time points, 2 color channel (UV and G), low and high quantiles(percentiles)\nfor ii in range(6):\n for jj in range(2):\n temp=img_sunrises[ii,80:100,230:280,jj]/255\n treeinten_median[ii,jj]=np.median(temp)\n treeinten_std[ii,jj]=np.std(temp)\n low_perc,high_perc=bootstrap('median',temp,num_exp=10000,seed=6666)\n treeinten_lowq_higq[ii,jj,0] = treeinten_median[ii,jj]-low_perc #low\n treeinten_lowq_higq[ii,jj,1] =-treeinten_median[ii,jj]+high_perc #high", "_____no_output_____" ], [ "#median, errorbar: 2.5-97.5 percentils\ntimepoints=[0,1,2,3,4,5]\nfig, ax = plt.subplots(nrows=1, ncols=1,figsize=(3,3))\nax.errorbar(timepoints,domeinten_median[:,0],yerr=(domeinten_lowq_higq[:,0,0],domeinten_lowq_higq[:,0,1]),marker='o',\\\n color='purple',linestyle='-', label='Dome UV',alpha=1.0, capsize=4)\nax.errorbar(timepoints,domeinten_median[:,1],yerr=(domeinten_lowq_higq[:,1,0],domeinten_lowq_higq[:,1,1]),marker='o',\\\n color='g', linestyle='-', label='Dome G',alpha=1.0, capsize=4)\nax.errorbar(timepoints,treeinten_median[:,0],yerr=(treeinten_lowq_higq[:,0,0],treeinten_lowq_higq[:,0,1]),marker='o',\\\n color='purple',linestyle='--',label='Tree UV',alpha=1.0, capsize=4)\nax.errorbar(timepoints,treeinten_median[:,1],yerr=(treeinten_lowq_higq[:,1,0],treeinten_lowq_higq[:,1,1]),marker='o',\\\n color='g', linestyle='--',label='Tree G',alpha=1.0, capsize=4)\nax.legend(loc='best',fontsize=16)\nax.set_xticks([0,1,2,3,4,5])\nax.set_ylim([0,0.09])\nax.set_yticks([0,0.03,0.06,0.09])\nax.set_xlabel('Time point', fontsize=16)\nax.set_ylabel('Intensity median', fontsize=16)\nadjust_spines(ax, ['left', 'bottom'])\nhandles, labels = ax.get_legend_handles_labels()\nlgd = ax.legend(handles, labels, loc='center left',frameon=False, bbox_to_anchor=(1, 0.5))", "_____no_output_____" ] ], [ [ "### Sunrise: Crms change along time points", "_____no_output_____" ] ], [ [ "#pick a rectangular area for the tree, not close to the sun, near the edge\ntemp=img_real2view(img_sunrises[5])\nrecteg=cv2.rectangle(temp,(160,50),(340,100),(0,0,255),5)\nplt.imshow(recteg[...,::-1])", "_____no_output_____" ], [ "#RF: 2,10 degrees\nRFradius=np.array([2,12])\nonoff_num=100\n#Crms\nrms2_time=np.zeros((6,2,2,onoff_num))#6 time points, 2 color channel (UV and G),2 RFs, 100 data\nrms2_means=np.zeros((6,2,2))#6 time points, 2 color channel (UV and G),2 RFs\nrms2_stds=np.zeros((6,2,2))\nrms2_lowq_higq=np.zeros((6,2,2,2)) #the last channel: low and high quantiles(percentiles)\nfor ii in range(6):\n for jj in range(2):\n for kk in range(2):\n temp=img_sunrises[ii,50:100,160:340,jj]/255\n temprms2s=rms2_random(566+ii*10,onoff_num,RFradius[kk],temp)\n rms2_time[ii,jj,kk]=temprms2s\n rms2_means[ii,jj,kk]=np.mean(temprms2s)\n rms2_stds[ii,jj,kk]=np.std(temprms2s)\n low_perc,high_perc=bootstrap('mean',temprms2s,num_exp=10000,seed=888)\n rms2_lowq_higq[ii,jj,kk,0] = rms2_means[ii,jj,kk]-low_perc #low\n rms2_lowq_higq[ii,jj,kk,1] =-rms2_means[ii,jj,kk]+high_perc #high", "_____no_output_____" ], [ "#mean, errorbar: 2.5-97.5 percentiles\ntimepoints=[0,1,2,3,4,5]\nfig, ax = plt.subplots(nrows=1, ncols=1,figsize=(3,3))\nax.errorbar(timepoints,rms2_means[:,0,1],yerr=(rms2_lowq_higq[:,0,1,0],rms2_lowq_higq[:,0,1,1]),marker='o',\\\n color='purple',linestyle='-',label='UV; RF=10',alpha=1.0, capsize=4)\nax.errorbar(timepoints,rms2_means[:,1,1],yerr=(rms2_lowq_higq[:,1,1,0],rms2_lowq_higq[:,1,1,1]),marker='o',\\\n color='g', linestyle='-',label='G; RF=10',alpha=1.0, capsize=4)\nax.legend(loc='best',fontsize=16)\nax.set_xticks([0,1,2,3,4,5])\nax.set_yticks([0,0.2,0.4])\nax.set_xlabel('Time point', fontsize=16)\nax.set_ylabel('Crms mean', fontsize=16)\nadjust_spines(ax, ['left', 'bottom'])\nhandles, labels = ax.get_legend_handles_labels()\nlgd = ax.legend(handles, labels, loc='center left',frameon=False, bbox_to_anchor=(1, 0.5))", "_____no_output_____" ] ], [ [ "### Sunset: Conoff and Crms of tree", "_____no_output_____" ] ], [ [ "#pick a rectangular area for the tree\ntemp=img_real2view(img_sunsets[1])\nrecteg=cv2.rectangle(temp,(130,50),(340,200),(0,0,255),5)\nplt.imshow(recteg[...,::-1])", "_____no_output_____" ], [ "RFradius=np.array([2,7,12,16])\nonoff_num=200\n#upper visual field, UV channel\nupper_UV_RF_rms2s=np.zeros((4,onoff_num))\nfor ii in range(4):\n temp=img_sunsets[1,50:200,130:340,0]/255\n upper_UV_RF_rms2s[ii]=rms2_random(566+ii*10,onoff_num,RFradius[ii],temp)\n#upper visual field, G channel\nupper_G_RF_rms2s=np.zeros((4,onoff_num))\nfor ii in range(4):\n temp=img_sunsets[1,50:200,130:340,1]/255\n upper_G_RF_rms2s[ii]=rms2_random(566+ii*10,onoff_num,RFradius[ii],temp)", "_____no_output_____" ], [ "#calculate rms2medians\nRFradius=np.array([2,7,12,16])\n#upper visual field, UV channel\nupper_UV_RF_rms2medians=np.zeros(4)\nupper_UV_RF_rms2stds=np.zeros(4)\nupper_UV_RF_rms2lowqs=np.zeros(4) #lower_quartile\nupper_UV_RF_rms2higqs=np.zeros(4) #upper_quartile\nfor ii in range(4):\n upper_UV_RF_rms2medians[ii]=np.median(upper_UV_RF_rms2s[ii])\n upper_UV_RF_rms2stds[ii]=np.std(upper_UV_RF_rms2s[ii])\n low_perc,high_perc=bootstrap('median',upper_UV_RF_rms2s[ii],num_exp=10000,seed=66)\n upper_UV_RF_rms2lowqs[ii] = upper_UV_RF_rms2medians[ii]-low_perc\n upper_UV_RF_rms2higqs[ii] =-upper_UV_RF_rms2medians[ii]+high_perc \n#upper visual field, G channel\nupper_G_RF_rms2medians=np.zeros(4)\nupper_G_RF_rms2stds=np.zeros(4)\nupper_G_RF_rms2lowqs=np.zeros(4) #lower_quartile\nupper_G_RF_rms2higqs=np.zeros(4) #upper_quartile\nfor ii in range(4):\n upper_G_RF_rms2medians[ii]=np.median(upper_G_RF_rms2s[ii])\n upper_G_RF_rms2stds[ii]=np.std(upper_G_RF_rms2s[ii])\n low_perc,high_perc=bootstrap('median',upper_G_RF_rms2s[ii],num_exp=10000,seed=66)\n upper_G_RF_rms2lowqs[ii] = upper_G_RF_rms2medians[ii]-low_perc\n upper_G_RF_rms2higqs[ii] =-upper_G_RF_rms2medians[ii]+high_perc ", "_____no_output_____" ], [ "#median, errorbar: 2.5-97.5 percentiles\nRFs=np.array([2,6,10,14])\nfig, ax = plt.subplots(nrows=1, ncols=1,figsize=(3,3))\nax.errorbar(RFs,upper_UV_RF_rms2medians,yerr=(upper_UV_RF_rms2lowqs,upper_UV_RF_rms2higqs),marker='o',\\\n color='purple',linestyle='-',label='Upper UV',alpha=1.0, capsize=4)\nax.errorbar(RFs,upper_G_RF_rms2medians, yerr=(upper_G_RF_rms2lowqs,upper_G_RF_rms2higqs), marker='o',\\\n color='g', linestyle='-',label='Upper G', alpha=1.0, capsize=4)\nax.legend(loc='best',fontsize=16)\nax.set_xticks([2,6,10,14])\nax.set_yticks([0,0.2,0.4,0.6])\nax.set_xlabel('RF (degree)', fontsize=16)\nax.set_ylabel('Crms median', fontsize=16)\nadjust_spines(ax, ['left', 'bottom'])\nhandles, labels = ax.get_legend_handles_labels()\nlgd = ax.legend(handles, labels, loc='center left',frameon=False, bbox_to_anchor=(1, 0.5))", "_____no_output_____" ] ] ]

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[ [ [ "<h1><center>How to export 🤗 Transformers Models to ONNX ?<h1><center>", "_____no_output_____" ], [ "[ONNX](http://onnx.ai/) is open format for machine learning models. It allows to save your neural network's computation graph in a framework agnostic way, which might be particulary helpful when deploying deep learning models.\n\nIndeed, businesses might have other requirements _(languages, hardware, ...)_ for which the training framework might not be the best suited in inference scenarios. In that context, having a representation of the actual computation graph that can be shared accross various business units and logics across an organization might be a desirable component.\n\nAlong with the serialization format, ONNX also provides a runtime library which allows efficient and hardware specific execution of the ONNX graph. This is done through the [onnxruntime](https://microsoft.github.io/onnxruntime/) project and already includes collaborations with many hardware vendors to seamlessly deploy models on various platforms.\n\nThrough this notebook we'll walk you through the process to convert a PyTorch or TensorFlow transformers model to the [ONNX](http://onnx.ai/) and leverage [onnxruntime](https://microsoft.github.io/onnxruntime/) to run inference tasks on models from 🤗 __transformers__", "_____no_output_____" ], [ "## Exporting 🤗 transformers model to ONNX\n\n---\n\nExporting models _(either PyTorch or TensorFlow)_ is easily achieved through the conversion tool provided as part of 🤗 __transformers__ repository. \n\nUnder the hood the process is sensibly the following: \n\n1. Allocate the model from transformers (**PyTorch or TensorFlow**)\n2. Forward dummy inputs through the model this way **ONNX** can record the set of operations executed\n3. Optionally define dynamic axes on input and output tensors\n4. Save the graph along with the network parameters", "_____no_output_____" ] ], [ [ "import sys\n!{sys.executable} -m pip install --upgrade git+https://github.com/huggingface/transformers\n!{sys.executable} -m pip install --upgrade torch==1.6.0+cpu torchvision==0.7.0+cpu -f https://download.pytorch.org/whl/torch_stable.html\n!{sys.executable} -m pip install --upgrade onnxruntime==1.4.0\n!{sys.executable} -m pip install -i https://test.pypi.org/simple/ ort-nightly\n!{sys.executable} -m pip install --upgrade onnxruntime-tools", "Collecting git+https://github.com/huggingface/transformers\n Cloning https://github.com/huggingface/transformers to /tmp/pip-req-build-9rvbp9p8\n Running command git clone -q https://github.com/huggingface/transformers /tmp/pip-req-build-9rvbp9p8\nRequirement already satisfied, skipping upgrade: numpy in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (1.18.1)\nRequirement already satisfied, skipping upgrade: tokenizers==0.8.1.rc2 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (0.8.1rc2)\nRequirement already satisfied, skipping upgrade: packaging in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (20.4)\nRequirement already satisfied, skipping upgrade: filelock in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (3.0.12)\nRequirement already satisfied, skipping upgrade: requests in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (2.23.0)\nRequirement already satisfied, skipping upgrade: tqdm>=4.27 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (4.46.1)\nRequirement already satisfied, skipping upgrade: regex!=2019.12.17 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (2020.6.8)\nRequirement already satisfied, skipping upgrade: sentencepiece!=0.1.92 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (0.1.91)\nRequirement already satisfied, skipping upgrade: sacremoses in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from transformers==3.0.2) (0.0.43)\nRequirement already satisfied, skipping upgrade: pyparsing>=2.0.2 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from packaging->transformers==3.0.2) (2.4.7)\nRequirement already satisfied, skipping upgrade: six in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from packaging->transformers==3.0.2) (1.15.0)\nRequirement already satisfied, skipping upgrade: chardet<4,>=3.0.2 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from requests->transformers==3.0.2) (3.0.4)\nRequirement already satisfied, skipping upgrade: idna<3,>=2.5 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from requests->transformers==3.0.2) (2.9)\nRequirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from requests->transformers==3.0.2) (1.25.9)\nRequirement already satisfied, skipping upgrade: certifi>=2017.4.17 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from requests->transformers==3.0.2) (2020.6.20)\nRequirement already satisfied, skipping upgrade: click in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from sacremoses->transformers==3.0.2) (7.1.2)\nRequirement already satisfied, skipping upgrade: joblib in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from sacremoses->transformers==3.0.2) (0.15.1)\nBuilding wheels for collected packages: transformers\n Building wheel for transformers (setup.py) ... \u001b[?25ldone\n\u001b[?25h Created wheel for transformers: filename=transformers-3.0.2-py3-none-any.whl size=883063 sha256=5f2caef76450921ae2e5b10abbbaab436e9c87c83486114fa08d305e4396d4cd\n Stored in directory: /tmp/pip-ephem-wheel-cache-kftypcjz/wheels/42/68/45/c63edff61c292f2dfd4df4ef6522dcbecc603e7af82813c1d7\nSuccessfully built transformers\nInstalling collected packages: transformers\n Attempting uninstall: transformers\n Found existing installation: transformers 3.0.2\n Uninstalling transformers-3.0.2:\n Successfully uninstalled transformers-3.0.2\nSuccessfully installed transformers-3.0.2\nLooking in links: https://download.pytorch.org/whl/torch_stable.html\nRequirement already up-to-date: torch==1.6.0+cpu in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (1.6.0+cpu)\nRequirement already up-to-date: torchvision==0.7.0+cpu in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (0.7.0+cpu)\nRequirement already satisfied, skipping upgrade: numpy in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from torch==1.6.0+cpu) (1.18.1)\nRequirement already satisfied, skipping upgrade: future in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from torch==1.6.0+cpu) (0.18.2)\nRequirement already satisfied, skipping upgrade: pillow>=4.1.1 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from torchvision==0.7.0+cpu) (7.2.0)\nRequirement already up-to-date: onnxruntime==1.4.0 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (1.4.0)\nRequirement already satisfied, skipping upgrade: protobuf in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime==1.4.0) (3.12.2)\nRequirement already satisfied, skipping upgrade: numpy>=1.16.6 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime==1.4.0) (1.18.1)\nRequirement already satisfied, skipping upgrade: setuptools in 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/home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from protobuf->ort-nightly) (1.15.0)\nRequirement already up-to-date: onnxruntime-tools in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (1.4.2)\nRequirement already satisfied, skipping upgrade: numpy in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime-tools) (1.18.1)\nRequirement already satisfied, skipping upgrade: coloredlogs in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime-tools) (14.0)\nRequirement already satisfied, skipping upgrade: py3nvml in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime-tools) (0.2.6)\nRequirement already satisfied, skipping upgrade: psutil in /home/mfuntowicz/.local/lib/python3.8/site-packages/psutil-5.7.0-py3.8-linux-x86_64.egg (from onnxruntime-tools) (5.7.0)\nRequirement already satisfied, skipping upgrade: packaging in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime-tools) (20.4)\nRequirement already satisfied, skipping upgrade: py-cpuinfo in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime-tools) (5.0.0)\nRequirement already satisfied, skipping upgrade: onnx in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnxruntime-tools) (1.7.0)\nRequirement already satisfied, skipping upgrade: humanfriendly>=7.1 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from coloredlogs->onnxruntime-tools) (8.2)\nRequirement already satisfied, skipping upgrade: xmltodict in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from py3nvml->onnxruntime-tools) (0.12.0)\nRequirement already satisfied, skipping upgrade: six in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from packaging->onnxruntime-tools) (1.15.0)\nRequirement already satisfied, skipping upgrade: pyparsing>=2.0.2 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from packaging->onnxruntime-tools) (2.4.7)\nRequirement already satisfied, skipping upgrade: typing-extensions>=3.6.2.1 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnx->onnxruntime-tools) (3.7.4.2)\nRequirement already satisfied, skipping upgrade: protobuf in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from onnx->onnxruntime-tools) (3.12.2)\n" ], [ "!rm -rf onnx/\nfrom pathlib import Path\nfrom transformers.convert_graph_to_onnx import convert\n\n# Handles all the above steps for you\nconvert(framework=\"pt\", model=\"bert-base-cased\", output=Path(\"onnx/bert-base-cased.onnx\"), opset=11)\n\n# Tensorflow \n# convert(framework=\"tf\", model=\"bert-base-cased\", output=\"onnx/bert-base-cased.onnx\", opset=11)", "loading configuration file https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-cased-config.json from cache at /home/mfuntowicz/.cache/torch/transformers/b945b69218e98b3e2c95acf911789741307dec43c698d35fad11c1ae28bda352.9da767be51e1327499df13488672789394e2ca38b877837e52618a67d7002391\nModel config BertConfig {\n \"architectures\": [\n \"BertForMaskedLM\"\n ],\n \"attention_probs_dropout_prob\": 0.1,\n \"gradient_checkpointing\": false,\n \"hidden_act\": \"gelu\",\n \"hidden_dropout_prob\": 0.1,\n \"hidden_size\": 768,\n \"initializer_range\": 0.02,\n \"intermediate_size\": 3072,\n \"layer_norm_eps\": 1e-12,\n \"max_position_embeddings\": 512,\n \"model_type\": \"bert\",\n \"num_attention_heads\": 12,\n \"num_hidden_layers\": 12,\n \"pad_token_id\": 0,\n \"type_vocab_size\": 2,\n \"vocab_size\": 28996\n}\n\n" ] ], [ [ "## How to leverage runtime for inference over an ONNX graph\n\n---\n\nAs mentionned in the introduction, **ONNX** is a serialization format and many side projects can load the saved graph and run the actual computations from it. Here, we'll focus on the official [onnxruntime](https://microsoft.github.io/onnxruntime/). The runtime is implemented in C++ for performance reasons and provides API/Bindings for C++, C, C#, Java and Python.\n\nIn the case of this notebook, we will use the Python API to highlight how to load a serialized **ONNX** graph and run inference workload on various backends through **onnxruntime**.\n\n**onnxruntime** is available on pypi:\n\n- onnxruntime: ONNX + MLAS (Microsoft Linear Algebra Subprograms)\n- onnxruntime-gpu: ONNX + MLAS + CUDA\n", "_____no_output_____" ] ], [ [ "!pip install transformers onnxruntime-gpu onnx psutil matplotlib", "Requirement already satisfied: transformers in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (3.0.2)\nRequirement already satisfied: onnxruntime-gpu in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (1.3.0)\nRequirement already satisfied: onnx in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (1.7.0)\nRequirement already satisfied: psutil in 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pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from matplotlib) (2.4.7)\nRequirement already satisfied: kiwisolver>=1.0.1 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from matplotlib) (1.2.0)\nRequirement already satisfied: python-dateutil>=2.1 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from matplotlib) (2.8.1)\nRequirement already satisfied: cycler>=0.10 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from matplotlib) (0.10.0)\nRequirement already satisfied: pillow>=6.2.0 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from matplotlib) (7.2.0)\nRequirement already satisfied: certifi>=2020.06.20 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from matplotlib) (2020.6.20)\nRequirement already satisfied: click in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from sacremoses->transformers) (7.1.2)\nRequirement already satisfied: joblib in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from sacremoses->transformers) (0.15.1)\nRequirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from requests->transformers) (1.25.9)\nRequirement already satisfied: chardet<4,>=3.0.2 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from requests->transformers) (3.0.4)\nRequirement already satisfied: idna<3,>=2.5 in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from requests->transformers) (2.9)\nRequirement already satisfied: setuptools in /home/mfuntowicz/miniconda3/envs/pytorch/lib/python3.8/site-packages (from protobuf->onnxruntime-gpu) (47.1.1.post20200604)\n" ] ], [ [ "## Preparing for an Inference Session\n\n---\n\nInference is done using a specific backend definition which turns on hardware specific optimizations of the graph. \n\nOptimizations are basically of three kinds: \n\n- **Constant Folding**: Convert static variables to constants in the graph \n- **Deadcode Elimination**: Remove nodes never accessed in the graph\n- **Operator Fusing**: Merge multiple instruction into one (Linear -> ReLU can be fused to be LinearReLU)\n\nONNX Runtime automatically applies most optimizations by setting specific `SessionOptions`.\n\nNote:Some of the latest optimizations that are not yet integrated into ONNX Runtime are available in [optimization script](https://github.com/microsoft/onnxruntime/tree/master/onnxruntime/python/tools/transformers) that tunes models for the best performance.", "_____no_output_____" ] ], [ [ "# # An optional step unless\n# # you want to get a model with mixed precision for perf accelartion on newer GPU\n# # or you are working with Tensorflow(tf.keras) models or pytorch models other than bert\n\n# !pip install onnxruntime-tools\n# from onnxruntime_tools import optimizer\n\n# # Mixed precision conversion for bert-base-cased model converted from Pytorch\n# optimized_model = optimizer.optimize_model(\"bert-base-cased.onnx\", model_type='bert', num_heads=12, hidden_size=768)\n# optimized_model.convert_model_float32_to_float16()\n# optimized_model.save_model_to_file(\"bert-base-cased.onnx\")\n\n# # optimizations for bert-base-cased model converted from Tensorflow(tf.keras)\n# optimized_model = optimizer.optimize_model(\"bert-base-cased.onnx\", model_type='bert_keras', num_heads=12, hidden_size=768)\n# optimized_model.save_model_to_file(\"bert-base-cased.onnx\")\n\n\n# optimize transformer-based models with onnxruntime-tools\nfrom onnxruntime_tools import optimizer\nfrom onnxruntime_tools.transformers.onnx_model_bert import BertOptimizationOptions\n\n# disable embedding layer norm optimization for better model size reduction\nopt_options = BertOptimizationOptions('bert')\nopt_options.enable_embed_layer_norm = False\n\nopt_model = optimizer.optimize_model(\n 'onnx/bert-base-cased.onnx',\n 'bert', \n num_heads=12,\n hidden_size=768,\n optimization_options=opt_options)\nopt_model.save_model_to_file('bert.opt.onnx')\n", "_____no_output_____" ], [ "from os import environ\nfrom psutil import cpu_count\n\n# Constants from the performance optimization available in onnxruntime\n# It needs to be done before importing onnxruntime\nenviron[\"OMP_NUM_THREADS\"] = str(cpu_count(logical=True))\nenviron[\"OMP_WAIT_POLICY\"] = 'ACTIVE'\n\nfrom onnxruntime import GraphOptimizationLevel, InferenceSession, SessionOptions, get_all_providers", "_____no_output_____" ], [ "from contextlib import contextmanager\nfrom dataclasses import dataclass\nfrom time import time\nfrom tqdm import trange\n\ndef create_model_for_provider(model_path: str, provider: str) -> InferenceSession: \n \n assert provider in get_all_providers(), f\"provider {provider} not found, {get_all_providers()}\"\n\n # Few properties that might have an impact on performances (provided by MS)\n options = SessionOptions()\n options.intra_op_num_threads = 1\n options.graph_optimization_level = GraphOptimizationLevel.ORT_ENABLE_ALL\n\n # Load the model as a graph and prepare the CPU backend \n session = InferenceSession(model_path, options, providers=[provider])\n session.disable_fallback()\n \n return session\n\n\n@contextmanager\ndef track_infer_time(buffer: [int]):\n start = time()\n yield\n end = time()\n\n buffer.append(end - start)\n\n\n@dataclass\nclass OnnxInferenceResult:\n model_inference_time: [int] \n optimized_model_path: str", "_____no_output_____" ] ], [ [ "## Forwarding through our optimized ONNX model running on CPU\n\n---\n\nWhen the model is loaded for inference over a specific provider, for instance **CPUExecutionProvider** as above, an optimized graph can be saved. This graph will might include various optimizations, and you might be able to see some **higher-level** operations in the graph _(through [Netron](https://github.com/lutzroeder/Netron) for instance)_ such as:\n- **EmbedLayerNormalization**\n- **Attention**\n- **FastGeLU**\n\nThese operations are an example of the kind of optimization **onnxruntime** is doing, for instance here gathering multiple operations into bigger one _(Operator Fusing)_.", "_____no_output_____" ] ], [ [ "from transformers import BertTokenizerFast\n\ntokenizer = BertTokenizerFast.from_pretrained(\"bert-base-cased\")\ncpu_model = create_model_for_provider(\"onnx/bert-base-cased.onnx\", \"CPUExecutionProvider\")\n\n# Inputs are provided through numpy array\nmodel_inputs = tokenizer(\"My name is Bert\", return_tensors=\"pt\")\ninputs_onnx = {k: v.cpu().detach().numpy() for k, v in model_inputs.items()}\n\n# Run the model (None = get all the outputs)\nsequence, pooled = cpu_model.run(None, inputs_onnx)\n\n# Print information about outputs\n\nprint(f\"Sequence output: {sequence.shape}, Pooled output: {pooled.shape}\")", "loading file https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-cased-vocab.txt from cache at /home/mfuntowicz/.cache/torch/transformers/5e8a2b4893d13790ed4150ca1906be5f7a03d6c4ddf62296c383f6db42814db2.e13dbb970cb325137104fb2e5f36fe865f27746c6b526f6352861b1980eb80b1\n" ] ], [ [ "# Benchmarking PyTorch model\n\n_Note: PyTorch model benchmark is run on CPU_", "_____no_output_____" ] ], [ [ "from transformers import BertModel\n\nPROVIDERS = {\n (\"cpu\", \"PyTorch CPU\"),\n# Uncomment this line to enable GPU benchmarking\n# (\"cuda:0\", \"PyTorch GPU\")\n}\n\nresults = {}\n\nfor device, label in PROVIDERS:\n \n # Move inputs to the correct device\n model_inputs_on_device = {\n arg_name: tensor.to(device)\n for arg_name, tensor in model_inputs.items()\n }\n\n # Add PyTorch to the providers\n model_pt = BertModel.from_pretrained(\"bert-base-cased\").to(device)\n for _ in trange(10, desc=\"Warming up\"):\n model_pt(**model_inputs_on_device)\n\n # Compute \n time_buffer = []\n for _ in trange(100, desc=f\"Tracking inference time on PyTorch\"):\n with track_infer_time(time_buffer):\n model_pt(**model_inputs_on_device)\n\n # Store the result\n results[label] = OnnxInferenceResult(\n time_buffer, \n None\n ) ", "loading configuration file https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-cased-config.json from cache at /home/mfuntowicz/.cache/torch/transformers/b945b69218e98b3e2c95acf911789741307dec43c698d35fad11c1ae28bda352.9da767be51e1327499df13488672789394e2ca38b877837e52618a67d7002391\nModel config BertConfig {\n \"architectures\": [\n \"BertForMaskedLM\"\n ],\n \"attention_probs_dropout_prob\": 0.1,\n \"gradient_checkpointing\": false,\n \"hidden_act\": \"gelu\",\n \"hidden_dropout_prob\": 0.1,\n \"hidden_size\": 768,\n \"initializer_range\": 0.02,\n \"intermediate_size\": 3072,\n \"layer_norm_eps\": 1e-12,\n \"max_position_embeddings\": 512,\n \"model_type\": \"bert\",\n \"num_attention_heads\": 12,\n \"num_hidden_layers\": 12,\n \"pad_token_id\": 0,\n \"type_vocab_size\": 2,\n \"vocab_size\": 28996\n}\n\nloading weights file https://cdn.huggingface.co/bert-base-cased-pytorch_model.bin from cache at /home/mfuntowicz/.cache/torch/transformers/d8f11f061e407be64c4d5d7867ee61d1465263e24085cfa26abf183fdc830569.3fadbea36527ae472139fe84cddaa65454d7429f12d543d80bfc3ad70de55ac2\nAll model checkpoint weights were used when initializing BertModel.\n\nAll the weights of BertModel were initialized from the model checkpoint at bert-base-cased.\nIf your task is similar to the task the model of the checkpoint was trained on, you can already use BertModel for predictions without further training.\nWarming up: 100%|██████████| 10/10 [00:00<00:00, 39.30it/s]\nTracking inference time on PyTorch: 100%|██████████| 100/100 [00:02<00:00, 41.09it/s]\n" ] ], [ [ "## Benchmarking PyTorch & ONNX on CPU\n\n_**Disclamer: results may vary from the actual hardware used to run the model**_", "_____no_output_____" ] ], [ [ "PROVIDERS = {\n (\"CPUExecutionProvider\", \"ONNX CPU\"),\n# Uncomment this line to enable GPU benchmarking\n# (\"CUDAExecutionProvider\", \"ONNX GPU\")\n}\n\n\nfor provider, label in PROVIDERS:\n # Create the model with the specified provider\n model = create_model_for_provider(\"onnx/bert-base-cased.onnx\", provider)\n\n # Keep track of the inference time\n time_buffer = []\n\n # Warm up the model\n model.run(None, inputs_onnx)\n\n # Compute \n for _ in trange(100, desc=f\"Tracking inference time on {provider}\"):\n with track_infer_time(time_buffer):\n model.run(None, inputs_onnx)\n\n # Store the result\n results[label] = OnnxInferenceResult(\n time_buffer,\n model.get_session_options().optimized_model_filepath\n )", "Tracking inference time on CPUExecutionProvider: 100%|██████████| 100/100 [00:01<00:00, 63.62it/s]\n" ], [ "%matplotlib inline\n\nimport matplotlib\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport os\n\n\n# Compute average inference time + std\ntime_results = {k: np.mean(v.model_inference_time) * 1e3 for k, v in results.items()}\ntime_results_std = np.std([v.model_inference_time for v in results.values()]) * 1000\n\nplt.rcdefaults()\nfig, ax = plt.subplots(figsize=(16, 12))\nax.set_ylabel(\"Avg Inference time (ms)\")\nax.set_title(\"Average inference time (ms) for each provider\")\nax.bar(time_results.keys(), time_results.values(), yerr=time_results_std)\nplt.show()", "_____no_output_____" ] ], [ [ "# Quantization support from transformers\n\nQuantization enables the use of integers (_instead of floatting point_) arithmetic to run neural networks models faster. From a high-level point of view, quantization works as mapping the float32 ranges of values as int8 with the less loss in the performances of the model.\n\nHugging Face provides a conversion tool as part of the transformers repository to easily export quantized models to ONNX Runtime. For more information, please refer to the following: \n\n- [Hugging Face Documentation on ONNX Runtime quantization supports](https://huggingface.co/transformers/master/serialization.html#quantization)\n- [Intel's Explanation of Quantization](https://nervanasystems.github.io/distiller/quantization.html)\n\nWith this method, the accuracy of the model remains at the same level than the full-precision model. If you want to see benchmarks on model performances, we recommand reading the [ONNX Runtime notebook](https://github.com/microsoft/onnxruntime/blob/master/onnxruntime/python/tools/quantization/notebooks/Bert-GLUE_OnnxRuntime_quantization.ipynb) on the subject.", "_____no_output_____" ], [ "# Benchmarking PyTorch quantized model", "_____no_output_____" ] ], [ [ "import torch \n\n# Quantize\nmodel_pt_quantized = torch.quantization.quantize_dynamic(\n model_pt.to(\"cpu\"), {torch.nn.Linear}, dtype=torch.qint8\n)\n\n# Warm up \nmodel_pt_quantized(**model_inputs)\n\n# Benchmark PyTorch quantized model\ntime_buffer = []\nfor _ in trange(100):\n with track_infer_time(time_buffer):\n model_pt_quantized(**model_inputs)\n \nresults[\"PyTorch CPU Quantized\"] = OnnxInferenceResult(\n time_buffer,\n None\n)", "100%|██████████| 100/100 [00:01<00:00, 90.15it/s]\n" ] ], [ [ "# Benchmarking ONNX quantized model", "_____no_output_____" ] ], [ [ "from transformers.convert_graph_to_onnx import quantize\n\n# Transformers allow you to easily convert float32 model to quantized int8 with ONNX Runtime\nquantized_model_path = quantize(Path(\"bert.opt.onnx\"))\n\n# Then you just have to load through ONNX runtime as you would normally do\nquantized_model = create_model_for_provider(quantized_model_path.as_posix(), \"CPUExecutionProvider\")\n\n# Warm up the overall model to have a fair comparaison\noutputs = quantized_model.run(None, inputs_onnx)\n\n# Evaluate performances\ntime_buffer = []\nfor _ in trange(100, desc=f\"Tracking inference time on CPUExecutionProvider with quantized model\"):\n with track_infer_time(time_buffer):\n outputs = quantized_model.run(None, inputs_onnx)\n\n# Store the result\nresults[\"ONNX CPU Quantized\"] = OnnxInferenceResult(\n time_buffer, \n quantized_model_path\n) ", "As of onnxruntime 1.4.0, models larger than 2GB will fail to quantize due to protobuf constraint.\nThis limitation will be removed in the next release of onnxruntime.\nQuantized model has been written at bert.onnx: ✔\n" ] ], [ [ "## Show the inference performance of each providers ", "_____no_output_____" ] ], [ [ "%matplotlib inline\n\nimport matplotlib\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport os\n\n\n# Compute average inference time + std\ntime_results = {k: np.mean(v.model_inference_time) * 1e3 for k, v in results.items()}\ntime_results_std = np.std([v.model_inference_time for v in results.values()]) * 1000\n\nplt.rcdefaults()\nfig, ax = plt.subplots(figsize=(16, 12))\nax.set_ylabel(\"Avg Inference time (ms)\")\nax.set_title(\"Average inference time (ms) for each provider\")\nax.bar(time_results.keys(), time_results.values(), yerr=time_results_std)\nplt.show()", "_____no_output_____" ] ] ]

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[ [ [ "# Lecture 1. Introduction to CUDA Programming Model and Toolkit.\n\n", "_____no_output_____" ], [ "Welcome to the GPU short course exercies!\n\nDuring this course we will introduce you with the syntax of CUDA programming in Python using `numba.cuda` package.", "_____no_output_____" ], [ "During the first lecture we will try to focus on optimizing the following function, which adds two vectors together using a single CPU core.", "_____no_output_____" ] ], [ [ "import numpy as np\n\ndef add_vectors(a, b):\n assert len(a) == len(b)\n \n n = len(a)\n result = [None]*n\n for i in range(n):\n result[i] = a[i] + b[i]\n return result\n\nadd_vectors([1, 2, 3, 4], \n [4, 5, 6, 7])", "_____no_output_____" ] ], [ [ "Lets measure the time needed to execute the `add_vectors` for big-scale arrays:", "_____no_output_____" ] ], [ [ "a = np.random.rand(2**24) # ~ 1e7 elements\nb = np.random.rand(2**24)", "_____no_output_____" ], [ "%%timeit -n 2\nadd_vectors(a, b)", "2 loops, best of 5: 6.46 s per loop\n" ] ], [ [ "In the following sections we will show you how to optimize the above implementation by reimplementing vector addition on GPU.", "_____no_output_____" ], [ "## Exercise 1.1. CUDA kernels and CUDA threads.\n\n", "_____no_output_____" ], [ "#### 1.1.1. One-dimensional grid.", "_____no_output_____" ], [ "Lets do the all necessary Python imports first.", "_____no_output_____" ] ], [ [ "import math\nfrom numba import cuda\nimport numpy as np", "_____no_output_____" ] ], [ [ "The `numba.cuda` package provides a possibility to write CUDA kernels directly in Python language. We will describe Numba in more detail later. For now, it will be enough to understand that:\n- the code that is executed by each GPU core separately is called a *GPU kernel*,\n- in Numba, GPU kernel is a Python function with `@cuda.jit` decorator.\n\nThe below code creates a CUDA kernel which simply does nothing (*NOP*).", "_____no_output_____" ] ], [ [ "@cuda.jit\ndef my_first_gpu_kernel():\n pass", "_____no_output_____" ] ], [ [ "The following line launches the code to be executed by 64 thread blocks, each block has 256 threads:", "_____no_output_____" ] ], [ [ "my_first_gpu_kernel[64, 256]()", "_____no_output_____" ] ], [ [ "Ok, now that we know what is the syntax for writing and lanuching CUDA kernel code, we can proceed with porting the `add_vectors` function to the GPU device. \n\nThe key is to note that vector element additions are *independent tasks* - that is, for each `i` and `j`, the result of `a[i]+b[i]` does not depend on `a[j]+b[j]` and vice versa.\n\nSo, let's move line 9 from `add_vectors` function to the new, GPU kernel implementation: ", "_____no_output_____" ] ], [ [ "@cuda.jit\ndef add_vectors_kernel(result, a, b):\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n\n # Make sure not to go outside the grid area!\n if i >= len(result):\n return\n\n result[i] = a[i] + b[i]", "_____no_output_____" ] ], [ [ "The above code is executed by each CUDA thread separately. \n\nFields `blockIdx`, `blockDim` and `threadIdx` allows to determine the position of the current thread in the whole grid of threads executed by CUDA device:\n- `blockIdx` is the identifier of the currently executed block of threads in the grid,\n- `blockDim` is the size of a single block of threads,\n- `threadIdx` is the identifier of the currenty executed thread within a single block.\n\nA grid of threads can have one, two or three dimensions, described by `(cuda.blockIdx.z, cuda.blockDim.y, cuda.blockDim.x)` tuple. \n\nEach thread in a block has coordinates `(cuda.threadIdx.z, cuda.threadIdx.y, cuda.threadIdx.x)`. \n\nEach block in a grid has coordinates `(cuda.blockIdx.z, cuda.blockIdx.y, cuda.blockIdx.x)`. \n\nThe `x` coordinate changes the fastest: two adjacent threads in the same block differ in the value of the `x` coordinate by 1.\n\nGrird and thread dimensions can be specified via `grid_size` and `thread_size` parameters: a single scalar value means, that a 1-D grid will be used, a pair of values imposes a 2-D grid, three values sets 3-D grid. ", "_____no_output_____" ], [ "Now, we would like to run the above kernel for each `result[i]`. Let's assume for a moment that we want the above CUDA kernel to be executed by 256 threads in parallel - i.e. one block will consists of 256 threads. To cover the entire input array, the kernel has to be executed by $\\left\\lceil \\frac{n}{256} \\right\\rceil$ blocks of threads. ", "_____no_output_____" ] ], [ [ "def add_vectors_gpu(a, b):\n assert len(a) == len(b)\n # Create output array in the GPU memory.\n result = cuda.device_array(shape=a.shape, dtype=a.dtype)\n\n block_size = 256\n grid_size = math.ceil(len(a)/block_size)\n add_vectors_kernel[grid_size, block_size](result, a, b)\n return result.copy_to_host()", "_____no_output_____" ], [ "%%timeit\nadd_vectors_gpu(a, b)", "1 loop, best of 5: 138 ms per loop\n" ] ], [ [ "Congratulations! Your very first GPU kernel, i.e. `add_vectors_gpu` function, executes much faster than its CPU counterpart.\nOf course, writing CUDA kernels is not the only part of preparing GPU processing pipeline. One of the other important things to consider is the heterogenous nature of the CPU-GPU processing: is the data transfer between GPU and the host computer.", "_____no_output_____" ], [ "#### 1.1.2. Two-dimensional grid.", "_____no_output_____" ], [ "In the previous example, the grid of threads was defined in a single dimension, i.e. the variables `grid_size` and `block_size` were a single scalar value. This time we will implement a function, which adds two **matrices**, and we will use a 2-D grid of threads for this purpose.", "_____no_output_____" ], [ "Lets implement `add_matrices` for CPU first. ", "_____no_output_____" ] ], [ [ "import itertools\nimport numpy as np \n\ndef add_matrices(a, b):\n a = np.array(a)\n b = np.array(b)\n assert a.shape == b.shape\n \n height, width = a.shape\n result = np.zeros(a.shape, dtype=a.dtype)\n \n for i, j in itertools.product(range(height), range(width)):\n result[i, j] = a[i, j] + b[i, j]\n return result\n\nadd_matrices(\n # a = \n [[ 1, 2, 3, 4], \n [ 4, 5, 6, 7]],\n # b = \n [[-1, -2, -3, -4],\n [ 1, 1, 1, 1]])", "_____no_output_____" ], [ "A = np.random.rand(2**12, 2**12) # ~ 1e7 elements\nB = np.random.rand(2**12, 2**12)\n\nC = add_matrices(A, B)\nnp.testing.assert_equal(C, A+B)", "_____no_output_____" ], [ "%%timeit -n 2\nadd_matrices(A, B)", "2 loops, best of 5: 8.95 s per loop\n" ] ], [ [ "Similarly to the `add_vectors_kernel` implementation, the `add_matrices_kernel` will compute a single matrix element. This time, we will use `y` coordinate to address matrix elements in the second dimension:\n\n", "_____no_output_____" ] ], [ [ "@cuda.jit\ndef add_matrices_kernel(result, a, b):\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n j = cuda.blockIdx.y*cuda.blockDim.y + cuda.threadIdx.y\n\n height, width = result.shape\n\n # Make sure we are not accessing data outside available space!\n if i >= width or j >= height:\n return\n\n result[j, i] = a[j, i] + b[j, i]", "_____no_output_____" ] ], [ [ "Now, we must also pass the second dimension of the grid to the GPU kernel invocation parameters, as the implementation assumes a 2-D grid layout. The parameters `grid_size` and `block_size` now has to pairs of integer values: ", "_____no_output_____" ] ], [ [ "def add_matrices_gpu(a, b):\n assert a.shape == b.shape\n # Create output array in the GPU memory.\n result = cuda.device_array(shape=a.shape, dtype=a.dtype)\n\n height, width = a.shape\n block_size = (16, 16)\n grid_size = (math.ceil(width/block_size[0]), math.ceil(height/block_size[1]))\n add_matrices_kernel[grid_size, block_size](result, a, b)\n return result.copy_to_host()\n\nadd_matrices(\n # a = \n [[ 1, 2, 3, 4], \n [ 4, 5, 6, 7]],\n # b = \n [[-1, -2, -3, -4],\n [ 1, 1, 1, 1]])", "_____no_output_____" ] ], [ [ "Let's test the implementation first:", "_____no_output_____" ] ], [ [ "C = add_matrices_gpu(A, B)\nnp.testing.assert_equal(C, A+B)", "_____no_output_____" ] ], [ [ "Now lets compare CPU and GPU processing time:", "_____no_output_____" ] ], [ [ "%%timeit\nadd_matrices_gpu(A, B)", "10 loops, best of 5: 140 ms per loop\n" ] ], [ [ "We leave the implementation of adding two 3D arrays as homework for the students.", "_____no_output_____" ], [ "#### 1.1.3. See also\n\n- CUDA kernels in Numba: introduction: https://numba.readthedocs.io/en/0.52.0/cuda/kernels.html#introduction\n\n- Matrix multiplication example https://numba.readthedocs.io/en/0.52.0/cuda/examples.html#matrix-multiplication", "_____no_output_____" ], [ "## Exercise 1.2. Transferring data to and from GPU memory.\n\n", "_____no_output_____" ], [ "In the previous examples, we passed the `numpy` arrays directly to the GPU kernel code. The `numpy` arrays were stored in the host PC's operating memory. As GPU computing can be performed only on data which is located in GPU memory, Numba package impliclitly transferred the data from PC's memory to GPU global memory first.\n\nThe data transfers can be run explicitly, if necessary:", "_____no_output_____" ] ], [ [ "block_size = 256\ngrid_size = math.ceil(len(a)/block_size)\n\n# Create an array for the result in the GPU global memory. \nresult_gpu = cuda.device_array(shape=a.shape, dtype=a.dtype)\n# Here are the explicit data transfers from host PC memory to GPU global memory:\na_gpu = cuda.to_device(a)\nb_gpu = cuda.to_device(b)\n\nadd_vectors_kernel[grid_size, block_size](result_gpu, a_gpu, b_gpu)\n# After the computations are done, transfer the results to the host PC memory.\nresult = result_gpu.copy_to_host()", "_____no_output_____" ] ], [ [ "Data transfer to and from GPU memory is only possible with GPU global memory. The following functions are available in Numba:\n\n- create an array in the GPU global memory: `numba.cuda.device_array`, or `numba.cuda.device_array_like`,\n- host PC to GPU global memory transfer: `numba.cuda.to_device`\n- GPU global memory to host PC memory transfer: `gpu_array.copy_to_host`, where `gpu_array` is a GPU array. \n\nThe complete list of Numba's functions for data transfer to and from GPU is available here:\nhttps://numba.readthedocs.io/en/0.52.0/cuda/memory.html#data-transfer", "_____no_output_____" ], [ "The advantage of heterogenous programming with CUDA is that computing performed on the GPU can be done in parallel with the operations performed by CPU -- both CPU and GPU are separate processing devices that can work simultaneously. In other words, that CUDA kernel invocations are **asynochronous**: when we invoke GPU kernel, the only job the CPU does is to enqueue the kernel to be executed on GPU, then it returns immediately\n(In fact, this is not always true for kernels written in Numba - the first launch of a CUDA kernel may also require Python code compilation. This topic will be discussed later in this lecture.)\n\nFor example, the following GPU kernel call takes much less time than we've seen so far:", "_____no_output_____" ] ], [ [ "%%timeit -n 100\nadd_vectors_kernel[grid_size, block_size](result_gpu, a_gpu, b_gpu)", "100 loops, best of 5: 172 µs per loop\n" ] ], [ [ "The difference is that we did not transfer data from the GPU to the CPU. Let's try now with the GPU -> CPU transfer:", "_____no_output_____" ] ], [ [ "%%timeit -n 100\nadd_vectors_kernel[grid_size, block_size](result_gpu, a_gpu, b_gpu)\nresult = result_gpu.copy_to_host()", "100 loops, best of 5: 34.6 ms per loop\n" ] ], [ [ "The difference is due to the fact that the data transfer is a blocking operation - it waits for all queued operations to be performed, then performs the transfer. To wait for the kernels to execute explicitly, without transferring the result data to host PC, run `cuda.default_stream().synchronize()`.", "_____no_output_____" ] ], [ [ "%%timeit -n 100\nadd_vectors_kernel[grid_size, block_size](result_gpu, a_gpu, b_gpu)\ncuda.default_stream().synchronize()", "100 loops, best of 5: 1.8 ms per loop\n" ] ], [ [ "CUDA streams will be covered in more detail later in this short-course.", "_____no_output_____" ], [ "### 1.2.1 See also", "_____no_output_____" ], [ "- CUDA Toolkit documentation: device memory management (CUDA C++): https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#device-memory\n- The complete list of Numba's functions for data transfer to and from GPU: https://numba.readthedocs.io/en/0.52.0/cuda/memory.html#data-transfer\n", "_____no_output_____" ], [ "## Exercise 1.3. CUDA Toolkit and Numba package.", "_____no_output_____" ], [ "Nvidia provides several tools in its Toolkit that help in the implementation and testing of the GPU code. In this exercise we will show you how to:\n- check what parameters you hardware has, like determine how to programatically check how many GPUs are available, how much each kind of memory you it has, and so on,\n- debug and memcheck you Python CUDA kernels,\n- profile CUDA code execution time.\n\nAlso, we will introduce you with more details of Numba Python package, which we will use during the whole course.", "_____no_output_____" ], [ "### Exercise 1.3.1. CUDA device diagnostics.", "_____no_output_____" ], [ "The most basic diagnostic tool for GPU cards is `nvidia-smi` which displays the current status of available all GPU cards.\n\n(NOTE: `nvidia-smi` tool is not available Nvidia Jetson processors. For SoC chips, please use built-in `tegrastats` or install [`jtop`](https://pypi.org/project/jetson-stats/)).", "_____no_output_____" ] ], [ [ "! nvidia-smi", "Sun Jun 27 10:32:17 2021 \n+-----------------------------------------------------------------------------+\n| NVIDIA-SMI 465.27 Driver Version: 460.32.03 CUDA Version: 11.2 |\n|-------------------------------+----------------------+----------------------+\n| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n| | | MIG M. |\n|===============================+======================+======================|\n| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n| N/A 60C P0 66W / 70W | 1256MiB / 15109MiB | 86% Default |\n| | | N/A |\n+-------------------------------+----------------------+----------------------+\n \n+-----------------------------------------------------------------------------+\n| Processes: |\n| GPU GI CI PID Type Process name GPU Memory |\n| ID ID Usage |\n|=============================================================================|\n+-----------------------------------------------------------------------------+\n" ] ], [ [ "`nvidia-smi` outputs information about:\n- the installed NVIDIA driver and CUDA Toolkit,\n- for each available GPU:\n - temperature, memory usage and GPU utilization,\n - processes that are currently running on that GPU.\n\n ", "_____no_output_____" ], [ "`nvidia-smi` is a command line tool, so use it in your shell to quickly check the state of your GPU. \n\nCUDA SDK provides also a programatic way to access device description in your application run-time, to e.g. check if we are not exceeding available GPU global memory.\n\nThe CUDA device description is called SDK *device properties*. \n\nTo get the device properties, we will use `cupy` package, which exposes CUDA SDK interface in Python in a convenient way.\n\nLet's check first how many GPU cards do we have:\n\n", "_____no_output_____" ] ], [ [ "import cupy as cp\ncp.cuda.runtime.getDeviceCount()", "_____no_output_____" ] ], [ [ "Now, let's we check:\n\n- what is the name of the device and what is its compute capability,\n- what is the GPU clock frequency,\n- how much global, shared and constant memory our GPU card has.", "_____no_output_____" ] ], [ [ "device_props = cp.cuda.runtime.getDeviceProperties(0)\n\nprint(f\"Device: {device_props['name']} (cc {device_props['major']}.{device_props['minor']})\")\nprint(f\"GPU clock frequency: {device_props['clockRate']/1e3} MHz\")\nprint(\"Available memory: \")\nprint(f\"- global memory: {device_props['totalGlobalMem']/2**20} MiB\")\nprint(f\"- shared memory per thread block: {device_props['sharedMemPerBlock']} B\")\nprint(f\"- constant memory: {device_props['totalConstMem']} B\")", "Device: b'Tesla T4' (cc 7.5)\nGPU clock frequency: 1590.0 MHz\nAvailable memory: \n- global memory: 15109.75 MiB\n- shared memory per thread block: 49152 B\n- constant memory: 65536 B\n" ] ], [ [ "The complete list of device properties is available [here](https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__DEVICE.html#group__CUDART__DEVICE_1g1bf9d625a931d657e08db2b4391170f0).\n", "_____no_output_____" ], [ "### Exercise 1.3.2. Numba.", "_____no_output_____" ], [ "- Numba is a just-in-time (JIT) compiler for Python.\n- It generates machine code from Python bytecode using LLVM compiler library, which results in a significant speed up.\n- It works best on code that uses NumPy arrays and functions, and loops.\n- Numba can target NVIDIA CUDA and (experimentally) AMD ROC GPUs. In other words, it allows for (relatively) easy creation of Python code executed on GPU, which results (potentially) in a significant speed-up.\n\nNumba documentation is available here: https://numba.pydata.org/numba-doc/latest/index.html", "_____no_output_____" ], [ "The thing that needs to be stressed here is to note, that Numba is a JIT compiler - that means it compiles a given function to machine code *lazily*, **on the first function call**. Compilation is performed only once - the first time a given function is run. After that, a cached version of machine code is used.\n\nLet's see how long it will take to execute the brand new kernel the first time:", "_____no_output_____" ] ], [ [ "@cuda.jit\ndef increment(x):\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n x[i] += 2", "_____no_output_____" ], [ "%time increment[1, 5](np.arange(5))", "CPU times: user 125 ms, sys: 5.01 ms, total: 130 ms\nWall time: 132 ms\n" ] ], [ [ "The second kernel execution takes:", "_____no_output_____" ] ], [ [ "%time increment[1, 5](np.arange(5))", "CPU times: user 1.52 ms, sys: 10 µs, total: 1.53 ms\nWall time: 1.34 ms\n" ] ], [ [ "### Exercise 1.3.3. CUDA-MEMCHECK and debugging Numba code.\n", "_____no_output_____" ], [ "#### 1.3.3.1 CUDA-MEMCHECK", "_____no_output_____" ], [ "CUDA-MEMCHECK is an tool available in CUDA SDK, which gives the possibility to check if CUDA application makes any of the following errors:\n- misaligned and out of bounds memory access errors,\n- shared memory data races,\n- unintialized accesses to global memory. ", "_____no_output_____" ], [ "Let's to debug below Python script in order to detect any memory issues it may cause. According to Numba [documentation](https://numba.pydata.org/numba-doc/latest/user/troubleshoot.html#debug-info), we can pass `debug=True` parameter to the `@cuda.jit` decorator in order to get some more information about the analyzed kernel. Let's do that, save the below cell to Python script, and run CUDA-MEMCHECK for the Python interpreter.", "_____no_output_____" ] ], [ [ "%%writefile 1_3_3_memcheck.py\n\nimport os \nimport numpy as np\nfrom numba import cuda\nimport math\n\[email protected](debug=True)\ndef add_vectors_invalid(result, a, b):\n pass\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n # What are we missing here?\n result[i] = a[i] + b[i]\n\n\na = np.arange(255)\nb = np.arange(255)\nresult = cuda.device_array(a.shape, dtype=a.dtype)\n\nadd_vectors_invalid[1, 256](result, a, b)\nresult_host = result.copy_to_host()", "Writing 1_3_3_memcheck.py\n" ] ], [ [ "The only thing the above cell does is saving the Python code to the `1_3_3_memcheck.py` script in the current directory (you can check it using `! pwd` command). Now, we can run `cuda-memcheck` along with the Python interpreter in order to see if there any issues with the script.", "_____no_output_____" ] ], [ [ "! cuda-memcheck --show-backtrace no python 1_3_3_memcheck.py", "========= CUDA-MEMCHECK\n========= Invalid __global__ read of size 8\n========= at 0x00000490 in cudapy::__main__::add_vectors_invalid$241(Array<__int64, int=1, C, mutable, aligned>, Array<__int64, int=1, C, mutable, aligned>, Array<__int64, int=1, C, mutable, aligned>)\n========= by thread (255,0,0) in block (0,0,0)\n========= Address 0x7fb806200ff8 is out of bounds\n=========\n========= Program hit CUDA_ERROR_LAUNCH_FAILED (error 719) due to \"unspecified launch failure\" on CUDA API call to cuMemcpyDtoH_v2.\n=========\nTraceback (most recent call last):\n File \"1_3_3_memcheck.py\", line 19, in <module>\n add_vectors_invalid[1, 256](result, a, b)\n File \"/usr/local/lib/python3.7/dist-packages/numba/cuda/compiler.py\", line 770, in __call__\n self.stream, self.sharedmem)\n File \"/usr/local/lib/python3.7/dist-packages/numba/cuda/compiler.py\", line 862, in call\n kernel.launch(args, griddim, blockdim, stream, sharedmem)\n File \"/usr/local/lib/python3.7/dist-packages/numba/cuda/compiler.py\", line 655, in launch\n driver.device_to_host(ctypes.addressof(excval), excmem, excsz)\n File \"/usr/local/lib/python3.7/dist-packages/numba/cuda/cudadrv/driver.py\", line 2345, in device_to_host\n fn(host_pointer(dst), device_pointer(src), size, *varargs)\n File \"/usr/local/lib/python3.7/dist-packages/numba/cuda/cudadrv/driver.py\", line 302, in safe_cuda_api_call\n self._check_error(fname, retcode)\n File \"/usr/local/lib/python3.7/dist-packages/numba/cuda/cudadrv/driver.py\", line 337, in _check_error\n raise CudaAPIError(retcode, msg)\nnumba.cuda.cudadrv.driver.CudaAPIError: [719] Call to cuMemcpyDtoH results in CUDA_ERROR_LAUNCH_FAILED\n========= ERROR SUMMARY: 2 errors\n" ] ], [ [ "As we can see, CUDA-MEMCHECK detected, the `add_vectors_invalid` kernel was not properly executed by thread `255`. What is causing the issue?", "_____no_output_____" ], [ "#### 1.3.3.2 Debugging Numba kernels", "_____no_output_____" ], [ "CUDA SDK toolkit includes debuggers that can be run on the GPU kernel code, in case it's necessary to trace the cause of the issue. A list of CUDA debuggers, that can be run on C++ CUDA kernel code is available here: [Linux](https://docs.nvidia.com/cuda/cuda-gdb/index.html), [Windows](https://docs.nvidia.com/nsight-visual-studio-edition/cuda-debugger/).\n\nFor the application that uses Python with Numba to generate GPU machine code, user have an opportunity to run Python debugger (`pdb`) directly on the kernel code using the CUDA simulator. More details about the simulator can be found [here](https://numba.pydata.org/numba-doc/dev/cuda/simulator.html). ", "_____no_output_____" ], [ "Let's use CUDA simulator to print debug data directly in the kernel code. In order to be able to run CUDA simulator, set `NUMBA_ENABLE_CUDASIM` environment variable to value `1`. ", "_____no_output_____" ] ], [ [ "%%writefile 1_3_3_numba_debugger.py\n\n# Turn on CUDA simulator.\nimport os \nos.environ['NUMBA_ENABLE_CUDASIM'] = '1'\n\nimport numpy as np\nfrom numba import cuda\nimport math\n\[email protected]\ndef add_vectors(result, a, b):\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n # What are we missing here?\n result[i] = a[i] + b[i]\n if i == 10:\n print(f\"{result[i]} = {a[i]} + {b[i]}\")\n # or use PDB: import pdb; pdb.set_trace()\n\na = np.arange(255)\nb = np.arange(255)\nresult = cuda.device_array(a.shape, dtype=a.dtype)\n\nadd_vectors[1, 255](result, a, b)\nresult_host = result.copy_to_host()", "Writing 1_3_3_numba_debugger.py\n" ], [ "! python 1_3_3_numba_debugger.py", "20 = 10 + 10\n" ] ], [ [ "### Exercise 1.3.4. Profiling GPU code.\n", "_____no_output_____" ], [ "Sometimes, to better understand and optimize performance of GPU appplication, it is necessary to perform a dynamic program analysis and to mesaure a specific metrics, for example the execution time and memory requirements of a particular CUDA kernel. The utility that performs such analysis is usually called a *code profiler*.\n\nNVIDIA provides a number of tools that enable code profiling. Some of them allow you to perform inspections from the command line, while others provide a graphical user interface that clearly presents various code metrics. In this excersie we will introduce you the tools available in CUDA ecosystem.\n\nNOTE: Currently, NVIDIA is migrating to a new profiling toolkit called *NVIDIA Nsight Systems* and NVIDIA Nsight Compute system. We will extend this exercise with examples of their use in the future.", "_____no_output_____" ], [ "#### 1.3.4.1. NVPROF", "_____no_output_____" ], [ "`nvprof` is a CUDA SDK tool that allows to acquire profiling data directly from the command line. Documentation for the tool is available here. \n\nWe will use `nvprof` for the rest of this course.", "_____no_output_____" ], [ "Let's try profiling our `add_vectors_gpu` code first.", "_____no_output_____" ] ], [ [ "%%writefile 1_3_4_nvprof_add_vectors.py\n\nimport math\nfrom numba import cuda\nimport numpy as np\n\[email protected]\ndef add_vectors_kernel(result, a, b):\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n # Make sure not to go outside the grid area!\n if i >= len(result):\n return\n result[i] = a[i] + b[i]\n\ny = cuda.device_array(4)\nadd_vectors_kernel[1, 4](y, np.array([1, 2, 3, 4]), np.array([4, 5, 6, 7]))\nresult = y.copy_to_host()\n\nnp.testing.assert_equal(result, [5, 7, 9, 11])", "Writing 1_3_4_nvprof_add_vectors.py\n" ] ], [ [ "The usage is the following:\n```\nnvprof [options] [application] [application-arguments]\n```", "_____no_output_____" ], [ "For example, to run the above Python script:", "_____no_output_____" ] ], [ [ "! nvprof python 1_3_4_nvprof_add_vectors.py", "==568== NVPROF is profiling process 568, command: python3 1_3_4_nvprof_add_vectors.py\n==568== Profiling application: python3 1_3_4_nvprof_add_vectors.py\n==568== Profiling result:\n Type Time(%) Time Calls Avg Min Max Name\n GPU activities: 46.64% 5.7600us 3 1.9200us 1.6000us 2.5280us [CUDA memcpy DtoH]\n 26.94% 3.3270us 1 3.3270us 3.3270us 3.3270us cudapy::__main__::add_vectors_kernel$241(Array<double, int=1, C, mutable, aligned>, Array<__int64, int=1, C, mutable, aligned>, Array<__int64, int=1, C, mutable, aligned>)\n 26.43% 3.2640us 2 1.6320us 1.3760us 1.8880us [CUDA memcpy HtoD]\n API calls: 77.42% 192.63ms 1 192.63ms 192.63ms 192.63ms cuDevicePrimaryCtxRetain\n 21.86% 54.384ms 1 54.384ms 54.384ms 54.384ms cuLinkAddData\n 0.22% 540.14us 1 540.14us 540.14us 540.14us cuDeviceTotalMem\n 0.15% 384.52us 1 384.52us 384.52us 384.52us cuModuleLoadDataEx\n 0.09% 223.19us 3 74.397us 7.6010us 199.53us cuMemAlloc\n 0.08% 199.26us 101 1.9720us 243ns 80.285us cuDeviceGetAttribute\n 0.04% 103.58us 1 103.58us 103.58us 103.58us cuLinkComplete\n 0.04% 94.693us 2 47.346us 35.640us 59.053us cuDeviceGetName\n 0.03% 67.610us 3 22.536us 15.027us 36.832us cuMemcpyDtoH\n 0.02% 56.992us 1 56.992us 56.992us 56.992us cuLinkCreate\n 0.01% 29.286us 2 14.643us 10.217us 19.069us cuMemcpyHtoD\n 0.01% 28.299us 1 28.299us 28.299us 28.299us cuMemGetInfo\n 0.01% 25.681us 1 25.681us 25.681us 25.681us cuLaunchKernel\n 0.00% 11.264us 13 866ns 242ns 3.7900us cuCtxGetCurrent\n 0.00% 6.1790us 1 6.1790us 6.1790us 6.1790us cuDeviceGetPCIBusId\n 0.00% 5.6830us 11 516ns 235ns 1.7140us cuCtxGetDevice\n 0.00% 3.5440us 3 1.1810us 706ns 1.7690us cuDeviceGet\n 0.00% 3.0540us 1 3.0540us 3.0540us 3.0540us cuInit\n 0.00% 2.7270us 4 681ns 274ns 1.2660us cuDeviceGetCount\n 0.00% 1.7460us 5 349ns 177ns 736ns cuFuncGetAttribute\n 0.00% 1.7400us 1 1.7400us 1.7400us 1.7400us cuLinkDestroy\n 0.00% 1.7180us 1 1.7180us 1.7180us 1.7180us cuCtxPushCurrent\n 0.00% 1.6600us 1 1.6600us 1.6600us 1.6600us cuDriverGetVersion\n 0.00% 1.4600us 1 1.4600us 1.4600us 1.4600us cuModuleGetFunction\n 0.00% 1.0940us 1 1.0940us 1.0940us 1.0940us cuDeviceComputeCapability\n 0.00% 725ns 1 725ns 725ns 725ns cudaRuntimeGetVersion\n 0.00% 368ns 1 368ns 368ns 368ns cuDeviceGetUuid\n" ] ], [ [ "By default, `nvprof` outputs all GPU and API calls activity. Mainly we are interested in the CUDA GPU tracing -- we can turn off API calls by using `--trace gpu` option.", "_____no_output_____" ] ], [ [ "! nvprof --trace gpu python 1_3_4_nvprof_add_vectors.py", "==590== NVPROF is profiling process 590, command: python3 1_3_4_nvprof_add_vectors.py\n==590== Profiling application: python3 1_3_4_nvprof_add_vectors.py\n==590== Profiling result:\n Type Time(%) Time Calls Avg Min Max Name\n GPU activities: 44.50% 5.3120us 3 1.7700us 1.6000us 2.0800us [CUDA memcpy DtoH]\n 27.88% 3.3280us 1 3.3280us 3.3280us 3.3280us cudapy::__main__::add_vectors_kernel$241(Array<double, int=1, C, mutable, aligned>, Array<__int64, int=1, C, mutable, aligned>, Array<__int64, int=1, C, mutable, aligned>)\n 27.61% 3.2960us 2 1.6480us 1.3760us 1.9200us [CUDA memcpy HtoD]\nNo API activities were profiled.\n" ] ], [ [ "CUDA GPU activities includes:\n- CUDA kernels activities,\n- GPU to Host memory transfers (`DtoH`), host to GPU memory transfers (`HtoD`).", "_____no_output_____" ], [ "Let's we add one more kernel to the above code:", "_____no_output_____" ] ], [ [ "%%writefile 1_3_4_nvprof_increment_add_vectors.py\n\nimport math\nfrom numba import cuda\nimport numpy as np\n\[email protected]\ndef increment(a):\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n a[i] += 1\n\[email protected]\ndef add_vectors_kernel(result, a, b):\n i = cuda.blockIdx.x*cuda.blockDim.x + cuda.threadIdx.x\n # Make sure not to go outside the grid area!\n result[i] = a[i] + b[i]\n\nresult_gpu = cuda.device_array(2**24)\n\na_gpu = cuda.to_device(np.random.rand(2**24))\nb_gpu = cuda.to_device(np.random.rand(2**24))\n\nblock_size = 256\ngrid_size = math.ceil(len(result_gpu)/block_size)\nincrement[grid_size, block_size](a_gpu)\nadd_vectors_kernel[grid_size, block_size](result_gpu, a_gpu, b_gpu)\nresult = result_gpu.copy_to_host()", "Writing 1_3_4_nvprof_increment_add_vectors.py\n" ], [ "! nvprof --trace gpu python 1_3_4_nvprof_increment_add_vectors.py", "==612== NVPROF is profiling process 612, command: python3 1_3_4_nvprof_increment_add_vectors.py\n==612== Profiling application: python3 1_3_4_nvprof_increment_add_vectors.py\n==612== Profiling result:\n Type Time(%) Time Calls Avg Min Max Name\n GPU activities: 54.69% 57.733ms 2 28.867ms 28.240ms 29.493ms [CUDA memcpy HtoD]\n 42.87% 45.252ms 1 45.252ms 45.252ms 45.252ms [CUDA memcpy DtoH]\n 1.45% 1.5324ms 1 1.5324ms 1.5324ms 1.5324ms cudapy::__main__::add_vectors_kernel$242(Array<double, int=1, C, mutable, aligned>, Array<double, int=1, C, mutable, aligned>, Array<double, int=1, C, mutable, aligned>)\n 0.99% 1.0485ms 1 1.0485ms 1.0485ms 1.0485ms cudapy::__main__::increment$241(Array<double, int=1, C, mutable, aligned>)\nNo API activities were profiled.\n" ] ], [ [ "In the above case, `nvprof` should display the execution times for both kernels.", "_____no_output_____" ], [ "#### 1.3.4.2. NVIDIA Visual Profiler", "_____no_output_____" ], [ "NVIDIA Visual Profiler (NVVP) allows to ", "_____no_output_____" ], [ "Let's export the profiling results to a file that can be loaded by NVVP. We can `nvprof` for this purpose, just use `--export-profile` parameter.", "_____no_output_____" ] ], [ [ "! nvprof --trace gpu --export-profile nvvp_example.nvvp -f python 1_3_4_nvprof_increment_add_vectors.py", "==634== NVPROF is profiling process 634, command: python3 1_3_4_nvprof_increment_add_vectors.py\n==634== Generated result file: /content/nvvp_example.nvvp\n" ] ], [ [ "Next, let's load the profiling results into NVVP:\n1. Open NVVP.\n2. Press: File -> Open choose the exported file.\n\nAs a result, you should see an image similar to the one below. The generated graph presents the moments of execution each individual GPU activity over time. CUDA kernel launches are placed on the `Compute` lane (in the order in which they are executed: `increment` first, then `add_vectors`) CUDA memory transfers are on the `MemCpy` lanes (variable `a`, then variable `b`, both `HtoD`, then `result`, `DtoH`). ", "_____no_output_____" ], [ "", "_____no_output_____" ], [ "#### 1.3.4.3. NVIDIA Nsight Compute and Systems\n\nIn preparation...", "_____no_output_____" ] ] ]

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[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "%matplotlib inline\nimport matplotlib\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport pandas as pd", "_____no_output_____" ], [ "cases = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_US.csv')\ndeaths = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_US.csv')\n", "_____no_output_____" ], [ "print(cases.head())\nprint(deaths.head())", "_____no_output_____" ], [ "cases_CA = cases[cases[\"Province_State\"] == \"California\"]", "_____no_output_____" ], [ "cases_CA_indexed = cases_CA.set_index(\"Admin2\")\ncases_CA_T = cases_CA_indexed.T", "_____no_output_____" ], [ "cases_clean = cases_CA_T.drop(['UID','iso2','iso3','code3','FIPS','Province_State','Country_Region','Lat','Long_','Combined_Key'])", "_____no_output_____" ], [ "deaths_clean = deaths[deaths[\"Province_State\"] == \"California\"].set_index(\"Admin2\").T.drop(['UID','iso2','iso3','code3','FIPS','Province_State','Country_Region','Lat','Long_','Combined_Key']).drop(\"Population\",axis=0)", "_____no_output_____" ], [ "counties = ['Alameda',\n 'San Francisco',\n 'San Mateo',\n 'Santa Clara']", "_____no_output_____" ], [ "plot = cases_clean[counties].plot()\nplot.set_title(\"COVID-19 cases in Bay Area Counties\")", "_____no_output_____" ], [ "plot = deaths_clean[counties].plot(figsize=(20,10))\nplot.set_title(\"COVID-19 deaths in Bay Area Counties\")\n", "_____no_output_____" ], [ "cases_diff = cases_clean.diff().rolling(window=7).mean()\ndeaths_diff = deaths_clean.diff().rolling(window=7).mean()", "_____no_output_____" ], [ "pop = pd.read_csv('https://gist.githubusercontent.com/NillsF/7923a8c7f27ca98ec75b7e1529f259bb/raw/3bedefbe2e242addba3fb47cbcd239fbed16cd54/california.csv')\npop[\"CTYNAME\"] = pop[\"CTYNAME\"].str.replace(\" County\", \"\")\n", "_____no_output_____" ], [ "pop2 = pop.drop('GrowthRate',axis=1).set_index('CTYNAME')", "_____no_output_____" ], [ "cases_pm = cases_clean.copy()\nfor c in pop2.index.tolist():\n cases_pm[c] = cases_pm[c]/pop2.loc[c , : ]['Pop']\ncases_pm = cases_pm*1000000\n\ndeaths_pm = deaths_clean.copy()\nfor c in pop2.index.tolist():\n deaths_pm[c] = deaths_pm[c]/pop2.loc[c , : ]['Pop']\ndeaths_pm = deaths_pm*1000000", "_____no_output_____" ], [ "cases_pm_diff = cases_pm.diff().rolling(window=7).mean()\ndeaths_pm_diff = deaths_pm.diff().rolling(window=7).mean()", "_____no_output_____" ], [ "plot = cases_diff[counties].plot(figsize=(20,10))\nplot.set_title(\"7 day moving avg of new COVID-19 cases \")", "_____no_output_____" ], [ "plot = cases_pm_diff[counties].plot(figsize=(20,10))\nplot.set_title(\"7 day moving avg of new COVID-19 cases per million inhabitants \")", "_____no_output_____" ], [ "plot = deaths_pm_diff[counties].plot(figsize=(20,10))\nplot.set_title(\"7 day moving avg of daily COVID-19 deaths per million inhabitants \")", "_____no_output_____" ], [ "plot = cases_pm.sort_values(axis=1,by='7/20/20',ascending=False).iloc[:, : 10].plot(figsize=(20,10))\nplot.set_title(\"Top 10 counties by COVID-19 cases per million inhabitants\")", "_____no_output_____" ], [ "plot = deaths_pm.sort_values(axis=1,by='7/20/20',ascending=False).iloc[:, : 10].plot(figsize=(20,10))\nplot.set_title(\"Top 10 counties by COVID-19 deaths per million inhabitants\")", "_____no_output_____" ], [ "plot = cases_pm_diff.sort_values(axis=1,by='7/20/20',ascending=False).iloc[:, : 10].plot(figsize=(20,10))\nplot.set_title(\"Top 10 counties by 7 day rolling avg COVID-19 case increases per million inhabitants\")", "_____no_output_____" ], [ "plot = deaths_pm_diff.sort_values(axis=1,by='7/20/20',ascending=False).iloc[:, : 10].plot(figsize=(20,10))\nplot.set_title(\"Top 10 counties by 7 day rolling avg COVID-19 daily deaths per million inhabitants\")", "_____no_output_____" ] ] ]

[ "code" ]

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[ "Unlicense", "MIT" ]

[ "Unlicense", "MIT" ]

[ "Unlicense", "MIT" ]

[ [ [ "# **CS224W - Colab 2**", "_____no_output_____" ], [ "In Colab 2, we will work to construct our own graph neural network using PyTorch Geometric (PyG) and then apply that model on two Open Graph Benchmark (OGB) datasets. These two datasets will be used to benchmark your model's performance on two different graph-based tasks: 1) node property prediction, predicting properties of single nodes and 2) graph property prediction, predicting properties of entire graphs or subgraphs.\n\nFirst, we will learn how PyTorch Geometric stores graphs as PyTorch tensors.\n\nThen, we will load and inspect one of the Open Graph Benchmark (OGB) datasets by using the `ogb` package. OGB is a collection of realistic, large-scale, and diverse benchmark datasets for machine learning on graphs. The `ogb` package not only provides data loaders for each dataset but also model evaluators.\n\nLastly, we will build our own graph neural network using PyTorch Geometric. We will then train and evaluate our model on the OGB node property prediction and graph property prediction tasks.\n\n**Note**: Make sure to **sequentially run all the cells in each section**, so that the intermediate variables / packages will carry over to the next cell\n\nWe recommend you save a copy of this colab in your drive so you don't lose progress!\n\nHave fun and good luck on Colab 2 :)", "_____no_output_____" ], [ "# Device\nYou might need to use a GPU for this Colab to run quickly.\n\nPlease click `Runtime` and then `Change runtime type`. Then set the `hardware accelerator` to **GPU**.", "_____no_output_____" ], [ "# Setup\nAs discussed in Colab 0, the installation of PyG on Colab can be a little bit tricky. First let us check which version of PyTorch you are running", "_____no_output_____" ] ], [ [ "import torch\nimport os\nprint(\"PyTorch has version {}\".format(torch.__version__))", "PyTorch has version 1.10.0\n" ] ], [ [ "Download the necessary packages for PyG. Make sure that your version of torch matches the output from the cell above. In case of any issues, more information can be found on the [PyG's installation page](https://pytorch-geometric.readthedocs.io/en/latest/notes/installation.html).", "_____no_output_____" ] ], [ [ "# Install torch geometric\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n !pip install torch-scatter -f https://pytorch-geometric.com/whl/torch-1.9.0+cu111.html\n !pip install torch-sparse -f https://pytorch-geometric.com/whl/torch-1.9.0+cu111.html\n !pip install torch-geometric\n !pip install ogb", "Looking in links: https://pytorch-geometric.com/whl/torch-1.9.0+cu111.html\nCollecting torch-scatter\n Downloading https://data.pyg.org/whl/torch-1.9.0%2Bcu111/torch_scatter-2.0.9-cp38-cp38-win_amd64.whl (4.0 MB)\nInstalling collected packages: torch-scatter\nSuccessfully installed torch-scatter-2.0.9\nLooking in links: https://pytorch-geometric.com/whl/torch-1.9.0+cu111.html\nCollecting torch-sparse\n Downloading 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with status 'done'\n Created wheel for torch-geometric: filename=torch_geometric-2.0.2-py3-none-any.whl size=535570 sha256=a9e81f1d66cb10c742eff0a1d0d81fad65898556c4f39f8a94dee2f77ab5364a\n Stored in directory: c:\\users\\yx84ax\\appdata\\local\\pip\\cache\\wheels\\41\\cd\\57\\4187ae4860bff8a3a432ca291ea2574a7682f87331bfa0551d\nSuccessfully built torch-geometric\nInstalling collected packages: isodate, yacs, rdflib, googledrivedownloader, torch-geometric\nSuccessfully installed googledrivedownloader-0.4 isodate-0.6.0 rdflib-6.0.2 torch-geometric-2.0.2 yacs-0.1.8\nCollecting ogb\n Downloading ogb-1.3.2-py3-none-any.whl (78 kB)\nRequirement already satisfied: tqdm>=4.29.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from ogb) (4.62.3)\nRequirement already satisfied: scikit-learn>=0.20.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from ogb) (1.0.1)\nRequirement already satisfied: numpy>=1.16.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from ogb) (1.20.3)\nCollecting outdated>=0.2.0\n Downloading outdated-0.2.1-py3-none-any.whl (7.5 kB)\nRequirement already satisfied: torch>=1.6.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from ogb) (1.10.0)\nRequirement already satisfied: pandas>=0.24.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from ogb) (1.3.4)\nRequirement already satisfied: urllib3>=1.24.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from ogb) (1.26.7)\nRequirement already satisfied: six>=1.12.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from ogb) (1.16.0)\nRequirement already satisfied: requests in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from outdated>=0.2.0->ogb) (2.26.0)\nCollecting littleutils\n Downloading littleutils-0.2.2.tar.gz (6.6 kB)\nRequirement already satisfied: pytz>=2017.3 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from pandas>=0.24.0->ogb) (2021.3)\nRequirement already satisfied: python-dateutil>=2.7.3 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from pandas>=0.24.0->ogb) (2.8.2)\nRequirement already satisfied: scipy>=1.1.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from scikit-learn>=0.20.0->ogb) (1.7.1)\nRequirement already satisfied: joblib>=0.11 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from scikit-learn>=0.20.0->ogb) (1.1.0)\nRequirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from scikit-learn>=0.20.0->ogb) (2.2.0)\nRequirement already satisfied: typing_extensions in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from torch>=1.6.0->ogb) (3.10.0.2)\nRequirement already satisfied: colorama in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from tqdm>=4.29.0->ogb) (0.4.4)\nRequirement already satisfied: idna<4,>=2.5 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from requests->outdated>=0.2.0->ogb) (3.3)\nRequirement already satisfied: certifi>=2017.4.17 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from requests->outdated>=0.2.0->ogb) (2021.10.8)\nRequirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\yx84ax\\anaconda3\\lib\\site-packages (from requests->outdated>=0.2.0->ogb) (2.0.4)\nBuilding wheels for collected packages: littleutils\n Building wheel for littleutils (setup.py): started\n Building wheel for littleutils (setup.py): finished with status 'done'\n Created wheel for littleutils: filename=littleutils-0.2.2-py3-none-any.whl size=7048 sha256=cd4b0d285ba3b55442cc053ab4775f139c4f7cac897b1330ce6d202aff5d7587\n Stored in directory: c:\\users\\yx84ax\\appdata\\local\\pip\\cache\\wheels\\6a\\33\\c4\\0ef84d7f5568c2823e3d63a6e08988852fb9e4bc822034870a\nSuccessfully built littleutils\nInstalling collected packages: littleutils, outdated, ogb\nSuccessfully installed littleutils-0.2.2 ogb-1.3.2 outdated-0.2.1\n" ] ], [ [ "# 1) PyTorch Geometric (Datasets and Data)\n", "_____no_output_____" ], [ "PyTorch Geometric has two classes for storing and/or transforming graphs into tensor format. One is `torch_geometric.datasets`, which contains a variety of common graph datasets. Another is `torch_geometric.data`, which provides the data handling of graphs in PyTorch tensors.\n\nIn this section, we will learn how to use `torch_geometric.datasets` and `torch_geometric.data` together.", "_____no_output_____" ], [ "## PyG Datasets\n\nThe `torch_geometric.datasets` class has many common graph datasets. Here we will explore its usage through one example dataset.", "_____no_output_____" ] ], [ [ "from torch_geometric.datasets import TUDataset\n\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n root = './enzymes'\n name = 'ENZYMES'\n\n # The ENZYMES dataset\n pyg_dataset= TUDataset(root, name)\n\n # You will find that there are 600 graphs in this dataset\n print(pyg_dataset)", "Downloading https://www.chrsmrrs.com/graphkerneldatasets/ENZYMES.zip\nExtracting enzymes\\ENZYMES\\ENZYMES.zip\nProcessing...\n" ] ], [ [ "## Question 1: What is the number of classes and number of features in the ENZYMES dataset? (5 points)", "_____no_output_____" ] ], [ [ "def get_num_classes(pyg_dataset):\n # TODO: Implement a function that takes a PyG dataset object\n # and returns the number of classes for that dataset.\n\n num_classes = 0\n\n ############# Your code here ############\n ## (~1 line of code)\n ## Note\n ## 1. Colab autocomplete functionality might be useful.\n num_classes = pyg_dataset.num_classes\n #########################################\n\n return num_classes\n\ndef get_num_features(pyg_dataset):\n # TODO: Implement a function that takes a PyG dataset object\n # and returns the number of features for that dataset.\n\n num_features = 0\n\n ############# Your code here ############\n ## (~1 line of code)\n ## Note\n ## 1. Colab autocomplete functionality might be useful.\n num_features = pyg_dataset.num_features\n #########################################\n\n return num_features\n\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n num_classes = get_num_classes(pyg_dataset)\n num_features = get_num_features(pyg_dataset)\n print(\"{} dataset has {} classes\".format(name, num_classes))\n print(\"{} dataset has {} features\".format(name, num_features))", "ENZYMES dataset has 6 classes\nENZYMES dataset has 3 features\n" ] ], [ [ "## PyG Data\n\nEach PyG dataset stores a list of `torch_geometric.data.Data` objects, where each `torch_geometric.data.Data` object represents a graph. We can easily get the `Data` object by indexing into the dataset.\n\nFor more information such as what is stored in the `Data` object, please refer to the [documentation](https://pytorch-geometric.readthedocs.io/en/latest/modules/data.html#torch_geometric.data.Data).", "_____no_output_____" ], [ "## Question 2: What is the label of the graph with index 100 in the ENZYMES dataset? (5 points)", "_____no_output_____" ] ], [ [ "def get_graph_class(pyg_dataset, idx):\n # TODO: Implement a function that takes a PyG dataset object,\n # an index of a graph within the dataset, and returns the class/label \n # of the graph (as an integer).\n\n label = -1\n\n ############# Your code here ############\n ## (~1 line of code)\n graph = pyg_dataset[idx]\n label = int(graph.y)\n #########################################\n\n return label\n\n# Here pyg_dataset is a dataset for graph classification\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n graph_0 = pyg_dataset[0]\n print(graph_0)\n idx = 100\n label = get_graph_class(pyg_dataset, idx)\n print('Graph with index {} has label {}'.format(idx, label))", "Data(edge_index=[2, 168], x=[37, 3], y=[1])\nGraph with index 100 has label 4\n" ] ], [ [ "## Question 3: How many edges does the graph with index 200 have? (5 points)", "_____no_output_____" ] ], [ [ "def get_graph_num_edges(pyg_dataset, idx):\n # TODO: Implement a function that takes a PyG dataset object,\n # the index of a graph in the dataset, and returns the number of \n # edges in the graph (as an integer). You should not count an edge \n # twice if the graph is undirected. For example, in an undirected \n # graph G, if two nodes v and u are connected by an edge, this edge\n # should only be counted once.\n\n num_edges = 0\n\n ############# Your code here ############\n ## Note:\n ## 1. You can't return the data.num_edges directly - WHY NOT?\n ## 2. We assume the graph is undirected\n ## 3. Look at the PyG dataset built in functions\n ## (~4 lines of code)\n num_edges = pyg_dataset[idx].num_edges/2\n num_edges_2 = pyg_dataset[idx]['edge_index'].size()[1]/2 \n assert num_edges == num_edges_2\n #########################################\n\n return num_edges\n\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n idx = 200\n num_edges = get_graph_num_edges(pyg_dataset, idx)\n print('Graph with index {} has {} edges'.format(idx, num_edges))", "_____no_output_____" ] ], [ [ "# 2) Open Graph Benchmark (OGB)\n\nThe Open Graph Benchmark (OGB) is a collection of realistic, large-scale, and diverse benchmark datasets for machine learning on graphs. Its datasets are automatically downloaded, processed, and split using the OGB Data Loader. The model performance can then be evaluated by using the OGB Evaluator in a unified manner.", "_____no_output_____" ], [ "## Dataset and Data\n\nOGB also supports PyG dataset and data classes. Here we take a look on the `ogbn-arxiv` dataset.", "_____no_output_____" ] ], [ [ "import torch_geometric.transforms as T\nfrom ogb.nodeproppred import PygNodePropPredDataset\n\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n dataset_name = 'ogbn-arxiv'\n # Load the dataset and transform it to sparse tensor\n dataset = PygNodePropPredDataset(name=dataset_name,\n transform=T.ToSparseTensor())\n print('The {} dataset has {} graph'.format(dataset_name, len(dataset)))\n\n # Extract the graph\n data = dataset[0]\n print(data)", "Downloading http://snap.stanford.edu/ogb/data/nodeproppred/arxiv.zip\n" ] ], [ [ "## Question 4: How many features are in the ogbn-arxiv graph? (5 points)", "_____no_output_____" ] ], [ [ "def graph_num_features(data):\n # TODO: Implement a function that takes a PyG data object,\n # and returns the number of features in the graph (as an integer).\n\n num_features = 0\n\n ############# Your code here ############\n ## (~1 line of code)\n num_features = data.num_features\n #########################################\n\n return num_features\n\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n num_features = graph_num_features(data)\n print('The graph has {} features'.format(num_features))", "The graph has 128 features\n" ] ], [ [ "# 3) GNN: Node Property Prediction\n\nIn this section we will build our first graph neural network using PyTorch Geometric. Then we will apply it to the task of node property prediction (node classification).\n\nSpecifically, we will use GCN as the foundation for your graph neural network ([Kipf et al. (2017)](https://arxiv.org/pdf/1609.02907.pdf)). To do so, we will work with PyG's built-in `GCNConv` layer. ", "_____no_output_____" ], [ "## Setup", "_____no_output_____" ] ], [ [ "import torch\nimport pandas as pd\nimport torch.nn.functional as F\nprint(torch.__version__)\n\n# The PyG built-in GCNConv\nfrom torch_geometric.nn import GCNConv\n\nimport torch_geometric.transforms as T\nfrom ogb.nodeproppred import PygNodePropPredDataset, Evaluator", "1.10.0\n" ] ], [ [ "## Load and Preprocess the Dataset", "_____no_output_____" ] ], [ [ "if 'IS_GRADESCOPE_ENV' not in os.environ:\n dataset_name = 'ogbn-arxiv'\n dataset = PygNodePropPredDataset(name=dataset_name,\n transform=T.ToSparseTensor())\n data = dataset[0]\n\n # Make the adjacency matrix to symmetric\n data.adj_t = data.adj_t.to_symmetric()\n\n device = 'cpu'\n\n # If you use GPU, the device should be cuda\n print('Device: {}'.format(device))\n\n data = data.to(device)\n split_idx = dataset.get_idx_split()\n train_idx = split_idx['train'].to(device)\n\n print(graph_num_features(data))", "Device: cpu\n128\n" ] ], [ [ "## GCN Model\n\nNow we will implement our GCN model!\n\nPlease follow the figure below to implement the `forward` function.\n\n\n", "_____no_output_____" ] ], [ [ "class GCN(torch.nn.Module):\n def __init__(self, input_dim, hidden_dim, output_dim, num_layers,\n dropout, return_embeds=False):\n # TODO: Implement a function that initializes self.convs, \n # self.bns, and self.softmax.\n\n super(GCN, self).__init__()\n\n # A list of GCNConv layers\n self.convs = None\n\n # A list of 1D batch normalization layers\n self.bns = None\n\n # The log softmax layer\n self.softmax = None\n\n ############# Your code here ############\n ## Note:\n ## 1. You should use torch.nn.ModuleList for self.convs and self.bns\n ## 2. self.convs has num_layers GCNConv layers\n ## 3. self.bns has num_layers - 1 BatchNorm1d layers\n ## 4. You should use torch.nn.LogSoftmax for self.softmax\n ## 5. The parameters you can set for GCNConv include 'in_channels' and \n ## 'out_channels'. For more information please refer to the documentation:\n ## https://pytorch-geometric.readthedocs.io/en/latest/modules/nn.html#torch_geometric.nn.conv.GCNConv\n ## 6. The only parameter you need to set for BatchNorm1d is 'num_features'\n ## For more information please refer to the documentation: \n ## https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm1d.html\n ## (~10 lines of code)\n self.num_layers = num_layers\n \n self.convs = torch.nn.ModuleList() # convolutional layers\n self.bns = torch.nn.ModuleList() # batch normalization layers \n \n in_size = [input_dim] + (num_layers - 1)*[hidden_dim] # [input_dim, hidden_dim, ... , hidden_dim, output_dim]\n out_size = (num_layers - 1)*[hidden_dim] + [output_dim] # [hidden_dim, ... , hidden_dim, output_dim]\n for i in range(num_layers): \n self.convs.append(GCNConv(in_channels = in_size[i], out_channels = out_size[i]))\n if i < num_layers - 1: \n self.bns.append(torch.nn.BatchNorm1d(out_size[i]))\n \n self.softmax = torch.nn.LogSoftmax(1) # along feature vectors \n\n #########################################\n\n # Probability of an element getting zeroed\n self.dropout = dropout\n\n # Skip classification layer and return node embeddings\n self.return_embeds = return_embeds\n\n def reset_parameters(self):\n for conv in self.convs:\n conv.reset_parameters()\n for bn in self.bns:\n bn.reset_parameters()\n\n def forward(self, x, adj_t):\n # TODO: Implement a function that takes the feature tensor x and\n # edge_index tensor adj_t and returns the output tensor as\n # shown in the figure.\n\n out = None\n\n ############# Your code here ############\n ## Note:\n ## 1. Construct the network as shown in the figure\n ## 2. torch.nn.functional.relu and torch.nn.functional.dropout are useful\n ## For more information please refer to the documentation:\n ## https://pytorch.org/docs/stable/nn.functional.html\n ## 3. Don't forget to set F.dropout training to self.training\n ## 4. If return_embeds is True, then skip the last softmax layer\n ## (~7 lines of code)\n for i in range(self.num_layers):\n x = self.convs[i](x, adj_t) # GCN convolutional\n if i < self.num_layers - 1:\n x = self.bns[i](x)\n x = F.relu(x)\n x = F.dropout(x, p = self.dropout, training = self.training) \n # last layer\n if self.return_embeds: \n out = x\n if not self.return_embeds:\n out = self.softmax(x)\n\n #########################################\n\n return out", "_____no_output_____" ], [ "def train(model, data, train_idx, optimizer, loss_fn):\n # TODO: Implement a function that trains the model by \n # using the given optimizer and loss_fn.\n model.train()\n loss = 0\n\n ############# Your code here ############\n ## Note:\n ## 1. Zero grad the optimizer\n ## 2. Feed the data into the model\n ## 3. Slice the model output and label by train_idx\n ## 4. Feed the sliced output and label to loss_fn\n ## (~4 lines of code)\n optimizer.zero_grad()\n output = model(data['x'], data['adj_t'])[train_idx]\n label = (data.y.to(device)[train_idx]).flatten()\n loss = loss_fn(output,label)\n #########################################\n\n loss.backward()\n optimizer.step()\n\n return loss.item()", "_____no_output_____" ], [ "# Test function here\[email protected]_grad()\ndef test(model, data, split_idx, evaluator, save_model_results=False):\n # TODO: Implement a function that tests the model by \n # using the given split_idx and evaluator.\n model.eval()\n\n # The output of model on all data\n out = None\n\n ############# Your code here ############\n ## (~1 line of code)\n ## Note:\n ## 1. No index slicing here\n out = model(data['x'], data['adj_t'])\n\n #########################################\n\n y_pred = out.argmax(dim=-1, keepdim=True)\n\n train_acc = evaluator.eval({\n 'y_true': data.y[split_idx['train']],\n 'y_pred': y_pred[split_idx['train']],\n })['acc']\n valid_acc = evaluator.eval({\n 'y_true': data.y[split_idx['valid']],\n 'y_pred': y_pred[split_idx['valid']],\n })['acc']\n test_acc = evaluator.eval({\n 'y_true': data.y[split_idx['test']],\n 'y_pred': y_pred[split_idx['test']],\n })['acc']\n\n if save_model_results:\n print (\"Saving Model Predictions\")\n\n data = {}\n data['y_pred'] = y_pred.view(-1).cpu().detach().numpy()\n\n df = pd.DataFrame(data=data)\n # Save locally as csv\n df.to_csv('ogbn-arxiv_node.csv', sep=',', index=False)\n\n\n return train_acc, valid_acc, test_acc", "_____no_output_____" ], [ "# Please do not change the args\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n args = {\n 'device': device,\n 'num_layers': 3,\n 'hidden_dim': 256,\n 'dropout': 0.5,\n 'lr': 0.01,\n 'epochs': 100,\n }\n args", "_____no_output_____" ], [ "if 'IS_GRADESCOPE_ENV' not in os.environ:\n model = GCN(data.num_features, args['hidden_dim'],\n dataset.num_classes, args['num_layers'],\n args['dropout']).to(device)\n evaluator = Evaluator(name='ogbn-arxiv')", "_____no_output_____" ], [ "import copy\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n # reset the parameters to initial random value\n model.reset_parameters()\n\n optimizer = torch.optim.Adam(model.parameters(), lr=args['lr'])\n loss_fn = F.nll_loss\n\n best_model = None\n best_valid_acc = 0\n\n for epoch in range(1, 1 + args[\"epochs\"]):\n loss = train(model, data, train_idx, optimizer, loss_fn)\n result = test(model, data, split_idx, evaluator)\n train_acc, valid_acc, test_acc = result\n if valid_acc > best_valid_acc:\n best_valid_acc = valid_acc\n best_model = copy.deepcopy(model)\n print(f'Epoch: {epoch:02d}, '\n f'Loss: {loss:.4f}, '\n f'Train: {100 * train_acc:.2f}%, '\n f'Valid: {100 * valid_acc:.2f}% '\n f'Test: {100 * test_acc:.2f}%')", "Epoch: 01, Loss: 4.0669, Train: 19.65%, Valid: 26.05% Test: 23.55%\nEpoch: 02, Loss: 2.3643, Train: 21.23%, Valid: 20.62% Test: 26.14%\nEpoch: 03, Loss: 1.9636, Train: 38.83%, Valid: 39.31% Test: 43.51%\nEpoch: 04, Loss: 1.7614, Train: 45.58%, Valid: 46.42% Test: 43.25%\nEpoch: 05, Loss: 1.6479, Train: 44.97%, Valid: 43.31% Test: 41.47%\nEpoch: 06, Loss: 1.5548, Train: 41.26%, Valid: 37.87% Test: 38.38%\nEpoch: 07, Loss: 1.4922, Train: 38.69%, Valid: 34.45% Test: 36.02%\nEpoch: 08, Loss: 1.4355, Train: 38.75%, Valid: 33.85% Test: 35.05%\nEpoch: 09, Loss: 1.3906, Train: 40.15%, Valid: 35.92% Test: 37.75%\nEpoch: 10, Loss: 1.3588, Train: 41.95%, Valid: 39.16% Test: 41.82%\nEpoch: 11, Loss: 1.3255, Train: 44.21%, Valid: 41.95% Test: 44.63%\nEpoch: 12, Loss: 1.3049, Train: 47.28%, Valid: 44.72% Test: 46.91%\nEpoch: 13, Loss: 1.2808, Train: 50.88%, Valid: 48.63% Test: 49.80%\nEpoch: 14, Loss: 1.2598, Train: 53.35%, Valid: 51.80% Test: 52.59%\nEpoch: 15, Loss: 1.2450, Train: 56.01%, Valid: 55.26% Test: 56.23%\nEpoch: 16, Loss: 1.2245, Train: 58.28%, Valid: 58.04% Test: 58.90%\nEpoch: 17, Loss: 1.2115, Train: 59.59%, Valid: 59.43% Test: 60.01%\nEpoch: 18, Loss: 1.1933, Train: 60.01%, Valid: 59.97% Test: 60.65%\nEpoch: 19, Loss: 1.1832, Train: 60.30%, Valid: 60.00% Test: 61.01%\nEpoch: 20, Loss: 1.1701, Train: 60.35%, Valid: 59.16% Test: 60.97%\nEpoch: 21, Loss: 1.1615, Train: 61.14%, Valid: 59.69% Test: 61.31%\nEpoch: 22, Loss: 1.1469, Train: 62.09%, Valid: 60.61% Test: 61.84%\nEpoch: 23, Loss: 1.1390, Train: 62.83%, Valid: 61.29% Test: 62.25%\nEpoch: 24, Loss: 1.1310, Train: 63.19%, Valid: 61.81% Test: 62.68%\nEpoch: 25, Loss: 1.1229, Train: 63.38%, Valid: 62.14% Test: 62.86%\nEpoch: 26, Loss: 1.1150, Train: 63.84%, Valid: 62.45% Test: 63.11%\nEpoch: 27, Loss: 1.1105, Train: 64.55%, Valid: 63.18% Test: 63.62%\nEpoch: 28, Loss: 1.1051, Train: 65.49%, Valid: 64.38% Test: 64.56%\nEpoch: 29, Loss: 1.0975, Train: 66.58%, Valid: 65.90% Test: 66.08%\nEpoch: 30, Loss: 1.0912, Train: 67.25%, Valid: 66.93% Test: 67.32%\nEpoch: 31, Loss: 1.0838, Train: 67.47%, Valid: 67.48% Test: 67.89%\nEpoch: 32, Loss: 1.0811, Train: 67.64%, Valid: 67.63% Test: 68.16%\nEpoch: 33, Loss: 1.0747, Train: 67.93%, Valid: 67.66% Test: 68.23%\nEpoch: 34, Loss: 1.0667, Train: 68.22%, Valid: 67.94% Test: 68.32%\nEpoch: 35, Loss: 1.0592, Train: 68.48%, Valid: 68.26% Test: 68.44%\nEpoch: 36, Loss: 1.0587, Train: 68.80%, Valid: 68.55% Test: 68.72%\nEpoch: 37, Loss: 1.0526, Train: 69.13%, Valid: 68.97% Test: 69.01%\nEpoch: 38, Loss: 1.0482, Train: 69.65%, Valid: 69.53% Test: 69.22%\nEpoch: 39, Loss: 1.0459, Train: 70.07%, Valid: 69.81% Test: 69.19%\nEpoch: 40, Loss: 1.0429, Train: 70.31%, Valid: 69.79% Test: 68.95%\nEpoch: 41, Loss: 1.0346, Train: 70.46%, Valid: 69.87% Test: 69.21%\nEpoch: 42, Loss: 1.0320, Train: 70.56%, Valid: 70.19% Test: 69.51%\nEpoch: 43, Loss: 1.0282, Train: 70.75%, Valid: 70.35% Test: 69.91%\nEpoch: 44, Loss: 1.0241, Train: 71.00%, Valid: 70.51% Test: 70.03%\nEpoch: 45, Loss: 1.0210, Train: 71.16%, Valid: 70.68% Test: 70.12%\nEpoch: 46, Loss: 1.0168, Train: 71.18%, Valid: 70.66% Test: 70.21%\nEpoch: 47, Loss: 1.0149, Train: 71.14%, Valid: 70.61% Test: 70.16%\nEpoch: 48, Loss: 1.0110, Train: 71.16%, Valid: 70.60% Test: 69.92%\nEpoch: 49, Loss: 1.0082, Train: 71.31%, Valid: 70.49% Test: 69.56%\nEpoch: 50, Loss: 1.0033, Train: 71.48%, Valid: 70.29% Test: 69.13%\nEpoch: 51, Loss: 0.9980, Train: 71.61%, Valid: 70.31% Test: 69.33%\nEpoch: 52, Loss: 1.0007, Train: 71.76%, Valid: 70.52% Test: 69.63%\nEpoch: 53, Loss: 0.9961, Train: 71.80%, Valid: 70.70% Test: 69.87%\nEpoch: 54, Loss: 0.9917, Train: 71.92%, Valid: 70.72% Test: 69.76%\nEpoch: 55, Loss: 0.9929, Train: 72.02%, Valid: 70.76% Test: 69.62%\nEpoch: 56, Loss: 0.9883, Train: 71.97%, Valid: 70.97% Test: 70.09%\nEpoch: 57, Loss: 0.9884, Train: 71.92%, Valid: 71.08% Test: 70.27%\nEpoch: 58, Loss: 0.9825, Train: 71.98%, Valid: 70.94% Test: 69.95%\nEpoch: 59, Loss: 0.9790, Train: 72.09%, Valid: 70.51% Test: 69.01%\nEpoch: 60, Loss: 0.9784, Train: 72.03%, Valid: 70.01% Test: 67.76%\nEpoch: 61, Loss: 0.9755, Train: 72.11%, Valid: 70.22% Test: 68.10%\nEpoch: 62, Loss: 0.9731, Train: 72.19%, Valid: 70.74% Test: 69.52%\nEpoch: 63, Loss: 0.9744, Train: 72.29%, Valid: 70.82% Test: 69.93%\nEpoch: 64, Loss: 0.9696, Train: 72.34%, Valid: 70.77% Test: 69.60%\nEpoch: 65, Loss: 0.9667, Train: 72.44%, Valid: 70.56% Test: 69.21%\nEpoch: 66, Loss: 0.9670, Train: 72.57%, Valid: 71.00% Test: 69.74%\nEpoch: 67, Loss: 0.9659, Train: 72.65%, Valid: 71.29% Test: 70.09%\nEpoch: 68, Loss: 0.9591, Train: 72.76%, Valid: 71.47% Test: 70.33%\nEpoch: 69, Loss: 0.9604, Train: 72.74%, Valid: 71.57% Test: 70.46%\nEpoch: 70, Loss: 0.9569, Train: 72.81%, Valid: 71.43% Test: 70.59%\nEpoch: 71, Loss: 0.9561, Train: 72.76%, Valid: 71.34% Test: 70.63%\nEpoch: 72, Loss: 0.9527, Train: 72.90%, Valid: 71.48% Test: 70.74%\nEpoch: 73, Loss: 0.9495, Train: 72.98%, Valid: 71.46% Test: 70.35%\nEpoch: 74, Loss: 0.9488, Train: 72.92%, Valid: 71.26% Test: 69.92%\nEpoch: 75, Loss: 0.9486, Train: 72.98%, Valid: 71.55% Test: 70.66%\nEpoch: 76, Loss: 0.9453, Train: 72.95%, Valid: 71.54% Test: 71.07%\nEpoch: 77, Loss: 0.9422, Train: 73.00%, Valid: 71.32% Test: 70.65%\nEpoch: 78, Loss: 0.9434, Train: 72.98%, Valid: 71.05% Test: 69.73%\nEpoch: 79, Loss: 0.9423, Train: 72.86%, Valid: 70.51% Test: 68.76%\nEpoch: 80, Loss: 0.9423, Train: 73.12%, Valid: 71.00% Test: 70.03%\nEpoch: 81, Loss: 0.9396, Train: 73.23%, Valid: 71.70% Test: 71.04%\nEpoch: 82, Loss: 0.9378, Train: 73.27%, Valid: 71.73% Test: 70.89%\nEpoch: 83, Loss: 0.9375, Train: 73.27%, Valid: 71.44% Test: 70.31%\nEpoch: 84, Loss: 0.9313, Train: 73.33%, Valid: 71.40% Test: 70.19%\nEpoch: 85, Loss: 0.9337, Train: 73.43%, Valid: 71.55% Test: 70.41%\nEpoch: 86, Loss: 0.9318, Train: 73.49%, Valid: 71.44% Test: 70.28%\nEpoch: 87, Loss: 0.9307, Train: 73.43%, Valid: 71.56% Test: 70.45%\nEpoch: 88, Loss: 0.9281, Train: 73.28%, Valid: 71.70% Test: 71.24%\nEpoch: 89, Loss: 0.9269, Train: 73.23%, Valid: 71.87% Test: 71.41%\nEpoch: 90, Loss: 0.9253, Train: 73.47%, Valid: 71.74% Test: 70.77%\nEpoch: 91, Loss: 0.9198, Train: 73.59%, Valid: 71.60% Test: 70.51%\nEpoch: 92, Loss: 0.9225, Train: 73.62%, Valid: 71.79% Test: 71.17%\nEpoch: 93, Loss: 0.9195, Train: 73.60%, Valid: 71.84% Test: 71.16%\nEpoch: 94, Loss: 0.9202, Train: 73.74%, Valid: 71.45% Test: 70.24%\nEpoch: 95, Loss: 0.9155, Train: 73.81%, Valid: 71.58% Test: 70.70%\nEpoch: 96, Loss: 0.9169, Train: 73.88%, Valid: 71.90% Test: 71.29%\nEpoch: 97, Loss: 0.9154, Train: 73.99%, Valid: 71.77% Test: 70.85%\nEpoch: 98, Loss: 0.9128, Train: 73.94%, Valid: 71.38% Test: 70.30%\nEpoch: 99, Loss: 0.9101, Train: 73.67%, Valid: 71.29% Test: 70.26%\nEpoch: 100, Loss: 0.9117, Train: 73.53%, Valid: 71.39% Test: 70.86%\n" ] ], [ [ "## Question 5: What are your `best_model` validation and test accuracies?(20 points)\n\nRun the cell below to see the results of your best of model and save your model's predictions to a file named *ogbn-arxiv_node.csv*. \n\nYou can view this file by clicking on the *Folder* icon on the left side pannel. As in Colab 1, when you sumbit your assignment, you will have to download this file and attatch it to your submission.", "_____no_output_____" ] ], [ [ "if 'IS_GRADESCOPE_ENV' not in os.environ:\n best_result = test(best_model, data, split_idx, evaluator, save_model_results=True)\n train_acc, valid_acc, test_acc = best_result\n print(f'Best model: '\n f'Train: {100 * train_acc:.2f}%, '\n f'Valid: {100 * valid_acc:.2f}% '\n f'Test: {100 * test_acc:.2f}%')", "Saving Model Predictions\nBest model: Train: 73.88%, Valid: 71.90% Test: 71.29%\n" ] ], [ [ "# 4) GNN: Graph Property Prediction\n\nIn this section we will create a graph neural network for graph property prediction (graph classification).\n", "_____no_output_____" ], [ "## Load and preprocess the dataset", "_____no_output_____" ] ], [ [ "from ogb.graphproppred import PygGraphPropPredDataset, Evaluator\nfrom torch_geometric.data import DataLoader\nfrom tqdm.notebook import tqdm\n\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n # Load the dataset \n dataset = PygGraphPropPredDataset(name='ogbg-molhiv')\n\n device = 'cuda' if torch.cuda.is_available() else 'cpu'\n print('Device: {}'.format(device))\n\n split_idx = dataset.get_idx_split()\n\n # Check task type\n print('Task type: {}'.format(dataset.task_type))", "_____no_output_____" ], [ "# Load the dataset splits into corresponding dataloaders\n# We will train the graph classification task on a batch of 32 graphs\n# Shuffle the order of graphs for training set\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n train_loader = DataLoader(dataset[split_idx[\"train\"]], batch_size=32, shuffle=True, num_workers=0)\n valid_loader = DataLoader(dataset[split_idx[\"valid\"]], batch_size=32, shuffle=False, num_workers=0)\n test_loader = DataLoader(dataset[split_idx[\"test\"]], batch_size=32, shuffle=False, num_workers=0)", "_____no_output_____" ], [ "if 'IS_GRADESCOPE_ENV' not in os.environ:\n # Please do not change the args\n args = {\n 'device': device,\n 'num_layers': 5,\n 'hidden_dim': 256,\n 'dropout': 0.5,\n 'lr': 0.001,\n 'epochs': 30,\n }\n args", "_____no_output_____" ] ], [ [ "## Graph Prediction Model", "_____no_output_____" ], [ "### Graph Mini-Batching\nBefore diving into the actual model, we introduce the concept of mini-batching with graphs. In order to parallelize the processing of a mini-batch of graphs, PyG combines the graphs into a single disconnected graph data object (*torch_geometric.data.Batch*). *torch_geometric.data.Batch* inherits from *torch_geometric.data.Data* (introduced earlier) and contains an additional attribute called `batch`. \n\nThe `batch` attribute is a vector mapping each node to the index of its corresponding graph within the mini-batch:\n\n batch = [0, ..., 0, 1, ..., n - 2, n - 1, ..., n - 1]\n\nThis attribute is crucial for associating which graph each node belongs to and can be used to e.g. average the node embeddings for each graph individually to compute graph level embeddings. \n\n", "_____no_output_____" ], [ "### Implemention\nNow, we have all of the tools to implement a GCN Graph Prediction model! \n\nWe will reuse the existing GCN model to generate `node_embeddings` and then use `Global Pooling` over the nodes to create graph level embeddings that can be used to predict properties for the each graph. Remeber that the `batch` attribute will be essential for performining Global Pooling over our mini-batch of graphs.", "_____no_output_____" ] ], [ [ "from ogb.graphproppred.mol_encoder import AtomEncoder\nfrom torch_geometric.nn import global_add_pool, global_mean_pool\n\n### GCN to predict graph property\nclass GCN_Graph(torch.nn.Module):\n def __init__(self, hidden_dim, output_dim, num_layers, dropout):\n super(GCN_Graph, self).__init__()\n\n # Load encoders for Atoms in molecule graphs\n self.node_encoder = AtomEncoder(hidden_dim)\n\n # Node embedding model\n # Note that the input_dim and output_dim are set to hidden_dim\n self.gnn_node = GCN(hidden_dim, hidden_dim,\n hidden_dim, num_layers, dropout, return_embeds=True)\n\n self.pool = None\n\n ############# Your code here ############\n ## Note:\n ## 1. Initialize self.pool as a global mean pooling layer\n ## For more information please refer to the documentation:\n ## https://pytorch-geometric.readthedocs.io/en/latest/modules/nn.html#global-pooling-layers\n\n #########################################\n\n # Output layer\n self.linear = torch.nn.Linear(hidden_dim, output_dim)\n\n\n def reset_parameters(self):\n self.gnn_node.reset_parameters()\n self.linear.reset_parameters()\n\n def forward(self, batched_data):\n # TODO: Implement a function that takes as input a \n # mini-batch of graphs (torch_geometric.data.Batch) and \n # returns the predicted graph property for each graph. \n #\n # NOTE: Since we are predicting graph level properties,\n # your output will be a tensor with dimension equaling\n # the number of graphs in the mini-batch\n\n \n # Extract important attributes of our mini-batch\n x, edge_index, batch = batched_data.x, batched_data.edge_index, batched_data.batch\n embed = self.node_encoder(x)\n\n out = None\n\n ############# Your code here ############\n ## Note:\n ## 1. Construct node embeddings using existing GCN model\n ## 2. Use the global pooling layer to aggregate features for each individual graph\n ## For more information please refer to the documentation:\n ## https://pytorch-geometric.readthedocs.io/en/latest/modules/nn.html#global-pooling-layers\n ## 3. Use a linear layer to predict each graph's property\n ## (~3 lines of code)\n\n #########################################\n\n return out", "_____no_output_____" ], [ "def train(model, device, data_loader, optimizer, loss_fn):\n # TODO: Implement a function that trains your model by \n # using the given optimizer and loss_fn.\n model.train()\n loss = 0\n\n for step, batch in enumerate(tqdm(data_loader, desc=\"Iteration\")):\n batch = batch.to(device)\n\n if batch.x.shape[0] == 1 or batch.batch[-1] == 0:\n pass\n else:\n ## ignore nan targets (unlabeled) when computing training loss.\n is_labeled = batch.y == batch.y\n\n ############# Your code here ############\n ## Note:\n ## 1. Zero grad the optimizer\n ## 2. Feed the data into the model\n ## 3. Use `is_labeled` mask to filter output and labels\n ## 4. You may need to change the type of label to torch.float32\n ## 5. Feed the output and label to the loss_fn\n ## (~3 lines of code)\n\n #########################################\n\n loss.backward()\n optimizer.step()\n\n return loss.item()", "_____no_output_____" ], [ "# The evaluation function\ndef eval(model, device, loader, evaluator, save_model_results=False, save_file=None):\n model.eval()\n y_true = []\n y_pred = []\n\n for step, batch in enumerate(tqdm(loader, desc=\"Iteration\")):\n batch = batch.to(device)\n\n if batch.x.shape[0] == 1:\n pass\n else:\n with torch.no_grad():\n pred = model(batch)\n\n y_true.append(batch.y.view(pred.shape).detach().cpu())\n y_pred.append(pred.detach().cpu())\n\n y_true = torch.cat(y_true, dim = 0).numpy()\n y_pred = torch.cat(y_pred, dim = 0).numpy()\n\n input_dict = {\"y_true\": y_true, \"y_pred\": y_pred}\n\n if save_model_results:\n print (\"Saving Model Predictions\")\n \n # Create a pandas dataframe with a two columns\n # y_pred | y_true\n data = {}\n data['y_pred'] = y_pred.reshape(-1)\n data['y_true'] = y_true.reshape(-1)\n\n df = pd.DataFrame(data=data)\n # Save to csv\n df.to_csv('ogbg-molhiv_graph_' + save_file + '.csv', sep=',', index=False)\n\n return evaluator.eval(input_dict)", "_____no_output_____" ], [ "if 'IS_GRADESCOPE_ENV' not in os.environ:\n model = GCN_Graph(args['hidden_dim'],\n dataset.num_tasks, args['num_layers'],\n args['dropout']).to(device)\n evaluator = Evaluator(name='ogbg-molhiv')", "_____no_output_____" ], [ "import copy\n\nif 'IS_GRADESCOPE_ENV' not in os.environ:\n model.reset_parameters()\n\n optimizer = torch.optim.Adam(model.parameters(), lr=args['lr'])\n loss_fn = torch.nn.BCEWithLogitsLoss()\n\n best_model = None\n best_valid_acc = 0\n\n for epoch in range(1, 1 + args[\"epochs\"]):\n print('Training...')\n loss = train(model, device, train_loader, optimizer, loss_fn)\n\n print('Evaluating...')\n train_result = eval(model, device, train_loader, evaluator)\n val_result = eval(model, device, valid_loader, evaluator)\n test_result = eval(model, device, test_loader, evaluator)\n\n train_acc, valid_acc, test_acc = train_result[dataset.eval_metric], val_result[dataset.eval_metric], test_result[dataset.eval_metric]\n if valid_acc > best_valid_acc:\n best_valid_acc = valid_acc\n best_model = copy.deepcopy(model)\n print(f'Epoch: {epoch:02d}, '\n f'Loss: {loss:.4f}, '\n f'Train: {100 * train_acc:.2f}%, '\n f'Valid: {100 * valid_acc:.2f}% '\n f'Test: {100 * test_acc:.2f}%')", "_____no_output_____" ] ], [ [ "## Question 6: What are your `best_model` validation and test ROC-AUC scores? (20 points)\n\nRun the cell below to see the results of your best of model and save your model's predictions over the validation and test datasets. The resulting files are named *ogbn-arxiv_graph_valid.csv* and *ogbn-arxiv_graph_test.csv*. \n\nAgain, you can view these files by clicking on the *Folder* icon on the left side pannel. As in Colab 1, when you sumbit your assignment, you will have to download these files and attatch them to your submission.", "_____no_output_____" ] ], [ [ "if 'IS_GRADESCOPE_ENV' not in os.environ:\n train_acc = eval(best_model, device, train_loader, evaluator)[dataset.eval_metric]\n valid_acc = eval(best_model, device, valid_loader, evaluator, save_model_results=True, save_file=\"valid\")[dataset.eval_metric]\n test_acc = eval(best_model, device, test_loader, evaluator, save_model_results=True, save_file=\"test\")[dataset.eval_metric]\n\n print(f'Best model: '\n f'Train: {100 * train_acc:.2f}%, '\n f'Valid: {100 * valid_acc:.2f}% '\n f'Test: {100 * test_acc:.2f}%')", "_____no_output_____" ] ], [ [ "## Question 7 (Optional): Experiment with the two other global pooling layers in Pytorch Geometric.", "_____no_output_____" ], [ "# Submission\n\nYou will need to submit four files on Gradescope to complete this notebook. \n\n1. Your completed *CS224W_Colab2.ipynb*. From the \"File\" menu select \"Download .ipynb\" to save a local copy of your completed Colab. **PLEASE DO NOT CHANGE THE NAME!** The autograder depends on the .ipynb file being called \"CS224W_Colab2.ipynb\".\n2. *ogbn-arxiv_node.csv* \n3. *ogbg-molhiv_graph_valid.csv*\n4. *ogbg-molhiv_graph_test.csv*\n\nDownload the csv files by selecting the *Folder* icon on the left panel. \n\nTo submit your work, zip the files downloaded in steps 1-4 above and submit to gradescope. **NOTE:** DO NOT rename any of the downloaded files. ", "_____no_output_____" ] ] ]

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[ "MIT" ]

[ "MIT" ]

[ [ [ "import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\nsns.set_theme(style=\"darkgrid\")\nimport scipy as sp\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.impute import SimpleImputer\nfrom datetime import datetime\nfrom sklearn.datasets import load_boston\nimport os", "_____no_output_____" ], [ "exec(open(\"../../header.py\").read())", "_____no_output_____" ], [ "print(load_boston().DESCR)", ".. _boston_dataset:\n\nBoston house prices dataset\n---------------------------\n\n**Data Set Characteristics:** \n\n :Number of Instances: 506 \n\n :Number of Attributes: 13 numeric/categorical predictive. Median Value (attribute 14) is usually the target.\n\n :Attribute Information (in order):\n - CRIM per capita crime rate by town\n - ZN proportion of residential land zoned for lots over 25,000 sq.ft.\n - INDUS proportion of non-retail business acres per town\n - CHAS Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n - NOX nitric oxides concentration (parts per 10 million)\n - RM average number of rooms per dwelling\n - AGE proportion of owner-occupied units built prior to 1940\n - DIS weighted distances to five Boston employment centres\n - RAD index of accessibility to radial highways\n - TAX full-value property-tax rate per $10,000\n - PTRATIO pupil-teacher ratio by town\n - B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n - LSTAT % lower status of the population\n - MEDV Median value of owner-occupied homes in $1000's\n\n :Missing Attribute Values: None\n\n :Creator: Harrison, D. and Rubinfeld, D.L.\n\nThis is a copy of UCI ML housing dataset.\nhttps://archive.ics.uci.edu/ml/machine-learning-databases/housing/\n\n\nThis dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n\nThe Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\nprices and the demand for clean air', J. Environ. Economics & Management,\nvol.5, 81-102, 1978. Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n...', Wiley, 1980. N.B. Various transformations are used in the table on\npages 244-261 of the latter.\n\nThe Boston house-price data has been used in many machine learning papers that address regression\nproblems. \n \n.. topic:: References\n\n - Belsley, Kuh & Welsch, 'Regression diagnostics: Identifying Influential Data and Sources of Collinearity', Wiley, 1980. 244-261.\n - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.\n\n" ] ], [ [ "# Import Data", "_____no_output_____" ] ], [ [ "def boston_df(sklearn_dataset):\n X = pd.DataFrame(sklearn_dataset.data, columns=sklearn_dataset.feature_names)\n y = pd.DataFrame(sklearn_dataset.target, columns = ['MEDV'])\n\n return X, y", "_____no_output_____" ], [ "X, y = boston_df(load_boston())", "_____no_output_____" ], [ "X.columns", "_____no_output_____" ] ], [ [ "# Save data", "_____no_output_____" ] ], [ [ "folder_name = 'boston'", "_____no_output_____" ], [ "try:\n os.mkdir(processed_root(folder_name))\nexcept FileExistsError:\n print(\"Folder already exists\")", "_____no_output_____" ], [ "X.to_csv(processed_root(f\"{folder_name}/X.csv\"), index = False)\ny.to_csv(processed_root(f\"{folder_name}/y.csv\"), index = False)", "_____no_output_____" ] ] ]

[ "code", "markdown", "code", "markdown", "code" ]

[ [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ] ]

[ "0BSD" ]

[ "0BSD" ]

[ "0BSD" ]

[ [ [ "import matplotlib\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport os\nimport pandas as pd\nfrom sklearn.metrics import confusion_matrix,balanced_accuracy_score,roc_auc_score,roc_curve,recall_score,precision_score\nfrom p4tools import io", "_____no_output_____" ], [ "ResultsPath = '../../Data/SummaryResults/'\nFiguresPath = '../../Data/Figures/'\nif not os.path.isdir(FiguresPath):\n os.mkdir(FiguresPath)\n \nNumRepeats=3\n\nResultsList=[]\nfor Rep in range(NumRepeats):\n ResultsList.append(pd.read_csv(ResultsPath+'TileClassifier_LORO_final_repeat'+str(Rep)+'.csv'))\n \nY_true=ResultsList[-1]['GroundTruth'].astype('uint8')\n\nY_pred=ResultsList[0]['ClassifierConf'].values\nfor Rep in range(1,NumRepeats):\n Y_pred=Y_pred+ResultsList[Rep]['ClassifierConf'].values\nY_pred=Y_pred/NumRepeats\n\nResults_df = ResultsList[-1]\nResults_df['ClassifierConf']=Y_pred", "_____no_output_____" ], [ "Recall95PC_Threshold=0.5\n\nAUC = roc_auc_score(Y_true, Y_pred)\nconf_matrix = confusion_matrix(Y_true,Y_pred>Recall95PC_Threshold,labels=[0,1])\nSensitivity = conf_matrix[1,1]/(conf_matrix[1,0]+conf_matrix[1,1])\nSpecificity = conf_matrix[0,0]/(conf_matrix[0,0]+conf_matrix[0,1])\nPrecision = conf_matrix[1,1]/(conf_matrix[1,1]+conf_matrix[0,1])\nBalanced_accuracy = balanced_accuracy_score(Y_true, Y_pred>Recall95PC_Threshold)\n\nprint('Number of tiles classified in Leave-One-Region-Out Cross-Validation= ',Results_df.shape[0])\nprint('')\nprint('Confusion matrix = ')\nprint(conf_matrix)\nprint('')\nprint('sensitivity=',round(100*Sensitivity,2),'%')\nprint('Specificity=',round(100*Specificity,2),'%')\nprint('Precision=',round(100*Precision,2),'%')\nprint('AUC=',round(AUC,3))\nprint('Balanced Accuracy =',round(100*Balanced_accuracy))\n\n", "Number of tiles classified in Leave-One-Region-Out Cross-Validation= 42904\n\nConfusion matrix = \n[[ 9302 599]\n [ 6161 26842]]\n\nsensitivity= 81.33 %\nSpecificity= 93.95 %\nPrecision= 97.82 %\nAUC= 0.934\nBalanced Accuracy = 88.0\n" ], [ "Recall95PC_Threshold=0.24\n\nAUC = roc_auc_score(Y_true, Y_pred)\nconf_matrix = confusion_matrix(Y_true,Y_pred>Recall95PC_Threshold,labels=[0,1])\nSensitivity = conf_matrix[1,1]/(conf_matrix[1,0]+conf_matrix[1,1])\nSpecificity = conf_matrix[0,0]/(conf_matrix[0,0]+conf_matrix[0,1])\nPrecision = conf_matrix[1,1]/(conf_matrix[1,1]+conf_matrix[0,1])\nBalanced_accuracy = balanced_accuracy_score(Y_true, Y_pred>Recall95PC_Threshold)\n\nprint('Number of tiles classified in Leave-One-Region-Out Cross-Validation= ',Results_df.shape[0])\nprint('')\nprint('Confusion matrix = ')\nprint(conf_matrix)\nprint('')\nprint('sensitivity=',round(100*Sensitivity,2),'%')\nprint('Specificity=',round(100*Specificity,2),'%')\nprint('Precision=',round(100*Precision,2),'%')\nprint('AUC=',round(AUC,3))\nprint('Balanced Accuracy =',round(100*Balanced_accuracy))\n\n", "Number of tiles classified in Leave-One-Region-Out Cross-Validation= 42904\n\nConfusion matrix = \n[[ 5388 4513]\n [ 1661 31342]]\n\nsensitivity= 94.97 %\nSpecificity= 54.42 %\nPrecision= 87.41 %\nAUC= 0.934\nBalanced Accuracy = 75.0\n" ], [ "fig = plt.figure(figsize=(10,10))\nfpr, tpr, thresholds = roc_curve(Y_true, Y_pred)\nplt.plot(1-fpr,tpr,linewidth=3)\nplt.xlabel('Specificity',fontsize=20)\nplt.ylabel('Recall',fontsize=20)\n\nplt.plot(Specificity,Sensitivity,'og',linewidth=30,markersize=20)\n\nplt.text(0.5, 0.5, 'AUC='+str(round(AUC,2)), fontsize=20)\nplt.text(0.2, 0.9, '95% recall point at', fontsize=20,color='green')\nplt.text(0.2, 0.85, '54% specificity', fontsize=20,color='green')\n\n\nmatplotlib.rc('xtick', labelsize=20) \nmatplotlib.rc('ytick', labelsize=20)\n\nfig.tight_layout()\nplt.savefig(FiguresPath+'Figure14.pdf')\nplt.show()", "_____no_output_____" ], [ "#regions\nregion_names_df = io.get_region_names()\nregion_names_df = region_names_df.set_index('obsid')\nregion_names_df.at['ESP_012620_0975','roi_name'] = 'Buffalo'\nregion_names_df.at['ESP_012277_0975','roi_name'] = 'Buffalo'\nregion_names_df.at['ESP_012348_0975','roi_name'] = 'Taichung'\n\n#other meta data\nImageResults_df = io.get_meta_data()\nImageResults_df = ImageResults_df.set_index('OBSERVATION_ID')\nImageResults_df = pd.concat([ImageResults_df, region_names_df], axis=1, sort=False)\nImageResults_df=ImageResults_df.dropna()\nUniqueP4Regions = ImageResults_df['roi_name'].unique()\nprint(\"Number of P4 regions = \",len(UniqueP4Regions))\n\nBAs=[]\nfor ToLeaveOut in UniqueP4Regions:\n This_df = Results_df[Results_df['Region']==ToLeaveOut]\n y_true = This_df['GroundTruth'].values\n y_pred = This_df['ClassifierConf'].values\n Balanced_accuracy_cl = balanced_accuracy_score(y_true, y_pred>0.5)\n BAs.append(Balanced_accuracy_cl)\nregions_sorted=[x for y, x in sorted(zip(BAs,UniqueP4Regions))]\n\nfig=plt.figure(figsize=(15,15))\nplt.bar(regions_sorted,100*np.array(sorted(BAs)))\nax=fig.gca()\nax.set_xticks(np.arange(0,len(regions_sorted)))\nax.set_xticklabels(regions_sorted,rotation=90,fontsize=20)\nax.set_ylabel('Balanced Accuracy (%)',fontsize=30)\nmatplotlib.rc('xtick', labelsize=30) \nmatplotlib.rc('ytick', labelsize=30)\nfig.tight_layout()\nplt.savefig(FiguresPath+'Figure15.pdf')\nplt.show()", "Number of P4 regions = 28\n" ], [ "#regions\nregion_names_df = io.get_region_names()\nregion_names_df = region_names_df.set_index('obsid')\nregion_names_df.at['ESP_012620_0975','roi_name'] = 'Buffalo'\nregion_names_df.at['ESP_012277_0975','roi_name'] = 'Buffalo'\nregion_names_df.at['ESP_012348_0975','roi_name'] = 'Taichung'\n\n#other meta data\nImageResults_df = io.get_meta_data()\nImageResults_df = ImageResults_df.set_index('OBSERVATION_ID')\nImageResults_df = pd.concat([ImageResults_df, region_names_df], axis=1, sort=False)\nImageResults_df=ImageResults_df.dropna()\nUniqueP4Regions = ImageResults_df['roi_name'].unique()\nprint(\"Number of P4 regions = \",len(UniqueP4Regions))\n\nRecalls=[]\nfor ToLeaveOut in UniqueP4Regions:\n This_df = Results_df[Results_df['Region']==ToLeaveOut]\n y_true = This_df['GroundTruth'].values\n y_pred = This_df['ClassifierConf'].values\n Recall_cl = recall_score(y_true, y_pred>Recall95PC_Threshold)\n Recalls.append(Recall_cl)\nregions_sorted=[x for y, x in sorted(zip(Recalls,UniqueP4Regions))]\n\nPrecisions=[]\nfor ToLeaveOut in regions_sorted:\n This_df = Results_df[Results_df['Region']==ToLeaveOut]\n y_true = This_df['GroundTruth'].values\n y_pred = This_df['ClassifierConf'].values\n Precision_cl = precision_score(y_true, y_pred>Recall95PC_Threshold)\n Precisions.append(Precision_cl)\n\nfig=plt.figure(figsize=(15,15))\nplt.bar(regions_sorted,100*np.array(sorted(Recalls)))\nplt.bar(regions_sorted,100*np.array(Precisions),alpha=0.5,color='g')\nax=fig.gca()\nax.set_xticks(np.arange(0,len(regions_sorted)))\nax.set_xticklabels(regions_sorted,rotation=90,fontsize=20)\nax.set_ylabel('Recall (%), Precision (%)',fontsize=30)\nmatplotlib.rc('xtick', labelsize=30) \nmatplotlib.rc('ytick', labelsize=30)\nplt.ylim([0,110])\nfig.tight_layout()\nfig.legend(['Recall','Precision'],fontsize=20,loc='upper right')\nplt.savefig(FiguresPath+'Figure15_new.pdf')\nplt.show()", "Number of P4 regions = 28\n" ], [ "sorted(Recalls)", "_____no_output_____" ] ] ]

[ "code" ]

[ [ "code", "code", "code", "code", "code", "code", "code", "code" ] ]

[ "BSD-2-Clause" ]

[ "BSD-2-Clause" ]

[ "BSD-2-Clause" ]

[ [ [ "# Example 1: Detecting an obvious outlier", "_____no_output_____" ] ], [ [ "import numpy as np\nfrom isotree import IsolationForest\n\n### Random data from a standard normal distribution\nnp.random.seed(1)\nn = 100\nm = 2\nX = np.random.normal(size = (n, m))\n\n### Will now add obvious outlier point (3, 3) to the data\nX = np.r_[X, np.array([3, 3]).reshape((1, m))]\n\n### Fit a small isolation forest model\niso = IsolationForest(ntrees = 10, ndim = 2, nthreads = 1)\niso.fit(X)\n\n### Check which row has the highest outlier score\npred = iso.predict(X)\nprint(\"Point with highest outlier score: \",\n X[np.argsort(-pred)[0], ])", "Point with highest outlier score: [3. 3.]\n" ] ], [ [ "# Example 2: Plotting outlier and density regions", "_____no_output_____" ] ], [ [ "import numpy as np, pandas as pd\nfrom isotree import IsolationForest\nimport matplotlib.pyplot as plt\nfrom pylab import rcParams\n%matplotlib inline\nrcParams['figure.figsize'] = 10, 8\n\nnp.random.seed(1)\ngroup1 = pd.DataFrame({\n \"x\" : np.random.normal(loc=-1, scale=.4, size = 1000),\n \"y\" : np.random.normal(loc=-1, scale=.2, size = 1000),\n})\ngroup2 = pd.DataFrame({\n \"x\" : np.random.normal(loc=+1, scale=.2, size = 1000),\n \"y\" : np.random.normal(loc=+1, scale=.4, size = 1000),\n})\nX = pd.concat([group1, group2], ignore_index=True)\n\n### Now add an obvious outlier which is within the 1d ranges\n### (As an interesting test, remove it and see what happens,\n### or check how its score changes when using sub-sampling)\nX = X.append(pd.DataFrame({\"x\" : [-1], \"y\" : [1]}), ignore_index = True)\n\n### Single-variable Isolatio Forest\niso_simple = IsolationForest(ndim=1, ntrees=100,\n penalize_range=False,\n prob_pick_pooled_gain=0)\niso_simple.fit(X)\n\n### Extended Isolation Forest\niso_ext = IsolationForest(ndim=2, ntrees=100,\n penalize_range=False,\n prob_pick_pooled_gain=0)\niso_ext.fit(X)\n\n### SCiForest\niso_sci = IsolationForest(ndim=2, ntrees=100, ntry=10,\n penalize_range=True,\n prob_pick_avg_gain=1,\n prob_pick_pooled_gain=0)\niso_sci.fit(X)\n\n### Fair-Cut Forest\niso_fcf = IsolationForest(ndim=2, ntrees=100,\n penalize_range=False,\n prob_pick_avg_gain=0,\n prob_pick_pooled_gain=1)\niso_fcf.fit(X)\n\n### Plot as a heatmap\npts = np.linspace(-3, 3, 250)\nspace = np.array( np.meshgrid(pts, pts) ).reshape((2, -1)).T\nZ_sim = iso_simple.predict(space)\nZ_ext = iso_ext.predict(space)\nZ_sci = iso_sci.predict(space)\nZ_fcf = iso_fcf.predict(space)\nspace_index = pd.MultiIndex.from_arrays([space[:, 0], space[:, 1]])\n\ndef plot_space(Z, space_index, X):\n df = pd.DataFrame({\"z\" : Z}, index = space_index)\n df = df.unstack()\n df = df[df.columns.values[::-1]]\n plt.imshow(df, extent = [-3, 3, -3, 3], cmap = 'hot_r')\n plt.scatter(x = X['x'], y = X['y'], alpha = .15, c = 'navy')\n\nplt.suptitle(\"Outlier and Density Regions\", fontsize = 20)\n\nplt.subplot(2, 2, 1)\nplot_space(Z_sim, space_index, X)\nplt.title(\"Isolation Forest\", fontsize=15)\n\nplt.subplot(2, 2, 2)\nplot_space(Z_ext, space_index, X)\nplt.title(\"Extended Isolation Forest\", fontsize=15)\n\nplt.subplot(2, 2, 3)\nplot_space(Z_sci, space_index, X)\nplt.title(\"SCiForest\", fontsize=15)\n\nplt.subplot(2, 2, 4)\nplot_space(Z_fcf, space_index, X)\nplt.title(\"Fair-Cut Forest\", fontsize=15)\nplt.show()\n\nprint(\"(Note that the upper-left corner has an outlier point,\\n\\\n and that there is a slight slide in the axes of the heat colors and the points)\")", "_____no_output_____" ] ], [ [ "# Example 3: calculating pairwise distances", "_____no_output_____" ] ], [ [ "import numpy as np, pandas as pd\nfrom isotree import IsolationForest\nfrom scipy.spatial.distance import cdist\n\n### Generate random multivariate-normal data\nnp.random.seed(1)\nn = 1000\nm = 10\n\n### This is a random PSD matrix to use as covariance\nS = np.random.normal(size = (m, m))\nS = S.T.dot(S)\n\nmu = np.random.normal(size = m, scale = 2)\nX = np.random.multivariate_normal(mu, S, n)\n\n### Fitting the model\niso = IsolationForest(prob_pick_avg_gain=0, prob_pick_pooled_gain=0)\niso.fit(X)\n\n### Calculate approximate distance\nD_sep = iso.predict_distance(X, square_mat = True)\n\n### Compare against other distances\nD_euc = cdist(X, X, metric = \"euclidean\")\nD_cos = cdist(X, X, metric = \"cosine\")\nD_mah = cdist(X, X, metric = \"mahalanobis\")\n\n### Correlations\nprint(\"Correlations between different distance metrics\")\npd.DataFrame(\n np.corrcoef([D_sep.reshape(-1), D_euc.reshape(-1), D_cos.reshape(-1), D_mah.reshape(-1)]),\n columns = ['SeparaionDepth', 'Euclidean', 'Cosine', 'Mahalanobis'],\n index = ['SeparaionDepth', 'Euclidean', 'Cosine', 'Mahalanobis']\n)", "Correlations between different distance metrics\n" ] ], [ [ "# Example 4: imputing missing values", "_____no_output_____" ] ], [ [ "import numpy as np\nfrom isotree import IsolationForest\n\n### Generate random multivariate-normal data\nnp.random.seed(1)\nn = 1000\nm = 5\n\n### This is a random PSD matrix to use as covariance\nS = np.random.normal(size = (m, m))\nS = S.T.dot(S)\n\nmu = np.random.normal(size = m)\nX = np.random.multivariate_normal(mu, S, n)\n\n### Set some values randomly as missing\nvalues_NA = (np.random.random(size = n * m) <= .15).reshape((n, m))\nX_na = X.copy()\nX_na[values_NA] = np.nan\n\n### Fitting the model\niso = IsolationForest(build_imputer=True, prob_pick_pooled_gain=1, ntry=10)\niso.fit(X_na)\n\n### Impute missing values\nX_imputed = iso.transform(X_na)\nprint(\"MSE for imputed values w/model: %f\\n\" % np.mean((X[values_NA] - X_imputed[values_NA])**2))\n\n### Comparison against simple mean imputation\nX_means = np.nanmean(X_na, axis = 0)\nX_imp_mean = X_na.copy()\nfor cl in range(m):\n X_imp_mean[np.isnan(X_imp_mean[:,cl]), cl] = X_means[cl]\n \nprint(\"MSE for imputed values w/means: %f\\n\" % np.mean((X[values_NA] - X_imp_mean[values_NA])**2))", "MSE for imputed values w/model: 3.176113\n\nMSE for imputed values w/means: 5.540559\n\n" ] ] ]

[ "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code" ]

[ [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "# 决策树\n-----", "_____no_output_____" ] ], [ [ "# 准备工作\n\n# Common imports\nimport numpy as np\nimport os\n\n# to make this notebook's output stable across runs\nnp.random.seed(42)\n\n# To plot pretty figures\n%matplotlib inline\nimport matplotlib\nimport matplotlib.pyplot as plt\nplt.rcParams['axes.labelsize'] = 14\nplt.rcParams['xtick.labelsize'] = 12\nplt.rcParams['ytick.labelsize'] = 12\n\n# Where to save the figures\nPROJECT_ROOT_DIR = \"..\"\nCHAPTER_ID = \"decision_trees\"\n\ndef image_path(fig_id):\n return os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id)\n\ndef save_fig(fig_id, tight_layout=True):\n print(\"Saving figure\", fig_id)\n if tight_layout:\n plt.tight_layout()\n plt.savefig(image_path(fig_id) + \".png\", format='png', dpi=300)", "_____no_output_____" ] ], [ [ "# 训练与可视化", "_____no_output_____" ] ], [ [ "from sklearn.datasets import load_iris\nfrom sklearn.tree import DecisionTreeClassifier\n\niris = load_iris()\nX = iris.data[:, 2:] # petal length and width\ny = iris.target\n\ntree_clf = DecisionTreeClassifier(max_depth=2, random_state=42)\ntree_clf.fit(X, y)", "_____no_output_____" ], [ "from sklearn.tree import export_graphviz\n\nexport_graphviz(tree_clf, out_file=image_path(\"iris_tree.dot\"), \n feature_names=iris.feature_names[2:], \n class_names = iris.target_names, \n rounded=True,\n filled=True,\n )", "_____no_output_____" ] ], [ [ "根据上面得到的dot文件，可以使用`$ dot -Tpng iris_tree.dot -o iris_tree.png\n`命令转换为图片，如下：\n \n\n\n上图可以看到树是的预测过程。假设想分类鸢尾花， 可以从根节点开始。 \n首先看花瓣宽度， 如果小于2.45cm， 分入左边节点(深度1，左)。这种情况下，叶子节点不同继续询问，可以直接预测为Setosa鸢尾花。 如果宽度大于2.45cm， 移到右边子节点继续判断。由于不是叶子节点，因此继续判断， 花萼宽度如果小于1.75cm，则很大可能是Versicolor花(深度2， 左)。否则，可能是Virginica花（深度2， 右）。", "_____no_output_____" ], [ "其中参数含义如下：sample表示训练实例的个数。比如右节点中有100个实例， 花瓣宽度大于2.45cm。(深度1)\n其中54个花萼宽度小于1.75cm。value表示实例中每个类别的分分类个数。 \ngini系数表示实例的杂乱程度。如果等于0， 表示所有训练实例都属于同一个类别。如上setosa花分类。 \n公式可以计算第i个节点的gini分数。$G_i = 1 - \\sum_{k=1}^{n} p_{i,k}^{2}$ \nP(i,k)表示k实例在i节点中的分布比例。 \n比如2层左节点的gini等于：$1-(0/50)^{2}-(49/50)^{2}-(5/50)^{2} = 0.168$。", "_____no_output_____" ], [ "注意：sklearn中使用CART，生成二叉树。但是像ID3可以生成多个孩子的决策树。", "_____no_output_____" ] ], [ [ "from matplotlib.colors import ListedColormap\n\ndef plot_decision_boundary(clf, X, y, axes=[0, 7.5, 0, 3], iris=True, legend=False, plot_training=True):\n x1s = np.linspace(axes[0], axes[1], 100)\n x2s = np.linspace(axes[2], axes[3], 100)\n x1, x2 = np.meshgrid(x1s, x2s)\n X_new = np.c_[x1.ravel(), x2.ravel()]\n y_pred = clf.predict(X_new).reshape(x1.shape)\n custom_cmap = ListedColormap(['#fafab0','#9898ff','#a0faa0'])\n plt.contourf(x1, x2, y_pred, alpha=0.3, cmap=custom_cmap, linewidth=10)\n if not iris:\n custom_cmap2 = ListedColormap(['#7d7d58','#4c4c7f','#507d50'])\n plt.contour(x1, x2, y_pred, cmap=custom_cmap2, alpha=0.8)\n if plot_training:\n plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"yo\", label=\"Iris-Setosa\")\n plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"bs\", label=\"Iris-Versicolor\")\n plt.plot(X[:, 0][y==2], X[:, 1][y==2], \"g^\", label=\"Iris-Virginica\")\n plt.axis(axes)\n if iris:\n plt.xlabel(\"Petal length\", fontsize=14)\n plt.ylabel(\"Petal width\", fontsize=14)\n else:\n plt.xlabel(r\"$x_1$\", fontsize=18)\n plt.ylabel(r\"$x_2$\", fontsize=18, rotation=0)\n if legend:\n plt.legend(loc=\"lower right\", fontsize=14)\n \nplt.figure(figsize=(8, 4))\nplot_decision_boundary(tree_clf, X, y)\nplt.plot([2.45, 2.45], [0, 3], \"k-\", linewidth=2)\nplt.plot([2.45, 7.5], [1.75, 1.75], \"k--\", linewidth=2)\nplt.plot([4.95, 4.95], [0, 1.75], \"k:\", linewidth=2)\nplt.plot([4.85, 4.85], [1.75, 3], \"k:\", linewidth=2)\nplt.text(1.40, 1.0, \"Depth=0\", fontsize=15)\nplt.text(3.2, 1.80, \"Depth=1\", fontsize=13)\nplt.text(4.05, 0.5, \"(Depth=2)\", fontsize=11)\n\nsave_fig(\"decision_tree_decision_boundaries_plot\")\nplt.show()", "/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'linewidth'\n s)\n" ] ], [ [ "上图显示了该决策树的决策边界。垂直线表示决策树的根节点(深度0), 花瓣长度等于2.45cm。 \n由于左边gini为0，只有一种分类，不再进一步分类判断。但是右边不是很纯，因此深度1的右边节点根据花萼宽度1.75cm进一步判断。 \n由于最大深度为2，决策树停止后面的判断。但是可以设置max_depth为3， 然后，两个深度2节点将各自添加另一个决策边界(由虚线表示)。 ", "_____no_output_____" ], [ "补充：可以看到决策树的过程容易理解，称之为白盒模型。与之不同的是，随机森林和神经网络一般称为黑盒模型。 \n它们预测效果很好，可以很容易地检查其计算结果， 来做出这些预测。但却难以解释为什么这样预测。 \n决策树提供了很好的和简单的分类规则，甚至可以在需要时手动分类。", "_____no_output_____" ], [ "# 进行预测和计算可能性", "_____no_output_____" ] ], [ [ "tree_clf.predict_proba([[5, 1.5]])", "_____no_output_____" ], [ "tree_clf.predict([[5, 1.5]])", "_____no_output_____" ] ], [ [ "### CART：分类回归树\nsklearn使用CART算法对训练决策树(增长树)。思想很简单：首先将训练集分为两个子集，根据特征k和阈值$t_k$(比如花瓣长度小于2.45cm)。重要的是怎么选出这个特征。 \n通过对每一组最纯的子集(k, $t_k$)，根据大小的权重进行搜索。最小化如下损失函数：\n#### CART分类的损失函数\n$J(k, t_k) = \\frac{m_{left}}{m}G_{left} + \\frac{m_{right}}{m}G_{right} $\n\n\n最小化如上函数，一旦成功分为两个子集， 就可以使用相同逻辑递归进行切分。当到达给定的最大深度时(max_depth)停止，或者不能再继续切分(数据集很纯,无法减少杂质)。 \n如下超参数控制其他的停止条件(min_samples_split, min_sample_leaf, min_weight_fraction_leaf, max_leaf_nodes). ", "_____no_output_____" ], [ "### 计算复杂度\n默认的，经常使用gini impurity测量标准，但是也可以使用entropy impuirty来测量。\n", "_____no_output_____" ] ], [ [ "not_widest_versicolor = (X[:, 1] != 1.8) | (y==2)\nX_tweaked = X[not_widest_versicolor]\ny_tweaked = y[not_widest_versicolor]\n\ntree_clf_tweaked = DecisionTreeClassifier(max_depth=2, random_state=40)\ntree_clf_tweaked.fit(X_tweaked, y_tweaked)", "_____no_output_____" ], [ "plt.figure(figsize=(8, 4))\nplot_decision_boundary(tree_clf_tweaked, X_tweaked, y_tweaked, legend=False)\nplt.plot([0, 7.5], [0.8, 0.8], \"k-\", linewidth=2)\nplt.plot([0, 7.5], [1.75, 1.75], \"k-\", linewidth=2)\nplt.text(1.0, 0.9, \"Depth=0\", fontsize=15)\nplt.text(1.0, 1.80, \"Depth=0\", fontsize=13)\n\nsave_fig(\"decision_tree_instability_plot\")\nplt.show()", "/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'linewidth'\n s)\n" ] ], [ [ "### 限制超参数\n如下情况所示，防止过拟合数据，需要限制决策树的自由度，这个过程也叫正则(限制)。 \n决策树的max_depth超参数来控制拟合程度，默认不限制。可以减少max_depth来限制模型，减少过拟合的风险。 ", "_____no_output_____" ] ], [ [ "from sklearn.datasets import make_moons\n\nXm, ym = make_moons(n_samples=100, noise=0.25, random_state=53)\n\ndeep_tree_clf1 = DecisionTreeClassifier(random_state=42)\ndeep_tree_clf2 = DecisionTreeClassifier(min_samples_leaf=4, random_state=42)\ndeep_tree_clf1.fit(Xm, ym)\ndeep_tree_clf2.fit(Xm, ym)\n\nplt.figure(figsize=(11, 4))\nplt.subplot(121)\nplot_decision_boundary(deep_tree_clf1, Xm, ym, axes=[-1.5, 2.5, -1, 1.5], iris=False)\nplt.title(\"No restrictions\", fontsize=16)\nplt.subplot(122)\nplot_decision_boundary(deep_tree_clf2, Xm, ym, axes=[-1.5, 2.5, -1, 1.5], iris=False)\nplt.title(\"min_samples_leaf = {}\".format(deep_tree_clf2.min_samples_leaf), fontsize=14)\n\nsave_fig(\"min_samples_leaf_plot\")\nplt.show()", "/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'linewidth'\n s)\n" ] ], [ [ "DecisionTreeClassifier有如下超参数：min_samples_split表示切分数据时包含的最小实例， min_samples_leaf表示一个叶子节点必须拥有的最小样本数目， min_weight_fraction_leaf(与min_samples_leaf相同，但表示为加权实例总数的一小部分)， max_leaf_nodes(最大叶节点数)和max_features(在每个节点上分配的最大特性数)， 增加min_*超参数或减少max_*超参数将使模型规范化。\n\n其他算法开始时对决策树进行无约束训练，之后删除没必要的特征，称为减枝。 \n如果一个节点的所有子节点所提供的纯度改善没有统计学意义，则认为其和其子节点是不必要的。 ", "_____no_output_____" ] ], [ [ "angle = np.pi / 180 * 20\nrotation_maxtrix = np.array([[np.cos(angle), -np.sin(angle)], [np.sin(angle), np.cos(angle)]])\nXr = X.dot(rotation_maxtrix)\n\ntree_clf_r = DecisionTreeClassifier(random_state=42)\ntree_clf_r.fit(Xr, y)\n\n\nplt.figure(figsize=(8, 3))\nplot_decision_boundary(tree_clf_r, Xr, y, axes=[0.5, 7.5, -1.0, 1], iris=False)\n\nplt.show()", "/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'linewidth'\n s)\n" ] ], [ [ "# 不稳定性\n目前为止，决策树有很多好处:它们易于理解和解释，易于使用，用途广泛，而且功能强大。 \n但是也有一些限制。首先， 决策树喜欢正交决策边界(所有的分割都垂直于一个轴)，这使得它们对训练集的旋转很敏感。如下右图所示，旋转45度之后，尽管分类的很好，但是不会得到更大推广。其中的一种解决办法是PCA(后面介绍）。\n\n更普遍的，决策树对训练集中的微小变化很敏感。比如上图中移除一个实例的分类结果又很大的不同。 \n随机森林可以通过对许多树进行平均预测来限制这种不稳定， 对异常值，微小变化更加适用。", "_____no_output_____" ] ], [ [ "np.random.seed(6)\nXs = np.random.rand(100, 2) - 0.5\nys = (Xs[:, 0] > 0).astype(np.float32) * 2\n\nangle = np.pi / 4\nrotation_matrix = np.array([[np.cos(angle), -np.sin(angle)], [np.sin(angle), np.cos(angle)]])\nXsr = Xs.dot(rotation_matrix)\n\ntree_clf_s = DecisionTreeClassifier(random_state=42)\ntree_clf_s.fit(Xs, ys)\ntree_clf_sr = DecisionTreeClassifier(random_state=42)\ntree_clf_sr.fit(Xsr, ys)\n\nplt.figure(figsize=(11, 4))\nplt.subplot(121)\nplot_decision_boundary(tree_clf_s, Xs, ys, axes=[-0.7, 0.7, -0.7, 0.7], iris=False)\nplt.subplot(122)\nplot_decision_boundary(tree_clf_sr, Xsr, ys, axes=[-0.7, 0.7, -0.7, 0.7], iris=False)\n\nsave_fig(\"sensitivity_to_rotation_plot\")\nplt.show()", "/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'linewidth'\n s)\n" ] ], [ [ "### 回归树", "_____no_output_____" ] ], [ [ "import numpy as np\n# 带噪声的2阶训练集\nnp.random.seed(42)\nm = 200\nX = np.random.rand(m ,1)\ny = 4 * (X - 0.5) ** 2\ny = y + np.random.randn(m, 1) / 10", "_____no_output_____" ], [ "from sklearn.tree import DecisionTreeRegressor\n\ntree_reg = DecisionTreeRegressor(max_depth=2, random_state=42)\ntree_reg.fit(X, y)", "_____no_output_____" ] ], [ [ "该回归决策树最大深度为2， dot后如下：\n \n与分类树非常类似。 主要的不同在于，分类树根据每个节点预测每个分类。 \n比如当x1 = 0.6时进行预测。从根开始遍历树，最终到达叶节点，该节点预测值=0.1106。 \n这个预测仅仅是与此叶节点相关的110个训练实例的平均目标值。这个预测的结果是一个平均平方误差(MSE)，在这110个实例中等于0.0151。 \n\n请注意，每个区域的预测值始终是该区域实例的平均目标值。该算法以一种使大多数训练实例尽可能接近预测值的方式来分割每个区域。", "_____no_output_____" ] ], [ [ "from sklearn.tree import DecisionTreeRegressor\n\ntree_reg1 = DecisionTreeRegressor(random_state=42, max_depth=2)\ntree_reg2 = DecisionTreeRegressor(random_state=42, max_depth=3)\ntree_reg1.fit(X, y)\ntree_reg2.fit(X, y)\n\n\ndef plot_regression_predictions(tree_reg, X, y, axes=[0, 1, -0.2, 1], ylabel=\"$y$\"):\n x1 = np.linspace(axes[0], axes[1], 500).reshape(-1, 1)\n y_pred = tree_reg.predict(x1)\n plt.axis(axes)\n \n if ylabel:\n plt.ylabel(ylabel, fontsize=18, rotation=0)\n plt.plot(X, y, \"b.\")\n plt.plot(x1, y_pred, \"r.-\", linewidth=2, label=r\"$\\hat{y}$\")\n \n\nplt.figure(figsize=(11, 4))\nplt.subplot(121)\nplot_regression_predictions(tree_reg1, X, y)\nfor split, style in ((0.1973, \"k-\"), (0.0917, \"k--\"), (0.7718, \"k--\")):\n plt.plot([split, split], [-0.2, 1], style, linewidth=2)\nplt.text(0.21, 0.65, \"Depth=0\", fontsize=15)\nplt.text(0.01, 0.2, \"Depth=1\", fontsize=13)\nplt.text(0.65, 0.8, \"Depth=1\", fontsize=13)\nplt.legend(loc=\"upper center\", fontsize=18)\nplt.title(\"max_depth=2\", fontsize=14)\n\nplt.subplot(122)\nplot_regression_predictions(tree_reg2, X, y, ylabel=None)\nfor split, style in ((0.1973, \"k-\"), (0.0917, \"k--\"), (0.7718, \"k--\")):\n plt.plot([split, split], [-0.2, 1], style, linewidth=2)\nfor split in (0.0458, 0.1298, 0.2873, 0.9040):\n plt.plot([split, split], [-0.2, 1], \"k:\", linewidth=1)\nplt.text(0.3, 0.5, \"Depth=2\", fontsize=13)\nplt.title(\"max_depth=3\", fontsize=14)\n\nsave_fig(\"tree_regression_plot\")\nplt.show()", "Saving figure tree_regression_plot\n" ], [ "# 画出分类图\nexport_graphviz(\n tree_reg1,\n out_file=image_path(\"regression_tree.dot\"),\n feature_names=[\"x1\"],\n rounded=True,\n filled=True\n )", "_____no_output_____" ], [ "tree_reg1 = DecisionTreeRegressor(random_state=42)\ntree_reg2 = DecisionTreeRegressor(random_state=42, min_samples_leaf=10)\ntree_reg1.fit(X, y)\ntree_reg2.fit(X, y)\n\nx1 = np.linspace(0, 1, 500).reshape(-1, 1)\ny_pred1 = tree_reg1.predict(x1)\ny_pred2 = tree_reg2.predict(x1)\n\nplt.figure(figsize=(11, 4))\n\nplt.subplot(121)\nplt.plot(X, y, \"b.\")\nplt.plot(x1, y_pred1, \"r.-\", linewidth=2, label=r\"$\\hat{y}$\")\nplt.axis([0, 1, -0.2, 1.1])\nplt.xlabel(\"$x_1$\", fontsize=18)\nplt.ylabel(\"$y$\", fontsize=18, rotation=0)\nplt.legend(loc=\"upper center\", fontsize=18)\nplt.title(\"No restrictions\", fontsize=14)\n\nplt.subplot(122)\nplt.plot(X, y, \"b.\")\nplt.plot(x1, y_pred2, \"r.-\", linewidth=2, label=r\"$\\hat{y}$\")\nplt.axis([0, 1, -0.2, 1.1])\nplt.xlabel(\"$x_1$\", fontsize=18)\nplt.title(\"min_samples_leaf={}\".format(tree_reg2.min_samples_leaf), fontsize=14)\n\nsave_fig(\"tree_regression_regularization_plot\")", "Saving figure tree_regression_regularization_plot\n" ] ], [ [ "\n如上图所示， 回归树根据最小化mse来切分数据集。 \n决策树在处理回归任务时倾向于过度拟合。 \n如上左图，超参数默认，不加约束时容易过拟合。通过设置min_samples_leaf 将模型更合理的约束。 ", "_____no_output_____" ], [ "# 课后习题", "_____no_output_____" ], [ "#### 1. 无约束情况下，一百万个实例的训练集训练得到的决策树的大约深度是多少？", "_____no_output_____" ], [ "#### 2. 节点的gini impurity一般是小于还是大于其父节点？一般情况下这样，还是一直都这样？", "_____no_output_____" ], [ "#### 3. 如果决策树过拟合， 减少max_depth是一个好方法吗？", "_____no_output_____" ], [ "#### 4. 如果决策树欠拟合，缩放输入的特征是一个好方法吗？", "_____no_output_____" ], [ "#### 5. 如果在一个包含100万个实例的训练集上训练决策树需要一个小时，那么在包含1000万个实例的训练集上训练另一个决策树需要花费多少时间呢?", "_____no_output_____" ], [ "#### 6. 如果您的训练集包含100,000个实例，将设置presort=True 可以加快训练吗？", "_____no_output_____" ], [ "#### 7. 训练并调节决策树模型，使用moons数据集。\na. 使用 make_moons(n_samples=10000, noise=0.4)生成数据集。 \nb. 使用train_test_split(). 切分数据集。\nc. 使用网格搜索并进行交叉验证，去找到最合适的超参数。尝试max_leaf_nodes参数。\nd. 使用全部数据进行训练，并在测试集上估计性能。应该在85到87之间。", "_____no_output_____" ], [ "#### 8. 生成森林。 \na. 继续上一题， 生成训练集的1000个子集所谓验证集。随机选择100实例。\nb. 每一个子集训练一棵树，使用上述得到的最合适超参数。在测试集上评估这1000棵树。 \n由于它们是在较小的集合上进行训练的，所以这些决策树可能比第一个决策树更糟糕，只实现了大约80%的精度。\nc. 对于每个测试集实例，生成1,000个决策树的预测，并且只保留最频繁的预测(您可以使用SciPy的mode()函数来实现这一点)。这给了对测试集的多数投票预测. \nd. 评估测试集的这些预测:您应该获得比第一个模型稍高的精度(大约高0.5到1.5%)。恭喜你，你训练了一个随机森林分类器!", "_____no_output_____" ] ] ]

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[ "MIT" ]

[ "MIT" ]

[ [ [ "# Use OSMnx to construct place boundaries and street networks, and save as various file formats for working with later\n\n - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n - [GitHub repo](https://github.com/gboeing/osmnx)\n - [Examples, demos, tutorials](https://github.com/gboeing/osmnx/tree/master/examples)", "_____no_output_____" ] ], [ [ "import osmnx as ox\n%matplotlib inline\nox.config(log_file=True, log_console=True, use_cache=True)", "_____no_output_____" ], [ "place = 'Piedmont, California, USA'", "_____no_output_____" ] ], [ [ "## Get place shape geometries from OSM and save as shapefile", "_____no_output_____" ] ], [ [ "gdf = ox.gdf_from_place(place)\ngdf.loc[0, 'geometry']", "_____no_output_____" ], [ "# save place boundary geometry as ESRI shapefile\nox.save_gdf_shapefile(gdf, filename='place-shape')", "_____no_output_____" ] ], [ [ "## Construct street network and save as shapefile to work with in GIS", "_____no_output_____" ] ], [ [ "G = ox.graph_from_place(place, network_type='drive')\nG_projected = ox.project_graph(G)", "_____no_output_____" ], [ "# save street network as ESRI shapefile\nox.save_graph_shapefile(G_projected, filename='network-shape')", "_____no_output_____" ] ], [ [ "## Save street network as GraphML to work with in Gephi or NetworkX", "_____no_output_____" ] ], [ [ "# save street network as GraphML file\nox.save_graphml(G_projected, filename='network.graphml')", "_____no_output_____" ] ], [ [ "## Save street network as SVG to work with in Illustrator", "_____no_output_____" ] ], [ [ "# save street network as SVG\nfig, ax = ox.plot_graph(G_projected, show=False, save=True, \n filename='network', file_format='svg')", "_____no_output_____" ] ], [ [ "## Load street network from saved GraphML file", "_____no_output_____" ] ], [ [ "G2 = ox.load_graphml('network.graphml')\nfig, ax = ox.plot_graph(G2)", "_____no_output_____" ] ] ]

[ "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code" ]

[ [ "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "# TAG MATRIX DATA SCRAPER\n- author: Richard Castro \n- sticky_rank: 1\n- toc: true\n- badges: true\n- comments: false\n- categories: [Matrix]\n- image: images/scraper.jpg", "_____no_output_____" ] ], [ [ "import pandas as pd\nimport requests\nimport datetime\ndate=datetime.datetime.now().strftime(\"%Y-%m-%d\")\nimport dash\nimport dash_core_components as dcc", "_____no_output_____" ], [ "df=pd.read_csv(\"https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-province/dpc-covid19-ita-province.csv\")\ndf.to_csv('../data/clients/CHEP/'+date+'-Italy.csv')", "_____no_output_____" ] ], [ [ "# CANADA STUFF", "_____no_output_____" ] ], [ [ "#SOURCE - https://github.com/eebrown/data2019nCoV\ndf=pd.read_csv('https://raw.githubusercontent.com/eebrown/data2019nCoV/master/data-raw/covid19.csv')\ndf=df.rename(columns={'pruid':'uid', 'prname':'province'})\ncol=['uid', 'province','date', 'numconf', 'numprob',\n 'numdeaths', 'numtotal', 'numtested', 'numrecover', 'percentrecover',\n 'ratetested', 'numtoday', 'percentoday', 'ratetotal', 'ratedeaths',\n 'numdeathstoday', 'percentdeath', 'numtestedtoday', 'numrecoveredtoday',\n 'percentactive', 'numactive', 'rateactive', 'numtotal_last14',\n 'ratetotal_last14', 'numdeaths_last14', 'ratedeaths_last14']\ndf_ca=df[col]\ndf_ca.set_index('date', inplace=True)\ndf_ca.to_csv('../data/sources/canada/'+date+'-eeBrown.csv')", "_____no_output_____" ], [ "#SOURCE - https://www12.statcan.gc.ca/census-recensement/index-eng.cfm\ndf=pd.read_csv('https://www12.statcan.gc.ca/census-recensement/2016/dp-pd/hlt-fst/pd-pl/Tables/CompFile.cfm?Lang=Eng&T=301&OFT=FULLCSV')\ndf_cacen=df\ndf_cacen.to_csv('../data/sources/canada/'+date+'-ca_census.csv')", "_____no_output_____" ], [ "#SOURCE - ISHABERRY\n#PROVINCE LEVEL CASE DATA\ndf=pd.read_csv('https://raw.githubusercontent.com/ishaberry/Covid19Canada/master/timeseries_prov/cases_timeseries_prov.csv')\ndf.rename(columns={'date_report':'date'}, inplace=True)\ndf.set_index('date')\ndf_Isha=df\ndf_Isha.to_csv('../data/sources/canada/'+date+'Isha_Prov_Cases.csv')", "_____no_output_____" ], [ "#SOURCE - ISHABERRY\n#HEALTH REGION LEVEL CASE DATA\ndf=pd.read_csv('https://raw.githubusercontent.com/ishaberry/Covid19Canada/master/timeseries_hr/cases_timeseries_hr.csv')\ndf.rename(columns={'date_report':'date'}, inplace=True)\ndf.set_index('date')\ndf_Isha=df\ndf_Isha.to_csv('../data/sources/canada/'+date+'Isha_HR_Cases.csv')\n", "_____no_output_____" ], [ "#SOURCE - ISHABERRY\n#PROVINCE LEVEL TEST DATA\ndf=pd.read_csv('https://raw.githubusercontent.com/ishaberry/Covid19Canada/master/timeseries_prov/testing_timeseries_prov.csv')\ndf.rename(columns={'date_testing':'date'}, inplace=True)\ndf.set_index('date')\ndf_Isha=df\ndf_Isha.to_csv('../data/sources/canada/'+date+'Isha_Province_Testing.csv')", "_____no_output_____" ] ], [ [ "# World-o-Meter", "_____no_output_____" ] ], [ [ "#WORLD O METER DATA\n#NEW YORK COUNTY DATA\nimport datetime\ndate=datetime.datetime.now().strftime(\"%Y-%m-%d\")\n\nweb=requests.get('https://www.worldometers.info/coronavirus/usa/new-york')\nny=pd.read_html(web.text)\nny=ny[1]\nny.columns=map(str.lower, ny.columns)\nny.to_csv('../data/sources/worldometer/'+date+'-NY-County-Data.csv')\n\n#CALIFORNIA COUNTY DATA\ncad=requests.get('https://www.worldometers.info/coronavirus/usa/california')\nca=pd.read_html(cad.text)\nca=ca[1]\nca.columns=map(str.lower, ca.columns)\nca.to_csv('../data/sources/worldometer/'+date+'-CA-County-Data.csv')\n\n#NEW JERSEY COUNTY DATA\nnjd=requests.get('https://www.worldometers.info/coronavirus/usa/new-jersey')\nnj=pd.read_html(njd.text)\nnj=nj[1]\nnj.columns=map(str.lower, nj.columns)\nnj.to_csv('../data/sources/worldometer/'+date+'-NJ-County-Data.csv')\n\n#OHIO COUNTY DATA\nohd=requests.get('https://www.worldometers.info/coronavirus/usa/ohio/')\noh=pd.read_html(ohd.text)\noh=oh[1]\noh.columns=map(str.lower, oh.columns)\noh.to_csv('../data/sources/worldometer/'+date+'-OH-County-Data.csv')\n\n#SOUTH CAROLINA COUNTY DATA\nscd=requests.get('https://www.worldometers.info/coronavirus/usa/south-carolina/')\nsc=pd.read_html(scd.text)\nsc=sc[1]\nsc.columns=map(str.lower, sc.columns)\nsc.to_csv('../data/sources/worldometer/'+date+'-SC-County-Data.csv')\n\n#PA COUNTY DATA\npad=requests.get('https://www.worldometers.info/coronavirus/usa/pennsylvania/')\npa=pd.read_html(pad.text)\npa=pa[1]\npa.columns=map(str.lower, pa.columns)\npa.to_csv('../data/sources/worldometer/'+date+'-PA-County-Data.csv')\n\n#WASHINGTON COUNTY DATA\nwad=requests.get('https://www.worldometers.info/coronavirus/usa/washington/')\nwa=pd.read_html(wad.text)\nwa=wa[1]\nwa.columns=map(str.lower, wa.columns)\nwa.to_csv('../data/sources/worldometer/'+date+'-WA-County-Data.csv')\n\n#US STATE LEVEL DATA\nwe=requests.get('https://www.worldometers.info/coronavirus/country/us/')\nus=pd.read_html(we.text)\nus=us[1]\nus.to_csv('../data/sources/worldometer/'+date+'-US-State-Data.csv')", "_____no_output_____" ] ], [ [ "# rt live", "_____no_output_____" ] ], [ [ "rtlive=pd.read_csv('https://d14wlfuexuxgcm.cloudfront.net/covid/rt.csv')\nrtlive.to_csv('../_data/data_sources/rtlive/rtlive'+date+'.csv')", "_____no_output_____" ] ], [ [ "# Mobility Reports\n\n<ul>\n <li>Google Mobility Reports</li>\n <li>Apple Mobility Reports</li>\n</ul>", "_____no_output_____" ] ], [ [ "#GOOGLE AND APPLE MOBILITY DATA BY COUNTY \n#apple=pd.read_csv('https://covid19-static.cdn-apple.com/covid19-mobility-data/2014HotfixDev8/v3/en-us/applemobilitytrends-2020-08-08.csv')\n#apple.to_csv('../_data/Data_Sources/Mobility_Reports/apple.csv')\ngoogle=pd.read_csv('https://www.gstatic.com/covid19/mobility/Global_Mobility_Report.csv')\ngoogle.to_csv('../_data/Data_Sources/google/google.csv')", "_____no_output_____" ] ], [ [ "# WORLD-O-METER DATASETS\n\n<ul>\n <li>NEW YORK\n <li>CALIFORNIA\n <li>NEW JERSEY\n <li>PA\n <li>SOUTH CAROLINA\n <li>OHIO\n <li>WASHINGTON STATE\n</ul>\n", "_____no_output_____" ] ], [ [ "healthDepartment=requests.get('https://data.ct.gov/Health-and-Human-Services/COVID-19-Tests-Cases-and-Deaths-By-Town-/28fr-iqnx/data')\nhd=pd.read_html(healthDepartment.text)", "_____no_output_____" ] ], [ [ "# COUNTY HEALTH DEPARTMANT DATASETS\n", "_____no_output_____" ] ], [ [ "#HEALTH DEPARTMENTS DATA\nflData=pd.read_csv('https://opendata.arcgis.com/datasets/222c9d85e93540dba523939cfb718d76_0.csv?outSR=%7B%22latestWkid%22%3A4326%2C%22wkid%22%3A4326%7D')\nflData.to_csv('../_data/Data_Sources/Fl-Data.csv')\n\nmiData=pd.read_excel('https://www.michigan.gov/documents/coronavirus/Covid-19_Tests_by_County_2020-08-08_698830_7.xlsx')\nmiData.to_csv('../_data/Data_Sources/Health-Department-Data/MI-Tests-County.csv')\n\nmiData2=pd.read_excel('https://www.michigan.gov/documents/coronavirus/Cases_by_County_and_Date_2020-08-08_698828_7.xlsx')\nmiData2.to_csv('../_data/Data_Sources/Health-Department-Data/MI-Cases-County.csv')\n\nmiData3=pd.read_excel('https://www.michigan.gov/documents/coronavirus/Cases_and_Deaths_by_County_2020-08-08_698827_7.xlsx')\nmiData3.to_csv('../_data/Data_Sources/Health-Department-Data/MI-Deaths-Cases-County.csv')\n\n\nmiData4=pd.read_csv('https://raw.githubusercontent.com/jeffcore/covid-19-usa-by-state/master/COVID-19-Cases-USA-By-County.csv')\nmiData4.to_csv('../_data/Data_Sources/Health-Department-Data/COVID-19-Cases-USA-By-County.csv')\n\nmiData5=pd.read_csv('https://raw.githubusercontent.com/jeffcore/covid-19-usa-by-state/master/COVID-19-Deaths-USA-By-County.csv')\nmiData5.to_csv('../_data/Data_Sources/Health-Department-Data/COVID-19-Deaths-USA-By-County.csv')\n\nmiData6=pd.read_csv('https://raw.githubusercontent.com/jeffcore/covid-19-usa-by-state/master/COVID-19-Cases-USA-By-State.csv')\nmiData6.to_csv('../_data/Data_Sources/Health-Department-Data/COVID-19-Cases-USA-By-State.csv')\n\nmiData7=pd.read_csv('https://raw.githubusercontent.com/jeffcore/covid-19-usa-by-state/master/COVID-19-Deaths-USA-By-State.csv')\nmiData7.to_csv('../_data/Data_Sources/Health-Department-Data/COVID-19-Deaths-USA-By-State.csv')", "_____no_output_____" ], [ "#ANOTHER MODULE \nfrom bs4 import BeautifulSoup\nurl=requests.get('https://covidactnow.org/us/fl/county/taylor_county?s=846164')\nsoup = BeautifulSoup(requests.get(url).text)\nsoup.findAll(\"table\")[0].findAll(\"tr\")[0]", "_____no_output_____" ] ], [ [ "# COVID TRACKER DATA", "_____no_output_____" ] ], [ [ "#COVID TRACKER DATA\n\nda1=pd.read_html('https://covidtracking.com/data/state/alabama')\nda1[1].to_csv('../_data/Data_Sources/CovidTracker/Alabama.csv')\n\nda2=pd.read_html('https://covidtracking.com/data/state/alaska')\nda2[1].to_csv('../_data/Data_Sources/CovidTracker/Alaska.csv')\n\nda3=pd.read_html('https://covidtracking.com/data/state/arizona')\nda3[1].to_csv('../_data/Data_Sources/CovidTracker/Arizona.csv')\n\nAR_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/arkansas')\nAR_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-ARKANSAS.csv')\n\nCA_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/california')\nCA_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-CALIFORNIA.csv') \n\nGA_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/GEORGIA')\nGA_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-GEORGIA.csv')\n\nKS_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/KANSAS')\nKS_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-KANSAS.csv')\n\nFL_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/FLORIDA')\nFL_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-FLORIDA.csv')\n\nIL_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/ILLINOIS')\nIL_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-ILLINOIS.csv')\n\nOH_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/OHIO')\nOH_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-OHIO.csv')\n\nTN_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/TENNESSEE')\nTN_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-TENNESSEE.csv')\n\nNE_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/NEBRASKA')\nNE_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-NEBRASKA.csv')\n\nPA_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/PENNSYLVANIA')\nPA_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-PENNSYLVANIA.csv')\n\nNC_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/NORTH-CAROLINA')\nNC_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-NORTHCAROLINA.csv')\n\nKY_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/KENTUCKY')\nKY_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-KENTUCKY.csv')\n\nCO_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/COLORADO')\nCO_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-COLORADO.csv')\n\nKS_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/KENTUCKY')\nKS_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-KENTUCKY.csv')\n\nNJ_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/NEW-JERSEY')\nNJ_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-NEWJERSEY.csv')\n\nMN_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/MINNESOTA')\nMN_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-MINNESOTA.csv')\n\nMI_COVIDTRACKER=pd.read_html('https://covidtracking.com/data/state/MICHIGAN')\nMI_COVIDTRACKER[1].to_csv('../_data/data_sources/covidtracker/'+date+'-MICHIGAN.csv')", "_____no_output_____" ] ], [ [ "# NEW YORK TIMES DATA", "_____no_output_____" ] ], [ [ "#NEW YORK TIMES DATA\nMASK_NYT=pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/mask-use/mask-use-by-county.csv')\nMASK_NYT.to_csv('../_data/data_sources/NYT/MASKUSAGE-'+date+'.csv')\n\nCASESDEATHSC_NYT=pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/us-counties.csv')\nCASESDEATHSC_NYT.to_csv('../_data/data_sources/NYT/CASES-DEATHS-COUNTY-'+date+'.csv')\n\nCASESDEATHS_NYT=pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/us-states.csv')\nCASESDEATHS_NYT.to_csv('../_data/data_sources/NYT/CASES-DEATHS-STATE-'+date+'.csv')\n\nCASESDEATHSCD_NYT=pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/live/us-counties.csv')\nCASESDEATHSCD_NYT.to_csv('../_data/data_sources/NYT/CASES-DEATHS-COUNTY-DAILY-'+date+'.csv')\n\nCASESDEATHSD_NYT=pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/live/us-states.csv')\nCASESDEATHSD_NYT.to_csv('../_data/data_sources/NYT/CASES-DEATHS-STATE-DAILY-'+date+'.csv')\n\nEXDEATHS_NYT=pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/excess-deaths/deaths.csv')\nEXDEATHS_NYT.to_csv('../_data/data_sources/NYT/EXCESS-DEATHS-CITY-'+date+'.csv')", "_____no_output_____" ] ], [ [ "# linlab", "_____no_output_____" ] ], [ [ "LINLAB=pd.read_csv('https://raw.githubusercontent.com/lin-lab/COVID19-Viz/master/clean_data/rt_table_export.csv')\nLINLAB.to_csv('../data/sources/LINLAB/'+date+'-RTCOUNTYLEVEL.csv')", "_____no_output_____" ], [ "wew=requests.get('https://www.geonames.org/statistics/')\nus=pd.read_html(wew.text)\nus[1].to_csv('../_data/data_sources/worldCountryPopulations.csv')\n\n", "_____no_output_____" ] ] ]

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[ [ "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code", "code", "code", "code", "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "import requests", "_____no_output_____" ], [ "url=\"https://maps.googleapis.com/maps/api/geocode/json?\"", "_____no_output_____" ], [ "parameters={\n \"address\":\"naman poojan Samagri rohini\",\n \"key\":\"AIzaSyDxpzAOiOie2lqiUfMhWegOvmbKH25TNlE\"\n}", "_____no_output_____" ], [ "r=requests.get(url,parameters)\nprint(r.url)", "https://maps.googleapis.com/maps/api/geocode/json?address=naman+poojan+Samagri+rohini&key=AIzaSyDxpzAOiOie2lqiUfMhWegOvmbKH25TNlE\n" ] ] ]

[ "code" ]

[ [ "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "<a href=\"https://colab.research.google.com/github/Ramaseshanr/ANLP/blob/master/TTR.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>", "_____no_output_____" ] ], [ [ "# MIT License\n# Copyright (c) 2019.\n# Project Name: ANLP\n# File name: code.py\n# Last modification date: 2/28/19 2:32 PM\n# Author: ramaseshan\n# Email:[email protected]\n# /TTR.py\n# \n\nimport nltk\nfrom nltk.corpus import stopwords\n#get the stop words for English\nstop_words = set(stopwords.words('english'))\nwords_bryant = nltk.Text(nltk.corpus.gutenberg.words('bryant-stories.txt'))\nwords_emma = nltk.Text(nltk.corpus.gutenberg.words('austen-emma.txt'))\n#convert to small letters\nwords_bryant = [word.lower() for word in words_bryant if word.isalpha()]\nwords_emma = [word.lower() for word in words_emma if word.isalpha()]\n#remove stop words\nwords_bryant = [word.lower() for word in words_bryant if word not in stop_words][:15000]\nwords_emma = [word.lower() for word in words_emma if word not in stop_words][:15000]\nTTR_bryant = len(set(words_bryant))/len(words_bryant)\nTTR_emma = len(set(words_emma))/len(words_emma)\nprint('Number of tokens, Vocabulary, Type-token ratio (Bryant stories) = ', len(words_bryant), len(set(words_bryant)), TTR_bryant)\nprint('Number of tokens, Vocabulary, Type-token ratio (Jane Austen Emma) = ', len(words_emma), len(set(words_emma)), TTR_emma)\n", "3826 7079\nNumber of tokens, Vocabulary, Type-token ratio (Bryant stories) = 15000 2796 0.1864\nNumber of tokens, Vocabulary, Type-token ratio (Jane Austen Emma) = 15000 3274 0.21826666666666666\n" ] ] ]

[ "markdown", "code" ]

[ [ "markdown" ], [ "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "Import all libraries", "_____no_output_____" ] ], [ [ "import requests\nimport json\nimport time\nimport multiprocessing\nimport psycopg2", "_____no_output_____" ] ], [ [ "Functions for loading the data and counting rows in meanwhile", "_____no_output_____" ] ], [ [ "# Postgres\ndef load_data_postgres(data):\n start = time.time()\n for line in data:\n response_insert = requests.post('http://localhost:3001/postgres/write/crypto',json=line).text\n end = time.time()\n print(\"postgres\",end-start)\n\n# Firebase\ndef load_data_firebase(data):\n start = time.time()\n prev_time = start\n for line in data:\n response_insert = requests.post('http://localhost:3001/firebase/write/crypto',json=line).text\n end = time.time()\n print(\"firebase\",end-start)\n\ndef time_measurement(num,l):\n start = time.time()\n prev_time = start\n query_list_stat_all=[]\n for i in range(num):\n time.sleep(20)\n time_now = time.time()-start\n # print or write to log here\n prev_time = time.time() \n response_write = int(requests.get('http://localhost:3001/postgres/read/crypto').text)\n #running queries after 20 sec\n quer_stat = query_postgres(l)\n quer_stat.append(response_write)\n time_now = time.time()-start\n quer_stat.append(time_now)\n \n print(\"No of rows {} and time {}\".format(response_write,time_now))\n print(\"query_stats\",quer_stat)\n print(\"\\n\\n\")\n query_list_stat_all.append(quer_stat)\n \n return query_list_stat_all", "_____no_output_____" ], [ "def query_postgres(query_list):\n time_list = []\n# row_count = 0\n q_all_start = time.time() \n for i,que in enumerate(query_list):\n temp = {}\n temp['query'] = que\n start = time.time()\n response_query = requests.post('http://localhost:3001/postgres/query/crypto',json=temp)\n temp[\"id\"] = i+1\n# if i==0:\n# print(response_query)\n# row_count = json.loads(response_query.text)['rowCount']\n end = time.time()\n temp[\"query_time\"] = end-start\n# temp['row_count'] = row_count\n time_list.append(temp)\n \n q_all_end = time.time()\n \n final_list = [time_list,(q_all_end-q_all_start)]\n# time_list.append(q_all_end-q_all_start)\n# temp={}\n# temp['all_query_time'] = \n# time_list.append(temp)\n print(\"time taken to run all the queries\", q_all_end-q_all_start)\n return final_list\n \n\ndef query_firebase(query_list):\n \n q_all_start = time.time()\n for i,que in enumerate(query_list):\n temp = {}\n temp['query'] = que\n start = time.time()\n # post request \n response_query = requests.post('http://localhost:3001/firebase/query/crypto',json=temp)\n print(response_query)\n \n end = time.time()\n print(\"time taken for query {} is {}\".format(i+1,(end-start)))\n \n q_all_end = time.time()\n print(\"time taken to run all the queries\", q_all_end-q_all_start)", "_____no_output_____" ], [ "# l = [\"\"\"select count(*) from crypto_tab;\"\"\",\n# \"\"\" select * from crypto_tab order by bitcoin_info->>'Date' DESC limit 100;\"\"\",\n# \"\"\"select count(*) from crypto_tab group by bitcoin_info->>'Symbol';\"\"\",\n# \"\"\"select * from crypto_tab where (bitcoin_info->>'Volume')::float > 2;\"\"\"\n# \"\"\"select * from crypto_tab where bitcoin_info->>'Date' = '2018-12-07 21:52:00';\"\"\",\n# \"\"\"select * from crypto_tab where (bitcoin_info->>'High')::float > 3800 and bitcoin_info->>'Symbol' = 'BTCUSD';\"\"\"\n# ]\n# query_postgres(l)", "_____no_output_____" ], [ "l = [\"\"\"select count(*) from crypto_tab;\"\"\",\n \"\"\" select * from crypto_tab order by bitcoin_info->>'Date' DESC limit 100;\"\"\",\n \"\"\"select * from crypto_tab where bitcoin_info->>'Date' = '2020-12-31 21:52:00';\"\"\",\n \"\"\"select * from crypto_tab where (bitcoin_info->>'High')::float > 3800 and (bitcoin_info->>'High')::float < 4500; \"\"\",\n \"\"\"select * from crypto_tab where (bitcoin_info->>'Volume')::float > 2;\"\"\"\n ]\n# query_postgres(l)", "_____no_output_____" ] ], [ [ "Select which data to load", "_____no_output_____" ] ], [ [ "# # BITCOIN DATA\n# json_file_path= './data/bitcoin_data_sample.json'\n# with open(json_file_path) as json_file:\n# bitcoin_data = json.load(json_file)", "_____no_output_____" ], [ "# # ETHEREUM DATA\n# json_file_path= 'data/trajectory_data_60k.json'\n# with open(json_file_path) as json_file:\n# ethereum_data = json.load(json_file)", "_____no_output_____" ], [ "# # LITECOIN DATA\n# json_file_path= './bitcoin_merged_data.json'\n# with open(json_file_path) as json_file:\n# data = json.load(json_file)", "_____no_output_____" ], [ "# crpto DATA\n# json_file_path= './data/bitcoin_merged_data.json'\n# with open(json_file_path) as json_file:\n# crypto_data = json.load(json_file)", "_____no_output_____" ], [ "# crypto_updated = crypto_data*2", "_____no_output_____" ], [ "load_data_postgres(crypto_data)", "postgres 401.75011825561523\n" ], [ "# p1 = multiprocessing.Process(target=load_data_postgres, args=(crypto_data, ))\n# p2 = multiprocessing.Process(target=load_data_postgres, args=(bitcoin_data, ))\n# p3 = multiprocessing.Process(target=load_data_postgres, args=(bitcoin_data, ))\n# p4 = multiprocessing.Process(target=time_measurement, args=(len(bitcoin_data), ))\n\n# # starting process 1\n# p1.start()\n# # starting process 2\n# p2.start()\n# # starting process 3\n# p3.start()\n# # starting process 4\n# p4.start()\n\n# # wait until process 1 is finished\n# p1.join()\n# # wait until process 2 is finished\n# p2.join()\n# # wait until process 3 is finished\n# p3.join()\n# # wait until process 4 is finished\n# p4.join()", "_____no_output_____" ], [ "# load_data_postgres(ethereum_data)", "_____no_output_____" ], [ "# time_list = query_postgres(l)", "_____no_output_____" ], [ "# time_measurement(len(data),l)", "_____no_output_____" ] ], [ [ "Run process for Firebase", "_____no_output_____" ] ], [ [ "\np1 = multiprocessing.Process(target=load_data_postgres, args=(bitcoin_data, ))\np2 = multiprocessing.Process(target=load_data_postgres, args=(bitcoin_data, ))\np3 = multiprocessing.Process(target=load_data_postgres, args=(bitcoin_data, ))\np4 = multiprocessing.Process(target=time_measurement, args=(len(bitcoin_data), ))\n\n# starting process 1\np1.start()\n# starting process 2\np2.start()\n# starting process 3\np3.start()\n# starting process 4\np4.start()\n\n# wait until process 1 is finished\np1.join()\n# wait until process 2 is finished\np2.join()\n# wait until process 3 is finished\np3.join()\n# wait until process 4 is finished\np4.join()", "_____no_output_____" ] ], [ [ "Run process for PostgreSQL", "_____no_output_____" ] ], [ [ "load_data_postgres(data)", "postgres 0.7907586097717285\n" ], [ "# BITCOIN DATA\njson_file_path= './data/trajectory_data_60k.json'\nwith open(json_file_path) as json_file:\n data = json.load(json_file)", "_____no_output_____" ], [ "len(data)", "_____no_output_____" ], [ "sql = \"\"\"insert into trajectory_path(path_info) values(%s)\"\"\"\n\n\n \n\nsql_count = \"\"\"select count(*) from trajectory_path\"\"\"\n\n\n \n\n\nstart_time = time.time()\nprev_time = start_time\nprv_count = 0\n\n\nwith psycopg2.connect(host='localhost', port=5432, database='applicationdb', user='postgres', password='4258') as conn:\n\n with conn.cursor() as cur:\n\n\n \n\n # q_all_start = time.time()\n\n # for i,que in enumerate(l):\n # temp = {}\n # temp['query'] = que\n # start = time.time()\n\n # # post request <<\n # cur.execute(que)\n # # post request >>\n\n # end = time.time()\n # print(\"time taken for query {} is {}\".format(i+1,(end-start)))\n\n # q_all_end = time.time()\n # print(\"time taken to run all the queries\", q_all_end-q_all_start)\n\n\n #start_time = time.time()\n print(start_time)\n counter = 0\n for line in data:\n line = str(line)\n line = line.replace('\\'','\\\"')\n try:\n x = cur.execute(sql, (line,))\n except (Exception, psycopg2.DatabaseError) as error:\n print(error)\n print(time.time()-start_time)\n continue\n\n\n \n\n dt = time.time() - prev_time\n if dt > 1:\n # print or write to log here\n prev_time = time.time()\n cur.execute(sql_count)\n result = cur.fetchone()\n print(result[0])\n\n\n conn.commit()\n\n # except (Exception, psycopg2.DatabaseError) as error:\n # print(error)\n # print(time.time()-start_time)\n end_time = time.time()\n\n\n \n\n print(end_time)\n print(\"time taken to load the data is {} seconds\".format(end_time-start_time))", "1637452712.3010046\n2058\n4605\n7130\n9652\n12216\n14725\n17256\n19806\n22350\n24918\n27493\n30004\n32538\n35064\n37589\n40129\n42657\n45291\n47736\n50190\n52728\nmissile\nCONTEXT: PL/pgSQL function process_dist_calculation() line 4 at RAISE\n\n21.097785234451294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.098284006118774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.09968662261963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.100196361541748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.101358890533447\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.102198123931885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.102198123931885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.103246450424194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.104194402694702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.10523796081543\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.106194257736206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.106194257736206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.10735774040222\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.10835909843445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.10835909843445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.109365463256836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.110358238220215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.111357927322388\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.112508535385132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.113396406173706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.113396406173706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.114362955093384\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.11551260948181\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.11636471748352\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.11742115020752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.11836528778076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.119396686553955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.120396375656128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.121359825134277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.121359825134277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.122706413269043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.123352527618408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.124398231506348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.125396728515625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.125396728515625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.12751603126526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.12751603126526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.128400325775146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.129353284835815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.130356550216675\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.13138175010681\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.13235902786255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.13339900970459\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.13439655303955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.13540530204773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.13540530204773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.136566162109375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.137362241744995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.138367891311646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.139354467391968\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.140644788742065\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.141396045684814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.142399311065674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.143352508544922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.143352508544922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.14544701576233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.14635682106018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.147367477416992\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.14836549758911\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.149399280548096\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.150360584259033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.151358366012573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.151358366012573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.152795553207397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.153353214263916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.154361963272095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.156357765197754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.15735673904419\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.15835976600647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.15963840484619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.160356760025024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.16136360168457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.162356853485107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.163358211517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.1643545627594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.165356159210205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.166363954544067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.167354822158813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.168396472930908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.16875171661377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.169397115707397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.170355558395386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.171359539031982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.17235779762268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.17340874671936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.17435383796692\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.17539668083191\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.17639684677124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.17639684677124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.177396535873413\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.178358793258667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.179469347000122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.180357456207275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.1813542842865\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.18277931213379\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.18335199356079\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.184396266937256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.18536353111267\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.186359643936157\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.18740749359131\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.18836498260498\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.18836498260498\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.18965792655945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.190407752990723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.19139862060547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.192358255386353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.192358255386353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.193366527557373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.194416046142578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.19535493850708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.196360111236572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.19739842414856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.19739842414856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.19836401939392\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.199443578720093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.20136308670044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.20136308670044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.203396320343018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.204355716705322\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.204355716705322\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.205647230148315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.206355810165405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.207361698150635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.20764708518982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.208396434783936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.20935869216919\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.210369110107422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.211400032043457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.212358713150024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.213359832763672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.213359832763672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.215357542037964\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.21639895439148\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.21735692024231\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.218355178833008\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.219353914260864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.220356464385986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.222352027893066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.22335410118103\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.224354028701782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.225354433059692\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.22635555267334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.227354288101196\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.228373765945435\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.22935914993286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.23035740852356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.231356382369995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.232359170913696\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.233358144760132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.233358144760132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.23539638519287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.23539638519287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.236398458480835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.237361669540405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.238574743270874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.239357709884644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.240396738052368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.24135422706604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.24277424812317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.243353128433228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.24536395072937\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.245434284210205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.24636459350586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.247354984283447\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.24835515022278\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.24935746192932\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.25036907196045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.251363277435303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.252429962158203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.253605127334595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.254353284835815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.2553653717041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.2553653717041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.257359504699707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.258358001708984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.259360551834106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.260403871536255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.261619567871094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.262400150299072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.26435685157776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.26535177230835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.266359090805054\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.26739811897278\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.26739811897278\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.26968240737915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.27056384086609\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.271398305892944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.272451400756836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.273395776748657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.274353504180908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.275431871414185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.27635383605957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.277372121810913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.27937412261963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.280357122421265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.281460523605347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.282355070114136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.283857345581055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.28537106513977\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.286355018615723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.287362337112427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.287362337112427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.289360523223877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.290355920791626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.291454315185547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.292361974716187\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.293445348739624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.29435896873474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.29535937309265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.296358108520508\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.29735279083252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.29835844039917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.299354314804077\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.300354480743408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.30135488510132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.302353858947754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.303269386291504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.304267168045044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.305262327194214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.306294441223145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.306294441223145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.307335376739502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.30840301513672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.3095920085907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.310150146484375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.311410427093506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.311995029449463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.312994956970215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.314086198806763\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.314086198806763\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.315990209579468\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.316991329193115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.316991329193115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.3179931640625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.31999683380127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.31999683380127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.32103419303894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.322164297103882\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.322997093200684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.322997093200684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.324137449264526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.325002193450928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.32605266571045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.32710599899292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.328006744384766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.328991651535034\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.328991651535034\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.330533266067505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.331043004989624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.33199715614319\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.33329200744629\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.334002256393433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.335033178329468\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.335033178329468\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.336034059524536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.337188959121704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.337998151779175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.33903694152832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.34024739265442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.340996026992798\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.342000484466553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.343169450759888\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.343429565429688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.34500217437744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.345996379852295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.346997499465942\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.347254514694214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.348533630371094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.34963345527649\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.350529670715332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.351000547409058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.352004289627075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.3529953956604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.354121208190918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.354997158050537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.354997158050537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.35618782043457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.35740852355957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.358158588409424\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.358997344970703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.360005855560303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.360995531082153\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.360995531082153\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.362035274505615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.36331796646118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.364182472229004\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.365036010742188\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.365995407104492\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.36700177192688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.368165254592896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.368990898132324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.370034217834473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.370993614196777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.37204074859619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.372995138168335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.372995138168335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.37404155731201\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.37503457069397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.376006603240967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.377044439315796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.377997636795044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.377997636795044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.37907385826111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.380104780197144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.381016492843628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.382123470306396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.382997512817383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.382997512817383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.384033679962158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.38500213623047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.386033535003662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.386033535003662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.38804793357849\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.388988733291626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.390997886657715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.391873359680176\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.391993045806885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.393128395080566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.394999980926514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.39599323272705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.396991968154907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.39803433418274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.39899444580078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.399994611740112\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.399994611740112\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.401058673858643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.402035236358643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.402992486953735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.40500783920288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.406086444854736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.40699815750122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.408003330230713\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.409991025924683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.409991025924683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.4119930267334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.412994861602783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.41439700126648\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.415826082229614\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.417184591293335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.417993545532227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.41899347305298\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.42059063911438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.420993089675903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.422083854675293\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.423991441726685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.42499828338623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.425995349884033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.426995277404785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.42798924446106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.428995847702026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.428995847702026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.43004083633423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.43101143836975\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.43218183517456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.433187246322632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.4340603351593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.435998916625977\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.437003135681152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.437992811203003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.439003229141235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.439995765686035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.439995765686035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.441049337387085\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.44210410118103\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.44300389289856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.44403624534607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.44535756111145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.446000337600708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.447033405303955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.448034286499023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.448034286499023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.44909358024597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.449998140335083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.45100688934326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.45203924179077\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.453174829483032\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.453996896743774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.454317808151245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.455358505249023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.455991744995117\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.456995725631714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.458038568496704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.45899510383606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.45899510383606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.460033416748047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.461036205291748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.461997032165527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.461997032165527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.462995290756226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.463996171951294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.464993238449097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.46603298187256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.466995239257812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.4679958820343\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.468286514282227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.46899724006653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.470048904418945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.471013069152832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.472036600112915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.47303295135498\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.473992586135864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.475036144256592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.47526717185974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.475995779037476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.476996898651123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.478050708770752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.478994369506836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.48056721687317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.48146343231201\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.4820339679718\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.483033895492554\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.48399782180786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.485074758529663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.48600172996521\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.48600172996521\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.48708486557007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.488001108169556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.489001512527466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.489001512527466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.490140199661255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.490994930267334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.49213695526123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.49308133125305\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.493996620178223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.495038509368896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.495038509368896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.496001720428467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.4969961643219\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.49815607070923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.50003218650818\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.50099754333496\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.502007246017456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.502996921539307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.503058433532715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.504002571105957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.506002187728882\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.50699257850647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.50699257850647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.50823974609375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.509299755096436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.509608507156372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.510585069656372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.5113046169281\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.512262105941772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.513263940811157\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.514359951019287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.515374183654785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.515624046325684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.516271591186523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.51729917526245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.51858377456665\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.519259214401245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.52026891708374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.521299600601196\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.521299600601196\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.52230143547058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.523484468460083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.524298667907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.524298667907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.52525568008423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.5262668132782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.52726459503174\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.528300523757935\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.52926206588745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.52926206588745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.530298709869385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.53130078315735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.532261848449707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.53327226638794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.53445553779602\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.535258769989014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.536307096481323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.536561727523804\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.537299394607544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.538389682769775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.539388418197632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.54026436805725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.54145622253418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.542261600494385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.54326295852661\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.54426622390747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.544395923614502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.54526424407959\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.54637598991394\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.547277688980103\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.548477172851562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.549275636672974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.55026340484619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.55128049850464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.55149531364441\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.552305698394775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.55331039428711\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.554269075393677\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.555256843566895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.556262493133545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.55729913711548\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.55729913711548\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.558632135391235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.559301376342773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.56025719642639\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.561272382736206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.56225895881653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.563299655914307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.564299821853638\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.564299821853638\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.56529974937439\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.56649136543274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.567461252212524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.568260431289673\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.568260431289673\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.56931447982788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.570889472961426\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.571263790130615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.572267055511475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.572267055511475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.573298931121826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.574263334274292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.57630228996277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.57738947868347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.578558444976807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.579299449920654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.580557346343994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.581257343292236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.582270622253418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.583266973495483\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.584299564361572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.585315942764282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.585315942764282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.586259126663208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.587299823760986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.588299989700317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.589276552200317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.590256214141846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.592259407043457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.593260526657104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.593260526657104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.595260858535767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.596268892288208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.596268892288208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.59826374053955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.599265575408936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.599265575408936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.60030436515808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.60129976272583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.602269172668457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.604262590408325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.604262590408325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.605559587478638\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.606263399124146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.60726284980774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.60726284980774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.608299016952515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.609308004379272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.610313177108765\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.611262798309326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.61236548423767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.613269090652466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.613269090652466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.61430025100708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.61526346206665\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.616267681121826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.618260383605957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.619357109069824\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.62126874923706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.62126874923706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.622267484664917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.624265670776367\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.624265670776367\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.626262664794922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.626317024230957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.627270460128784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.62825846672058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.62929892539978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.62929892539978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.630300521850586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.63127326965332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.632615089416504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.63325548171997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.63429546356201\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.635263442993164\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.635525703430176\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.636515617370605\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.637351751327515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.638275146484375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.639302492141724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64047932624817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64130210876465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64130210876465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.642334461212158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64325499534607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.644261598587036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.645554304122925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64626431465149\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64726233482361\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64826536178589\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64826536178589\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.64937472343445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.650465488433838\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.651259183883667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.652257680892944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.653314352035522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.654300451278687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.65528106689453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.65528106689453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.656269550323486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.6573383808136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.658260583877563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.659531354904175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.660300254821777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.66130018234253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.66158413887024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.66230058670044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.663404941558838\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.66426157951355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.665261030197144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.666268587112427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.66738271713257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.668259382247925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.669299840927124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.669299840927124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.670299530029297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.671257495880127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.67227077484131\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.673603057861328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.674766778945923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.675257921218872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.676265478134155\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.677301168441772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.677550792694092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.678263902664185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.679336547851562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.680264234542847\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.68125629425049\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.68125629425049\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.682302474975586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.683299779891968\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.68429970741272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.685261487960815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.685261487960815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.687371492385864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.688256978988647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.68930220603943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.689534664154053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.69049620628357\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.69129991531372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.692268133163452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.693275451660156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.694257497787476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.694257497787476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.695300340652466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.69630455970764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.69726324081421\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.69726324081421\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.698406219482422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.699259996414185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.700281381607056\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.701258659362793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.702301025390625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.70326066017151\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.704301118850708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.705263137817383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.705263137817383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.706302404403687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.707306146621704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.708309650421143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.70954442024231\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.710299968719482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.71126127243042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.71126127243042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.713056325912476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.71325707435608\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.715256452560425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.715256452560425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.716742038726807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.7173011302948\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.718271017074585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.719301462173462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.72030019760132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.721312046051025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.722261428833008\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.722261428833008\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.72330069541931\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.724299669265747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.72530436515808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.72530436515808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.726305961608887\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.727261304855347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.72926354408264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.72926354408264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.73030424118042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.731266975402832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.73226261138916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.73226261138916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.733317852020264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.734262704849243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.735262393951416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.736260414123535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.737443685531616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.738300561904907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.738300561904907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.73930025100708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.740479946136475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.74137306213379\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.74227285385132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.743300676345825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.744633197784424\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.745500564575195\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.74630308151245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.74730134010315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.74730134010315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.748300790786743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.74931502342224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.750260591506958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.751301527023315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.752300024032593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.753301858901978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.753301858901978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.754300355911255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.75526261329651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.756550550460815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.757301092147827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.758517026901245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.759264707565308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.759264707565308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.76030445098877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.761587381362915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.76326084136963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.763930559158325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.765300750732422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.766261100769043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.766261100769043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.7678165435791\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.76825475692749\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.770312547683716\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.77125859260559\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.77226996421814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.772417783737183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.773263216018677\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.774269104003906\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.7752583026886\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.777286291122437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.777692079544067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.77826952934265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.77926802635193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.780269384384155\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.780269384384155\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.782256603240967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.783271551132202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.784263372421265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.785258531570435\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.786259412765503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.78725528717041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.78725528717041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.78858494758606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.789260149002075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.790271520614624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.791257858276367\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.792318105697632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.793259620666504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.793259620666504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.79431462287903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.795475721359253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.796262502670288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.796262502670288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.79828381538391\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.799262046813965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.799262046813965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.800389766693115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.801302194595337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.801302194595337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.80229949951172\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.80326199531555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.804272651672363\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.805270195007324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.807262420654297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.808262825012207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.808262825012207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.809303522109985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.810258626937866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.811262369155884\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.813274145126343\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.814258575439453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.815301179885864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.815535306930542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.816728353500366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.81740665435791\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.81826686859131\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.81925940513611\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.81925940513611\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.821316957473755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.821316957473755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.822317123413086\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.823304653167725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.824265956878662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.825270414352417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.826406955718994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.826406955718994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.827301740646362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.828259468078613\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.829299926757812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.830303192138672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.83126163482666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.832263469696045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.833261013031006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.833261013031006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.83469796180725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.835299968719482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.836265802383423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.83730673789978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.83730673789978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.838520050048828\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.840256929397583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.840256929397583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.84126877784729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.842304468154907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.84330701828003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.844300508499146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.844300508499146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.84537172317505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.84630060195923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.847310543060303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.848636150360107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.849268436431885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.850263118743896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.850263118743896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.85138773918152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.85326838493347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.85426354408264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.85426354408264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.855602264404297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.85626792907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.857444286346436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.858301877975464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.859269857406616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.860310077667236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.860310077667236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.861300230026245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.862558603286743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.863269567489624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.863269567489624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.864303588867188\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.865654945373535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.866369247436523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.86778235435486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.868260145187378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.86943221092224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.870287656784058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.870287656784058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.871254920959473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.872288465499878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.873263359069824\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.874255180358887\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.874255180358887\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.875311374664307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.876261234283447\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.877260446548462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.878451347351074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.878451347351074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.87952470779419\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.880269050598145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.88131594657898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.882306814193726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.883300304412842\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.8836190700531\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.884588479995728\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.885299921035767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.88629722595215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.88725996017456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.88831400871277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.88831400871277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.88926386833191\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.890501499176025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.891263723373413\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.892300367355347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.89325785636902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.89368438720703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.895332098007202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.896260738372803\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.896260738372803\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.897672176361084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.89826774597168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.89926314353943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.900256395339966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.90044069290161\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.90126061439514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.902621269226074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.903542280197144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.9044086933136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.905263423919678\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.906302213668823\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.906302213668823\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.907262325286865\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.90929079055786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.9102680683136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.91126322746277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.911516666412354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.91230034828186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.91341280937195\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.914258003234863\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.914258003234863\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.916256189346313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.916256189346313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.917260885238647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.918437719345093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.91925859451294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.920258045196533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.920258045196533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.921258687973022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.92225933074951\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.924258708953857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.924258708953857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.925318479537964\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.926257133483887\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.927257537841797\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.928305864334106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.929262161254883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.929262161254883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.93026375770569\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.931314945220947\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.932300806045532\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.933300256729126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.933300256729126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.93527054786682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.93527054786682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.93631863594055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.937288284301758\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.938302516937256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.939300060272217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.939300060272217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.941293001174927\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.94225811958313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.94331169128418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.944257736206055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.944257736206055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.945300579071045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.94629979133606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.947259187698364\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.948299884796143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.948627710342407\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.949262857437134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.951374292373657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.952258348464966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.954262256622314\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.955262660980225\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.955262660980225\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.95625877380371\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.9572594165802\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.959259510040283\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.959507703781128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.961263179779053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.961263179779053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.962265253067017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.965267181396484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.966262817382812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.966262817382812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.967259168624878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.968257188796997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.969311237335205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.970258235931396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.971328496932983\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.9722580909729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.973296642303467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.97442054748535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.97525954246521\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.976300716400146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.97726345062256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.97828722000122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.979262351989746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.980268478393555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.981257915496826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.982630491256714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.98326086997986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.984347343444824\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.985260248184204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.986270904541016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.987530946731567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.98825716972351\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.989261865615845\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.989261865615845\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.990299701690674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.99232816696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.99325728416443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.99325728416443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.99439263343811\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.995259761810303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.99625849723816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.997259855270386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.998263359069824\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n21.999266862869263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.000270128250122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.001300573349\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.001643180847168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.00230360031128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.003299951553345\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.004265546798706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.005257844924927\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.006267786026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.007372617721558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.008259534835815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.009300470352173\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.009300470352173\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.010420322418213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.011529445648193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.01234745979309\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.013655185699463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.014255046844482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.015474796295166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.016255855560303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.0172598361969\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.018255472183228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.018255472183228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.020716905593872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.021263360977173\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.02229928970337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.022629499435425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.023300170898438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.024269104003906\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.025256395339966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.026256561279297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.027260065078735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.027260065078735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.028300046920776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.029379844665527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.03026843070984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.03026843070984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.03130078315735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.032363891601562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.033260345458984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.034650325775146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.035258769989014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.036270141601562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.037302255630493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.038300037384033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.038300037384033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.039257287979126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.040257930755615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.04125738143921\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.042317390441895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.043304920196533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.043304920196533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.044300079345703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.045405387878418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.04626202583313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.04626202583313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.048262357711792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.048667192459106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.049298763275146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.051270246505737\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.051270246505737\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.05241632461548\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.053268671035767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.05430507659912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.055542945861816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.056300401687622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.05735731124878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.058299779891968\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.058299779891968\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.05929970741272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.06025719642639\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.06127142906189\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.062567949295044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.063258171081543\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.063258171081543\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.064263582229614\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.065301656723022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.06630277633667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.067267417907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.068259239196777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.069401025772095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.07026171684265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.071456909179688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.07230019569397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.07230019569397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.073625802993774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.07425856590271\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.075268030166626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.076271295547485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.07729935646057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.07828998565674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.079299688339233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.079299688339233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.080302953720093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.081259965896606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.083261966705322\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.083261966705322\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.084299087524414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.08554434776306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.086339235305786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.087300300598145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.087300300598145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.088307857513428\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.09026336669922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.091301441192627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.092267990112305\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.092267990112305\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.09363341331482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.094268321990967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.095317125320435\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.09630298614502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.097290754318237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.097290754318237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.098491430282593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.09925866127014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.100301265716553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.101261615753174\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.102259397506714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.103307485580444\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.10426354408264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.10426354408264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.10569953918457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.106300592422485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.10726308822632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.10726308822632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.108545780181885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.109492301940918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.110487937927246\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.111484050750732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.111484050750732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.11251711845398\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.11352229118347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.11449146270752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.11547875404358\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.116488456726074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.11750817298889\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.1184823513031\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.119496822357178\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.120522022247314\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.12152338027954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.12152338027954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.12247920036316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.123493432998657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.12466335296631\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.125487327575684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.126482009887695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.126482009887695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.127527713775635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.128522157669067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.130492448806763\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.13153386116028\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.132482528686523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.132482528686523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.133673667907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.1347918510437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.13552212715149\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.136483907699585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.137483835220337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.13865089416504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.14048194885254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.141481161117554\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.141481161117554\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.142478942871094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.143563508987427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.14448118209839\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.146480560302734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.146480560302734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.147478103637695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.148483276367188\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.14948582649231\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.15056848526001\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.151480674743652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.15247941017151\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.154479026794434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.155482053756714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.1564838886261\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.1564838886261\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.15748143196106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.158493757247925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.15956139564514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.160912036895752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.161627769470215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.162484169006348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.162811040878296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.163912296295166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.16448426246643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.165483713150024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.16673994064331\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.16748309135437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.16848134994507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.16848134994507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.169729471206665\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.170802116394043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.171489477157593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.172497034072876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.173809051513672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.174522876739502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.17549228668213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.176482915878296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.177483081817627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.178485870361328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.17948865890503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.180480003356934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.182481050491333\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.18348526954651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.184497594833374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.18549084663391\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.18651008605957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.187484741210938\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.188488245010376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.188690662384033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.18952465057373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.190491199493408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.19149088859558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.192481517791748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.19348955154419\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.194527626037598\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.195486783981323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.195486783981323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.196574211120605\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.197522163391113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.19852590560913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.1995267868042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.201481580734253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.201481580734253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.20248508453369\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.203529834747314\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.20452308654785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.205524682998657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.206136465072632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.206523656845093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.207484245300293\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.208524465560913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.20954942703247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.21052312850952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.21052312850952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.211478233337402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.212526559829712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.213489055633545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.2145357131958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.215485095977783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.215485095977783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.216749668121338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.217530012130737\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.218522548675537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.219524145126343\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.219629526138306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.220479488372803\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.222489595413208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.222489595413208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.22364115715027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.22448205947876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.2255220413208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.226524353027344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.226524353027344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.22913432121277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.22948145866394\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.230480909347534\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.231523513793945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.232523202896118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.232523202896118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.233500480651855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.234493255615234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.23548460006714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.236788034439087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.237508535385132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.23852252960205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.239485263824463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.240477800369263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.241493225097656\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.242493629455566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.242493629455566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.24352192878723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.244577884674072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.245522260665894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.245522260665894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.24648904800415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.247480869293213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.248488903045654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.24948811531067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.24948811531067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.250521898269653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.251723527908325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.252521991729736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.252521991729736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.253488779067993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.25448751449585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.256498336791992\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.25748324394226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.25748324394226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.258820295333862\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.259629249572754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.260528564453125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.260528564453125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.261653184890747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.26248288154602\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.263484477996826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.263882160186768\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.26547861099243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.265710830688477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.26652240753174\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.267524003982544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.26847791671753\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.269489526748657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.27048921585083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.27048921585083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.271522521972656\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.272855043411255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.27352285385132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.274522304534912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.27557134628296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.276491165161133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.277626991271973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.278486251831055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.278486251831055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.279485940933228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.280659914016724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.281522274017334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.28248357772827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.28248357772827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.284488916397095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.284488916397095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.285524368286133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.286526203155518\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.287484645843506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.288485288619995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.288485288619995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.28948163986206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.290480375289917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.291483402252197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.291483402252197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.293195247650146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.293477773666382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.294490814208984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.295522928237915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.295522928237915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.296482801437378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.2975332736969\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.298710584640503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.299526691436768\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.300108909606934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.300524473190308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.30152416229248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.302632808685303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.303526878356934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.304484844207764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.30552864074707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.30570936203003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.306522369384766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.307523250579834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.30837106704712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.309433221817017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.30992341041565\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.31039571762085\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.311448574066162\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.313395261764526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.313395261764526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.31442666053772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.315465927124023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.31639575958252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.31639575958252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.318408966064453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.319393396377563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.319393396377563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.32102084159851\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.321393489837646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.322402477264404\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.323433876037598\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.324435710906982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.324435710906982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.326443195343018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.327396392822266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.328433513641357\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.32960319519043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.33054780960083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.331388473510742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.33244276046753\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.3333957195282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.3333957195282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.334518671035767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.33543300628662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.33643341064453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.337597608566284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.3383948802948\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.340395212173462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.341392517089844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.342392444610596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.344390153884888\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.345513582229614\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.34639263153076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.34938955307007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.35038924217224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.35138773918152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.35138773918152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.352400541305542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.353497743606567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.35439372062683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.355777263641357\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.356435775756836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.357433080673218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.357433080673218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.358432054519653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.35940170288086\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.360450744628906\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.36139488220215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.36260676383972\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.363433361053467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.363433361053467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.364561557769775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.365439891815186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.366401195526123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.368390321731567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.36940026283264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.36940026283264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.370527982711792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.37139654159546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.372391939163208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.37439799308777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.375402212142944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.37643074989319\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.377445936203003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.37861657142639\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.379388570785522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.380393028259277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.381397485733032\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.382407903671265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.383208751678467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.38339400291443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.384597063064575\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.385432243347168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.385432243347168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.38638925552368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.387467622756958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.388445138931274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.389400482177734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.390396118164062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.390396118164062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.3916494846344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.392488956451416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.393394470214844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.394437789916992\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.395419359207153\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.396429538726807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.397398948669434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.397398948669434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.398441076278687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.39939045906067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.400456428527832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.401390552520752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.402646780014038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.40339946746826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.404399394989014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.404399394989014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.40543222427368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.406432628631592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.407447338104248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.40858483314514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.409580945968628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.409580945968628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.4106228351593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.41176676750183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.412582635879517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.413583993911743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.4145827293396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.41586446762085\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.41657543182373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.41657543182373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.41762137413025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.41858983039856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.419583082199097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.420060873031616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.420620441436768\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.421586990356445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.4237380027771\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.42458176612854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.425578355789185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.425578355789185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.426621913909912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.42781400680542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.42857837677002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.429621696472168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.430579900741577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.43163800239563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.432620525360107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.432620525360107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.433582067489624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.43462085723877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.43558382987976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.43661665916443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.43758487701416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.43758487701416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.43861961364746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.439587831497192\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.440582990646362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.440582990646362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.44161891937256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.442588090896606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.444579124450684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.445578813552856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.446619510650635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.446619510650635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.447919368743896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.44861936569214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.44957685470581\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.450582265853882\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.45157504081726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.45157504081726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.452619314193726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.453741550445557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.45462155342102\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.455620765686035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.45585799217224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.456597089767456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.45762062072754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.45862340927124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.45962619781494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.4606192111969\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.461623668670654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.461623668670654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.46284294128418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.463582754135132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.464771032333374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.465619802474976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.46665906906128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.46665906906128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.46763038635254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.468619108200073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.469605445861816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.470587491989136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.47163438796997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.47262191772461\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.47262191772461\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.473968982696533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.474780797958374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.475619554519653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.476575136184692\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.477578163146973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.47866702079773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.479577779769897\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.48058295249939\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.480786323547363\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.481619834899902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.48268985748291\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.48357605934143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.484585523605347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.484585523605347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.485968112945557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.48662281036377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.487722635269165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.488738298416138\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.488738298416138\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.489619255065918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.490701913833618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.491589784622192\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.49262523651123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.493619918823242\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.494619131088257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.494943857192993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.495619535446167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.49661922454834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.49661922454834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.498579263687134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.4995756149292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.4995756149292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.500619888305664\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.501622438430786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.501622438430786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.50261950492859\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.50362253189087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.50471591949463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.50558590888977\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.506609201431274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.507588863372803\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.50865888595581\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.50865888595581\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.50965189933777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.510953187942505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.511654138565063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.512654304504395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.51471781730652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.515650749206543\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.516690731048584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.517796516418457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.51864790916443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.519697666168213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.520652532577515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.520652532577515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.52168846130371\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.522687673568726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.523655652999878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.524694442749023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.525651454925537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.526660442352295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.527743577957153\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.52864694595337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.529650688171387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.530656337738037\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.53164529800415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.53264856338501\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.534698486328125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.535646677017212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.535646677017212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.536803483963013\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.537689208984375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.538870573043823\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.53964877128601\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.540693998336792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.54165029525757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.542797565460205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.54367423057556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.545154809951782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.545656442642212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.54665732383728\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.54765796661377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.548659086227417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.549652338027954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.549652338027954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.550652265548706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.5518057346344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.552688598632812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.553691625595093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.5546555519104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.555647373199463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.55664610862732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.557650804519653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.557650804519653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.558687925338745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.559687852859497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.560647010803223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.56264567375183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.563647985458374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.564648389816284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.565645456314087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.56669282913208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.567649364471436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.568690538406372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.56966996192932\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.570688724517822\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.571646451950073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.572655200958252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.572655200958252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.573691844940186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.574687719345093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.5756618976593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.57720375061035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.577653646469116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.57891345024109\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.579689264297485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.579689264297485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.580687761306763\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.581648111343384\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.582702159881592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.583646059036255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.584646463394165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.584646463394165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.586652517318726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.587655544281006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.58774471282959\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.588645696640015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.590643882751465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.591647624969482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.59268808364868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.59268808364868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.59368872642517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.595014333724976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.59564995765686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.596691370010376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.597690105438232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.5986487865448\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.599849700927734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.60064697265625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.601747751235962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6026508808136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.60374927520752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.60374927520752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.604695558547974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.605934381484985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.60665202140808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.60665202140808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6079261302948\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.608769178390503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.60975480079651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.61096978187561\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.611092567443848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.611788988113403\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.612887382507324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.612887382507324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.61375856399536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.61475157737732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.615748643875122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.61676025390625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.61794114112854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.619084358215332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.619789838790894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.620789766311646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6211097240448\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.621800422668457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.622755527496338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.623753309249878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.62475275993347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.62575054168701\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.62575054168701\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6268048286438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.628138065338135\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.628791093826294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.629753351211548\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.630756855010986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.631752967834473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.632791757583618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.632791757583618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.633758068084717\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.63475251197815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.63575792312622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.636757373809814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.63775086402893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.63875436782837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.639752626419067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.639752626419067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.640790700912476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.64178967475891\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.642789125442505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.643789529800415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.644756317138672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6460063457489\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.646748781204224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.647753477096558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.647753477096558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.648792266845703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.649791717529297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.650748014450073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.651752710342407\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.651752710342407\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.65278959274292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.653751611709595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.655056715011597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.655758142471313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.656747579574585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6577889919281\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6577889919281\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.65879511833191\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.659816026687622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.661064624786377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.661789417266846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.662802696228027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.663795709609985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.663795709609985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.665762662887573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.666894674301147\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.66787052154541\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.668790102005005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.668790102005005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.669837951660156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.67086887359619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.67174768447876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.672749757766724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.6739399433136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.674752235412598\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.67579436302185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.67579436302185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.67674970626831\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.67775321006775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.678757429122925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.678757429122925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.679790496826172\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.680857181549072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.681793451309204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.682799577713013\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.683794021606445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.683794021606445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.684789180755615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.685749292373657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.686805725097656\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.687747955322266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.688745737075806\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.688745737075806\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.689789295196533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.690845251083374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.69198703765869\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.69198703765869\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.69282364845276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.693801403045654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.694749355316162\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.69579029083252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.696951627731323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.697747945785522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.698758363723755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.699008464813232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.70077681541443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.701797485351562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.703518867492676\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.703812837600708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.704790830612183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.70574641227722\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.70674991607666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.70775008201599\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.70879054069519\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.70879054069519\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.709796667099\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.711790561676025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.712746381759644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.71374821662903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.715749502182007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.715749502182007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.716752529144287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.71803045272827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.718834161758423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.719942331314087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.720759868621826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.72275400161743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.723748922348022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.724748373031616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.724748373031616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.725751161575317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.726746082305908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.727749586105347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.7291738986969\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.72974944114685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.73074746131897\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.73182511329651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.73274803161621\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.733746767044067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.734748601913452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.735785722732544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.73674726486206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.737756729125977\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.738747596740723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.73974871635437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.74074673652649\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.74074673652649\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.74276900291443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.74378514289856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.744747638702393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.745747804641724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.746748685836792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.74698233604431\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.74875044822693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.749878406524658\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.751749515533447\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.752010583877563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.753760814666748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.754758596420288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.755751848220825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.75775384902954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.759754180908203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.759754180908203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.760753870010376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.76176166534424\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.762895345687866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.763914585113525\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.764799118041992\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.765798330307007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.76679277420044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.76679277420044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.76775884628296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.76874542236328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.769750118255615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.770901441574097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.771777391433716\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.77275824546814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.77375102043152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.77375102043152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.774925231933594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.775749444961548\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.776758193969727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.777754306793213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.777754306793213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.778791904449463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.77979040145874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.780794858932495\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.78178882598877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.78178882598877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.78283953666687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.783774614334106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.78487253189087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.785749197006226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.78679060935974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.787856340408325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.788751363754272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.788751363754272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.78975248336792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.790791034698486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.791749477386475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.792751789093018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.792751789093018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.793956518173218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.79479217529297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.79582715034485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.796748876571655\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.79775595664978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.798746824264526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.798746824264526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.800788640975952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.800788640975952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.8017897605896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.8027560710907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.804757595062256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.80575728416443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.80676555633545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.807751893997192\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.808796405792236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.808796405792236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.810303688049316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.81075119972229\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.812747955322266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.812747955322266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.813879013061523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.814747095108032\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.815967082977295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.816940784454346\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.817776203155518\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.817776203155518\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.8188054561615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.8197922706604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.82076668739319\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.821884870529175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.823023319244385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.823752880096436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.82474970817566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.82575249671936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.826791763305664\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.826791763305664\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.827790021896362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.828937768936157\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.829794883728027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.830744743347168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.830744743347168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.83175492286682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.83280062675476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.833752393722534\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.834819793701172\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.83579158782959\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.836790084838867\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.836790084838867\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.838112592697144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.838751792907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.840753316879272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.840753316879272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.8422212600708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.84279179573059\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.843751907348633\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.84478998184204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.84574842453003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.84574842453003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.847118854522705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.847962617874146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.848796129226685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.849751234054565\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.849751234054565\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.85090684890747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.851752042770386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.852762460708618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.85402774810791\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.85475206375122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.855947256088257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.856791019439697\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.856791019439697\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.85775589942932\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.858882188796997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.859763383865356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.860787868499756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.86179494857788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.86179494857788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.862788677215576\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.863789558410645\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.864789485931396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.864789485931396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.86675190925598\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.867751598358154\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.86874794960022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.869750499725342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.869750499725342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.870789527893066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.872023820877075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.872758626937866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.87375497817993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.87375497817993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.874792337417603\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.876195669174194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.87679624557495\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.877750158309937\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.87878918647766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.87975239753723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.88075351715088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.881752729415894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.882789134979248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.882789134979248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.88379192352295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.885096788406372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.885096788406372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.885788917541504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.886789798736572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.888983726501465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.889784574508667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.89079189300537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.89079189300537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.891794443130493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.89311122894287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.893746614456177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.89475131034851\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.89588737487793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.89674735069275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.89674735069275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.897794246673584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.898969411849976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.899808168411255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.90075707435608\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.901750087738037\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.90374755859375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.90475630760193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.90574812889099\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.906747817993164\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.907755136489868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.908775091171265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.910747051239014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.91179084777832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.91179084777832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.913018703460693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.913793802261353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.9147469997406\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.916745901107788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.91775417327881\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.91775417327881\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.918790340423584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.91975736618042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.920749187469482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.921753644943237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.922756910324097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.92386293411255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.924760818481445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.925753593444824\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.925753593444824\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.927060842514038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.927759170532227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.92878270149231\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.930362701416016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.930920124053955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.931964635849\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.93281126022339\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.93415880203247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.934751987457275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.934751987457275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.936797857284546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.937758922576904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.938756227493286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.938918828964233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.940288066864014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.94090437889099\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.941754579544067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.942745208740234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.942745208740234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.94375514984131\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.94476556777954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.945858240127563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.946748733520508\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.947792053222656\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.948744773864746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.948744773864746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.95083999633789\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.95175266265869\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.9527907371521\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.953290224075317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.953790187835693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.954756021499634\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.955746173858643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.956752061843872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.956752061843872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.958139896392822\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.95879101753235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.959808826446533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.960891723632812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.96178698539734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.96178698539734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.962745904922485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.963749885559082\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.965131998062134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.965749979019165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.966754913330078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.967789888381958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.967789888381958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.968790769577026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.96988821029663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.970759868621826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.971803426742554\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.972795009613037\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.97378969192505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.97409749031067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.975144386291504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.975932836532593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.976747751235962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.977749824523926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.978782176971436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.979755878448486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.980751991271973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.981431007385254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.981789588928223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.982876777648926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.98376202583313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.98475217819214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.98475217819214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.986259937286377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.986793279647827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.987807750701904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.98875093460083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.989789247512817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.989789247512817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.990752935409546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.99176001548767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.992875814437866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.993757963180542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.994752645492554\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.99575662612915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.995863914489746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.997124195098877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.99776005744934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.998755931854248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.998755931854248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n22.99997591972351\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.000927686691284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.001862287521362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.002791166305542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.002791166305542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.00378918647766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.004748106002808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.005754709243774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.006748914718628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.007752656936646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.008790731430054\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.008790731430054\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.009750604629517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.01079750061035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.011746644973755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.012752294540405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.012752294540405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.013790130615234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.01475214958191\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.01580548286438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.01675033569336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.01675033569336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.017881393432617\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.018791675567627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.01979947090149\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.020959615707397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.02175283432007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.022759437561035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.022759437561035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.023789167404175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.024818420410156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.0257511138916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.026798009872437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.027833223342896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.028753757476807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.02974820137024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.02974820137024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.03079104423523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.031789541244507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.032768964767456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.032768964767456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.034749031066895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.034749031066895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.035747289657593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.036797761917114\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.03775668144226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.03775668144226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.038750171661377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.039747714996338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.04079508781433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.042747259140015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.043802976608276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.043802976608276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.045044660568237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.045755624771118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.0467586517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.047801971435547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.047801971435547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.04875111579895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.049789905548096\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.050791025161743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.050791025161743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.05192756652832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.05297350883484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.053834676742554\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.05475091934204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.05575203895569\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.05575203895569\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.05686068534851\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.05775022506714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.058798789978027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.059792280197144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.059792280197144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.061811447143555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.062747955322266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.06404185295105\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.064785480499268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.064785480499268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.06575894355774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.066834688186646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.06776261329651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.069000959396362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.069769859313965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.069769859313965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.070986032485962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.072190761566162\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.07275390625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.07374382019043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.074755668640137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.07674741744995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.078076124191284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.07882046699524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.07974886894226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.07974886894226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.080745220184326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.082802772521973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.08375096321106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.08375096321106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.085034608840942\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.085789442062378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.086787700653076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.087746381759644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.087746381759644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.089760780334473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.091758966445923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.091758966445923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.09283471107483\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.09375023841858\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.095750093460083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.09674906730652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.09674906730652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.097748279571533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.09898018836975\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.10012173652649\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.100902557373047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.101748943328857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.10275149345398\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.103755712509155\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.10475492477417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.10576367378235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.10576367378235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.1067898273468\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.107820749282837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.108749866485596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.10976243019104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.110767364501953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.111843585968018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.11279010772705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.113789796829224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.113789796829224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.115752935409546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.115752935409546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.1187903881073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.1187903881073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.11978554725647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.121025800704956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.121750116348267\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.122747659683228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.12375259399414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.12375259399414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.124763250350952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.125755071640015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.12717580795288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.12812638282776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.1287944316864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.129751205444336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.130751132965088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.13175082206726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.132789611816406\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.133607864379883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.133753299713135\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.134962797164917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.13578963279724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.136829137802124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.13775110244751\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.13775110244751\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.13895034790039\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.13980269432068\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.140793800354004\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.14187979698181\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.142752647399902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.142752647399902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.143749952316284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.145752429962158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.145752429962158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.146791458129883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.147748470306396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.148750066757202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.149746656417847\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.149746656417847\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.150790691375732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.15178918838501\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.152791500091553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.153813123703003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.15478801727295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.155791521072388\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.155791521072388\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.15678834915161\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.157913208007812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.158809661865234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.15975332260132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.15975332260132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.161137580871582\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.161999225616455\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.162790060043335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.16378927230835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.16378927230835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.16474676132202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.165804624557495\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.166754245758057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.1679630279541\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.168789386749268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.168789386749268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.16983985900879\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.170759201049805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.171843767166138\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.172770500183105\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.17374849319458\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.17374849319458\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.17475962638855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.175886631011963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.176754236221313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.176754236221313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.178759336471558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.178759336471558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.179791927337646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.181748151779175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.181809902191162\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.183115005493164\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.18378782272339\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.184789419174194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.185750722885132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.186766862869263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.18774962425232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.188748836517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.18890142440796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.189746856689453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.190747022628784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.191754579544067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.192811012268066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.193764209747314\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.19475221633911\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.19475221633911\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.196221113204956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.196749448776245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.19797134399414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.198744297027588\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.199750900268555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.200775146484375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.20179319381714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.202788829803467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.203062534332275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.203938722610474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.205000162124634\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.205745220184326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.206754207611084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.207794189453125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.208882331848145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.208882331848145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.209798336029053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.210931301116943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.211791276931763\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.212746620178223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.21375274658203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.21475625038147\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.215155601501465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.2157883644104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.21693515777588\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.21775245666504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.21775245666504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.21878981590271\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.21980047225952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.220754623413086\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.221945762634277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.222789525985718\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.22378897666931\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.22378897666931\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.224937438964844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.225908994674683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.22675108909607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.22675108909607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.228750705718994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.22974920272827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.22974920272827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.230789184570312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.23191523551941\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.232788562774658\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.232961654663086\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.2337486743927\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.23475217819214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.23581027984619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.236886978149414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.237752437591553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.237752437591553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.238799810409546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.239900588989258\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.24075675010681\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.241751432418823\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.242753744125366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.242753744125366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.243788957595825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.24519395828247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.245789051055908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.245789051055908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.246901035308838\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.248809814453125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.249747276306152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.249747276306152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.250791549682617\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.251791954040527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.251791954040527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.252788305282593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.25378918647766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.254755973815918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.255804777145386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.256746530532837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.257747650146484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.257747650146484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.25879192352295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.259753942489624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.260788917541504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.261753797531128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.261753797531128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.26420831680298\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.264791011810303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.26574969291687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.266748428344727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.2679123878479\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.268794059753418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.26975417137146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.270751237869263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.270751237869263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.27230739593506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.272789239883423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.273752450942993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.27475142478943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.2757887840271\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.27676272392273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.278747081756592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.27978801727295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.27978801727295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.280752182006836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.282751083374023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.282751083374023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.284745931625366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.285751342773438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.28678798675537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.28696298599243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.28779125213623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.2890305519104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.28979229927063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.29177188873291\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.29275131225586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.293922424316406\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.294747591018677\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.295747756958008\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.295747756958008\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.297805309295654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.298073768615723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.298744440078735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.29995059967041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.300806522369385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.301748037338257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.30275058746338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.30275058746338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.304757833480835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.304757833480835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.305747747421265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.30679941177368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.307748317718506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.30797839164734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.308748722076416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.30986475944519\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.310749292373657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.311763048171997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.312747955322266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.313992738723755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.314752101898193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.31575107574463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.31575107574463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.317057609558105\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.317747354507446\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.31974697113037\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.320756673812866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.320756673812866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.321794748306274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.322750091552734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.324037551879883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.324746131896973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.325755834579468\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.326807022094727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.327789306640625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.327789306640625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.328909158706665\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.329941034317017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.330745458602905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.331850051879883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.332757711410522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.333796739578247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.33478832244873\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.33478832244873\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.335922241210938\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.336926221847534\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.337966203689575\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.33875346183777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.3398916721344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.34079122543335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.34174656867981\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.342746257781982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.342746257781982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.344082593917847\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.344866514205933\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.345746994018555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.347278118133545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.3477463722229\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.348745584487915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.34984278678894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.350743532180786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.350743532180786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.35174870491028\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.353745460510254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.353745460510254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.35474467277527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.355788946151733\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.356791496276855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.356791496276855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.357788562774658\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.358850717544556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.35975193977356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.360780000686646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.360982418060303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.361791372299194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.36284351348877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.36379098892212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.36379098892212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.364811182022095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.365745782852173\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.366756200790405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.367745876312256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.368751287460327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.369789361953735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.369789361953735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.370789527893066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.371790647506714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.372753381729126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.37374711036682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.374804258346558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.375749588012695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.375749588012695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.376750707626343\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.377933502197266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.37878942489624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.379748821258545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.379748821258545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.381752014160156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.381752014160156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.383026361465454\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.383887767791748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.384759187698364\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.385789394378662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.385964393615723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.386749267578125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.388750553131104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.389752626419067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.389752626419067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.390801906585693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.39191722869873\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.392752170562744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.39375066757202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.394757747650146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.39575695991516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.396751165390015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.396751165390015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.39779758453369\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.398756742477417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.399752855300903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.4007568359375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.401752710342407\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.402759075164795\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.402759075164795\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.403793573379517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.404797315597534\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.405760049819946\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.40675163269043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.40775156021118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.40875768661499\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.40974736213684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.410788774490356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.410788774490356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.41189980506897\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.41284441947937\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.41375708580017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.414782762527466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.415767431259155\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.416789054870605\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.41778826713562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.41808581352234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.41879105567932\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.419748544692993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.420835733413696\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.421749353408813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.42276096343994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.423750400543213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.425054788589478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.4257493019104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.4257493019104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.426788568496704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.427753686904907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.4287531375885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.4287531375885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.429794788360596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.43075156211853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.431997060775757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.432788372039795\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.433788776397705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.433788776397705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.434854984283447\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.435900926589966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.436781644821167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.437790155410767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.4387526512146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.439934253692627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.440937042236328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.441749095916748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.441749095916748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.442754983901978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.443770170211792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.44482970237732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.44482970237732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.446750164031982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.446750164031982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.44789171218872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.448745727539062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.448745727539062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.45179796218872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.452757358551025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.453757286071777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.454755783081055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.454755783081055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.45574688911438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.456748485565186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.45775604248047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.458857536315918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.45975160598755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.460750818252563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.460750818252563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.46184277534485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.462754726409912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.46376132965088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.464747667312622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.465994358062744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.466790199279785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.46774935722351\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.468793153762817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.46980571746826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.470752000808716\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.471765756607056\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.472748517990112\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.473748683929443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.474752187728882\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.47579073905945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.47579073905945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.477753400802612\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.47876501083374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.479748249053955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.480748176574707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.480748176574707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.481746673583984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.482841730117798\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.483744859695435\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.48474884033203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.48474884033203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.485748529434204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.487227201461792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.4878568649292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.48878288269043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.48974871635437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.490747451782227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.490747451782227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.49274778366089\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.49274778366089\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.494094133377075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.49474811553955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.49574875831604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.495830059051514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.496747970581055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.497748613357544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.498809814453125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.499831676483154\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.500753164291382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.50174903869629\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.50174903869629\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.5027494430542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.50375747680664\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.505748748779297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.50677251815796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.508759021759033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.508759021759033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.50975012779236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.510790586471558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.511749505996704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.51274871826172\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.51300597190857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.51379108428955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.514747619628906\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.51601243019104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.51675271987915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.517903804779053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.51875352859497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.519757986068726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.520750761032104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.520840406417847\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.522085189819336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.522789239883423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.52375078201294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.52475357055664\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.52475357055664\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.52577018737793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.527340173721313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.52779483795166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.5287606716156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.529755115509033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.529755115509033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.53078007698059\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.531789302825928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.53283977508545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.534689903259277\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.534769296646118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.536072969436646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.53679060935974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.53777241706848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.53777241706848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.538790225982666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.539748907089233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.54074501991272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.54199719429016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.542752265930176\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.543760061264038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.544790744781494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.544790744781494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.545799732208252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.546758890151978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.547811031341553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.548755645751953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.549790143966675\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.549790143966675\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.55080771446228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.55192255973816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.55279016494751\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.55379343032837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.554805755615234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.55609965324402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.55678915977478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.558066368103027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.558917999267578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.5597984790802\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.560753107070923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.56226396560669\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.562748670578003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.563748836517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.564745903015137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.565795421600342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.565795421600342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.566776990890503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.567761659622192\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.56874656677246\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.569759368896484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.57079029083252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.57175302505493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.572790145874023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.57314109802246\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.573744535446167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.574751377105713\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.57603907585144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.576753616333008\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.5777530670166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.5777530670166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.579004526138306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.579914093017578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.580745458602905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.581748485565186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.582746267318726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.583788871765137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.583788871765137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.58500051498413\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.585914373397827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.58678960800171\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.58678960800171\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.58783507347107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.58875799179077\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.590747833251953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.590747833251953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.591789722442627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.59279155731201\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.593790292739868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.59475088119507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.59575366973877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.59575366973877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.597190856933594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.59822940826416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.598790884017944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.59975242614746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60075879096985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60075879096985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60175108909607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60374641418457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60374641418457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60478973388672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60596990585327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.606789588928223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.607788801193237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.607788801193237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.60875153541565\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.609758138656616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.611123085021973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.61179208755493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.612754821777344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.613905668258667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.614017724990845\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.614789247512817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.615752696990967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.617748975753784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.618749141693115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.61974835395813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.619789361953735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.620752334594727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.621943473815918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.62275743484497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.62375831604004\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.62520146369934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.62580442428589\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.626789331436157\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.62775754928589\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.628758430480957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.629752159118652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.629752159118652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.630805730819702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.63175106048584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.632789373397827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.633790969848633\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.634749174118042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.635751008987427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.635751008987427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.637755632400513\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.638757705688477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.639793157577515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.64078950881958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.641836643218994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.64275574684143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.64375376701355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.64484977722168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.645748376846313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.64675211906433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.64675211906433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.647804021835327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.649032831192017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.649791717529297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.6507511138916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.651750087738037\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.65375256538391\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.65375256538391\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.65475082397461\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.65578269958496\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.65684223175049\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.658761262893677\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.659786462783813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.660748958587646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.661784648895264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.661784648895264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.66278886795044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.66379475593567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.664748668670654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.666752815246582\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.66775369644165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.66775369644165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.66878080368042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.670247316360474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.670791149139404\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.6717586517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.672773361206055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.67375946044922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.67375946044922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.675203561782837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.675856113433838\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.676745176315308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.676877975463867\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.677794933319092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.678754091262817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.679745197296143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.679745197296143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.68174910545349\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.68174910545349\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.68278932571411\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.68375039100647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.684791803359985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.685750007629395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.686809301376343\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.687758207321167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.688751459121704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.68974804878235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.690747022628784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.691749334335327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.692748546600342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.693788290023804\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.694791078567505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.695789575576782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.695789575576782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.696789503097534\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.698047637939453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.698744535446167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.69975996017456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.700767040252686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.701884031295776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.702850818634033\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.703789472579956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.704744577407837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.704744577407837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.706111669540405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.70674705505371\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.707791805267334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.70888924598694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.710079431533813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71093463897705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71093463897705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.712027311325073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.712887048721313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.713891744613647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71513819694519\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71592664718628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71692705154419\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71692705154419\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71788454055786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.718960285186768\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.71988868713379\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.72089457511902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.722083806991577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.72288942337036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.723889112472534\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.724236965179443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.724934101104736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.72608256340027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.726888179779053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.727890729904175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.729182243347168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.729928493499756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.730925798416138\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.730925798416138\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.732927322387695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.732927322387695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.733893632888794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.734928369522095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.735934734344482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.736887216567993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.73792815208435\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.73792815208435\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.738927841186523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.739927053451538\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.740925073623657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.74191188812256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.742929220199585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.744348526000977\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.744932651519775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.745925426483154\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.745925426483154\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.74714684486389\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.747894525527954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.748947858810425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.749889373779297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.75088930130005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.751927375793457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.751927375793457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.75289297103882\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.753989696502686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.754894733428955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.755916357040405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.757091760635376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.7579288482666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.758885860443115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.759886264801025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.761257886886597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.761897563934326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.762890100479126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.763935565948486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.764893531799316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.766109704971313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.7669620513916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.767927169799805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.767927169799805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.769243001937866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.76988983154297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.770887851715088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.772141456604004\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.77289080619812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.773523092269897\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.77392554283142\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.774991512298584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.775888204574585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.77694058418274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.77789282798767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.778889179229736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.778889179229736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.779924392700195\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.780892372131348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.781928777694702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.781928777694702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.78394913673401\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.784892797470093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.785966157913208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.7869291305542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.7869291305542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.78798747062683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.7888925075531\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.789971828460693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.790892839431763\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.79188370704651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.792926788330078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.793108463287354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.793926000595093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.79492497444153\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.795928239822388\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.796208381652832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.796887636184692\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.798479557037354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.798925161361694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.798925161361694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.800135612487793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.801134824752808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.801931858062744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.802884578704834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.802884578704834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.804046392440796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.804885625839233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.805925607681274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.806931257247925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.806931257247925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.808196544647217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.80872106552124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.809787034988403\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.810754537582397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.81176257133484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.812744140625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.813894748687744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.814051151275635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.814789056777954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.81578516960144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.81674361228943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.81706714630127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.81784963607788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.81877040863037\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.820013999938965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.820751905441284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.820751905441284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.821751356124878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.822750091552734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.823742151260376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.824745416641235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.826786279678345\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.827749013900757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.82878541946411\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.82878541946411\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.829897165298462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.830939054489136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.83174467086792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.83274531364441\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.83274531364441\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.833784580230713\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.834757804870605\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.835784435272217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.835784435272217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.83678650856018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.837743997573853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.83875346183777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.83974266052246\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.840744495391846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.841748476028442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.842752933502197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.843815803527832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.844833612442017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.845746278762817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.847742795944214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.848744869232178\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.84974503517151\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.850744009017944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.85174822807312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.85174822807312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.853748321533203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.854747772216797\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.85574769973755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.85574769973755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.85690712928772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.857789278030396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.8587486743927\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.859747886657715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.860748529434204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.86174702644348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.86174702644348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.86278462409973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.864033222198486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.86485719680786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.865748643875122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.865748643875122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.867743968963623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.868744611740112\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.869744062423706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.870748043060303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.871748447418213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.87207269668579\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.872748136520386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.874741792678833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.874741792678833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.876023054122925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.87675404548645\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.87784218788147\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.878743886947632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.879750967025757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.880746364593506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.88274073600769\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.88274073600769\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.88391351699829\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.885117292404175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.885849714279175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.88674807548523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.88674807548523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.88778781890869\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.889191389083862\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.889789581298828\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.890753507614136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.891955614089966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.892791509628296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.893749952316284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.894906044006348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.895958423614502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.89674401283264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.897443056106567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.897786378860474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.899046659469604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.899786949157715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.900749683380127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.901759386062622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.90274453163147\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.90375328063965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.90375328063965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.904785871505737\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.90587568283081\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.907055139541626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.90782856941223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.909751892089844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.91078495979309\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.911083459854126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.91178560256958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.913022756576538\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.9137864112854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.914745092391968\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.916749238967896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.916749238967896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.917784929275513\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.918936491012573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.919790744781494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.920784950256348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.920784950256348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.92174744606018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.92374610900879\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.924747228622437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.925785779953003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.925785779953003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.927387714385986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.927793502807617\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.92875099182129\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.929901123046875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.931747913360596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.931747913360596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.93274450302124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.933785915374756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.934748649597168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.935750007629395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.936794757843018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.93708825111389\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.937785387039185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.93928575515747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.940112590789795\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.9407856464386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.941760063171387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.941760063171387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.942756175994873\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.943798065185547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.944787979125977\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.94590950012207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.946746587753296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.947874784469604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.948885917663574\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.949756145477295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.95080876350403\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.952167510986328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.95308232307434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.95375943183899\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.95474624633789\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.95474624633789\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.95574450492859\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.956751346588135\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.9580078125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.95879817008972\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.959749221801758\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.960753202438354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96175503730774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96274709701538\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.962884664535522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96375346183777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96474838256836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96578598022461\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.966840267181396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96776008605957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96776008605957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.96925115585327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.969825267791748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.97074866294861\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.971840620040894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.972792625427246\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.973468780517578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.973785400390625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.974889516830444\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.97575569152832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.97684144973755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.977757453918457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.979785203933716\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.979785203933716\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.9807448387146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.981752634048462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.98278570175171\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.98278570175171\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.983749389648438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.984750509262085\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.985989332199097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.987064838409424\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.987788438796997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.988787174224854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.989886045455933\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.99074625968933\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.99174666404724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.99321699142456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.99378514289856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.994749546051025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.994749546051025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.99578619003296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.996755123138428\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.997879028320312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.998755931854248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n23.999788999557495\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.00078558921814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.001790285110474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.002748489379883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.003787994384766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.003787994384766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.004748344421387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.005777835845947\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.007750272750854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.008787870407104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.009089708328247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.010006189346313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.01096749305725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.01096749305725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.011969089508057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.014020204544067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.01598024368286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.01614737510681\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.01700448989868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.01816201210022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.018967151641846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.019965648651123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.02096700668335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.021963119506836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.02206325531006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.02296781539917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.024195194244385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.024972915649414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.025969982147217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.027361154556274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.02796983718872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.029006719589233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.029972314834595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.03096842765808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.03096842765808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.031972646713257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.03445029258728\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.03496503829956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.035962343215942\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.037084579467773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.03796911239624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.038963794708252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.0399751663208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.040977478027344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.04198122024536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.043172359466553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.043971300125122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.044999837875366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.04595923423767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.04697322845459\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.047977209091187\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.047977209091187\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.049003839492798\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.049972534179688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.051098585128784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.052016496658325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.052016496658325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.05296039581299\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.053961038589478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.05500054359436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.056973457336426\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.05728530883789\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.05801033973694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.059006214141846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.059961318969727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.059961318969727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.06198000907898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.062968730926514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.063968181610107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.064964771270752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.064964771270752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.066001653671265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.067975759506226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.0689640045166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.07025980949402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.071970462799072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.07296919822693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.07296919822693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.073962688446045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.075321435928345\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.07615566253662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.077077627182007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.077967882156372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.077967882156372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.07941460609436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.0800039768219\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.080970764160156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.080970764160156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.082965850830078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.082965850830078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.0841064453125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.084964752197266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.08596682548523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.08652687072754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.087015628814697\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.08796715736389\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.089967966079712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.090083360671997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.091005563735962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.09216618537903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.09318518638611\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.09400486946106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.09400486946106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.094972372055054\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.095970153808594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.097007751464844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.09817337989807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.09896755218506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.099969148635864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.099969148635864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.101011514663696\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.101961374282837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.102975845336914\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.104196071624756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.10497236251831\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.105963468551636\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.106971263885498\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.10713768005371\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.108004808425903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.108824491500854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.11024308204651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.110803365707397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.11180067062378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.112839937210083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.112839937210083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.113800287246704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.1148362159729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.115798711776733\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.116804599761963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.117794513702393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.118837594985962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.119805097579956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.12083601951599\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.12083601951599\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.12183666229248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.122796535491943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.123798847198486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.12544322013855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.125797271728516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.12679934501648\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.12679934501648\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.127798318862915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.12896227836609\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.129867553710938\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.130802392959595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.131803512573242\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.132797956466675\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.133837461471558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.133837461471558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.134835243225098\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.135801553726196\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.136804580688477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.137802600860596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.13882565498352\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.139798164367676\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.1403911113739\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.14083480834961\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.141798496246338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.141798496246338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.143190622329712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.143803358078003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.144814014434814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.14579725265503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.14679527282715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.147839069366455\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.149075269699097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.149837493896484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.149837493896484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.150863885879517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.151803731918335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.15285038948059\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.153841972351074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.15483593940735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.155802011489868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.156068563461304\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.156960487365723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.157864332199097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.158854246139526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.15983557701111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.160835027694702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.16107940673828\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.161834716796875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.162834882736206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.16383671760559\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.164798259735107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.16585111618042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.16585111618042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.16683530807495\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.167935132980347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.168835163116455\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.16983461380005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.16983461380005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.17083477973938\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.17179584503174\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.17330288887024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.173805236816406\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.174863576889038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.174863576889038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.17579674720764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.176865339279175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.17784023284912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.178797721862793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.178797721862793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.180334091186523\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.180798530578613\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.18198037147522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.18283438682556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.18383526802063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.18383526802063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.184805631637573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.185898065567017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.186792850494385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.187836170196533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.18883442878723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.18912625312805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.190097093582153\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.190837144851685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.19179105758667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.19279980659485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.194029569625854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.194793462753296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.194793462753296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.195968627929688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.196802854537964\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.19780421257019\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.19780421257019\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.198995351791382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.201179265975952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.201793432235718\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.20279598236084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.2037935256958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.204151153564453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.204792499542236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.205876350402832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.20679497718811\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.20779013633728\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.209041833877563\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21005606651306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21005606651306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21105432510376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.212127685546875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.213056087493896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.214065074920654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21505570411682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21505570411682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21610403060913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.217100858688354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21805691719055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.21805691719055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.219059944152832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.22107219696045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.22305941581726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.22406244277954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.22406244277954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.22510290145874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.226059913635254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.227160692214966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.22906231880188\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.230100631713867\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.231058359146118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.232062578201294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.233099699020386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.233099699020386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.23405909538269\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.236155033111572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.236155033111572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.237102031707764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.23807382583618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.239099979400635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.240061283111572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.24105739593506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.242076873779297\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.243063926696777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.243063926696777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.244569778442383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.24509048461914\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.246246576309204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.247268676757812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.248271226882935\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.249286651611328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.25027346611023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.251264810562134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.25227999687195\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.253273963928223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.254263877868652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.25527548789978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.25726866722107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.258273124694824\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.259268760681152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.26030683517456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.26052951812744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.261263608932495\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.262265920639038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.263262510299683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.264708042144775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.265992403030396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.2663791179657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.267311811447144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.268264532089233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.268264532089233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.270263195037842\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.271262407302856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.272307634353638\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.272307634353638\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.27330756187439\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.274307250976562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.275267124176025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.276272535324097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.27752161026001\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.278265476226807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.278265476226807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.279308795928955\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.28027582168579\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.281306743621826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.281306743621826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.28227400779724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.283271551132202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.284273386001587\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.28529715538025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.286266088485718\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.287309408187866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.28831148147583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.28831148147583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.289270639419556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.291319608688354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.292264461517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.293267965316772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.293267965316772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.294264554977417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.29530143737793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.29626989364624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.29626989364624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.298267364501953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.299270629882812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.299800395965576\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.300275087356567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.301270484924316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.301270484924316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.302693367004395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.303481340408325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.30527663230896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.305386304855347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.306265830993652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.307274341583252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.307274341583252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.308263301849365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.309260606765747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.309260606765747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.310543060302734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.312263011932373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.312263011932373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.313417196273804\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.313560962677002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.31427550315857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.31427550315857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.315293788909912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.315293788909912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.31626296043396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.31626296043396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.317264556884766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.317264556884766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.318795919418335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.319265127182007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.320302724838257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.320302724838257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.321471691131592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.321471691131592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.32230257987976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.32230257987976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.323347806930542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.323347806930542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.324268341064453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.325273275375366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.325273275375366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.326266288757324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.326266288757324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.327264547348022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.327264547348022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.328260898590088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.328731298446655\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.32929515838623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.32929515838623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.330268383026123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.330268383026123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.331265926361084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.332280158996582\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.332823514938354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.33327603340149\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.33327603340149\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.334351539611816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.334351539611816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.33526873588562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.33626937866211\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.337263107299805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.338263988494873\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.340266227722168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.341264247894287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.341264247894287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.342269897460938\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.3432719707489\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.34426712989807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.345264196395874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.345264196395874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.346269369125366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.346269369125366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.347286701202393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.348263025283813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.348263025283813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.349555015563965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.350277423858643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.351266384124756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.351266384124756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.353519201278687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.354264736175537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.35526728630066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.35526728630066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.356263875961304\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.356263875961304\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.357273817062378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.358266592025757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.358266592025757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.359267711639404\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.36026954650879\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.360491514205933\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.361287355422974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.362262725830078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.362262725830078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.363268852233887\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.364267587661743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.364267587661743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.365272283554077\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.365272283554077\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.36626887321472\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.36733651161194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.3683443069458\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.36950135231018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.370266675949097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.370266675949097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.37126612663269\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.372283220291138\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.373265266418457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.373265266418457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.374531269073486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.375267028808594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.375267028808594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.37630867958069\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.377264499664307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.377588033676147\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.378268718719482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.37926459312439\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.37926459312439\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.38027596473694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.381266832351685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.381266832351685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.38231611251831\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.38326644897461\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.38326644897461\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.384267330169678\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.384267330169678\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.385271310806274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.386261224746704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.38827633857727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.390289783477783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.390424489974976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.391268253326416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.392277002334595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.393264532089233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.394267082214355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.39526891708374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.39626431465149\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.39626431465149\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.397277355194092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.398301124572754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.398301124572754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.39927649497986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.39927649497986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40026354789734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40026354789734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40126633644104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40226912498474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40226912498474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40326762199402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.404285192489624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40626883506775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.407264471054077\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.408264636993408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.40926504135132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.4102725982666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.4102725982666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.411263942718506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.412269830703735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.412269830703735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.413270235061646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.414266347885132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.414266347885132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.415263652801514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.415263652801514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.416313648223877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.417290210723877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.418302297592163\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.418302297592163\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.41928005218506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.41928005218506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.420263290405273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.420263290405273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.42133617401123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.42326593399048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.424264907836914\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.425271034240723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.426262855529785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.427265882492065\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.428264617919922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.428264617919922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.429263591766357\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.430266857147217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.430266857147217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.431330680847168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.432266235351562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.432266235351562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.43336820602417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.434596300125122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.435264587402344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.435264587402344\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.436267137527466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.437270164489746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.437270164489746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.438339233398438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.438339233398438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.439265251159668\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.439265251159668\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.44026470184326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.44026470184326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.441266298294067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.441266298294067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.442265033721924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.443268060684204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.444278240203857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.444278240203857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.445504426956177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.44626522064209\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.44626522064209\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.447299003601074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.447299003601074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.447299003601074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.44830298423767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.44926691055298\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.44926691055298\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.450302362442017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.451273441314697\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.452264070510864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45326566696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45432710647583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45432710647583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.455410480499268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.456264972686768\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.456264972686768\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45730710029602\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45826745033264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45826745033264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45927095413208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.45927095413208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.460320234298706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.461265325546265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.46226978302002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.463269233703613\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.46426486968994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.46426486968994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.465310096740723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.466302394866943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.466302394866943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.46737766265869\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.46737766265869\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.468266487121582\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.469262838363647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.469262838363647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.471274614334106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.471274614334106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.472267627716064\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.47329545021057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.47380566596985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.474266052246094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.475269556045532\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.475269556045532\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.47630739212036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.47676944732666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.477269172668457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.478262662887573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.47984790802002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.480265378952026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.481266021728516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.481266021728516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48230266571045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48230266571045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.483264446258545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.483264446258545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48427438735962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48427438735962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.485286951065063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.485286951065063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.486345529556274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.486345529556274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48731780052185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48731780052185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48844575881958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48940110206604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.48940110206604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.49029779434204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.491427183151245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.492267370224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.493558406829834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.494266748428345\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.495264053344727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.495264053344727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.496264934539795\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.496264934539795\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.497262239456177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.497262239456177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.49827790260315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.499279975891113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.500271797180176\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.50131320953369\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.50131320953369\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.502268075942993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.502268075942993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.503270387649536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.503270387649536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.504263162612915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.505268812179565\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.506273984909058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.506273984909058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.507265090942383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.50843858718872\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.509269952774048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.510263919830322\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.510263919830322\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51126194000244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.512269735336304\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51326608657837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51326608657837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.514355897903442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51526403427124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51526403427124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.516319036483765\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.516319036483765\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51745629310608\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.518266916275024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51926326751709\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.51926326751709\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.5205295085907\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.521265506744385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.521265506744385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.522271633148193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.522271633148193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.523464918136597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.52427339553833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.52529525756836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.52529525756836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.526269912719727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.527273416519165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.528355836868286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.529263496398926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.5302631855011\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.5302631855011\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.531270742416382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.531270742416382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.533276796340942\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.534315586090088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.53526496887207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.53526496887207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.536622047424316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.537299156188965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.537299156188965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.538269758224487\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.538269758224487\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.53926706314087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.540271759033203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.540271759033203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.541272163391113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.541272163391113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.542263507843018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.542263507843018\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.54326820373535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.544273376464844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.544273376464844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.546458959579468\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.5472629070282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.548274278640747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.548274278640747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.549271821975708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.549271821975708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55030655860901\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55030655860901\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.551405429840088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.551405429840088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55226492881775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55226492881775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.553267240524292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55426788330078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.554369926452637\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.555306434631348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.556314945220947\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55727481842041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55727481842041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.558265447616577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.558265447616577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.55926537513733\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.56026601791382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.56126379966736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.562283277511597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.563488960266113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.5644109249115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.56526279449463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.56526279449463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.566267013549805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.5672709941864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.568276405334473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.56926703453064\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.56926703453064\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.570272207260132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57126498222351\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57126498222351\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.572316884994507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.572316884994507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.573265075683594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57426428794861\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57426428794861\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57626485824585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.577266931533813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57826566696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57826566696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.57926630973816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.58026647567749\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.58126449584961\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.58227229118347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.58227229118347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.583324909210205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.58459758758545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.585264444351196\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.585264444351196\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.586270570755005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.587269067764282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.588645935058594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.589263677597046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.59027647972107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.591312646865845\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.591312646865845\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.59230375289917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.59230375289917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.593265295028687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.593265295028687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.594303131103516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.59526515007019\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.59526515007019\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.596271276474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.596271276474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.597274780273438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.598267555236816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.599266052246094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.600274085998535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.600274085998535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.601266384124756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.602263927459717\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.603288173675537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.60426640510559\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.605305194854736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.605305194854736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.606303215026855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.606303215026855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.607303619384766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.607303619384766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.608337879180908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.608337879180908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.609266757965088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.609266757965088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.610271215438843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.611303567886353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.612266302108765\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.612266302108765\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.613263607025146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.61426568031311\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.615479469299316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.61626696586609\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.618273973464966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.62026572227478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.62026572227478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.621265649795532\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.621265649795532\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.622269868850708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.623266220092773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.62428069114685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.625269174575806\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.625269174575806\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.62627649307251\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.62627649307251\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.62726378440857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.628264904022217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.629261255264282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.629261255264282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.630271673202515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.630271673202515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.63126301765442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.63126301765442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.632263898849487\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.632263898849487\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.633267402648926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.634271383285522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.635268926620483\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.635268926620483\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.63626217842102\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.637264013290405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.638288259506226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.638288259506226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.63926339149475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.63926339149475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.640387296676636\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.640387296676636\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.641265630722046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.64226484298706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.64226484298706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.643342971801758\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.64427351951599\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.645288944244385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.647265672683716\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.648274183273315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.64926838874817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.64926838874817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.6502685546875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.651265621185303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.651265621185303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65227246284485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.653265237808228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65426468849182\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65426468849182\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.655269384384155\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.655269384384155\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65626287460327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65626287460327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65726137161255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65726137161255\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.65826654434204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.66027331352234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.661437273025513\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.662264585494995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.662264585494995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.663267850875854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.664264917373657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.665265321731567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.66626787185669\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.667317628860474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.668700218200684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.66926598548889\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.670268535614014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.670268535614014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.671303272247314\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.672268867492676\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.673279285430908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.674272060394287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.67526364326477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.676262617111206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.676262617111206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.677263259887695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.678349018096924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.67926836013794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.67926836013794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.680262804031372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.680262804031372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.681262493133545\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.6822726726532\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.6822726726532\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.68326997756958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.6842679977417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.685483932495117\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.686277389526367\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.687262773513794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.687262773513794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.68826937675476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.68826937675476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.6892671585083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.690263748168945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.690263748168945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.691262006759644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.692278623580933\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.693263292312622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.693263292312622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.695266723632812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.696271657943726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.696271657943726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.697264194488525\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.69926881790161\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.700266122817993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.70140051841736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.70226788520813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.703264474868774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.703264474868774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.704263925552368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.704263925552368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.70526385307312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.70526385307312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.706265211105347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.707529306411743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.70826745033264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.709270238876343\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.710280656814575\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.71127438545227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.71127438545227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.71251153945923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.713261604309082\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.714715242385864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.7152681350708\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.71636152267456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.71636152267456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.717262983322144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.717262983322144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.71826410293579\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.71826410293579\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.719263792037964\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.719263792037964\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.720262050628662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.721272706985474\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.72226309776306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.723278760910034\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.724273443222046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.72526264190674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.72526264190674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.726262092590332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.727269172668457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.729264974594116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.730335235595703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.73126459121704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.73126459121704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.732301235198975\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.732301235198975\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.733263731002808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.733263731002808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.734304904937744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.734304904937744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.735309600830078\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.736266136169434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.736266136169434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.737271785736084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.738282680511475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.73929452896118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.7403507232666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.74128007888794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.74128007888794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.742274045944214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.74326515197754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.744266033172607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.74527096748352\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.74627184867859\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.747267723083496\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.748271465301514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.74928116798401\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.75026297569275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.75026297569275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.751269340515137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.75227427482605\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.75326156616211\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.75326156616211\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.754363775253296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.755268335342407\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.756537675857544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.757264137268066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.75826358795166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.75826358795166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.759264707565308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.760267972946167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.760267972946167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.761327505111694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.763293027877808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.764264345169067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.765267848968506\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.766262769699097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.766262769699097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.767264127731323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.767264127731323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.768264055252075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.76948642730713\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.770284414291382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.770284414291382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.771262407302856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.772270441055298\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.773261785507202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.773261785507202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.774260997772217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.774260997772217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.775262355804443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.776267528533936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.776267528533936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.7772696018219\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.778262615203857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.779263734817505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.779306173324585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.780263423919678\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.780263423919678\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.780263423919678\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.78126358985901\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.782262086868286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.782262086868286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.784263134002686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.784263134002686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.78550410270691\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.78550410270691\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.7862606048584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.78726363182068\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.78726363182068\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.788296937942505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.789266347885132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.789266347885132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.790262460708618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.790262460708618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.792264461517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.792264461517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.79326033592224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.79326033592224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.794262170791626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.794262170791626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.795267820358276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.795267820358276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.796262979507446\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.796262979507446\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.797265768051147\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.798272371292114\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.799267053604126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.800267696380615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.800267696380615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.80126452445984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.80226993560791\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.80328059196472\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.804276704788208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.805267810821533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.805267810821533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.806280374526978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.806280374526978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.807271480560303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.808265447616577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.80856418609619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.80926513671875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.80926513671875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.810263872146606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.810263872146606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.811267852783203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.812270402908325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.813292980194092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.814265966415405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.815265655517578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.815265655517578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.816263914108276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.817265033721924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.81830644607544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.81936240196228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.82026219367981\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.821264266967773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.821264266967773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.822264909744263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.822264909744263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.823342323303223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.824264526367188\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.825273275375366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.825273275375366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.826314449310303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.826314449310303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.82727313041687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.82827401161194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.82926297187805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.830262422561646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.830262422561646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.83134365081787\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.83134365081787\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.833268880844116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.833268880844116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.834635019302368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.83526372909546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.83526372909546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.836266040802002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.836266040802002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.837265253067017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.838265657424927\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.839264392852783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.84027361869812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.84027361869812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.841264486312866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.841264486312866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.84246039390564\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.84246039390564\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.843266487121582\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.843266487121582\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.844263792037964\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.845266819000244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.845266819000244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.846263885498047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.846263885498047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.847267150878906\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.847267150878906\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.848499298095703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.84927272796631\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.84927272796631\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.85026502609253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.85026502609253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.85131525993347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.85226607322693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.854336738586426\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.855266571044922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.8554265499115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.85681676864624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.857268810272217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.858263969421387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.85926628112793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.86028552055359\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.861262798309326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.862266302108765\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.862266302108765\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.86326789855957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.86426615715027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.86426615715027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.86526346206665\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.866368055343628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.86727285385132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.868469953536987\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.870361804962158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.870361804962158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.871270179748535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.872262954711914\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.873365879058838\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.874297857284546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.875264644622803\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.876264810562134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.876264810562134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.877267122268677\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.878265857696533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.87926173210144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.880350589752197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.881381511688232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.882267236709595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.882267236709595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.88333249092102\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.88426637649536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.88426637649536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.885263442993164\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.886263132095337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.88731861114502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.888492107391357\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.88926672935486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.89038634300232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.89126467704773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.89126467704773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.89232349395752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.893593311309814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.894341707229614\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.89648461341858\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.897263288497925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.898263454437256\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.89926767349243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.90026354789734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.900421619415283\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.90139603614807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.902263402938843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.902263402938843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.90326237678528\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.9052631855011\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.9052631855011\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.906264066696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.907262325286865\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.90854287147522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.910265684127808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.910265684127808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.91126775741577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.91226553916931\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.91226553916931\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.913264513015747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.91450834274292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.916263818740845\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.917264461517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.91826367378235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.918412923812866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.91926598548889\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.920353889465332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.920382976531982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.922266721725464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.924487829208374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.925583839416504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.926363229751587\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.927598476409912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.928633213043213\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.929466009140015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.930264711380005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.930264711380005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.931264877319336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.93253254890442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.93326449394226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.934958696365356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.936287879943848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.937276601791382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.938263654708862\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.93948268890381\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.940263986587524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.940263986587524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.941264629364014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.942473888397217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.94327163696289\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.944275379180908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.945274591445923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.946280241012573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.947264671325684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.947935581207275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.948264360427856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.949265003204346\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.951273918151855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.9532630443573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.954461812973022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.954512357711792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.955263137817383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.956263303756714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.956263303756714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.95726203918457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.95726203918457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.958261728286743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.958261728286743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.959262132644653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.959262132644653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.960269927978516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.961276054382324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.96326470375061\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.964285612106323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.965264081954956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.966267108917236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.966267108917236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.96726417541504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.96726417541504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.968263626098633\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.968263626098633\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.970264196395874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.970264196395874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.97126317024231\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.97227144241333\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.973261833190918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.973261833190918\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.974262714385986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.974262714385986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.975263595581055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.975263595581055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.97626256942749\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.97726535797119\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.97826862335205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.980297803878784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.981278657913208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.983336448669434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.983336448669434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.98526692390442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.986289262771606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.98640251159668\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.987296104431152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.98826265335083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.98826265335083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.989264011383057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.989264011383057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.990262269973755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.991315603256226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.991315603256226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.992266178131104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.992266178131104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.994288206100464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.994288206100464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.995355367660522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.996267318725586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.996267318725586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.997262239456177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.997262239456177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.998265504837036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.998265504837036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n24.99926471710205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.000568628311157\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.001261949539185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.002268314361572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.002268314361572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.003270864486694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.003270864486694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.00426197052002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.005262851715088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.005262851715088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.006484270095825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.007564067840576\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.008422374725342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.00926399230957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.010314464569092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.0112624168396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.01132845878601\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.012263774871826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.014278650283813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.014278650283813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.015288829803467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.015288829803467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.016265392303467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.016265392303467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.017263412475586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.017263412475586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.018261909484863\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.01927399635315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.020264863967896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.020264863967896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.02127432823181\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.02127432823181\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.022271156311035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.023308038711548\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.024264097213745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.02539849281311\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.02626943588257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.02729344367981\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.029266119003296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.029266119003296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.030280828475952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.03135871887207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.032264947891235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.033267974853516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.034592151641846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.03526759147644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.03626251220703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.0372633934021\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.0372633934021\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.038533687591553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.0392644405365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.0392644405365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.040263175964355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.041268348693848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.04228663444519\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.04228663444519\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.043437957763672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.044262647628784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.044262647628784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.045264959335327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.045440196990967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.046260833740234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.046260833740234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.047266721725464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.048476457595825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.049262285232544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.049262285232544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05026340484619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05026340484619\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05126118659973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05126118659973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.052263259887695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.052428483963013\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05326199531555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05326199531555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05463433265686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.055262804031372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.055262804031372\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.056262016296387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.05726194381714\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.058262586593628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.058262586593628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.059267044067383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06033706665039\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.061288356781006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.061288356781006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.062263011932373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06327176094055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06327176094055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.064292669296265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.064292669296265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06527352333069\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06527352333069\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06626319885254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06626319885254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.06726360321045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.068264484405518\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.068264484405518\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.068264484405518\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.069262742996216\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.069262742996216\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.070287942886353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.071017742156982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.071274757385254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.072373867034912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.073262214660645\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.073262214660645\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.074262380599976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.07548999786377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.076263904571533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.076263904571533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.076263904571533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.077306509017944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.078320026397705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.078320026397705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.07926321029663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.07926321029663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.080263137817383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.080263137817383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.081262350082397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.081262350082397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.082275390625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.0832622051239\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.0832622051239\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.084261178970337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.084261178970337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.08526086807251\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.08526086807251\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.086294889450073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.086294889450073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.087263107299805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.088263034820557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.088263034820557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.08927011489868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.09026336669922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.09026336669922\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.091352224349976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.091352224349976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.092260599136353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.093263864517212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.093263864517212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.093263864517212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.094263553619385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.094263553619385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.095265865325928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.095265865325928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.096262454986572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.097272634506226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.097272634506226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.098336219787598\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.098336219787598\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.099288940429688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.099288940429688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.100261926651\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.100321531295776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.100321531295776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10126280784607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10126280784607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.102264404296875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10326075553894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10326075553894\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.104263067245483\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.104263067245483\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.104263067245483\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.105271339416504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.105271339416504\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.106287240982056\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.107263565063477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.107263565063477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10826301574707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10826301574707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10927391052246\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.10927391052246\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.110278129577637\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.110278129577637\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.111263751983643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.111263751983643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.112268924713135\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.112268924713135\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.113268613815308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.11426329612732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.11426329612732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.115267276763916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.115267276763916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.11626386642456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.117375373840332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.117375373840332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.118263959884644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.119261741638184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.119628190994263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.119628190994263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.12026834487915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.121318340301514\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.12226128578186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.12226128578186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.12326955795288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.124269723892212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.125262022018433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.12532353401184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.126264810562134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.126264810562134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.127268314361572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.12827444076538\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.12827444076538\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.129263401031494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.130264282226562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.130264282226562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.131275177001953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.13226294517517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.13226294517517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.133265018463135\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.133265018463135\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.13430690765381\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.13430690765381\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.135522603988647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.135522603988647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.136290550231934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.138261556625366\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.13926672935486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.14026379585266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.14226484298706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.14226484298706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.1432626247406\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.1452693939209\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.1452693939209\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.146273612976074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.147265195846558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.147265195846558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.148443937301636\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.149262189865112\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.149262189865112\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.150262117385864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.15126347541809\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.15126347541809\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.15226149559021\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.153263807296753\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.153263807296753\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.154268264770508\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.15550923347473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.156264066696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.156264066696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.15726637840271\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.15842318534851\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.159269094467163\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.159269094467163\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16026496887207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16026496887207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16126823425293\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16243290901184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16243290901184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.163296699523926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.164263248443604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16531991958618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16627025604248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16727638244629\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.16826844215393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.169262886047363\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.169262886047363\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.17026686668396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.172279357910156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.17326855659485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.17326855659485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.17447018623352\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.175267219543457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.175267219543457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.176263332366943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.177263021469116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.177263021469116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.177263021469116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.178265810012817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.17926287651062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.17926287651062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.18026566505432\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.181265592575073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.182273864746094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.182456254959106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.1844265460968\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.185269832611084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.186266660690308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.18752884864807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.18752884864807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.188263177871704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.188263177871704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.18936324119568\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.190263986587524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.190263986587524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.191260814666748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.192262649536133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.192262649536133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.193466663360596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.193466663360596\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.195273399353027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.195273399353027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.197266817092896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.198270320892334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.19926691055298\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.201268672943115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.202573776245117\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.203271865844727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.204766035079956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.205615758895874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.206331491470337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.207273483276367\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.208263635635376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.208263635635376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.20926833152771\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.210301876068115\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.21127414703369\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.21127414703369\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.212260723114014\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.213263034820557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.215263605117798\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.215263605117798\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.216265439987183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.216265439987183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.21730375289917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.21730375289917\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.218286514282227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.218286514282227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.219262838363647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.219262838363647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.22026562690735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.221527099609375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.222265243530273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.222265243530273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.22326159477234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.22326159477234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.22426438331604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.22426438331604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.225263595581055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.225263595581055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.226263761520386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.226263761520386\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.227263689041138\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.228504180908203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.229262828826904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.229262828826904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.229262828826904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.230263471603394\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.230263471603394\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.232264280319214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.232264280319214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.233264684677124\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.234293699264526\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.235265016555786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.236276149749756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.236276149749756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.237489700317383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.237489700317383\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.238264560699463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.239272356033325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.240267992019653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.240267992019653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.241265296936035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.24227786064148\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.243268489837646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.243268489837646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.244268894195557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.244268894195557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.24526858329773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.24526858329773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.24526858329773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.24626135826111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.24626135826111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.247265100479126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.248265981674194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2492733001709\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2492733001709\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.250272512435913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.251270532608032\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.251270532608032\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.252283096313477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.252283096313477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.253263473510742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.253263473510742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.254331827163696\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.254331827163696\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.255263805389404\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.25657820701599\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.25657820701599\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.25727367401123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.258264780044556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2592613697052\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2592613697052\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2592613697052\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26026153564453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26126194000244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26126194000244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26226234436035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26226234436035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.263264179229736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.263264179229736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26438856124878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.265270948410034\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.265270948410034\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26626682281494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26626682281494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.26726460456848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.268267154693604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.269266605377197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.269266605377197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.27026343345642\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.27026343345642\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.271350860595703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.27226161956787\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.27226161956787\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.273260593414307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.27340579032898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.274263858795166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.274263858795166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.275270462036133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.275270462036133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.276268482208252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.277275562286377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.278268098831177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.278268098831177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.278268098831177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.279263019561768\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.280264139175415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.280264139175415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.280264139175415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.281312465667725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.281312465667725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.282265663146973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.283266305923462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.284298181533813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.285268783569336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2862708568573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2862708568573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.287262678146362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.287262678146362\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.288263082504272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.288263082504272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.28932547569275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.290262699127197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.290262699127197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.29130482673645\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.29130482673645\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.29226303100586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.29226303100586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.293370246887207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.29426598548889\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.29426598548889\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.295260906219482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.295260906219482\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.296308040618896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.296308040618896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.297266483306885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2982656955719\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.2982656955719\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.299264430999756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.299264430999756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.299264430999756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.300264596939087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.301262855529785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.301262855529785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.3022620677948\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.303263902664185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.303263902664185\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.304267168045044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.30526566505432\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.30626344680786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.30626344680786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.307265520095825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.307265520095825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.308266639709473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.308266639709473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.309266090393066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.309266090393066\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.31026577949524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.311298370361328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.312267303466797\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.313297510147095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.314262866973877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.314262866973877\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.31526231765747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.31526231765747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.316267013549805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.317267656326294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.317267656326294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.318267583847046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.318267583847046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.319266080856323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.319266080856323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.32026505470276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.32026505470276\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.32127332687378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.32127332687378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.322267055511475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.322267055511475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.32366919517517\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.324275970458984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.32526683807373\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.326265573501587\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.326265573501587\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.3274085521698\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.328269004821777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.328269004821777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.329262733459473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.33026933670044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.331266403198242\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.33231496810913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.33328080177307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.33328080177307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.334480047225952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.335435152053833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.335435152053833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.33626365661621\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.33726692199707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.33726692199707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.338263750076294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.338263750076294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.340278148651123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.341275453567505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.342264652252197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.343266010284424\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.343266010284424\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.344334840774536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.345266103744507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.34643578529358\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.34726619720459\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.348264455795288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.348264455795288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.350278854370117\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35126566886902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35126566886902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.353275060653687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35426902770996\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35526466369629\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35526466369629\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.356263637542725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35726284980774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35726284980774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.35826849937439\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.359400272369385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.361266136169434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.361266136169434\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.36326551437378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.36326551437378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.36426615715027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.36526393890381\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.36644196510315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.36827063560486\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.3692626953125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37026858329773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37026858329773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37026858329773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.371264219284058\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.372263431549072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.372263431549072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37326407432556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.374263048171997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.374263048171997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37526798248291\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.376272678375244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.376272678375244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37726378440857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37726378440857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.378293991088867\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.378293991088867\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37926721572876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.37926721572876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.381475925445557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.382266759872437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.382266759872437\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.383274793624878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.383274793624878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38434362411499\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38434362411499\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38526439666748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38526439666748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38626480102539\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38626480102539\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.387269020080566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38827109336853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.38926362991333\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.390270471572876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39126491546631\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39186692237854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39226245880127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39226245880127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39326000213623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39426589012146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.394630670547485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39577317237854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39626407623291\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39626407623291\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39726233482361\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39726233482361\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.398263692855835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39833402633667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.39833402633667\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.399261236190796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.399261236190796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.400264739990234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.400264739990234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.401272535324097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.401272535324097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.402263879776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.402263879776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.40326189994812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.40326189994812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.404274940490723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.404274940490723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.405264377593994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.405264377593994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.405264377593994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.406262636184692\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.407262563705444\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.407262563705444\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.409263372421265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.409263372421265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.410267114639282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.410267114639282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.411260843276978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.411260843276978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.4122633934021\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.4122633934021\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.413362979888916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.413362979888916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.414340257644653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.414340257644653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.415273904800415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.415273904800415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.416263580322266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.417267084121704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.417267084121704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.417267084121704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.41826367378235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.41826367378235\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.419260501861572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.419260501861572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.420260429382324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.420260429382324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.420260429382324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.421262741088867\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.42263102531433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.423266410827637\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.423266410827637\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.424428462982178\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.425299644470215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.42543649673462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.426496505737305\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.426496505737305\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.427260875701904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.427260875701904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.42826819419861\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.42826819419861\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.429268836975098\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.429268836975098\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.430402040481567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.430402040481567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.431267976760864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.43235754966736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.43235754966736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.433263301849365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.433263301849365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.434264659881592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.434264659881592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.434264659881592\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.43526315689087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.43526315689087\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.436266660690308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.437314748764038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.437314748764038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.438263416290283\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.438263416290283\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.439342975616455\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.439342975616455\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.440265417099\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.440265417099\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.440265417099\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.441298723220825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.441298723220825\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.442265510559082\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.44329047203064\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.444304943084717\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.444304943084717\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.444304943084717\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.445266008377075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.445266008377075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.446424961090088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.446424961090088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.447301864624023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.447301864624023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.448302507400513\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.448302507400513\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.44926381111145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.44926381111145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.45028281211853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.451263189315796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.451263189315796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.452460527420044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.452460527420044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.453301429748535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.453301429748535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.454267740249634\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.454267740249634\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.455304861068726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.455304861068726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.45626664161682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.45626664161682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.457453966140747\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.458266496658325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.458266496658325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.45931077003479\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.45931077003479\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.460302591323853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.460302591323853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.461297750473022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.461297750473022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46230173110962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46230173110962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46326518058777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46326518058777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.464810848236084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46526789665222\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46526789665222\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.466265439987183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.466265439987183\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.467334508895874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.467334508895874\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46830153465271\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.46830153465271\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.469656467437744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.470265865325928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.470265865325928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.471315383911133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.471315383911133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.472294569015503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.472294569015503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.473299264907837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.473299264907837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.474300622940063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.474300622940063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.475406885147095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.475406885147095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.476340532302856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.476340532302856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.47831439971924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.47831439971924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.479264497756958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.48030686378479\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.48030686378479\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.481264352798462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.481264352798462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.482303380966187\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.482303380966187\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.48336124420166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.484275341033936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.485270023345947\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.486275911331177\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.487430095672607\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.488271713256836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.488271713256836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.48926854133606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.49057126045227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.491272449493408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.491272449493408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.492267608642578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.493419647216797\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.494269371032715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.494269371032715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.495290279388428\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.496268272399902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.49727177619934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.498265504837036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.498265504837036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.49935507774353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.500316619873047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.5012686252594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.5012686252594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.50226926803589\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.503273248672485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.504273653030396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.505274772644043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.50628089904785\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.50727391242981\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.5082745552063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.50944471359253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.51048231124878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.51148748397827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.513484716415405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.51447367668152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.516470432281494\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.517473459243774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.51847267150879\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.520470142364502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.520470142364502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.52247929573059\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.523521423339844\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.52546763420105\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.526476860046387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.528472423553467\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.529473066329956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.529473066329956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.530519485473633\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.531612873077393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.532482385635376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.533472299575806\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.534470319747925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.536474227905273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.538475513458252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.538475513458252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.540472984313965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.54146909713745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.542471170425415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.543477773666382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.54556632041931\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.54646944999695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.548536777496338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.549471855163574\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.550477266311646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.55154299736023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.553467988967896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.55447006225586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.556604623794556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.556654691696167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.55765652656555\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.55867338180542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.559922695159912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.559922695159912\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.562140226364136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.562692642211914\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.5636887550354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.56468915939331\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.56468915939331\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.566309213638306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.56686234474182\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.56875491142273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.56875491142273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.570812225341797\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.57179069519043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.57370162010193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.57370162010193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.57578134536743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.576727867126465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.577767610549927\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.578731775283813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.579729795455933\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.58072853088379\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.58173108100891\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.583011150360107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.583731412887573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.5857355594635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.586732625961304\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.58772587776184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.588732481002808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.58972477912903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.591745138168335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.591745138168335\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.593726873397827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.59473443031311\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.595808267593384\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.596732139587402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.59773302078247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.598750829696655\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.599732398986816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.60076665878296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.601731538772583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.602739095687866\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.60372805595398\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.60372805595398\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.605332612991333\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.605751514434814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.606734037399292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.607725858688354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.607725858688354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.608726978302002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.60972547531128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.611029863357544\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.611774682998657\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.612736463546753\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.613770246505737\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.614862203598022\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.615735054016113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.616734504699707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.617839097976685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.618725299835205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.619730949401855\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.620353937149048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.62072491645813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.62181305885315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.622724533081055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.623730421066284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.623730421066284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.625004529953003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.625734567642212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.628113985061646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.628723621368408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.629734992980957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63075876235962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63174295425415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63273549079895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63273549079895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.633737802505493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63473343849182\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63573169708252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63673210144043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.637733459472656\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.637733459472656\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.63873791694641\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.64073419570923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.64176845550537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.642767906188965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.642767906188965\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.64372944831848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.6447331905365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.6462345123291\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.646770000457764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.64781165122986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.648731231689453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.648731231689453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.649770736694336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.651726722717285\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.652732372283936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.652732372283936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.654730319976807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.654805183410645\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.656017541885376\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.656741857528687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.65773582458496\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.65873122215271\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.659733295440674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.659733295440674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.66073513031006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.661846160888672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.662736177444458\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.66376829147339\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.664725065231323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.665778875350952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.666739463806152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.666739463806152\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.668132781982422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.668771505355835\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.669769048690796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.669769048690796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.670770168304443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.672745943069458\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.673726558685303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.674726486206055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.675730228424072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.676100254058838\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.67676830291748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.67773199081421\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.678796768188477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.67973780632019\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.679800033569336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.681751251220703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.682730674743652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.68374013900757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.684723377227783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.68573760986328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.68573760986328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.687840223312378\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.688735246658325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.689727306365967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.690726280212402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.691723108291626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.692782163619995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.69380235671997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.69472575187683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.696526050567627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.69772958755493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.69772958755493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.69873881340027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.700733184814453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.70172643661499\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.703724145889282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.70473027229309\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.705726623535156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.706746578216553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.707731246948242\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.708921670913696\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.709734439849854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.710727214813232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.71172785758972\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.71272563934326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.71272563934326\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.714739322662354\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.715728521347046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.716726779937744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.71686577796936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.717767477035522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.71883773803711\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.719744205474854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.72174048423767\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.722731351852417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.72373056411743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.72373056411743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.724767446517944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.725895166397095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.726775646209717\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.72772526741028\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.729735136032104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.729735136032104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.731076955795288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.731772661209106\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.73272943496704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.73372745513916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.734727144241333\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.73572874069214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.73673105239868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.738230228424072\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.738736629486084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.739845037460327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.740741729736328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.741731643676758\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.742740154266357\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.744738340377808\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.745734453201294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.746726989746094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.747830152511597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.749746799468994\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.75172734260559\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.75172734260559\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.75378704071045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.75474238395691\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.75698685646057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.757723569869995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.758755683898926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.758755683898926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.75972580909729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.75972580909729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.76072382926941\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.76072382926941\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.761725187301636\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.762848377227783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.762848377227783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.7637300491333\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.764730215072632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.7657253742218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.7657253742218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.76676034927368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.767722606658936\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.76872754096985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.76872754096985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.770727396011353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.770727396011353\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.771779775619507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.771779775619507\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.77281904220581\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.77281904220581\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.77372407913208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.77372407913208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.774723291397095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.774723291397095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.775723695755005\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.7770516872406\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.777721643447876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.77872610092163\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.77872610092163\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.779728174209595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.78073740005493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.78073740005493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.7818021774292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.782731533050537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.78372836112976\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.7847261428833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.7847261428833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.785724639892578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.785724639892578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.786766529083252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.786766529083252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.787724018096924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.787724018096924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.788722038269043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.788722038269043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.789726972579956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.790731191635132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.790731191635132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.791728019714355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.791728019714355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.79272985458374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.79373550415039\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.79473090171814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.795721769332886\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.795721769332886\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.79672598838806\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.798743963241577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.798743963241577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.799724340438843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.800767183303833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.800767183303833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.80172610282898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.80172610282898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.802767753601074\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.803797721862793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.804728507995605\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.805726051330566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.80583930015564\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.806736946105957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.807733058929443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.808732748031616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.808732748031616\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.809730052947998\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.810725212097168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.81198763847351\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.812732934951782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.81377363204956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.81377363204956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.81473135948181\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.81576657295227\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.816726207733154\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.816726207733154\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.81773090362549\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.81773090362549\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.818732976913452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.819824695587158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.819824695587158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.820764780044556\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.8217294216156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.8217294216156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.822730541229248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.823724508285522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.823724508285522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.824727773666382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.824727773666382\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.82573103904724\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.826733112335205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.826733112335205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.827734231948853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.827734231948853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.828731060028076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.828731060028076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.829730987548828\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.830723524093628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.83182191848755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.83272385597229\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.833730459213257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.834725379943848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.834725379943848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.835747718811035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.835747718811035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.836729049682617\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.837723970413208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.837723970413208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.838724613189697\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.83972668647766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.840729236602783\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.841845750808716\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.842732191085815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.842732191085815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.843727827072144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.843727827072144\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.844722986221313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.844722986221313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.845725297927856\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.847732305526733\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.847732305526733\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.84872579574585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.849727153778076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.849727153778076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.850745677947998\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.850745677947998\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.851726293563843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.851726293563843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.852726221084595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.85373306274414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.85373306274414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.85473108291626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.85473108291626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.855781078338623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.856723070144653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.856723070144653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.857722759246826\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.85872793197632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.859734773635864\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.86072874069214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.86173701286316\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.86272692680359\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.86272692680359\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.863759756088257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.863759756088257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.864983081817627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.864983081817627\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.865724563598633\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.866729259490967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.866729259490967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.86774182319641\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.86873483657837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.86873483657837\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.869739770889282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.870729684829712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.871739387512207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.872740030288696\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.873725414276123\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.874729871749878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.875731706619263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.875731706619263\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.87673020362854\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.877731800079346\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.877731800079346\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.87873125076294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.87873125076294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.879724979400635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.879724979400635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.88072443008423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.88072443008423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.88172459602356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.882731437683105\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.88373064994812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.88373064994812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.88473391532898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.885738849639893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.886726140975952\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.8877272605896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.8887722492218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.8887722492218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.890769958496094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.890769958496094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.891780614852905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.891780614852905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.89302897453308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.89372968673706\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.894726037979126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.89574694633484\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.896737098693848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.897735118865967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.898975610733032\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.899736404418945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.900728464126587\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.9017391204834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.9017391204834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.90272831916809\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.903817176818848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.903817176818848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.904727458953857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.905890464782715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.905890464782715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.906728744506836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.90774154663086\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.90872597694397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.90872597694397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.9099702835083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.910966873168945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.910966873168945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.911970615386963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.912967920303345\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.913065671920776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.913975954055786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.914979219436646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.915966510772705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.91696548461914\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.917105674743652\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.918015241622925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.91897177696228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.91897177696228\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.919970512390137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.920974254608154\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.921972036361694\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.922972679138184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.92397713661194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.924975395202637\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.926971435546875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.927975177764893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.92897057533264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.92897057533264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.930005311965942\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.930005311965942\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93096661567688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.931969165802002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.932968139648438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.932968139648438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.932968139648438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.934004545211792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93496561050415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93496561050415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.935967683792114\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93697190284729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93897247314453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93897247314453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93996834754944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.93996834754944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.94096803665161\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.941966772079468\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.94297981262207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.94297981262207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.94396471977234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.945067167282104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.94596791267395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.946012496948242\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.947449445724487\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.947967290878296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.947967290878296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.948973417282104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.94998860359192\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.950350761413574\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.950971841812134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.951971530914307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.951971530914307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.952967643737793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.952967643737793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.953965187072754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.953965187072754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.954999208450317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.955965757369995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.955965757369995\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.95697283744812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.95697283744812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.958001375198364\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.958001375198364\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.9589684009552\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.95996880531311\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.960971117019653\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.962175130844116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.962971448898315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.963965892791748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.965096712112427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.96596622467041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.96596622467041\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.96696448326111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.96696448326111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.96843409538269\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.968969106674194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.968969106674194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.96997308731079\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.970977544784546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.97201156616211\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.973974466323853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.975005865097046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.97608518600464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.976966619491577\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.97798776626587\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.97910451889038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.97999143600464\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.981077909469604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.981993913650513\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.981993913650513\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.98300838470459\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.983968257904053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.983968257904053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.984976530075073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.9864399433136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.986993074417114\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.986993074417114\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.98802161216736\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.988974809646606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.988974809646606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.989969730377197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.990965843200684\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.992010831832886\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.992010831832886\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.99297285079956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.99297285079956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.994009017944336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.994999408721924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.994999408721924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.995968341827393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.995968341827393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.995968341827393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.997064352035522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.997971296310425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.997971296310425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.999234676361084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.999234676361084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n25.99996304512024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.001009702682495\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.001983642578125\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.002968549728394\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.002968549728394\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.00397038459778\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.00397038459778\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.004972457885742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.004972457885742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.007065773010254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.007065773010254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.00797700881958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.00896382331848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.00896382331848\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.010002374649048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.010002374649048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01096749305725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01096749305725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01196551322937\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01296615600586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01296615600586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01405620574951\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01405620574951\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.014966011047363\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.014966011047363\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01602339744568\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.016975164413452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.016975164413452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.016975164413452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01796793937683\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01896858215332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.01896858215332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.020020723342896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.020973443984985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.020973443984985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.022006511688232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.022006511688232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.02300000190735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.023226022720337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.023226022720337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.023966550827026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.023966550827026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.025169849395752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.025969982147217\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.02696418762207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.02696418762207\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.028008460998535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.028008460998535\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.029112815856934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.029112815856934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.030121088027954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.030309200286865\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.031071662902832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.031071662902832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.031962156295776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.031962156295776\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03296709060669\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03398871421814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03498077392578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03498077392578\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03605580329895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03605580329895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03696918487549\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.03696918487549\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.038001537322998\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.038001537322998\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.038963556289673\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.038963556289673\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.040010929107666\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.041041374206543\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.041041374206543\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.041974782943726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.041974782943726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.04304003715515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.04304003715515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.044007062911987\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.044007062911987\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.045108795166016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.045108795166016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.04596209526062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.04596209526062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.04696822166443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.04798173904419\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.04798173904419\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.048970222473145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.048970222473145\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.050005197525024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.050005197525024\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.051095962524414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.051095962524414\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05200433731079\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05200433731079\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05296754837036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05296754837036\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.054022789001465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.054967164993286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.054967164993286\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05601215362549\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05617904663086\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.056967735290527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.056967735290527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.058003902435303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.058003902435303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05896759033203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05896759033203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05997395515442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.05997395515442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.06102752685547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.06224775314331\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.062967538833618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.062967538833618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.062967538833618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.064006328582764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.064006328582764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.065001964569092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.065001964569092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.0660297870636\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.0660297870636\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.0669686794281\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.067967414855957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.067967414855957\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.069141387939453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.069141387939453\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.070003747940063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.070003747940063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.071004152297974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.071004152297974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.072007417678833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.072007417678833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.073004007339478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.073004007339478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.073970794677734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.073970794677734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.07596707344055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.07596707344055\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.077005624771118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.078005075454712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.078005075454712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.079010009765625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.079010009765625\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.08011031150818\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.08011031150818\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.080970764160156\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.081998348236084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.08296489715576\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.083967685699463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.083967685699463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.083967685699463\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.08504605293274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.08504605293274\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.086007118225098\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.08696699142456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.08696699142456\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.087966680526733\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.088972091674805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.090334177017212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.090965747833252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.090965747833252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.09230399131775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.092968225479126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.092968225479126\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.094032764434814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.094967365264893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.094967365264893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.095982551574707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.09796690940857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.09896683692932\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.09896683692932\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.099966049194336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.100963830947876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.100963830947876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.10196542739868\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.103580713272095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.10397243499756\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.104971170425415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.10597038269043\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.106969833374023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.106969833374023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.108098030090332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.108098030090332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.10897135734558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.11012315750122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.11012315750122\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.111008167266846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.11200761795044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.11200761795044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.113038301467896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.113038301467896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.114007472991943\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.1149685382843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.1149685382843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.115975618362427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.11753249168396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.117968320846558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.119142293930054\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.119142293930054\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.119967222213745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.120971202850342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.12200927734375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.12200927734375\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.12296986579895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.124022960662842\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.12496519088745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.12496519088745\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.125969648361206\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.126969814300537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.127965927124023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.127965927124023\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.129004955291748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.129972457885742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.129972457885742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.130966901779175\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.132046699523926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.132046699523926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.132996082305908\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.134007215499878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.134007215499878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.135002374649048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.135002374649048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.13601064682007\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.136969566345215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.137972354888916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.138946056365967\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.13896608352661\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.139999628067017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.139999628067017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.14100217819214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.14100217819214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.142002820968628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.143009424209595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.143009424209595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.143975734710693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.145028829574585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.14600968360901\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.147002935409546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.147002935409546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.148077487945557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.148077487945557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.14898443222046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.1499981880188\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.1499981880188\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.151078701019287\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.152015209197998\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.153059005737305\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.153982400894165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.154213190078735\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.155011892318726\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.15560555458069\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.156009674072266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.15696406364441\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.157975912094116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.158965826034546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.158965826034546\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.16000771522522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.160977840423584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.160977840423584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.162004470825195\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.162970542907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.162970542907715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.163963794708252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.164971113204956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.165971755981445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.16620182991028\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.16700792312622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.167969226837158\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.16896629333496\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.16915726661682\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.170045614242554\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.170329809188843\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.171032190322876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.17197036743164\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.17324662208557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.17396855354309\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.17396855354309\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.17496967315674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.17496967315674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.175965785980225\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.176974058151245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.178101301193237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.178969144821167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.18003797531128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.18097162246704\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.182018518447876\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.182976245880127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.184250116348267\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.18512511253357\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.185978412628174\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.188036918640137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.188979625701904\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.19025993347168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.19133448600769\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.191978216171265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.194025993347168\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.19501495361328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.1962149143219\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.196996450424194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.19898295402527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.199225664138794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.200968265533447\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.202073574066162\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.203391551971436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.203972339630127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.20546579360962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.20698356628418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.2081139087677\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.20898151397705\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.210052967071533\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.211266040802002\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.212098360061646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.214054346084595\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.215262413024902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.216068506240845\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.218056201934814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.21904969215393\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.220057249069214\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.221055030822754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.22204279899597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.22204279899597\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.223185300827026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.223185300827026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.224043607711792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.224043607711792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.225077629089355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.225077629089355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.226046800613403\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.226046800613403\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.22704267501831\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.2280433177948\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.229053020477295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.229053020477295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.230047464370728\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.230047464370728\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.231189250946045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.231189250946045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.232043504714966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.232043504714966\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.233134984970093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.233134984970093\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.234044551849365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.234044551849365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.235047817230225\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.235047817230225\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.236087799072266\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.23704218864441\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.23704218864441\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.238340854644775\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.239047527313232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.239047527313232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.240043878555298\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24104881286621\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24206829071045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24206829071045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24404239654541\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24404239654541\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.245049238204956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24604344367981\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24604344367981\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.247079372406006\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.24804973602295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.249048709869385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.249048709869385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.250044107437134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.250895977020264\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.251044750213623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.25204634666443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.253044605255127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.253044605255127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.2540442943573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.25504159927368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.25604248046875\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.257054805755615\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.25804901123047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.259056568145752\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.26004433631897\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.26004433631897\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.261041164398193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.26204824447632\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.26304864883423\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.26427435874939\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.26504135131836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.266042709350586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.266042709350586\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.267301559448242\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.26803994178772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.269044399261475\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.270044803619385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.27204442024231\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.273057222366333\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.274051666259766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.274051666259766\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.275315523147583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.27605152130127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.27704644203186\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.278052806854248\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.27903985977173\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.27903985977173\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.280093908309937\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.280093908309937\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.281041622161865\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.282040119171143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.283044576644897\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.284050464630127\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.28605580329895\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.287046909332275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.28804349899292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.28804349899292\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.289039850234985\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.290053129196167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.29103970527649\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.29103970527649\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.292407989501953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.292407989501953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.293081998825073\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.294044733047485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.294044733047485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.29504418373108\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.29504418373108\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.296077489852905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.29704451560974\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.298142910003662\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.300573587417603\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.301042318344116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.30205011367798\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.304051637649536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.30505394935608\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.30605411529541\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.30605411529541\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.307173252105713\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.307173252105713\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.308340311050415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.30904221534729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.30904221534729\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.31007218360901\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.311072826385498\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.31406545639038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.31504535675049\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.31604766845703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.31604766845703\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.317056894302368\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.31806230545044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.31906533241272\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32003951072693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32003951072693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32108473777771\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32108473777771\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32234287261963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.323044300079346\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.323044300079346\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32408332824707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.325056552886963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.326242923736572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.326242923736572\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.327041625976562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.328044891357422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.328044891357422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32904291152954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32904291152954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.32904291152954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.330041646957397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.331044912338257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.331044912338257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.33305048942566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.33305048942566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.334105730056763\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.335043907165527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.33608078956604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.33608078956604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.337042808532715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.338047742843628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.339048862457275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.339048862457275\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.34104561805725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.34205389022827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.343042850494385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.34404468536377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.34404468536377\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.34504771232605\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.346047401428223\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.347044944763184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.347044944763184\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.34805178642273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.34805178642273\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.349230766296387\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.350393295288086\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.351044416427612\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.35204768180847\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.35204768180847\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.3530433177948\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.3530433177948\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.354394912719727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.354394912719727\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.355041980743408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.356046676635742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.356046676635742\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.357250928878784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.358044862747192\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.359043836593628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.359043836593628\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.360048532485962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.361152172088623\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.362057209014893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.362057209014893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.36304521560669\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.364046335220337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.364046335220337\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.365049600601196\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.36606192588806\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.367048263549805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.367048263549805\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.368085622787476\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.369064807891846\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.36938762664795\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.370043992996216\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.370043992996216\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.37104296684265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.37104296684265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.372041702270508\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.37305188179016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.37305188179016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.37404727935791\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.37404727935791\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.375072717666626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.375072717666626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.376044511795044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.377054452896118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.377054452896118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.378063678741455\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.37904977798462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38004446029663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38004446029663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38105082511902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.382047176361084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.383044481277466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.383044481277466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.384039878845215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.384039878845215\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38504648208618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38504648208618\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38609266281128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38609266281128\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.387041330337524\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38809561729431\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.38809561729431\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.389044523239136\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.390040636062622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.390040636062622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.391048192977905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.391048192977905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.392048358917236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.392048358917236\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.39304828643799\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.39404320716858\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.395041942596436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.395041942596436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.39704394340515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.39711570739746\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.3980655670166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.3980655670166\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.399043321609497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.399043321609497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.400044918060303\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4020516872406\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.403085470199585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.403085470199585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.404049158096313\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.40504240989685\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.406455278396606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.407108783721924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.408041954040527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.408041954040527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.409039735794067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.409039735794067\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.41007971763611\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.41007971763611\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.411100149154663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4120991230011\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.412189245224\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.413100481033325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.41509771347046\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.416097164154053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.416097164154053\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.417097806930542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.418100357055664\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.419095516204834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.419095516204834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42009997367859\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.420294761657715\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.421101570129395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.421101570129395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.422093391418457\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42310118675232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42310118675232\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42410111427307\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.425103187561035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42609453201294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42609453201294\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.427101850509644\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42810821533203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.42909836769104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.43009352684021\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.431111097335815\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.431251764297485\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.43209719657898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.433094263076782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.433094263076782\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.434093236923218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.434093236923218\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.43509531021118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.43609309196472\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.43709373474121\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.43713355064392\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.438101053237915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.438101053237915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.439104318618774\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.44009256362915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.44009256362915\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4411039352417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.44222903251648\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.44309949874878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.44409680366516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.44409680366516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.445109844207764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.446096897125244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.446096897125244\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.447094440460205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.447094440460205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.448164701461792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.449098587036133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.449098587036133\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.45109510421753\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.45210027694702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.454095602035522\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.45524787902832\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.456180334091187\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.45712447166443\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.458102464675903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.459096670150757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.459096670150757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.460233211517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.460233211517334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.46109914779663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.462093830108643\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.463093757629395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.463093757629395\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.464098691940308\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.46509623527527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.46509623527527\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.467108964920044\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.468118906021118\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.469139099121094\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4700984954834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4700984954834\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.471111536026\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.47231149673462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.47231149673462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.473096132278442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.473096132278442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.474095106124878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.474095106124878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.475093841552734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.476092100143433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.477097034454346\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.47810173034668\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.479125499725342\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.48009753227234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.48110866546631\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.482104539871216\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.482104539871216\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.483094453811646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.484093189239502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.484093189239502\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4851016998291\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.486100435256958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.486100435256958\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.487285614013672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.487285614013672\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.488097190856934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.488097190856934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.48941469192505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.48941469192505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.490095615386963\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4910945892334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.49321722984314\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.495120763778687\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.496095657348633\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.497310161590576\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.498316764831543\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.4991512298584\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.50031304359436\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.501097440719604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.50209403038025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.50309443473816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.503268241882324\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.504093170166016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.505097150802612\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.506093502044678\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.507105350494385\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.50820016860962\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.51009774208069\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.51009774208069\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.511236667633057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5121066570282\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.513179063796997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.513179063796997\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.514092922210693\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.516101598739624\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.51709008216858\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.51709008216858\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.518096208572388\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.51909899711609\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.520095825195312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.520095825195312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.521094799041748\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.522096872329712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.522096872329712\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.523096561431885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.524108171463013\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.526097059249878\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.52709674835205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.52709674835205\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5281822681427\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.52909564971924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.52909564971924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.53009581565857\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.531126737594604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.532094478607178\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.53309726715088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.53309726715088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.534093379974365\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.535112380981445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.536102056503296\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.537614345550537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.53809142112732\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5390944480896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.54009437561035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.541090726852417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.541090726852417\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.542519092559814\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.543588876724243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.544092655181885\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.545091152191162\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.545091152191162\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.546093702316284\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.547094106674194\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.548092365264893\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.550099849700928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.550099849700928\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.55109667778015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.55109667778015\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.552096605300903\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.553096294403076\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.55509853363037\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.556097507476807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.556097507476807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.55732774734497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.558091402053833\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.559091806411743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.559091806411743\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.56009316444397\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.56110644340515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.56209707260132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.56209707260132\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.563318729400635\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5640926361084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5640926361084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.565092086791992\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.566091060638428\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.567091464996338\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.56714963912964\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.56809377670288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.569095134735107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.569095134735107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5700945854187\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.571110248565674\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.57209348678589\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.57209348678589\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.573120832443237\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.574116230010986\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.57509756088257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.576094388961792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.576094388961792\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.57709765434265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.57709765434265\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.578091859817505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.57909393310547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.57909393310547\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58009386062622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58009386062622\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.581192016601562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.581192016601562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.582099676132202\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58309268951416\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58409833908081\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58409833908081\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.585103750228882\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.585103750228882\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58609437942505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58609437942505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.587125062942505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.587125062942505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.58809542655945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.589094877243042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.590100049972534\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.59109401702881\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.59236168861389\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.593092918395996\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.593092918395996\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.59409213066101\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.59409213066101\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.595093250274658\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.59609889984131\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.59609889984131\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.597119331359863\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.597119331359863\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.598098278045654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.598098278045654\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5990993976593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.5990993976593\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.600269317626953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.600269317626953\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.601134777069092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.601134777069092\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.603104829788208\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.604095697402954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.604095697402954\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.605092525482178\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.605092525482178\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.606258153915405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.606258153915405\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.607157707214355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.607157707214355\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.608333826065063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.609112977981567\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.610235452651978\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.611252546310425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.611252546310425\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.61225199699402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.61225199699402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.61325240135193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.61325240135193\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.614320993423462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.614320993423462\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.615251064300537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.616268634796143\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.61725926399231\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.61827325820923\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.61925458908081\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.620254278182983\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.620564937591553\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.621254920959473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.621254920959473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.622251272201538\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.623257637023926\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.624255418777466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.624255418777466\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.62525200843811\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.626262187957764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.626262187957764\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.627257347106934\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.628480911254883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.628480911254883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.629334211349487\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.63026189804077\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.63125228881836\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.632256746292114\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.632256746292114\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.633254766464233\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.634295225143433\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.635256052017212\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.636253356933594\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.638256311416626\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.640255212783813\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.641433715820312\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.64225459098816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.64225459098816\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.643561601638794\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.645267009735107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.6462721824646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.6462721824646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.647263288497925\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.648258447647095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.64851403236389\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.649255990982056\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.650264739990234\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.651267766952515\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.652262210845947\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.65447974205017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.655252933502197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.655252933502197\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.6562602519989\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.657254457473755\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.65828275680542\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.65926241874695\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.660252809524536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.660252809524536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.66125726699829\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.662251234054565\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.66230821609497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.66230821609497\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.663251161575317\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.664255380630493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.664255380630493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.66525149345398\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.666255950927734\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.66725444793701\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.66725444793701\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.668301105499268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.668301105499268\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.669261932373047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.67026376724243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.671286821365356\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.6722891330719\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.673274755477905\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.67425298690796\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.6752986907959\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.6752986907959\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.67625594139099\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.677352905273438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.677352905273438\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.6782546043396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.679258346557617\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.68134379386902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.682255506515503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.682255506515503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.68325424194336\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.684252738952637\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.685256242752075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.685256242752075\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.686256170272827\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.687253713607788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.687253713607788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.68826389312744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.68926501274109\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.68926501274109\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.690251111984253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.690251111984253\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.691345930099487\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.69233727455139\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.693294763565063\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.69433093070984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.69433093070984\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.69525408744812\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.696255445480347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.696255445480347\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.697254180908203\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.69825291633606\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.700254201889038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.700254201889038\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.701307773590088\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.70298671722412\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.703255653381348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.704360961914062\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.70525360107422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.70525360107422\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.706297636032104\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.707294464111328\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.70825457572937\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.709272623062134\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.710254192352295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.710254192352295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.711254835128784\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.712255716323853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.712255716323853\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.713261127471924\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.71425771713257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.7154324054718\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.7154324054718\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.716253757476807\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.717252254486084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.717252254486084\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.718252420425415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.718252420425415\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.719252109527588\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.72025442123413\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.721277236938477\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.722254037857056\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.722254037857056\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.72325563430786\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.7242534160614\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.7242534160614\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.72525453567505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.72525453567505\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.726261138916016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.726261138916016\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.727262258529663\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.728269577026367\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.72936201095581\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.72936201095581\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.730259895324707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.730259895324707\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.73125410079956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.73125410079956\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.732253789901733\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.733253240585327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.733253240585327\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.73446798324585\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.735252857208252\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.736258029937744\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.7377769947052\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.73848605155945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.73848605155945\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.739253044128418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.740251302719116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.740251302719116\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.741272926330566\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.742254495620728\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.74328851699829\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.744260549545288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.7452654838562\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.74625277519226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.74625277519226\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.74725317955017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.74725317955017\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.748263835906982\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.74925994873047\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.750258684158325\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.751257181167603\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.75225305557251\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.75225305557251\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.75325345993042\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.75425148010254\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.755258321762085\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.756516695022583\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.75725483894348\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.758261680603027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.759340286254883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.759340286254883\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.76043176651001\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.761259078979492\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.761259078979492\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.762255668640137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.762255668640137\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.763254404067993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.763254404067993\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.76425838470459\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.765257358551025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.76626181602478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.76626181602478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.767263650894165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.768253803253174\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.76938557624817\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.77025532722473\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.771260023117065\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.77225399017334\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.773254871368408\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.774327993392944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.774327993392944\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.775468349456787\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.776257514953613\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.776257514953613\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.77729058265686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.77729058265686\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.7783522605896\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.779257774353027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.779257774353027\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78033137321472\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78033137321472\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.781256198883057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.781256198883057\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78228259086609\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78228259086609\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.783267974853516\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78525733947754\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.786253690719604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.786253690719604\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.787253379821777\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78825354576111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78825354576111\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.78925395011902\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79025912284851\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79025912284851\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.791263103485107\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.792253017425537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.792253017425537\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79325246810913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79325246810913\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.794251918792725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.794251918792725\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.795252799987793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.795252799987793\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79625630378723\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.797250986099243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.797250986099243\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79826068878174\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79848074913025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79925227165222\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.79925227165222\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.800285577774048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.800285577774048\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.80125093460083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.80125093460083\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.802250623703003\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.80230140686035\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.80325698852539\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.80325698852539\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.804264307022095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.804264307022095\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.805256128311157\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.805256128311157\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.806256771087646\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.807260990142822\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.807260990142822\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.808252573013306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.808252573013306\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.809253454208374\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.810254335403442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.810254335403442\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.81125521659851\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.812256574630737\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.812256574630737\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.813591957092285\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.81425428390503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.81425428390503\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.815253257751465\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.815378427505493\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8162522315979\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.817258596420288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.817258596420288\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8182532787323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8182532787323\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.819254398345947\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.819254398345947\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.82025456428528\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.82025456428528\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.821271419525146\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.82225465774536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.82225465774536\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.823254585266113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.823254585266113\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.824251651763916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.824251651763916\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.826252698898315\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.827251434326172\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.827251434326172\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.827251434326172\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.828254461288452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.828254461288452\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.829251050949097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.829251050949097\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.830541610717773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.830541610717773\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.831254959106445\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.832263469696045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8332576751709\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8332576751709\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.83425545692444\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.83425545692444\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.835254192352295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.835254192352295\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.836257219314575\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.836257219314575\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.83725619316101\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.838258028030396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.838258028030396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.83925771713257\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.840261697769165\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.841254949569702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.841254949569702\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84225344657898\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84325337409973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84325337409973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84325337409973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.844252347946167\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.845253944396973\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84633779525757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84633779525757\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84725260734558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.84725260734558\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.848265171051025\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.849255800247192\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.850252151489258\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.850252151489258\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.85125207901001\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.85125207901001\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.853269338607788\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.854254007339478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.854254007339478\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.855253219604492\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.855253219604492\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.856253623962402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.856253623962402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.85732865333557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.85732865333557\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.858454942703247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.858454942703247\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.85926342010498\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.860337734222412\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.860337734222412\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.861251831054688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.861251831054688\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.86225199699402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.86225199699402\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.86325478553772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.86325478553772\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.864253044128418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.864253044128418\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.865258932113647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.865258932113647\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.866254329681396\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.86729645729065\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.86729645729065\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.86825394630432\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.869293451309204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.869293451309204\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8702552318573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8702552318573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.8702552318573\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.87161612510681\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.872258186340332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.872258186340332\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.87325620651245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.87325620651245\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.874255657196045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.874255657196045\ncurrent transaction is aborted, commands ignored until end of transaction block\n\n26.875293731689453\n1637452739.1762984\ntime taken to load the data is 26.875293731689453 seconds\n" ] ] ]

[ "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code" ]

[ [ "markdown" ], [ "code" ], [ "markdown" ], [ "code", "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code", "code", "code", "code", "code", "code", "code", "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "import numpy as np\nfrom sklearn.datasets import fetch_olivetti_faces\nimport matplotlib.pyplot as plt\n\nnp.random.seed(42)\n%matplotlib inline", "_____no_output_____" ], [ "data = fetch_olivetti_faces()\nx = data.data\ny = data.target", "_____no_output_____" ], [ "print(x.shape)\nprint(y.shape)", "(400, 4096)\n(400,)\n" ], [ "plt.imshow(x[0].reshape(64, 64), cmap='gray')", "_____no_output_____" ], [ "# Looking on a random set of images\nfig = plt.figure(figsize=(9, 9))\ncols = 4\nrows = 5\nfor ind in range(1, cols*rows+1):\n img = x[np.random.randint(x.shape[0])].reshape(64, 64)\n fig.add_subplot(rows, cols, ind)\n plt.imshow(img, cmap='gray')\n plt.axis(\"off\")\nplt.show()", "_____no_output_____" ], [ "x.shape", "_____no_output_____" ], [ "# Splitting into train and test set and having equal proportions\nfrom sklearn.model_selection import StratifiedShuffleSplit\n\nsplit_test = StratifiedShuffleSplit(n_splits=1, test_size=0.1, random_state=42)\nfor train_valid_ind, test_ind in split_test.split(x, y):\n x_train_valid, x_test = x[train_valid_ind], x[test_ind]\n y_train_valid, y_test = y[train_valid_ind], y[test_ind]\n\nsplit_valid = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\nfor train_ind, valid_ind in split_valid.split(x_train_valid, y_train_valid):\n x_train, x_valid = x_train_valid[train_ind], x_train_valid[valid_ind]\n y_train, y_valid = y_train_valid[train_ind], y_train_valid[valid_ind]", "_____no_output_____" ] ], [ [ "### PCA Reduction", "_____no_output_____" ] ], [ [ "from sklearn.decomposition import PCA\n\npca = PCA(n_components=0.99)\nx_train_pca = pca.fit_transform(x_train)\nx_valid_pca = pca.transform(x_valid)", "_____no_output_____" ], [ "def plot_faces(faces, label, n_rows = 4, n_cols = 5): \n plt.figure(figsize=(8, 5))\n for index, (face, label) in enumerate(zip(faces, label)):\n plt.subplot(n_rows, n_cols, index+1)\n plt.imshow(face.reshape(64, 64), cmap='gray')\n plt.axis(\"off\")\n plt.title(label)\n plt.show()", "_____no_output_____" ] ], [ [ "### Modifying Images ", "_____no_output_____" ] ], [ [ "from scipy import ndimage\n\n# rotated, flipped and darkened the images\n# flipping and darkening has been used from solution as turned out to be easier\nx_transformed = []\nfor face in x_train[:20]:\n transform = ndimage.rotate(face.reshape(64, 64), angle=np.random.choice([90, 180]),\n mode='constant')[:,::-1]\n transform[:, 1:-1] *= np.random.choice([1, 0.3])\n x_transformed.append(transform)\n \nx_transformed = np.array(x_transformed)", "_____no_output_____" ], [ "def error(pca, x):\n x_pca = pca.transform(x)\n x_reconstruct = pca.inverse_transform(x_pca)\n return np.square(x_reconstruct - x).mean(axis=-1)", "_____no_output_____" ], [ "error(pca, x_train[:20]).mean()", "_____no_output_____" ], [ "error(pca, x_transformed.reshape(-1, 4096)).mean()", "_____no_output_____" ] ], [ [ "### The reconstruction error is not large", "_____no_output_____" ] ], [ [ "plot_faces(x_transformed, y_train[:20])", "_____no_output_____" ], [ "x_transformed_pca = pca.transform(x_transformed.reshape(-1, 4096))\nplot_faces(pca.inverse_transform(x_transformed_pca), y_train[:20])", "_____no_output_____" ] ], [ [ "### All reconstructed images look similar as pca one type of alignment of the face but the transformed images have varying alignments", "_____no_output_____" ] ] ]

[ "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown" ]

[ [ "code", "code", "code", "code", "code", "code", "code" ], [ "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code", "code", "code", "code" ], [ "markdown" ], [ "code", "code" ], [ "markdown" ] ]

[ "BSD-3-Clause" ]

[ "BSD-3-Clause" ]

[ "BSD-3-Clause" ]

[ [ [ "%matplotlib inline", "_____no_output_____" ] ], [ [ "\nCreating Extensions Using numpy and scipy\n=========================================\n**Author**: `Adam Paszke <https://github.com/apaszke>`_\n\n**Updated by**: `Adam Dziedzic <https://github.com/adam-dziedzic>`_\n\nIn this tutorial, we shall go through two tasks:\n\n1. Create a neural network layer with no parameters.\n\n - This calls into **numpy** as part of its implementation\n\n2. Create a neural network layer that has learnable weights\n\n - This calls into **SciPy** as part of its implementation\n", "_____no_output_____" ] ], [ [ "import torch\nfrom torch.autograd import Function", "_____no_output_____" ] ], [ [ "Parameter-less example\n----------------------\n\nThis layer doesn’t particularly do anything useful or mathematically\ncorrect.\n\nIt is aptly named BadFFTFunction\n\n**Layer Implementation**\n\n", "_____no_output_____" ] ], [ [ "from numpy.fft import rfft2, irfft2\n\n\nclass BadFFTFunction(Function):\n @staticmethod\n def forward(ctx, input):\n numpy_input = input.detach().numpy()\n result = abs(rfft2(numpy_input))\n return input.new(result)\n\n @staticmethod\n def backward(ctx, grad_output):\n numpy_go = grad_output.numpy()\n result = irfft2(numpy_go)\n return grad_output.new(result)\n\n# since this layer does not have any parameters, we can\n# simply declare this as a function, rather than as an nn.Module class\n\n\ndef incorrect_fft(input):\n return BadFFTFunction.apply(input)", "_____no_output_____" ] ], [ [ "**Example usage of the created layer:**\n\n", "_____no_output_____" ] ], [ [ "input = torch.randn(8, 8, requires_grad=True)\nresult = incorrect_fft(input)\nprint(result)\nresult.backward(torch.randn(result.size()))\nprint(input)", "_____no_output_____" ] ], [ [ "Parametrized example\n--------------------\n\nIn deep learning literature, this layer is confusingly referred\nto as convolution while the actual operation is cross-correlation\n(the only difference is that filter is flipped for convolution,\nwhich is not the case for cross-correlation).\n\nImplementation of a layer with learnable weights, where cross-correlation\nhas a filter (kernel) that represents weights.\n\nThe backward pass computes the gradient wrt the input and the gradient wrt the filter.\n\n", "_____no_output_____" ] ], [ [ "from numpy import flip\nimport numpy as np\nfrom scipy.signal import convolve2d, correlate2d\nfrom torch.nn.modules.module import Module\nfrom torch.nn.parameter import Parameter\n\n\nclass ScipyConv2dFunction(Function):\n @staticmethod\n def forward(ctx, input, filter, bias):\n # detach so we can cast to NumPy\n input, filter, bias = input.detach(), filter.detach(), bias.detach()\n result = correlate2d(input.numpy(), filter.numpy(), mode='valid')\n result += bias.numpy()\n ctx.save_for_backward(input, filter, bias)\n return torch.as_tensor(result, dtype=input.dtype)\n\n @staticmethod\n def backward(ctx, grad_output):\n grad_output = grad_output.detach()\n input, filter, bias = ctx.saved_tensors\n grad_output = grad_output.numpy()\n grad_bias = np.sum(grad_output, keepdims=True)\n grad_input = convolve2d(grad_output, filter.numpy(), mode='full')\n # the previous line can be expressed equivalently as:\n # grad_input = correlate2d(grad_output, flip(flip(filter.numpy(), axis=0), axis=1), mode='full')\n grad_filter = correlate2d(input.numpy(), grad_output, mode='valid')\n return torch.from_numpy(grad_input), torch.from_numpy(grad_filter).to(torch.float), torch.from_numpy(grad_bias).to(torch.float)\n\n\nclass ScipyConv2d(Module):\n def __init__(self, filter_width, filter_height):\n super(ScipyConv2d, self).__init__()\n self.filter = Parameter(torch.randn(filter_width, filter_height))\n self.bias = Parameter(torch.randn(1, 1))\n\n def forward(self, input):\n return ScipyConv2dFunction.apply(input, self.filter, self.bias)", "_____no_output_____" ] ], [ [ "**Example usage:**\n\n", "_____no_output_____" ] ], [ [ "module = ScipyConv2d(3, 3)\nprint(\"Filter and bias: \", list(module.parameters()))\ninput = torch.randn(10, 10, requires_grad=True)\noutput = module(input)\nprint(\"Output from the convolution: \", output)\noutput.backward(torch.randn(8, 8))\nprint(\"Gradient for the input map: \", input.grad)", "_____no_output_____" ] ], [ [ "**Check the gradients:**\n\n", "_____no_output_____" ] ], [ [ "from torch.autograd.gradcheck import gradcheck\n\nmoduleConv = ScipyConv2d(3, 3)\n\ninput = [torch.randn(20, 20, dtype=torch.double, requires_grad=True)]\ntest = gradcheck(moduleConv, input, eps=1e-6, atol=1e-4)\nprint(\"Are the gradients correct: \", test)", "_____no_output_____" ] ] ]

[ "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code" ]

[ [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "##### Copyright 2018 The TensorFlow Authors.\n\nLicensed under the Apache License, Version 2.0 (the \"License\");", "_____no_output_____" ] ], [ [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\"); { display-mode: \"form\" }\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# https://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.", "_____no_output_____" ] ], [ [ "# TensorFlow 2.0 での tf.function と AutoGraph", "_____no_output_____" ], [ "<table class=\"tfo-notebook-buttons\" align=\"left\">\n <td>\n <a target=\"_blank\" href=\"https://www.tensorflow.org/beta/guide/autograph\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n </td>\n <td>\n <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/docs/blob/master/site/ja/beta/guide/autograph.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n </td>\n <td>\n <a target=\"_blank\" href=\"https://github.com/tensorflow/docs/blob/master/site/ja/beta/guide/autograph.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n </td>\n</table>", "_____no_output_____" ], [ "Note: これらのドキュメントは私たちTensorFlowコミュニティが翻訳したものです。コミュニティによる 翻訳は**ベストエフォート**であるため、この翻訳が正確であることや[英語の公式ドキュメント](https://www.tensorflow.org/?hl=en)の 最新の状態を反映したものであることを保証することはできません。 この翻訳の品質を向上させるためのご意見をお持ちの方は、GitHubリポジトリ[tensorflow/docs](https://github.com/tensorflow/docs)にプルリクエストをお送りください。 コミュニティによる翻訳やレビューに参加していただける方は、 [[email protected] メーリングリスト](https://groups.google.com/a/tensorflow.org/forum/#!forum/docs-ja)にご連絡ください。", "_____no_output_____" ], [ "TensorFlow 2.0 では Eager Execution の使いやすさとTensorFlow 1.0 のパワーとを同時に提供します。この統合の中核となるのは `tf.function` です。これは Python の構文のサブセットを移植可能でハイパフォーマンスな TensorFlow のグラフに変換します。\n\n`tf.function`の魅力的な特徴に AutoGraph があります。これはグラフを Python の構文そのものを用いて記述できるようにします。\nAutoGraph で利用可能な Python の機能の一覧は、[AutoGraph Capabilities and Limitations (Autograph の性能と制限事項)](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/autograph/LIMITATIONS.md) で確認できます。また、`tf.function`の詳細については RFC [TF 2.0: Functions, not Sessions](https://github.com/tensorflow/community/blob/master/rfcs/20180918-functions-not-sessions-20.md) を参照してください。AutoGraph の詳細については `tf.autograph` を参照してください。\n\nこのチュートリアルでは `tf.function` と AutoGraph の基本的な特徴についてひととおり確認します。", "_____no_output_____" ], [ "## セットアップ\n\nTensorFlow 2.0 Preview Nightly をインポートして、TF 2.0 モードを有効にしてください。", "_____no_output_____" ] ], [ [ "from __future__ import absolute_import, division, print_function, unicode_literals\nimport numpy as np", "_____no_output_____" ], [ "!pip install tensorflow==2.0.0-beta1\nimport tensorflow as tf", "_____no_output_____" ] ], [ [ "## `tf.function` デコレータ\n\n`tf.function`を用いてある関数にアノテーションを付けたとしても、一般の関数と変わらずに呼び出せます。一方、実行時にはその関数はグラフへとコンパイルされます。これにより、より高速な実行や、 GPU や TPU での実行、SavedModel へのエクスポートといった利点が得られます。", "_____no_output_____" ] ], [ [ "@tf.function\ndef simple_nn_layer(x, y):\n return tf.nn.relu(tf.matmul(x, y))\n\n\nx = tf.random.uniform((3, 3))\ny = tf.random.uniform((3, 3))\n\nsimple_nn_layer(x, y)", "_____no_output_____" ] ], [ [ "アノテーションの結果を調べてみると、 TensorFlow ランタイムとのやり取りのすべてを処理する特別な呼び出し可能オブジェクトを確認できます。 ", "_____no_output_____" ] ], [ [ "simple_nn_layer", "_____no_output_____" ] ], [ [ "記述したコードで複数の関数を利用していたとしても、すべての関数にアノテーションを付ける必要はありません。アノテーションをつけた関数から呼び出されるすべての関数は、グラフモードで実行されます。", "_____no_output_____" ] ], [ [ "def linear_layer(x):\n return 2 * x + 1\n\n\[email protected]\ndef deep_net(x):\n return tf.nn.relu(linear_layer(x))\n\n\ndeep_net(tf.constant((1, 2, 3)))", "_____no_output_____" ] ], [ [ "グラフが大量の軽量な演算から構成される場合、関数は Eager Execution で実行するコードよりも高速になる場合があります。しかし、 graph が少量の (畳み込み演算のような) 計算に時間のかかる演算からなる場合、高速化はそれほど見込めないでしょう。", "_____no_output_____" ] ], [ [ "import timeit\nconv_layer = tf.keras.layers.Conv2D(100, 3)\n\[email protected]\ndef conv_fn(image):\n return conv_layer(image)\n\nimage = tf.zeros([1, 200, 200, 100])\n# warm up\nconv_layer(image); conv_fn(image)\nprint(\"Eager conv:\", timeit.timeit(lambda: conv_layer(image), number=10))\nprint(\"Function conv:\", timeit.timeit(lambda: conv_fn(image), number=10))\nprint(\"Note how there's not much difference in performance for convolutions\")\n", "_____no_output_____" ], [ "lstm_cell = tf.keras.layers.LSTMCell(10)\n\[email protected]\ndef lstm_fn(input, state):\n return lstm_cell(input, state)\n\ninput = tf.zeros([10, 10])\nstate = [tf.zeros([10, 10])] * 2\n# warm up\nlstm_cell(input, state); lstm_fn(input, state)\nprint(\"eager lstm:\", timeit.timeit(lambda: lstm_cell(input, state), number=10))\nprint(\"function lstm:\", timeit.timeit(lambda: lstm_fn(input, state), number=10))\n", "_____no_output_____" ] ], [ [ "## Python の制御フローの利用\n\n`tf.function`の内部でデータに依存した制御フローを用いる場合、Pythonの制御フロー構文を用いることができます。AutoGraph はそれらの構文を TensorFlow の Ops に書き換えます。たとえば、 `Tensor` に依存する `if` 文は、`tf.cond()` に変換されます。\n\n次の例では `x` は `Tensor` です。ですが、 `if` 文は期待するどおりに動作しています。", "_____no_output_____" ] ], [ [ "@tf.function\ndef square_if_positive(x):\n if x > 0:\n x = x * x\n else:\n x = 0\n return x\n\n\nprint('square_if_positive(2) = {}'.format(square_if_positive(tf.constant(2))))\nprint('square_if_positive(-2) = {}'.format(square_if_positive(tf.constant(-2))))", "_____no_output_____" ] ], [ [ "Note: この例ではスカラー値を用いた単純な条件を用いています。実利用する場合、典型的には<a href=\"#batching\">バッチ処理</a>が用いられます。", "_____no_output_____" ], [ "AutoGraph は `while`, `for`, `if`, `break`, `continue`, `return` といった典型的なPythonの構文をサポートしています。また、これらを入れ子にして利用する場合もサポートしています。つまり、`Tensor`を返す式を`while` 文や `if` 文の条件式として用いることが可能です。また、`for` 文で `Tensor` の要素に渡って反復することも可能です。", "_____no_output_____" ] ], [ [ "@tf.function\ndef sum_even(items):\n s = 0\n for c in items:\n if c % 2 > 0:\n print(c)\n continue\n s += c\n return s\n\n\nsum_even(tf.constant([10, 12, 15, 20]))", "_____no_output_____" ] ], [ [ "より高度な使い方をするユーザーのために、AutoGraph は低レベルAPIも提供しています。次の例では AutoGraph が生成したコードを確認できます。", "_____no_output_____" ] ], [ [ "print(tf.autograph.to_code(sum_even.python_function))", "_____no_output_____" ] ], [ [ "次はより複雑な制御フローの例です。", "_____no_output_____" ] ], [ [ "@tf.function\ndef fizzbuzz(n):\n msg = tf.constant('')\n for i in tf.range(n):\n if tf.equal(i % 3, 0):\n tf.print('Fizz')\n elif tf.equal(i % 5, 0):\n tf.print('Buzz')\n else:\n tf.print(i)\n\nfizzbuzz(tf.constant(15))", "_____no_output_____" ] ], [ [ "## Keras での AutoGraph の利用\n\n`tf.function` はオブジェクトのメソッドに対しても利用できます。たとえば、カスタムしたKeras モデルにデコレーターを適用できます、典型的には `call` 関数にアノテーションを付けることで実現できるでしょう。より詳細が必要な場合、`tf.keras` を確認してください。", "_____no_output_____" ] ], [ [ "class CustomModel(tf.keras.models.Model):\n\n @tf.function\n def call(self, input_data):\n if tf.reduce_mean(input_data) > 0:\n return input_data\n else:\n return input_data // 2\n\n\nmodel = CustomModel()\n\nmodel(tf.constant([-2, -4]))", "_____no_output_____" ] ], [ [ "## 副作用\n\nEager モードのように、通常の場合 `tf.function` の中で、`tf.assign` や `tf.print` といった副作用のある命令を実行できます。また、実行時の順序を保つために、処理順について必要な依存関係を書き加えます。", "_____no_output_____" ] ], [ [ "v = tf.Variable(5)\n\[email protected]\ndef find_next_odd():\n v.assign(v + 1)\n if tf.equal(v % 2, 0):\n v.assign(v + 1)\n\n\nfind_next_odd()\nv", "_____no_output_____" ] ], [ [ "## 例: シンプルなモデルの学習\n\nAutoGraph はこれまで見てきたよりもずっと多くの演算を TensorFlow の内部で実行できます。たとえば、学習のためのループ処理は単に制御フローなので、実際にそれを TensorFlow に持ち込んで処理できます。", "_____no_output_____" ], [ "### データのダウンロード", "_____no_output_____" ] ], [ [ "def prepare_mnist_features_and_labels(x, y):\n x = tf.cast(x, tf.float32) / 255.0\n y = tf.cast(y, tf.int64)\n return x, y\n\ndef mnist_dataset():\n (x, y), _ = tf.keras.datasets.mnist.load_data()\n ds = tf.data.Dataset.from_tensor_slices((x, y))\n ds = ds.map(prepare_mnist_features_and_labels)\n ds = ds.take(20000).shuffle(20000).batch(100)\n return ds\n\ntrain_dataset = mnist_dataset()", "_____no_output_____" ] ], [ [ "### モデルの定義", "_____no_output_____" ] ], [ [ "model = tf.keras.Sequential((\n tf.keras.layers.Reshape(target_shape=(28 * 28,), input_shape=(28, 28)),\n tf.keras.layers.Dense(100, activation='relu'),\n tf.keras.layers.Dense(100, activation='relu'),\n tf.keras.layers.Dense(10)))\nmodel.build()\noptimizer = tf.keras.optimizers.Adam()", "_____no_output_____" ] ], [ [ "### 学習のためのループ処理の定義", "_____no_output_____" ] ], [ [ "compute_loss = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True)\n\ncompute_accuracy = tf.keras.metrics.SparseCategoricalAccuracy()\n\n\ndef train_one_step(model, optimizer, x, y):\n with tf.GradientTape() as tape:\n logits = model(x)\n loss = compute_loss(y, logits)\n\n grads = tape.gradient(loss, model.trainable_variables)\n optimizer.apply_gradients(zip(grads, model.trainable_variables))\n\n compute_accuracy(y, logits)\n return loss\n\n\[email protected]\ndef train(model, optimizer):\n train_ds = mnist_dataset()\n step = 0\n loss = 0.0\n accuracy = 0.0\n for x, y in train_ds:\n step += 1\n loss = train_one_step(model, optimizer, x, y)\n if tf.equal(step % 10, 0):\n tf.print('Step', step, ': loss', loss, '; accuracy', compute_accuracy.result())\n return step, loss, accuracy\n\nstep, loss, accuracy = train(model, optimizer)\nprint('Final step', step, ': loss', loss, '; accuracy', compute_accuracy.result())", "_____no_output_____" ] ], [ [ "## バッチ処理\n\n実際のアプリケーションにおいて、処理をバッチにまとめることはパフォーマンスの観点から重要です。AutoGraphを用いるのにもっとも適しているコードは、制御フローを _バッチ_ の単位で決定するようなコードです。もし、個々の _要素_ の単位で制御を決定する場合、パフォーマンスを保つために batch API を試してみてください。\n\n一例として、次の Python コードががあったとします。", "_____no_output_____" ] ], [ [ "def square_if_positive(x):\n return [i ** 2 if i > 0 else i for i in x]\n\n\nsquare_if_positive(range(-5, 5))", "_____no_output_____" ] ], [ [ "TensorFlowに同等の処理を行わせる場合、次のように記述したくなるかもしれません。 (これは実際には動作します!)", "_____no_output_____" ] ], [ [ "@tf.function\ndef square_if_positive_naive(x):\n result = tf.TensorArray(tf.int32, size=x.shape[0])\n for i in tf.range(x.shape[0]):\n if x[i] > 0:\n result = result.write(i, x[i] ** 2)\n else:\n result = result.write(i, x[i])\n return result.stack()\n\n\nsquare_if_positive_naive(tf.range(-5, 5))", "_____no_output_____" ] ], [ [ "しかし、この場合、次のように書くこともできます。", "_____no_output_____" ] ], [ [ "def square_if_positive_vectorized(x):\n return tf.where(x > 0, x ** 2, x)\n\n\nsquare_if_positive_vectorized(tf.range(-5, 5))", "_____no_output_____" ] ] ]

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[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "# SageMaker Pipelines to Train a BERT-Based Text Classifier\n\nIn this lab, we will do the following:\n* Define a set of Workflow Parameters that can be used to parametrize a Workflow Pipeline\n* Define a Processing step that performs cleaning and feature engineering, splitting the input data into train and test data sets\n* Define a Training step that trains a model on the pre-processed train data set\n* Define a Processing step that evaluates the trained model's performance on the test data set\n* Define a Register Model step that creates a model package from the estimator and model artifacts used in training\n* Define a Conditional step that measures a condition based on output from prior steps and conditionally executes the Register Model step\n* Define and create a Pipeline in a Workflow DAG, with the defined parameters and steps defined\n* Start a Pipeline execution and wait for execution to complete", "_____no_output_____" ], [ "# Terminology\n\nAmazon SageMaker Pipelines support the following steps:\n\n* Pipelines - A Directed Acyclic Graph of steps and conditions to orchestrate SageMaker jobs and resource creation.\n* Processing Job steps - A simplified, managed experience on SageMaker to run data processing workloads, such as feature engineering, data validation, model evaluation, and model interpretation.\n* Training Job steps - An iterative process that teaches a model to make predictions by presenting examples from a training dataset.\n* Conditional step execution - Provides conditional execution of branches in a pipeline.\n* Registering Models - Creates a model package resource in the Model Registry that can be used to create deployable models in Amazon SageMaker.\n* Parametrized Pipeline executions - Allows pipeline executions to vary by supplied parameters.\n* Transform Job steps - A batch transform to preprocess datasets to remove noise or bias that interferes with training or inference from your dataset, get inferences from large datasets, and run inference when you don't need a persistent endpoint.", "_____no_output_____" ], [ "# Our BERT Pipeline\n\nIn the Processing Step, we perform Feature Engineering to create BERT embeddings from the `review_body` text using the pre-trained BERT model, and split the dataset into train, validation and test files. To optimize for Tensorflow training, we saved the files in TFRecord format. \n\nIn the Training Step, we fine-tune the BERT model to our Customer Reviews Dataset and add a new classification layer to predict the `star_rating` for a given `review_body`.\n\nIn the Evaluation Step, we take the trained model and a test dataset as input, and produce a JSON file containing classification evaluation metrics.\n\nIn the Condition Step, we decide whether to register this model if the accuracy of the model, as determined by our evaluation step exceeded some value. \n\n\n\nThe pipeline that we create follows a typical Machine Learning Application pattern of pre-processing, training, evaluation, and model registration:\n\n", "_____no_output_____" ], [ "# Release Resources", "_____no_output_____" ] ], [ [ "%%html\n\n<p><b>Shutting down your kernel for this notebook to release resources.</b></p>\n<button class=\"sm-command-button\" data-commandlinker-command=\"kernelmenu:shutdown\" style=\"display:none;\">Shutdown Kernel</button>\n\n<script>\ntry {\n els = document.getElementsByClassName(\"sm-command-button\");\n els[0].click();\n}\ncatch(err) {\n // NoOp\n} \n</script>", "_____no_output_____" ], [ "%%javascript\n\ntry {\n Jupyter.notebook.save_checkpoint();\n Jupyter.notebook.session.delete();\n}\ncatch(err) {\n // NoOp\n}", "_____no_output_____" ] ] ]

[ "markdown", "code" ]

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[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "#These dictionaries describe the local hour of the satellite\nlocal_times = {\"aquaDay\":\"13:30\",\n \"terraDay\":\"10:30\",\n \"terraNight\":\"22:30\",\n \"aquaNight\":\"01:30\"\n }\n# and are used to load the correct file for dealing with the date-line.\nmin_hours = {\"aquaDay\":2,\n \"terraDay\":-1,\n \"aquaNight\":-1,\n \"terraNight\":11}\nmax_hours = {\"aquaDay\":24,\n \"terraDay\":22,\n \"aquaNight\":13,\n \"terraNight\":24}", "_____no_output_____" ], [ "import xarray as xr\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt", "_____no_output_____" ], [ "#Data loader for the satellite data,\n#returns a complete global map (regular lat-lon)\n#but sparsely filled, with only one stripe of data\n#showing where the satellite passed that hour\ndef get_satellite_slice(date : str,\n utc_hour : int,\n satellite='aquaDay',\n latitude_bound = None #Recommend only using |lat| < 70 degrees\n ):\n #Due to crossing of the datetime, some times will be saved different date\n if utc_hour < min_hours[satellite]:\n file_date = str((np.datetime64(date) - np.timedelta64(1,'D')))\n elif utc_hour > max_hours[satellite]:\n file_date = str((np.datetime64(date) + np.timedelta64(1,'D')))\n else:\n file_date = date\n \n #print ('the UTC hour is', utc_hour)\n #print ('the file date is', file_date)\n #Open .tif file\n sat_xr = xr.open_rasterio(f'{satellite_folder}/{satellite}_errorGTE03K_04km_{file_date}.tif')\n #Rename spatial dimensions\n sat_xr = sat_xr.rename({'x':'longitude','y':'latitude'})\n \n #Create time delta to change local to UTC\n time_delta = pd.to_timedelta(sat_xr.longitude.data/15,unit='H') \n \n #Convert local satellite time to UTC and round to nearest hour\n time = (pd.to_datetime([file_date + \" \" + \"13:30\"]*time_delta.shape[0]) - time_delta).round('H')\n \n #display(time)\n #print(time)\n #Select desired hour\n \n dt = np.datetime64(f'{date} {utc_hour:02}:00:00')\n right_time = np.expand_dims(time == dt,axis=(0,1))\n \n \n #print ('right time', right_time.sum())\n if right_time.sum() == 0:\n print(\"Warning: Correct time not found in dataset, likely problem in file selection\")\n #Make subset\n subset = np.logical_and(np.isfinite(sat_xr),right_time)\n if subset.sum() == 0:\n print(f\"Warning: No valid data found for {date} {utc_hour:02}h\")\n if latitude_bound is not None:\n #print(f\"Subsetting < {latitude_bound}\")\n subset = np.logical_and(subset,np.expand_dims(np.abs(sat_xr.latitude) < latitude_bound,axis=(0,-1)))\n #Select valid data\n test_subset = sat_xr.where(subset).load()\n sat_xr.close()\n sat_xr = None\n #display(test_subset)\n #display(test_subset[0,::-1,:])\n #display(test_subset.squeeze('band'))\n \n \n return test_subset[0,::-1,:]", "_____no_output_____" ], [ "satellite_folder = '/network/group/aopp/predict/TIP016_PAXTON_RPSPEEDY/ML4L/ECMWF_files/raw/'\ntest_data = get_satellite_slice('2018-01-03',11,latitude_bound=70)", "_____no_output_____" ], [ "plt.figure(dpi=200)\n#Make grid for plotting purposes\nxv, yv = np.meshgrid(test_data.longitude, test_data.latitude, indexing='xy')\n#Contour plot\nplt.contourf(xv,yv,test_data,levels=np.arange(230,320,10))\nplt.xlim(0,100)\nplt.ylim(-80,-60)\n\n\nplt.colorbar()", "_____no_output_____" ], [ "blob = [True,False]", "_____no_output_____" ], [ "sum(blob)", "_____no_output_____" ], [ "def get_era_data(date : str,\n utc_hour : int,\n field = 't2m'):\n\n print ('date = ', '_'.join(date.split('-')))\n month = '_'.join(date.split('-')[:-1])\n \n print ('month', month)\n \n ds_era = xr.open_dataset(f'{era_folder}/sfc_unstructured_{month}.grib',engine='cfgrib')\n #Grab correct field\n da = ds_era[field]\n #\n time_str = f\"{date} {utc_hour:02}:00:00\" \n print (time_str)\n da = da.sel(time=time_str)\n #Relabel longitude coordinate to be consistent with MODIS\n da = da.assign_coords({\"longitude\": (((da.longitude + 180) % 360) - 180)})\n \n #Load data, perhaps this is too early?\n da = da.load()\n \n #Close file, attempt to not have memory leaks\n ds_era.close()\n ds_era = None\n return da", "_____no_output_____" ], [ "era_folder = '/network/group/aopp/predict/TIP016_PAXTON_RPSPEEDY/ML4L/ECMWF_files/raw/'\nda = get_era_data('2019-01-01',10)", "Ignoring index file '/network/group/aopp/predict/TIP016_PAXTON_RPSPEEDY/ML4L/ECMWF_files/raw//sfc_unstructured_2019_01.grib.923a8.idx' incompatible with GRIB file\n" ] ], [ [ "---", "_____no_output_____" ] ], [ [ "root = '/network/group/aopp/predict/TIP016_PAXTON_RPSPEEDY/ML4L/ECMWF_files/raw/'\nf = 'aquaDay_errorGTE03K_04km_2019-01-01.tif'\n\nsat_xr = xr.open_rasterio(root+f) #load the temperature data array", "_____no_output_____" ], [ "sat_xr = sat_xr.rename({'x':'longitude','y':'latitude'})", "_____no_output_____" ], [ "time_delta = pd.to_timedelta(sat_xr.longitude.data/15,unit='H') ", "_____no_output_____" ], [ "file_date = '2019-01-01'\nlocal_times = \"13:30\"\ntime = (pd.to_datetime([file_date + \" \" + local_times]*time_delta.shape[0]) - time_delta).round('H')", "_____no_output_____" ], [ "time", "_____no_output_____" ], [ "#Select desired hour\ndate = '2019-01-01'\nutc_hour = 10\ndt = np.datetime64(f'{date} {utc_hour:02}:00:00')\nright_time = np.expand_dims(time == dt,axis=(0,1))\nif right_time.sum() == 0:\n print(\"Warning: Correct time not found in dataset, likely problem in file selection\")\n#Make subset\nsubset = np.logical_and(np.isfinite(sat_xr),right_time)", "_____no_output_____" ], [ "subset", "_____no_output_____" ] ] ]

[ "code", "markdown", "code" ]

[ [ "code", "code", "code", "code", "code", "code", "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code", "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "empty" ] ] ]

[ "empty" ]

[ [ "empty" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "import numpy as np\nfrom scipy.fftpack import fft\nimport matplotlib.pyplot as plt\n%matplotlib", "Using matplotlib backend: Qt5Agg\n" ], [ "x = np.linspace(0, 1, 1400)\ny = 7 * np.sin(2 * np.pi * 180 * x) + 2.8 * np.sin(2 * np.pi * 390 * x) + 5.1 * np.sin(2 * np.pi * 600 * x)", "_____no_output_____" ], [ "yy = fft(y)\nyy", "_____no_output_____" ], [ "yy.real", "_____no_output_____" ], [ "yf = abs(yy)\nyf", "_____no_output_____" ], [ "abs(1 + 1j)", "_____no_output_____" ], [ "plt.subplot(221)\nplt.plot(x[0: 180], y[0:180])\nplt.title('original wave')", "_____no_output_____" ], [ "yf1 = abs(yy) / len(x)\nyf2 = yf1[range(int(len(x) / 2))]\n\nxf = np.arange(len(x))\nxf2=xf[range(int(len(x) / 2))]\n\n", "_____no_output_____" ], [ "plt.subplot(222)\nplt.plot(xf,yf,'r')\nplt.title('FFT of Mixed wave(two sides frequency range)',fontsize=7,color='#7A378B') #注意这里的颜色可以查询颜色代码表\n\n\nplt.subplot(223)\nplt.plot(xf,yf1,'g')\nplt.title('FFT of Mixed wave(normalization)',fontsize=9,color='r')\n\n\nplt.subplot(224)\nplt.plot(xf2,yf2,'b')\nplt.title('FFT of Mixed wave)',fontsize=10,color='#F08080')", "_____no_output_____" ], [ "# http://blog.csdn.net/ouening/article/details/70339341 \n# python实现傅立叶级数展开\nx = np.mgrid[-10: 10.02: 0.02]\ndef fourier1():\n s = np.pi / 2\n print(s)\n\n for i in range(1,100,1):\n s0 = 2 / np.pi * (1 - (-1) ** i) / i ** 2 * np.cos(i * x) \n s = s + s0\n if len(s) == 2:\n print('hehe')\n print(s)\n# plt.plot(x[0:10], s[0:10], 'orange', linewidth=0.6)\n# plt.title('fourier1')\n# plt.show()\n# print(s[0:10])\nfourier1()", "1.5707963267948966\n" ], [ "from pylab import *\nfrom scipy.io import wavfile\nimport math\n\nsampFreq, snd = wavfile.read('440_sine.wav')\nprint(sampFreq)\nsnd = snd / (2.**15)\n# snd = snd\n\n# snd.shape\ns1 = snd[:, 0]\n\ntimeArray = arange(0, 5292.0, 1) #[0s, 1s], 5292个点\ntimeArray = timeArray / sampFreq #[0s, 0.114s]\ntimeArray = timeArray * 1000 #[0ms, 114ms]\n\nplt.subplot(3, 1, 1)\nplt.plot(timeArray, s1, color='k')\nylabel('Amplitude')\nxlabel('Time (ms)')\n\nn = len(s1)\np = fft(s1) #执行傅立叶变换\n\nnUniquePts = int(math.ceil((n + 1) / 2.0))\np = p[0: nUniquePts]\np = abs(p)\n\np = p / float(n) #除以采样点数，去除幅度对信号长度或采样频率的依赖\np = p**2 #求平方得到能量\n\n#乘2（详见技术手册）\n#奇nfft排除奈奎斯特点\nif n % 2 > 0: #fft点数为奇\n p[1:len(p)] = p[1:len(p)]*2\nelse: #fft点数为偶\n p[1:len(p)-1] = p[1:len(p)-1] * 2\n\nfreqArray = arange(0, nUniquePts, 1.0) * (sampFreq / n)\nplt.subplot(3, 1, 2)\nplt.plot(freqArray/1000, 10*log10(p), color='k')\nxlabel('Freqency (kHz)')\nylabel('Power (dB)')\n\nplt.subplot(3, 1, 3)\nplt.plot(freqArray/1000, p, color='k')\n\n", "44100\n" ] ] ]

[ "code" ]

[ [ "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "<a href=\"https://colab.research.google.com/github/Ethan-Jeong/test_machinelearning/blob/master/wholesale_decisionTree_classification.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>", "_____no_output_____" ] ], [ [ "!ls", "sample_data Wholesale_customers_data.csv\n" ], [ "!ls -l # 자세히 보기", "total 20\ndrwxr-xr-x 1 root root 4096 Jun 15 13:37 sample_data\n-rw-r--r-- 1 root root 15021 Jul 2 04:45 Wholesale_customers_data.csv\n" ], [ "!pwd", "/content\n" ], [ "!ls -l ./sample_data # 디렉토리 내용물 자세히 보기", "total 55504\n-rwxr-xr-x 1 root root 1697 Jan 1 2000 anscombe.json\n-rw-r--r-- 1 root root 301141 Jun 15 13:37 california_housing_test.csv\n-rw-r--r-- 1 root root 1706430 Jun 15 13:37 california_housing_train.csv\n-rw-r--r-- 1 root root 18289443 Jun 15 13:37 mnist_test.csv\n-rw-r--r-- 1 root root 36523880 Jun 15 13:37 mnist_train_small.csv\n-rwxr-xr-x 1 root root 930 Jan 1 2000 README.md\n" ], [ "!ls -l ./Wholesale_customers_data.csv", "-rw-r--r-- 1 root root 15021 Jul 2 04:45 ./Wholesale_customers_data.csv\n" ], [ "import pandas as pd\n\ndf = pd.read_excel('./wholesale.xls') # y가 없는 데이터 불러와서 y 생성 후 붙이기\ndf.info()\ndf.head(5)\n", "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 440 entries, 0 to 439\nData columns (total 10 columns):\n # Column Non-Null Count Dtype\n--- ------ -------------- -----\n 0 Unnamed: 0 440 non-null int64\n 1 Channel 440 non-null int64\n 2 Region 440 non-null int64\n 3 Fresh 440 non-null int64\n 4 Milk 440 non-null int64\n 5 Grocery 440 non-null int64\n 6 Frozen 440 non-null int64\n 7 Detergents_Paper 440 non-null int64\n 8 Delicassen 440 non-null int64\n 9 label 440 non-null int64\ndtypes: int64(10)\nmemory usage: 34.5 KB\n" ], [ "Y = df['label']\nX = df.iloc[:,1:9]\nY.shape , X.shape", "_____no_output_____" ], [ "from sklearn.tree import DecisionTreeClassifier\ndtree = DecisionTreeClassifier()\ndtree.fit(X,Y)", "_____no_output_____" ], [ "dtree.score(X,Y)", "_____no_output_____" ], [ "", "_____no_output_____" ] ] ]

[ "markdown", "code" ]

[ [ "markdown" ], [ "code", "code", "code", "code", "code", "code", "code", "code", "code", "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "class Person:\n def __init__(self, fname, lname):\n self.firstname = fname\n self.lastname = lname\n\n def printname(self):\n print(self.firstname, self.lastname)\n\nclass Student(Person):\n def __init__(self, fname, lname, year):\n super().__init__(fname, lname)\n self.graduationyear = year\n\nx = Student(\"naz\", \"kashaf\", 2021)\nprint(x.graduationyear)", "2021\n" ] ], [ [ "# Question break down\n\nin this code we will create a child class in which access parent class\n\n# creat a class \"student\"\n\nfollowing parameter\n\"i. Name\nii. Batch No\niii. Address\"\n\n## creat new child class \"DevnationStudents\"\n\n1.in which we will call parent class const\n save \"course\"\"marks\" list as empty\n2.Add only those courses in the list which are not already in the\nlist\n3.add dict\n4.Marks list should not contains duplicate entries of same\ncourses\n", "_____no_output_____" ] ], [ [ "class Student:\n def __init__(self,name,batch_no,address):\n self.name = name\n self.batch_no = batch_no\n self.address = address\n \n def set_name(self):\n return self.name\n def set_batch_no(self):\n return self.batch_no\n def set_adress(self):\n return self.address\n\n \n def get_name(self):\n return self.name\n def get_batch_no(self):\n return self.batch_no\n def get_adress(self):\n return self.adress\n\nclass Devnationstudents(Student):\n def __init__(self,name,batch_no, address, courses=[], marks=[]):\n super().__init__(name,batch_no,address)\n self.courses = courses\n self.marks = marks\n self.marks = []\n \n def set_courses(self, courses):\n for i in courses:\n if i not in self.courses:\n self.courses.append(i)\n\n def check_point(self, point):\n dup = False\n for default_y in self.marks:\n if default_y[\"courses\"] != point:\n dup = True\n return dup\n \n def set_marks(self, marks):\n \n for new_x in marks:\n if new_x[\"courses\"] in self.courses:\n if (self.check_point(new_x[\"course\"])):\n continue\n else:\n self.marks.append(new_x)\n \n\n def get_courses(self):\n return self.courses\n def get_marks(self):\n return self.marks ", "_____no_output_____" ], [ "x = Devnationstudents(\"kashaf\", \"naz\", \"swl\")\nprint(x)", "<__main__.Devnationstudents object at 0x000002416EB1A850>\n" ], [ "out_put = Devnationstudents(\"kashaf\", 4, \"Swl\", ['data science','full stack'], [30, 40 , 20])", "_____no_output_____" ], [ "out_put.get_courses()", "_____no_output_____" ], [ "out_put.set_courses([\"Python\", \"R\" ,'full stack'])", "_____no_output_____" ], [ "out_put.get_courses()", "_____no_output_____" ] ] ]

[ "code", "markdown", "code" ]

[ [ "code" ], [ "markdown" ], [ "code", "code", "code", "code", "code", "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "from component import FeatureSelection\nfrom tfx.components import CsvExampleGen\nfrom tfx.orchestration.experimental.interactive.interactive_context import InteractiveContext", "_____no_output_____" ], [ "context = InteractiveContext()", "WARNING:absl:InteractiveContext pipeline_root argument not provided: using temporary directory /var/folders/55/gk05zk9j6596lk4gv9p8sk680000gn/T/tfx-interactive-2021-11-15T00_50_13.753592-we9hrzdh as root for pipeline outputs.\nWARNING:absl:InteractiveContext metadata_connection_config not provided: using SQLite ML Metadata database at /var/folders/55/gk05zk9j6596lk4gv9p8sk680000gn/T/tfx-interactive-2021-11-15T00_50_13.753592-we9hrzdh/metadata.sqlite.\n" ], [ "import urllib.request\nimport tempfile\nimport os\n\n# getting data and setup CsvExampleGen\nDATA_ROOT = tempfile.mkdtemp(prefix='tfx-data') # Create a temporary directory.\n_data_url = 'https://raw.githubusercontent.com/tensorflow/tfx/master/tfx/examples/penguin/data/labelled/penguins_processed.csv'\n_data_filepath = os.path.join(DATA_ROOT, \"data.csv\")\nurllib.request.urlretrieve(_data_url, _data_filepath)", "_____no_output_____" ], [ "example_gen = CsvExampleGen(input_base=DATA_ROOT)\ncontext.run(example_gen)", "WARNING:apache_beam.runners.interactive.interactive_environment:Dependencies required for Interactive Beam PCollection visualization are not available, please use: `pip install apache-beam[interactive]` to install necessary dependencies to enable all data visualization features.\n" ], [ "# give path to the module file\nfeature_selector = FeatureSelection(orig_examples = example_gen.outputs['examples'],\n module_file=\"module_file\")", "_____no_output_____" ], [ "context.run(feature_selector)", "2021-11-15 00:50:15.530296: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\nTo enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n2021-11-15 00:50:15.563654: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:176] None of the MLIR Optimization Passes are enabled (registered 2)\n" ] ] ]

[ "code" ]

[ [ "code", "code", "code", "code", "code", "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "# GradientBoostingRegressor with MinMaxScaler\r\n\r\n", "_____no_output_____" ], [ "This Code template is for regression analysis using a simple GradientBoostingRegressor based on the Gradient Boosting Ensemble Learning Technique using MinMaxScalerfor Feature Rescaling.", "_____no_output_____" ], [ "### Required Packages", "_____no_output_____" ] ], [ [ "import warnings\r\nimport numpy as np \r\nimport pandas as pd \r\nimport matplotlib.pyplot as plt \r\nimport seaborn as se \r\nfrom sklearn.preprocessing import MinMaxScaler\r\nfrom sklearn.model_selection import train_test_split\r\nfrom sklearn.ensemble import GradientBoostingRegressor \r\nfrom sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error \r\nwarnings.filterwarnings('ignore')", "_____no_output_____" ] ], [ [ "### Initialization\n\nFilepath of CSV file", "_____no_output_____" ] ], [ [ "#filepath\r\nfile_path = \"\"", "_____no_output_____" ] ], [ [ "List of features which are required for model training .", "_____no_output_____" ] ], [ [ "#x_values\r\nfeatures=[]", "_____no_output_____" ] ], [ [ "Target feature for prediction.", "_____no_output_____" ] ], [ [ "#y_value\r\ntarget = ''", "_____no_output_____" ] ], [ [ "### Data Fetching\n\nPandas is an open-source, BSD-licensed library providing high-performance, easy-to-use data manipulation and data analysis tools.\n\nWe will use panda's library to read the CSV file using its storage path.And we use the head function to display the initial row or entry.", "_____no_output_____" ] ], [ [ "df=pd.read_csv(file_path)\r\ndf.head()", "_____no_output_____" ] ], [ [ "### Feature Selections\n\nIt is the process of reducing the number of input variables when developing a predictive model. Used to reduce the number of input variables to both reduce the computational cost of modelling and, in some cases, to improve the performance of the model.\n\nWe will assign all the required input features to X and target/outcome to Y.", "_____no_output_____" ] ], [ [ "X = df[features]\r\nY = df[target]", "_____no_output_____" ] ], [ [ "### Data Preprocessing\n\nSince the majority of the machine learning models in the Sklearn library doesn't handle string category data and Null value, we have to explicitly remove or replace null values. The below snippet have functions, which removes the null value if any exists. And convert the string classes data in the datasets by encoding them to integer classes.\n", "_____no_output_____" ] ], [ [ "def NullClearner(df):\r\n if(isinstance(df, pd.Series) and (df.dtype in [\"float64\",\"int64\"])):\r\n df.fillna(df.mean(),inplace=True)\r\n return df\r\n elif(isinstance(df, pd.Series)):\r\n df.fillna(df.mode()[0],inplace=True)\r\n return df\r\n else:return df\r\ndef EncodeX(df):\r\n return pd.get_dummies(df)", "_____no_output_____" ] ], [ [ "Calling preprocessing functions on the feature and target set.", "_____no_output_____" ] ], [ [ "x=X.columns.to_list()\r\nfor i in x:\r\n X[i]=NullClearner(X[i])\r\nX=EncodeX(X)\r\nY=NullClearner(Y)\r\nX.head()", "_____no_output_____" ] ], [ [ "#### Correlation Map\n\nIn order to check the correlation between the features, we will plot a correlation matrix. It is effective in summarizing a large amount of data where the goal is to see patterns.", "_____no_output_____" ] ], [ [ "f,ax = plt.subplots(figsize=(18, 18))\r\nmatrix = np.triu(X.corr())\r\nse.heatmap(X.corr(), annot=True, linewidths=.5, fmt= '.1f',ax=ax, mask=matrix)\r\nplt.show()", "_____no_output_____" ] ], [ [ "### Data Splitting\n\nThe train-test split is a procedure for evaluating the performance of an algorithm. The procedure involves taking a dataset and dividing it into two subsets. The first subset is utilized to fit/train the model. The second subset is used for prediction. The main motive is to estimate the performance of the model on new data.", "_____no_output_____" ] ], [ [ "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size = 0.2, random_state = 123)#performing datasplitting", "_____no_output_____" ] ], [ [ "## Data Rescaling\nMinMaxScaler subtracts the minimum value in the feature and then divides by the range, where range is the difference between the original maximum and original minimum.\n\nWe will fit an object of MinMaxScaler to train data then transform the same data via fit_transform(X_train) method, following which we will transform test data via transform(X_test) method.", "_____no_output_____" ] ], [ [ "minmax_scaler = MinMaxScaler()\r\nX_train = minmax_scaler.fit_transform(X_train)\r\nX_test = minmax_scaler.transform(X_test)", "_____no_output_____" ] ], [ [ "### Model\n\nGradient Boosting builds an additive model in a forward stage-wise fashion; it allows for the optimization of arbitrary differentiable loss functions. In each stage a regression tree is fit on the negative gradient of the given loss function.\n\n#### Model Tuning Parameters\n\n 1. loss : {‘ls’, ‘lad’, ‘huber’, ‘quantile’}, default=’ls’\n> Loss function to be optimized. ‘ls’ refers to least squares regression. ‘lad’ (least absolute deviation) is a highly robust loss function solely based on order information of the input variables. ‘huber’ is a combination of the two. ‘quantile’ allows quantile regression (use `alpha` to specify the quantile).\n\n 2. learning_ratefloat, default=0.1\n> Learning rate shrinks the contribution of each tree by learning_rate. There is a trade-off between learning_rate and n_estimators.\n\n 3. n_estimators : int, default=100\n> The number of trees in the forest.\n\n 4. criterion : {‘friedman_mse’, ‘mse’, ‘mae’}, default=’friedman_mse’\n> The function to measure the quality of a split. Supported criteria are ‘friedman_mse’ for the mean squared error with improvement score by Friedman, ‘mse’ for mean squared error, and ‘mae’ for the mean absolute error. The default value of ‘friedman_mse’ is generally the best as it can provide a better approximation in some cases.\n\n 5. max_depth : int, default=3\n> The maximum depth of the individual regression estimators. The maximum depth limits the number of nodes in the tree. Tune this parameter for best performance; the best value depends on the interaction of the input variables.\n\n 6. max_features : {‘auto’, ‘sqrt’, ‘log2’}, int or float, default=None\n> The number of features to consider when looking for the best split: \n\n 7. random_state : int, RandomState instance or None, default=None\n> Controls both the randomness of the bootstrapping of the samples used when building trees (if <code>bootstrap=True</code>) and the sampling of the features to consider when looking for the best split at each node (if `max_features < n_features`).\n\n 8. verbose : int, default=0\n> Controls the verbosity when fitting and predicting.\n \n 9. n_iter_no_change : int, default=None\n> <code>n_iter_no_change</code> is used to decide if early stopping will be used to terminate training when validation score is not improving. By default it is set to None to disable early stopping. If set to a number, it will set aside <code>validation_fraction</code> size of the training data as validation and terminate training when validation score is not improving in all of the previous <code>n_iter_no_change</code> numbers of iterations. The split is stratified.\n \n 10. tol : float, default=1e-4\n> Tolerance for the early stopping. When the loss is not improving by at least tol for <code>n_iter_no_change</code> iterations (if set to a number), the training stops.", "_____no_output_____" ] ], [ [ "# Build Model here\r\nmodel = GradientBoostingRegressor(random_state = 123)\r\nmodel.fit(X_train, y_train)", "_____no_output_____" ] ], [ [ "#### Model Accuracy\n\nWe will use the trained model to make a prediction on the test set.Then use the predicted value for measuring the accuracy of our model.\n\n> **score**: The **score** function returns the coefficient of determination <code>R²</code> of the prediction.", "_____no_output_____" ] ], [ [ "print(\"Accuracy score {:.2f} %\\n\".format(model.score(X_test,y_test)*100))", "Accuracy score 94.47 %\n\n" ] ], [ [ "> **r2_score**: The **r2_score** function computes the percentage variablility explained by our model, either the fraction or the count of correct predictions. \n\n> **mae**: The **mean abosolute error** function calculates the amount of total error(absolute average distance between the real data and the predicted data) by our model. \n\n> **mse**: The **mean squared error** function squares the error(penalizes the model for large errors) by our model. ", "_____no_output_____" ] ], [ [ "y_pred=model.predict(X_test)\r\nprint(\"R2 Score: {:.2f} %\".format(r2_score(y_test,y_pred)*100))\r\nprint(\"Mean Absolute Error {:.2f}\".format(mean_absolute_error(y_test,y_pred)))\r\nprint(\"Mean Squared Error {:.2f}\".format(mean_squared_error(y_test,y_pred)))", "R2 Score: 94.47 %\nMean Absolute Error 3.02\nMean Squared Error 16.01\n" ] ], [ [ "#### Feature Importances\nThe Feature importance refers to techniques that assign a score to features based on how useful they are for making the prediction.", "_____no_output_____" ] ], [ [ "plt.figure(figsize=(8,6))\r\nn_features = len(X.columns)\r\nplt.barh(range(n_features), model.feature_importances_, align='center')\r\nplt.yticks(np.arange(n_features), X.columns)\r\nplt.xlabel(\"Feature importance\")\r\nplt.ylabel(\"Feature\")\r\nplt.ylim(-1, n_features)", "_____no_output_____" ] ], [ [ "#### Prediction Plot\n\nFirst, we make use of a plot to plot the actual observations, with x_train on the x-axis and y_train on the y-axis.\nFor the regression line, we will use x_train on the x-axis and then the predictions of the x_train observations on the y-axis.", "_____no_output_____" ] ], [ [ "plt.figure(figsize=(14,10))\r\nplt.plot(range(20),y_test[0:20], color = \"blue\")\r\nplt.plot(range(20),model.predict(X_test[0:20]), color = \"red\")\r\nplt.legend([\"Actual\",\"prediction\"]) \r\nplt.title(\"Predicted vs True Value\")\r\nplt.xlabel(\"Record number\")\r\nplt.ylabel(target)\r\nplt.show()", "_____no_output_____" ] ], [ [ "#### Creator: Ganapathi Thota , Github: [Profile](https://github.com/Shikiz)", "_____no_output_____" ] ] ]

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[ [ [ "# Plagiarism Text Data\n\nIn this project, you will be tasked with building a plagiarism detector that examines a text file and performs binary classification; labeling that file as either plagiarized or not, depending on how similar the text file is when compared to a provided source text. \n\nThe first step in working with any dataset is loading the data in and noting what information is included in the dataset. This is an important step in eventually working with this data, and knowing what kinds of features you have to work with as you transform and group the data!\n\nSo, this notebook is all about exploring the data and noting patterns about the features you are given and the distribution of data. \n\n> There are not any exercises or questions in this notebook, it is only meant for exploration. This notebook will note be required in your final project submission.\n\n---", "_____no_output_____" ], [ "## Read in the Data\n\nThe cell below will download the necessary data and extract the files into the folder `data/`.\n\nThis data is a slightly modified version of a dataset created by Paul Clough (Information Studies) and Mark Stevenson (Computer Science), at the University of Sheffield. You can read all about the data collection and corpus, at [their university webpage](https://ir.shef.ac.uk/cloughie/resources/plagiarism_corpus.html). \n\n> **Citation for data**: Clough, P. and Stevenson, M. Developing A Corpus of Plagiarised Short Answers, Language Resources and Evaluation: Special Issue on Plagiarism and Authorship Analysis, In Press. [Download]", "_____no_output_____" ] ], [ [ "!wget https://s3.amazonaws.com/video.udacity-data.com/topher/2019/January/5c4147f9_data/data.zip\n!unzip data", "--2020-06-07 09:58:24-- https://s3.amazonaws.com/video.udacity-data.com/topher/2019/January/5c4147f9_data/data.zip\nResolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.144.206\nConnecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.144.206|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 113826 (111K) [application/zip]\nSaving to: ‘data.zip’\n\ndata.zip 100%[===================>] 111.16K --.-KB/s in 0.04s \n\n2020-06-07 09:58:24 (2.97 MB/s) - ‘data.zip’ saved [113826/113826]\n\nArchive: data.zip\n creating: data/\n inflating: data/.DS_Store \n creating: __MACOSX/\n creating: __MACOSX/data/\n inflating: __MACOSX/data/._.DS_Store \n inflating: data/file_information.csv \n inflating: __MACOSX/data/._file_information.csv \n inflating: data/g0pA_taska.txt \n inflating: __MACOSX/data/._g0pA_taska.txt \n inflating: data/g0pA_taskb.txt \n inflating: __MACOSX/data/._g0pA_taskb.txt \n inflating: data/g0pA_taskc.txt \n inflating: __MACOSX/data/._g0pA_taskc.txt \n inflating: data/g0pA_taskd.txt \n inflating: __MACOSX/data/._g0pA_taskd.txt \n inflating: data/g0pA_taske.txt \n inflating: __MACOSX/data/._g0pA_taske.txt \n inflating: data/g0pB_taska.txt \n inflating: __MACOSX/data/._g0pB_taska.txt \n inflating: data/g0pB_taskb.txt \n inflating: __MACOSX/data/._g0pB_taskb.txt \n inflating: data/g0pB_taskc.txt \n inflating: __MACOSX/data/._g0pB_taskc.txt \n inflating: data/g0pB_taskd.txt \n inflating: __MACOSX/data/._g0pB_taskd.txt \n inflating: data/g0pB_taske.txt \n inflating: __MACOSX/data/._g0pB_taske.txt \n inflating: data/g0pC_taska.txt \n inflating: __MACOSX/data/._g0pC_taska.txt \n inflating: data/g0pC_taskb.txt \n inflating: __MACOSX/data/._g0pC_taskb.txt \n inflating: data/g0pC_taskc.txt \n inflating: __MACOSX/data/._g0pC_taskc.txt \n inflating: data/g0pC_taskd.txt \n inflating: __MACOSX/data/._g0pC_taskd.txt \n inflating: data/g0pC_taske.txt \n inflating: __MACOSX/data/._g0pC_taske.txt \n inflating: data/g0pD_taska.txt \n inflating: __MACOSX/data/._g0pD_taska.txt \n inflating: data/g0pD_taskb.txt \n inflating: __MACOSX/data/._g0pD_taskb.txt \n inflating: data/g0pD_taskc.txt \n inflating: __MACOSX/data/._g0pD_taskc.txt \n inflating: data/g0pD_taskd.txt \n inflating: __MACOSX/data/._g0pD_taskd.txt \n inflating: data/g0pD_taske.txt \n inflating: __MACOSX/data/._g0pD_taske.txt \n inflating: data/g0pE_taska.txt \n inflating: __MACOSX/data/._g0pE_taska.txt \n inflating: data/g0pE_taskb.txt \n inflating: __MACOSX/data/._g0pE_taskb.txt \n inflating: data/g0pE_taskc.txt \n inflating: __MACOSX/data/._g0pE_taskc.txt \n inflating: data/g0pE_taskd.txt \n inflating: __MACOSX/data/._g0pE_taskd.txt \n inflating: data/g0pE_taske.txt \n inflating: __MACOSX/data/._g0pE_taske.txt \n inflating: data/g1pA_taska.txt \n inflating: __MACOSX/data/._g1pA_taska.txt \n inflating: data/g1pA_taskb.txt \n inflating: __MACOSX/data/._g1pA_taskb.txt \n inflating: data/g1pA_taskc.txt \n inflating: __MACOSX/data/._g1pA_taskc.txt \n inflating: data/g1pA_taskd.txt \n inflating: __MACOSX/data/._g1pA_taskd.txt \n inflating: data/g1pA_taske.txt \n inflating: __MACOSX/data/._g1pA_taske.txt \n inflating: data/g1pB_taska.txt \n inflating: __MACOSX/data/._g1pB_taska.txt \n inflating: data/g1pB_taskb.txt \n inflating: __MACOSX/data/._g1pB_taskb.txt \n inflating: data/g1pB_taskc.txt \n inflating: __MACOSX/data/._g1pB_taskc.txt \n inflating: data/g1pB_taskd.txt \n inflating: __MACOSX/data/._g1pB_taskd.txt \n inflating: data/g1pB_taske.txt \n inflating: __MACOSX/data/._g1pB_taske.txt \n inflating: data/g1pD_taska.txt \n inflating: __MACOSX/data/._g1pD_taska.txt \n inflating: data/g1pD_taskb.txt \n inflating: __MACOSX/data/._g1pD_taskb.txt \n inflating: data/g1pD_taskc.txt \n inflating: __MACOSX/data/._g1pD_taskc.txt \n inflating: data/g1pD_taskd.txt \n inflating: __MACOSX/data/._g1pD_taskd.txt \n inflating: data/g1pD_taske.txt \n inflating: __MACOSX/data/._g1pD_taske.txt \n inflating: data/g2pA_taska.txt \n inflating: __MACOSX/data/._g2pA_taska.txt \n inflating: data/g2pA_taskb.txt \n inflating: __MACOSX/data/._g2pA_taskb.txt \n inflating: data/g2pA_taskc.txt \n inflating: __MACOSX/data/._g2pA_taskc.txt \n inflating: data/g2pA_taskd.txt \n inflating: __MACOSX/data/._g2pA_taskd.txt \n inflating: data/g2pA_taske.txt \n inflating: __MACOSX/data/._g2pA_taske.txt \n inflating: data/g2pB_taska.txt \n inflating: __MACOSX/data/._g2pB_taska.txt \n inflating: data/g2pB_taskb.txt \n inflating: __MACOSX/data/._g2pB_taskb.txt \n inflating: data/g2pB_taskc.txt \n inflating: __MACOSX/data/._g2pB_taskc.txt \n inflating: data/g2pB_taskd.txt \n inflating: __MACOSX/data/._g2pB_taskd.txt \n inflating: data/g2pB_taske.txt \n inflating: __MACOSX/data/._g2pB_taske.txt \n inflating: data/g2pC_taska.txt \n inflating: __MACOSX/data/._g2pC_taska.txt \n inflating: data/g2pC_taskb.txt \n inflating: __MACOSX/data/._g2pC_taskb.txt \n inflating: data/g2pC_taskc.txt \n inflating: __MACOSX/data/._g2pC_taskc.txt \n inflating: data/g2pC_taskd.txt \n inflating: __MACOSX/data/._g2pC_taskd.txt \n inflating: data/g2pC_taske.txt \n inflating: __MACOSX/data/._g2pC_taske.txt \n inflating: data/g2pE_taska.txt \n inflating: __MACOSX/data/._g2pE_taska.txt \n inflating: data/g2pE_taskb.txt \n inflating: __MACOSX/data/._g2pE_taskb.txt \n inflating: data/g2pE_taskc.txt \n inflating: __MACOSX/data/._g2pE_taskc.txt \n inflating: data/g2pE_taskd.txt \n inflating: __MACOSX/data/._g2pE_taskd.txt \n inflating: data/g2pE_taske.txt \n inflating: __MACOSX/data/._g2pE_taske.txt \n inflating: data/g3pA_taska.txt \n inflating: __MACOSX/data/._g3pA_taska.txt \n inflating: data/g3pA_taskb.txt \n inflating: __MACOSX/data/._g3pA_taskb.txt \n inflating: data/g3pA_taskc.txt \n inflating: __MACOSX/data/._g3pA_taskc.txt \n inflating: data/g3pA_taskd.txt \n inflating: __MACOSX/data/._g3pA_taskd.txt \n inflating: data/g3pA_taske.txt \n inflating: __MACOSX/data/._g3pA_taske.txt \n inflating: data/g3pB_taska.txt \n inflating: __MACOSX/data/._g3pB_taska.txt \n inflating: data/g3pB_taskb.txt \n inflating: __MACOSX/data/._g3pB_taskb.txt \n inflating: data/g3pB_taskc.txt \n inflating: __MACOSX/data/._g3pB_taskc.txt \n inflating: data/g3pB_taskd.txt \n inflating: __MACOSX/data/._g3pB_taskd.txt \n inflating: data/g3pB_taske.txt \n inflating: __MACOSX/data/._g3pB_taske.txt \n inflating: data/g3pC_taska.txt \n inflating: __MACOSX/data/._g3pC_taska.txt \n inflating: data/g3pC_taskb.txt \n inflating: __MACOSX/data/._g3pC_taskb.txt \n inflating: data/g3pC_taskc.txt \n inflating: __MACOSX/data/._g3pC_taskc.txt \n inflating: data/g3pC_taskd.txt \n inflating: __MACOSX/data/._g3pC_taskd.txt \n inflating: data/g3pC_taske.txt \n inflating: __MACOSX/data/._g3pC_taske.txt \n inflating: data/g4pB_taska.txt \n inflating: __MACOSX/data/._g4pB_taska.txt \n inflating: data/g4pB_taskb.txt \n inflating: __MACOSX/data/._g4pB_taskb.txt \n inflating: data/g4pB_taskc.txt \n inflating: __MACOSX/data/._g4pB_taskc.txt \n inflating: data/g4pB_taskd.txt \n inflating: __MACOSX/data/._g4pB_taskd.txt \n inflating: data/g4pB_taske.txt \n inflating: __MACOSX/data/._g4pB_taske.txt \n inflating: data/g4pC_taska.txt \n inflating: __MACOSX/data/._g4pC_taska.txt \n inflating: data/g4pC_taskb.txt \n inflating: __MACOSX/data/._g4pC_taskb.txt \n inflating: data/g4pC_taskc.txt \n inflating: __MACOSX/data/._g4pC_taskc.txt \n inflating: data/g4pC_taskd.txt \n inflating: __MACOSX/data/._g4pC_taskd.txt \n inflating: data/g4pC_taske.txt \n inflating: __MACOSX/data/._g4pC_taske.txt \n inflating: data/g4pD_taska.txt \n inflating: __MACOSX/data/._g4pD_taska.txt \n inflating: data/g4pD_taskb.txt \n inflating: __MACOSX/data/._g4pD_taskb.txt \n inflating: data/g4pD_taskc.txt \n inflating: __MACOSX/data/._g4pD_taskc.txt \n inflating: data/g4pD_taskd.txt \n inflating: __MACOSX/data/._g4pD_taskd.txt \n inflating: data/g4pD_taske.txt \n inflating: __MACOSX/data/._g4pD_taske.txt \n inflating: data/g4pE_taska.txt \n inflating: __MACOSX/data/._g4pE_taska.txt \n inflating: data/g4pE_taskb.txt \n inflating: __MACOSX/data/._g4pE_taskb.txt \n inflating: data/g4pE_taskc.txt \n inflating: __MACOSX/data/._g4pE_taskc.txt \n inflating: data/g4pE_taskd.txt \n inflating: __MACOSX/data/._g4pE_taskd.txt \n inflating: data/g4pE_taske.txt \n inflating: __MACOSX/data/._g4pE_taske.txt \n inflating: data/orig_taska.txt \n inflating: __MACOSX/data/._orig_taska.txt \n inflating: data/orig_taskb.txt \n inflating: data/orig_taskc.txt \n inflating: __MACOSX/data/._orig_taskc.txt \n inflating: data/orig_taskd.txt \n inflating: __MACOSX/data/._orig_taskd.txt \n inflating: data/orig_taske.txt \n inflating: __MACOSX/data/._orig_taske.txt \n inflating: data/test_info.csv \n inflating: __MACOSX/data/._test_info.csv \n inflating: __MACOSX/._data \n" ], [ "# import libraries\nimport pandas as pd\nimport numpy as np\nimport os", "_____no_output_____" ] ], [ [ "This plagiarism dataset is made of multiple text files; each of these files has characteristics that are is summarized in a `.csv` file named `file_information.csv`, which we can read in using `pandas`.", "_____no_output_____" ] ], [ [ "csv_file = 'data/file_information.csv'\nplagiarism_df = pd.read_csv(csv_file)\n\n# print out the first few rows of data info\nplagiarism_df.head(10)", "_____no_output_____" ] ], [ [ "## Types of Plagiarism\n\nEach text file is associated with one **Task** (task A-E) and one **Category** of plagiarism, which you can see in the above DataFrame.\n\n### Five task types, A-E\n\nEach text file contains an answer to one short question; these questions are labeled as tasks A-E.\n* Each task, A-E, is about a topic that might be included in the Computer Science curriculum that was created by the authors of this dataset. \n * For example, Task A asks the question: \"What is inheritance in object oriented programming?\"\n\n### Four categories of plagiarism \n\nEach text file has an associated plagiarism label/category:\n\n1. `cut`: An answer is plagiarized; it is copy-pasted directly from the relevant Wikipedia source text.\n2. `light`: An answer is plagiarized; it is based on the Wikipedia source text and includes some copying and paraphrasing.\n3. `heavy`: An answer is plagiarized; it is based on the Wikipedia source text but expressed using different words and structure. Since this doesn't copy directly from a source text, this will likely be the most challenging kind of plagiarism to detect.\n4. `non`: An answer is not plagiarized; the Wikipedia source text is not used to create this answer.\n5. `orig`: This is a specific category for the original, Wikipedia source text. We will use these files only for comparison purposes.\n\n> So, out of the submitted files, the only category that does not contain any plagiarism is `non`.\n\nIn the next cell, print out some statistics about the data.", "_____no_output_____" ] ], [ [ "# print out some stats about the data\nprint('Number of files: ', plagiarism_df.shape[0]) # .shape[0] gives the rows \n# .unique() gives unique items in a specified column\nprint('Number of unique tasks/question types (A-E): ', (len(plagiarism_df['Task'].unique())))\nprint('Unique plagiarism categories: ', (plagiarism_df['Category'].unique()))", "Number of files: 100\nNumber of unique tasks/question types (A-E): 5\nUnique plagiarism categories: ['non' 'cut' 'light' 'heavy' 'orig']\n" ] ], [ [ "You should see the number of text files in the dataset as well as some characteristics about the `Task` and `Category` columns. **Note that the file count of 100 *includes* the 5 _original_ wikipedia files for tasks A-E.** If you take a look at the files in the `data` directory, you'll notice that the original, source texts start with the filename `orig_` as opposed to `g` for \"group.\" \n\n> So, in total there are 100 files, 95 of which are answers (submitted by people) and 5 of which are the original, Wikipedia source texts.\n\nYour end goal will be to use this information to classify any given answer text into one of two categories, plagiarized or not-plagiarized.", "_____no_output_____" ], [ "### Distribution of Data\n\nNext, let's look at the distribution of data. In this course, we've talked about traits like class imbalance that can inform how you develop an algorithm. So, here, we'll ask: **How evenly is our data distributed among different tasks and plagiarism levels?**\n\nBelow, you should notice two things:\n* Our dataset is quite small, especially with respect to examples of varying plagiarism levels.\n* The data is distributed fairly evenly across task and plagiarism types.", "_____no_output_____" ] ], [ [ "# Show counts by different tasks and amounts of plagiarism\n\n# group and count by task\ncounts_per_task=plagiarism_df.groupby(['Task']).size().reset_index(name=\"Counts\")\nprint(\"\\nTask:\")\ndisplay(counts_per_task)\n\n# group by plagiarism level\ncounts_per_category=plagiarism_df.groupby(['Category']).size().reset_index(name=\"Counts\")\nprint(\"\\nPlagiarism Levels:\")\ndisplay(counts_per_category)\n\n# group by task AND plagiarism level\ncounts_task_and_plagiarism=plagiarism_df.groupby(['Task', 'Category']).size().reset_index(name=\"Counts\")\nprint(\"\\nTask & Plagiarism Level Combos :\")\ndisplay(counts_task_and_plagiarism)", "\nTask:\n" ] ], [ [ "It may also be helpful to look at this last DataFrame, graphically.\n\nBelow, you can see that the counts follow a pattern broken down by task. Each task has one source text (original) and the highest number on `non` plagiarized cases.", "_____no_output_____" ] ], [ [ "import matplotlib.pyplot as plt\n% matplotlib inline\n\n# counts\ngroup = ['Task', 'Category']\ncounts = plagiarism_df.groupby(group).size().reset_index(name=\"Counts\")\n\nplt.figure(figsize=(8,5))\nplt.bar(range(len(counts)), counts['Counts'], color = 'blue')", "UsageError: Line magic function `%` not found.\n" ] ], [ [ "## Up Next\n\nThis notebook is just about data loading and exploration, and you do not need to include it in your final project submission. \n\nIn the next few notebooks, you'll use this data to train a complete plagiarism classifier. You'll be tasked with extracting meaningful features from the text data, reading in answers to different tasks and comparing them to the original Wikipedia source text. You'll engineer similarity features that will help identify cases of plagiarism. Then, you'll use these features to train and deploy a classification model in a SageMaker notebook instance. ", "_____no_output_____" ] ] ]

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[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "说明：\n 给你一个大小为 m * n 的方阵 mat，方阵由若干军人和平民组成，分别用 1 和 0 表示。\n 请你返回方阵中战斗力最弱的 k 行的索引，按从最弱到最强排序。\n 如果第 i 行的军人数量少于第 j 行，或者两行军人数量相同但 i 小于 j，那么我们认为第 i 行的战斗力比第 j 行弱。\n 军人 总是 排在一行中的靠前位置，也就是说 1 总是出现在 0 之前。\n\n示例 1：\n 输入：mat = \n [[1,1,0,0,0],\n [1,1,1,1,0],\n [1,0,0,0,0],\n [1,1,0,0,0],\n [1,1,1,1,1]], \n k = 3\n 输出：[2,0,3]： 0:2, 2:1, 3:2\n 解释：\n 每行中的军人数目：\n 行 0 -> 2 \n 行 1 -> 4 \n 行 2 -> 1 \n 行 3 -> 2 \n 行 4 -> 5 \n 从最弱到最强对这些行排序后得到 [2,0,3,1,4]\n 2:1, 0:2, 3:2, 1:4, 4:5\n示例 2：\n 输入：mat = \n [[1,0,0,0],\n [1,1,1,1],\n [1,0,0,0],\n [1,0,0,0]], \n k = 2\n 输出：[0,2]\n 解释： \n 每行中的军人数目：\n 行 0 -> 1 \n 行 1 -> 4 \n 行 2 -> 1 \n 行 3 -> 1 \n 从最弱到最强对这些行排序后得到 [0,2,3,1]\n\n提示：\n 1、m == mat.length\n 2、n == mat[i].length\n 3、2 <= n, m <= 100\n 4、1 <= k <= m\n 5、matrix[i][j] 不是 0 就是 1", "_____no_output_____" ] ], [ [ "class Solution:\n def kWeakestRows(self, mat, k):\n rows, cols = len(mat), len(mat[0])\n powers = {}\n for i in range(rows):\n sum_pow = self.count_power(mat[i])\n powers[i] = sum_pow\n print(powers)\n res = []\n powers = sorted(powers.items(), key = lambda x: x[1])\n for i in range(k):\n res.append(powers[i][0])\n return res\n \n def count_power(self, pow_list):\n count = 0\n left, right = 0, len(pow_list) - 1\n while left <= right:\n mid = left + (right - left) // 2\n if pow_list[mid] == 1:\n count += (mid - left + 1)\n left = mid + 1\n else:\n right = mid - 1\n return count", "_____no_output_____" ], [ "solution = Solution()\nsolution.kWeakestRows([[1,1,1,1,1],[1,0,0,0,0],[1,1,0,0,0],[1,1,1,1,0],[1,1,1,1,1]],3)", "{0: 5, 1: 1, 2: 2, 3: 4, 4: 5}\n" ] ] ]

[ "raw", "code" ]

[ [ "raw" ], [ "code", "code" ] ]

[ "CC-BY-3.0" ]

[ "CC-BY-3.0" ]

[ "CC-BY-3.0" ]

[ [ [ "#### New to Plotly?\nPlotly's Python library is free and open source! [Get started](https://plot.ly/python/getting-started/) by downloading the client and [reading the primer](https://plot.ly/python/getting-started/).\n<br>You can set up Plotly to work in [online](https://plot.ly/python/getting-started/#initialization-for-online-plotting) or [offline](https://plot.ly/python/getting-started/#initialization-for-offline-plotting) mode, or in [jupyter notebooks](https://plot.ly/python/getting-started/#start-plotting-online).\n<br>We also have a quick-reference [cheatsheet](https://images.plot.ly/plotly-documentation/images/python_cheat_sheet.pdf) (new!) to help you get started!\n#### Version Check\nNote: Tables are available in version <b>2.1.0+</b><br>\nRun `pip install plotly --upgrade` to update your Plotly version", "_____no_output_____" ] ], [ [ "import plotly\nplotly.__version__", "_____no_output_____" ] ], [ [ "#### Import CSV Data", "_____no_output_____" ] ], [ [ "import pandas as pd\nimport re\n\nimport plotly.plotly as py\nimport plotly.graph_objs as go\n\ndf = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/Mining-BTC-180.csv')\n\n# remove min:sec:millisec from dates \nfor i, row in enumerate(df['Date']):\n p = re.compile(' 00:00:00')\n datetime = p.split(df['Date'][i])[0]\n df.iloc[i, 1] = datetime\n\ntable = go.Table(\n header=dict(\n values=list(df.columns),\n line = dict(color='rgb(50, 50, 50)'),\n align = ['left'] * 5,\n fill = dict(color='#EDFAFF')\n ),\n cells=dict(\n values=[df.iloc[j] for j in range(10)],\n line = dict(color='rgb(50, 50, 50)'),\n align = ['left'] * 5,\n fill = dict(color='#f5f5fa')\n )\n)\n\npy.iplot([table])", "_____no_output_____" ] ], [ [ "#### Table and Right Aligned Plots\nIn Plotly there is no native way to insert a Plotly Table into a Subplot. To do this, create your own `Layout` object and defining multiple `xaxis` and `yaxis` to split up the chart area into different domains. Then for the traces you wish to insert in your final chart, set their `xaxis` and `yaxis` individually to map to the domains definied in the `Layout`. See the example below to see how to align 3 Scatter plots to the right and a Table on the top.", "_____no_output_____" ] ], [ [ "import plotly.plotly as py\nimport plotly.graph_objs as go\n\ntable_trace1 = go.Table(\n domain=dict(x=[0, 0.5],\n y=[0, 1.0]),\n columnwidth = [30] + [33, 35, 33],\n columnorder=[0, 1, 2, 3, 4],\n header = dict(height = 50,\n values = [['<b>Date</b>'],['<b>Number<br>transactions</b>'], \n ['<b>Output-volume(BTC)</b>'], ['<b>Market-Price</b>']], \n line = dict(color='rgb(50, 50, 50)'),\n align = ['left'] * 5,\n font = dict(color=['rgb(45, 45, 45)'] * 5, size=14),\n fill = dict(color='#d562be')),\n cells = dict(values = [df.iloc[j][1:5] for j in range(25)],\n line = dict(color='#506784'),\n align = ['left'] * 5,\n font = dict(color=['rgb(40, 40, 40)'] * 5, size=12),\n format = [None] + [\", .2f\"] * 2 + [',.4f'], \n prefix = [None] * 2 + ['$', u'\\u20BF'],\n suffix=[None] * 4,\n height = 27,\n fill = dict(color=['rgb(235, 193, 238)', 'rgba(228, 222, 249, 0.65)']))\n)\n\ntrace1=go.Scatter(\n x=df['Date'],\n y=df['Hash-rate'],\n xaxis='x1',\n yaxis='y1',\n mode='lines',\n line=dict(width=2, color='#9748a1'),\n name='hash-rate-TH/s'\n)\n\ntrace2=go.Scatter(\n x=df['Date'],\n y=df['Mining-revenue-USD'],\n xaxis='x2',\n yaxis='y2',\n mode='lines',\n line=dict(width=2, color='#b04553'),\n name='mining revenue'\n)\n\ntrace3=go.Scatter(\n x=df['Date'],\n y=df['Transaction-fees-BTC'],\n xaxis='x3',\n yaxis='y3',\n mode='lines',\n line=dict(width=2, color='#af7bbd'),\n name='transact-fee'\n)\n\naxis=dict(\n showline=True,\n zeroline=False,\n showgrid=True,\n mirror=True, \n ticklen=4, \n gridcolor='#ffffff',\n tickfont=dict(size=10)\n)\n\nlayout1 = dict(\n width=950,\n height=800,\n autosize=False,\n title='Bitcoin mining stats for 180 days',\n margin = dict(t=100),\n showlegend=False, \n xaxis1=dict(axis, **dict(domain=[0.55, 1], anchor='y1', showticklabels=False)),\n xaxis2=dict(axis, **dict(domain=[0.55, 1], anchor='y2', showticklabels=False)), \n xaxis3=dict(axis, **dict(domain=[0.55, 1], anchor='y3')), \n yaxis1=dict(axis, **dict(domain=[0.66, 1.0], anchor='x1', hoverformat='.2f')), \n yaxis2=dict(axis, **dict(domain=[0.3 + 0.03, 0.63], anchor='x2', tickprefix='$', hoverformat='.2f')),\n yaxis3=dict(axis, **dict(domain=[0.0, 0.3], anchor='x3', tickprefix=u'\\u20BF', hoverformat='.2f')),\n plot_bgcolor='rgba(228, 222, 249, 0.65)',\n annotations=[\n dict(\n showarrow=False,\n text='The last 20 records',\n xref='paper',\n yref='paper',\n x=0,\n y=1.01,\n xanchor='left',\n yanchor='bottom', \n font=dict(size=15)\n )\n ]\n)\n\nfig1 = dict(data=[table_trace1, trace1, trace2, trace3], layout=layout1)\npy.iplot(fig1)", "_____no_output_____" ] ], [ [ "#### Vertical Table and Graph Subplot", "_____no_output_____" ] ], [ [ "import plotly.plotly as py\nimport plotly.graph_objs as go\n\ntable_trace2 = go.Table(\n domain=dict(x=[0, 1],\n y=[0, 1.0]), \n columnwidth = [30] + [33, 35, 33],\n columnorder=[0, 1, 2, 3, 4],\n header = dict(height = 50,\n values = [['<b>Date</b>'],['<b>Hash Rate, TH/sec</b>'], \n ['<b>Mining revenue</b>'], ['<b>Transaction fees</b>']], \n line = dict(color='rgb(50, 50, 50)'),\n align = ['left'] * 5,\n font = dict(color=['rgb(45, 45, 45)'] * 5, size=14),\n fill = dict(color='#d562be')),\n cells = dict(values = [df['Date'][-20:], df['Hash-rate'][-20:], df['Mining-revenue-USD'][-20:],\n df['Transaction-fees-BTC'][-20:]],\n line = dict(color='#506784'),\n align = ['left'] * 5,\n font = dict(color=['rgb(40, 40, 40)'] * 5, size=12),\n format = [None] + [\", .2f\"] * 2 + [',.4f'], \n prefix = [None] * 2 + ['$', u'\\u20BF'],\n suffix=[None] * 4,\n height = 27,\n fill = dict(color=['rgb(235, 193, 238)', 'rgba(228, 222, 249, 0.65)']))\n)\n\ntrace4=go.Scatter(\n x=df['Date'],\n y=df['Hash-rate'],\n xaxis='x1',\n yaxis='y1',\n mode='lines',\n line=dict(width=2, color='#9748a1'),\n name='hash-rate-TH/s'\n)\n\ntrace5=go.Scatter(\n x=df['Date'],\n y=df['Mining-revenue-USD'],\n xaxis='x2',\n yaxis='y2',\n mode='lines',\n line=dict(width=2, color='#b04553'),\n name='mining revenue'\n)\n\ntrace6=go.Scatter(\n x=df['Date'],\n y=df['Transaction-fees-BTC'],\n xaxis='x3',\n yaxis='y3',\n mode='lines',\n line=dict(width=2, color='#af7bbd'),\n name='transact-fee'\n)\n\naxis=dict(\n showline=True,\n zeroline=False,\n showgrid=True,\n mirror=True, \n ticklen=4, \n gridcolor='#ffffff',\n tickfont=dict(size=10)\n)\n\nlayout2 = dict(\n width=950,\n height=800,\n autosize=False,\n title='Bitcoin mining stats for 180 days',\n margin = dict(t=100),\n showlegend=False, \n xaxis1=dict(axis, **dict(domain=[0, 1], anchor='y1', showticklabels=False)),\n xaxis2=dict(axis, **dict(domain=[0, 1], anchor='y2', showticklabels=False)), \n xaxis3=dict(axis, **dict(domain=[0, 1], anchor='y3')), \n yaxis1=dict(axis, **dict(domain=[2 * 0.21 + 0.02 + 0.02, 0.68], anchor='x1', hoverformat='.2f')), \n yaxis2=dict(axis, **dict(domain=[0.21 + 0.02, 2 * 0.21 + 0.02], anchor='x2', tickprefix='$', hoverformat='.2f')),\n yaxis3=dict(axis, **dict(domain=[0.0, 0.21], anchor='x3', tickprefix=u'\\u20BF', hoverformat='.2f')),\n plot_bgcolor='rgba(228, 222, 249, 0.65)',\n annotations=[\n dict(\n showarrow=False,\n text='The last 20 records',\n xref='paper',\n yref='paper',\n x=0.415,\n y=1.01,\n xanchor='left',\n yanchor='bottom', \n font=dict(size=15)\n )\n ]\n)\n\nfig2 = dict(data=[table_trace2, trace4, trace5, trace6], layout=layout2)\npy.iplot(fig2)", "_____no_output_____" ] ], [ [ "#### Reference\nSee https://plot.ly/python/reference/#table for more information regarding chart attributes! <br>\nFor examples of Plotly Tables, see: https://plot.ly/python/table/", "_____no_output_____" ] ], [ [ "from IPython.display import display, HTML\n\ndisplay(HTML('<link href=\"//fonts.googleapis.com/css?family=Open+Sans:600,400,300,200|Inconsolata|Ubuntu+Mono:400,700\" rel=\"stylesheet\" type=\"text/css\" />'))\ndisplay(HTML('<link rel=\"stylesheet\" type=\"text/css\" href=\"http://help.plot.ly/documentation/all_static/css/ipython-notebook-custom.css\">'))\n\n! pip install git+https://github.com/plotly/publisher.git --upgrade\nimport publisher\npublisher.publish(\n 'table-subplots.ipynb', 'python/table-subplots/', 'Table and Chart Subplots',\n 'How to create a subplot with tables and charts in Python with Plotly.',\n title = 'Table and Chart Subplots | plotly',\n has_thumbnail='true', thumbnail='table_subplots.jpg',\n language='python',\n display_as='multiple_axes', order=11)", "_____no_output_____" ] ] ]

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[ [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "### Name: Anjum Rohra", "_____no_output_____" ], [ "# Overview\n\n\n\nBeing a popular finance journalist of Europe, everyone is waiting for the IT Salary Survey report you release every 3 years. The IT Sector is booming and the younger aspirants keep themselves updated with the trends by the beautiful visualizations your report contains. \n\nGiven the survey data from 2018 - 2020, it’s time to put your creative hat on and lay out insightful visualizations for the masses.", "_____no_output_____" ], [ "### Importing the required libraries", "_____no_output_____" ] ], [ [ "import plotly.express as px\nimport pandas as pd\n\nimport dash\nimport dash_core_components as dcc\nimport dash_html_components as html\nfrom dash.dependencies import Output, Input", "_____no_output_____" ] ], [ [ "### Importing data", "_____no_output_____" ] ], [ [ "data_18 = pd.read_csv('Survey_2018.csv')\ndata_19 = pd.read_csv('Survey_2019.csv')\ndata_20 = pd.read_csv('Survey_2020.csv')", "_____no_output_____" ] ], [ [ "### Imputing the missing values", "_____no_output_____" ], [ "#### 2020 imputation", "_____no_output_____" ] ], [ [ "data_20 = data_20.rename(columns = {'Position ': 'Position'})", "_____no_output_____" ], [ "data_20.isnull().sum()", "_____no_output_____" ], [ "data_20['Age'].fillna(data_20['Age'].mean(), inplace=True)", "_____no_output_____" ], [ "data_20['Gender'].fillna('Male', inplace=True)", "_____no_output_____" ], [ "data_20['Position'].fillna('Software Engineer', inplace=True)", "_____no_output_____" ], [ "data_20['Position'].replace({'Account Managet': 'Account Manager', 'agile master ':'Agile Coach', 'Data analyst ':'Data Analyst', 'Data Analyst ':'Data Analyst', 'Dana Analyst':'Data Analyst', 'Fullstack engineer, ну или Software engineer': 'Fullstack engineer, Software engineer', 'Software Architekt':'Software Architect', 'DatabEngineer':'Data Engineer', 'data engineer':'Data Engineer', 'support engineer':'Support Engineer', 'Systemadministrator':'System Administrator', 'Team lead':'Team Lead', 'Tech Leader':'Tech Lead', 'Technical Lead':'Tech Lead', 'Security engineer':'Security Engineer' },\n inplace=True)", "_____no_output_____" ], [ "data_20['Your main technology / programming language'].replace({'Javascript / Typescript':'JavaScript/TypeScript','JavaScript / TypeScript':'JavaScript/TypeScript','TypeScript, JavaScript':'JavaScript/TypeScript','JavaScript/Typescript':'JavaScript/TypeScript','JavaScript / typescript':'JavaScript/TypeScript','Javascript/Typescript':'JavaScript/TypeScript','JavaScript, TypeScript':'JavaScript/TypeScript','kotlin':'Kotlin','Javascript':'JavaScript','JavaScript ':'JavaScript','Javascript ':'JavaScript','javascript':'JavaScript','Typescript':'TypeScript','typescript':'TypeScript','Typescript ':'TypeScript','python':'Python','Python ':'Python','pythin':'Python','python ':'Python','Pyrhon':'Python','scala':'Scala','Java / Scala':'Java/Scala','python, scala':'Scala / Python','C, C++':'C/C++','C++/c':'C/C++','C++, C#':'C/C++','c/c++':'C/C++','--':'Java','-':'Java'},\n inplace=True)", "_____no_output_____" ], [ "data_20['Your main technology / programming language'].fillna('Java', inplace=True)", "_____no_output_____" ], [ "data_20['Total years of experience'].replace({'1,5':'1.5','2,5':'2.5','1 (as QA Engineer) / 11 in total':'11','15, thereof 8 as CTO':'15','6 (not as a data scientist, but as a lab scientist)':'6','383':'38.3','less than year':'0'}, inplace=True)", "_____no_output_____" ], [ "data_20['Total years of experience'].mode()", "_____no_output_____" ], [ "data_20['Total years of experience'].unique()", "_____no_output_____" ], [ "data_20['Total years of experience']=data_20['Total years of experience'].astype('float64')", "_____no_output_____" ], [ "data_20['Total years of experience'].median()", "_____no_output_____" ], [ "data_20['Total years of experience'].fillna(data_20['Total years of experience'].median(), inplace=True)", "_____no_output_____" ], [ "data_20['Years of experience in Germany'].unique()", "_____no_output_____" ], [ "data_20['Years of experience in Germany'].replace({'⁰':'0','-':'10','< 1':'<1','1,7':'1.7','2,5':'2.5','0,5':'0.5','1,5':'1.5','4,5':'4.5','3,5':'3.5','4 month':'4 months','less than year':'<1'}, inplace=True)", "_____no_output_____" ], [ "data_20['Years of experience in Germany'].mode()", "_____no_output_____" ], [ "data_20['Years of experience in Germany'].fillna('2', inplace=True)", "_____no_output_____" ], [ "data_20['Years of experience in Germany'].unique()", "_____no_output_____" ], [ "data_18.drop('Timestamp',axis=1,inplace=True)\ndata_19.drop('Zeitstempel',axis=1,inplace=True)\ndata_20.drop('Timestamp',axis=1,inplace=True)", "_____no_output_____" ], [ "data_20['Seniority level'].fillna('Senior', inplace=True)\ndata_20['Other technologies/programming languages you use often'].fillna('Javascript / Typescript', inplace=True)\ndata_20['Yearly bonus + stocks in EUR'].fillna('0', inplace=True)\ndata_20['Annual bonus+stocks one year ago. Only answer if staying in same country'].fillna('0', inplace=True)\ndata_20['Number of vacation days'].fillna('30', inplace=True)\ndata_20['Employment status'].fillna('Full-time employee', inplace=True)\ndata_20['Contract duration'].fillna('Unlimited contract', inplace=True)\ndata_20['Main language at work'].fillna('English', inplace=True)\ndata_20['Company size'].fillna('1000+', inplace=True)\ndata_20['Company type'].fillna('Product', inplace=True)\ndata_20['Have you lost your job due to the coronavirus outbreak?'].fillna('No', inplace=True)\ndata_20['Have you received additional monetary support from your employer due to Work From Home? If yes, how much in 2020 in EUR'].fillna('0', inplace=True)\ndata_20['Annual brutto salary (without bonus and stocks) one year ago. Only answer if staying in the same country'].fillna(data_20['Annual brutto salary (without bonus and stocks) one year ago. Only answer if staying in the same country'].median(), inplace=True)\ndata_20['Have you been forced to have a shorter working week (Kurzarbeit)? If yes, how many hours per week'].fillna(data_20['Have you been forced to have a shorter working week (Kurzarbeit)? If yes, how many hours per week'].mean(), inplace=True)", "_____no_output_____" ], [ "data_20.isnull().sum()", "_____no_output_____" ] ], [ [ "#### 2018 imputation", "_____no_output_____" ] ], [ [ "data_18.isnull().sum()", "_____no_output_____" ], [ "data_18['Gender'].fillna('M', inplace=True)\ndata_18['City'].fillna('Berlin', inplace=True)\ndata_18['Position'].fillna('Java Developer', inplace=True)\ndata_18['Your level'].fillna('Senior', inplace=True)\ndata_18['Are you getting any Stock Options?'].fillna('No', inplace=True)\ndata_18['Main language at work'].fillna('English', inplace=True)\ndata_18['Company size'].fillna('100-1000', inplace=True)\ndata_18['Company type'].fillna('Product', inplace=True)\ndata_18['Age'].fillna(data_18['Age'].mean(), inplace=True)\ndata_18['Years of experience'].fillna(data_18['Years of experience'].mean(), inplace=True)\ndata_18['Current Salary'].fillna(data_18['Current Salary'].mean(), inplace=True)\ndata_18['Salary one year ago'].fillna(data_18['Salary one year ago'].mean(), inplace=True)\ndata_18['Salary two years ago'].fillna(data_18['Salary two years ago'].mean(), inplace=True)", "_____no_output_____" ], [ "data_18['Gender'].value_counts()", "_____no_output_____" ], [ "data_18['Gender'].replace({'M':'Male','F':'Female'}, inplace=True)", "_____no_output_____" ], [ "data_18['Company type'].unique()", "_____no_output_____" ], [ "data_18['Company type'].replace({'Consulting Company':'Consulting','Consultancy':'Consulting','Consulting Company':'Consulting','Consult':'Consulting','IT Consulting ':'IT Consulting','IT Consultancy ':'IT Consulting','IT Consultants':'IT Consulting','Outsorce':'Outsourcing','Outsource':'Outsourcing','E-Commerce firm':'E-Commerce','e-commerce':'E-Commerce','Ecommerce':'E-Commerce'}, inplace=True)", "_____no_output_____" ], [ "data_18.isnull().sum()", "_____no_output_____" ] ], [ [ "#### 2019 imputation", "_____no_output_____" ] ], [ [ "data_19.drop('0',axis=1,inplace=True)", "_____no_output_____" ], [ "data_19.isnull().sum()", "_____no_output_____" ], [ "data_19['Seniority level'].fillna('Senior', inplace=True)\ndata_19['Position (without seniority)'].fillna('Backend Developer', inplace=True)\ndata_19['Your main technology / programming language'].fillna('Python', inplace=True)\ndata_19['Main language at work'].fillna('English', inplace=True)\ndata_19['Company name '].fillna('Zalando', inplace=True)\ndata_19['Company size'].fillna('100-1000', inplace=True)\ndata_19['Company type'].fillna('Product', inplace=True)\ndata_19['Contract duration'].fillna('unlimited', inplace=True)\ndata_19['Company business sector'].fillna('Commerce', inplace=True)\ndata_19['Age'].fillna(data_19['Age'].mean(), inplace=True)\ndata_19['Years of experience'].fillna(data_19['Years of experience'].mean(), inplace=True)\ndata_19['Yearly brutto salary (without bonus and stocks)'].fillna(data_19['Yearly brutto salary (without bonus and stocks)'].mean(), inplace=True)\ndata_19['Yearly bonus'].fillna(data_19['Yearly bonus'].mean(), inplace=True)\ndata_19['Yearly stocks'].fillna(data_19['Yearly stocks'].mean(), inplace=True)\ndata_19['Yearly brutto salary (without bonus and stocks) one year ago. Only answer if staying in same country'].fillna(data_19['Yearly brutto salary (without bonus and stocks) one year ago. Only answer if staying in same country'].mean(), inplace=True)\ndata_19['Yearly bonus one year ago. Only answer if staying in same country'].fillna(data_19['Yearly bonus one year ago. Only answer if staying in same country'].mean(), inplace=True)\ndata_19['Yearly stocks one year ago. Only answer if staying in same country'].fillna(data_19['Yearly stocks one year ago. Only answer if staying in same country'].mean(), inplace=True)\ndata_19['Number of vacation days'].fillna(data_19['Number of vacation days'].mean(), inplace=True)\ndata_19['Number of home office days per month'].fillna(data_19['Number of home office days per month'].mean(), inplace=True)", "_____no_output_____" ], [ "data_19['Seniority level'].value_counts()", "_____no_output_____" ], [ "data_19['Position (without seniority)'].unique()", "_____no_output_____" ], [ "data_19['Your main technology / programming language'].unique()", "_____no_output_____" ], [ "data_19['Main language at work'].unique()", "_____no_output_____" ], [ "data_19['Company name '].unique()", "_____no_output_____" ], [ "data_19['Company name '].replace({'google':'Google','check24':'Check24','CHECK24':'Check24','Here':'HERE'}, inplace=True)", "_____no_output_____" ], [ "data_19['Company business sector'].unique()", "_____no_output_____" ], [ "data_19.isnull().sum()", "_____no_output_____" ] ], [ [ "## Data Visualization with Dash Application", "_____no_output_____" ] ], [ [ "app = dash.Dash(__name__)", "_____no_output_____" ], [ "app.layout = html.Div([\n html.Div([\n dcc.Dropdown(id='years', multi=False, clearable=False,\n options=[{'label':x, 'value':x} for x in sorted(['2018','2019','2020'])],\n value=\"2018\")\n ],style={'width':'50%'}),\n \n html.Div([\n dcc.Dropdown(id='parameters', multi=False, clearable=False,\n options=[{'label':x, 'value':x} for x in sorted(['City','Gender','Seniority level','Main language at work','Current Salary'])],\n value=\"Gender\")\n ],style={'width':'50%'}),\n \n# html.Div([\n# dcc.Graph(id='my-pieplot', figure={})\n# ]),\n \n html.Div([\n dcc.Graph(id='my-plot', figure={})\n ])\n])", "_____no_output_____" ], [ "# Callback - app interactivity section------------------------------------\[email protected](\n #Output(component_id='my-pieplot', component_property='figure'),\n Output(component_id='my-plot', component_property='figure'),\n Input(component_id='years', component_property='value'),\n Input(component_id='parameters', component_property='value')\n)\ndef update_graph(year_chosen, parameter):\n print(year_chosen)\n print(parameter)\n if (year_chosen == '2018'):\n if (parameter == 'City'):\n city_18 = data_18['City'].value_counts().head(10)\n city_18 = pd.DataFrame(city_18)\n fig = px.bar(data_frame=city_18,y='City',color='City')\n fig.update_xaxes(title_text=\"<b>Cities</b>\")\n fig.update_layout(title_text=\"<b>Respondent's City Analysis (2018)</b>\")\n fig.update_yaxes(title_text=\"<b>Employee count</b> \", secondary_y=False)\n elif (parameter == 'Gender'):\n df = data_18\n fig=px.pie(data_frame=df,names='Gender')\n fig.update_traces(textinfo = 'label+percent')\n fig.update_layout(title_text=\"<b>Gender ratio of the respondents in 2018</b>\")\n elif (parameter == 'Seniority level'):\n fig=px.pie(data_frame=data_18,names='Your level')\n fig.update_traces(textinfo = 'label+percent')\n fig.update_layout(title_text=\"<b>Seniority levels in 2018</b>\")\n elif (parameter == 'Main language at work'):\n language = data_18['Main language at work'].value_counts()\n language = pd.DataFrame(language)\n fig = px.bar(data_frame=language,y='Main language at work',color='Main language at work')\n fig.update_xaxes(title_text=\"<b>Languages</b>\")\n fig.update_layout(title_text=\"<b>Language spoken at work (2018)</b>\")\n fig.update_yaxes(title_text=\"<b>Employee count</b> \", secondary_y=False)\n elif (parameter == 'Current Salary'): \n experience = data_18.groupby('Years of experience')\n mean_salary_18 = experience['Current Salary'].mean()\n mean_salary_18=pd.DataFrame(mean_salary_18)\n mean_salary_18 = mean_salary_18.reset_index(drop=False)\n fig = px.line(data_frame=mean_salary_18,x='Years of experience',y='Current Salary')\n fig.update_layout(title_text=\"<b>Salary info for the year 2018</b>\")\n \n elif (year_chosen == '2019'):\n if (parameter == 'City'):\n city_19 = data_19['City'].value_counts().head(10)\n city_19 = pd.DataFrame(city_19)\n fig = px.bar(data_frame=city_19,y='City',color='City')\n fig.update_xaxes(title_text=\"<b>Cities</b>\")\n fig.update_layout(title_text=\"<b>Respondent's City Analysis (2019)</b>\")\n fig.update_yaxes(title_text=\"<b>Employee count</b> \", secondary_y=False)\n elif (parameter == 'Gender'):\n df = data_19\n fig=px.pie(data_frame=df,names='Gender')\n fig.update_traces(textinfo = 'label+percent')\n fig.update_layout(title_text=\"<b>Gender ratio of the respondents in 2019</b>\")\n elif (parameter == 'Seniority level'):\n fig=px.pie(data_frame=data_19,names='Seniority level')\n fig.update_traces(textinfo = 'label+percent')\n fig.update_layout(title_text=\"<b>Seniority levels in 2019</b>\")\n elif (parameter == 'Main language at work'):\n language = data_19['Main language at work'].value_counts()\n language = pd.DataFrame(language)\n fig = px.bar(data_frame=language,y='Main language at work',color='Main language at work')\n fig.update_xaxes(title_text=\"<b>Languages</b>\")\n fig.update_layout(title_text=\"<b>Language spoken at work (2019)</b>\")\n fig.update_yaxes(title_text=\"<b>Employee count</b> \", secondary_y=False)\n elif (parameter == 'Current Salary'):\n experience = data_19.groupby('Years of experience')\n mean_salary_19 = experience['Yearly brutto salary (without bonus and stocks)'].mean()\n mean_salary_19=pd.DataFrame(mean_salary_19)\n mean_salary_19 = mean_salary_19.reset_index(drop=False)\n fig = px.line(data_frame=mean_salary_19,x='Years of experience',y='Yearly brutto salary (without bonus and stocks)')\n fig.update_layout(title_text=\"<b>Salary info for the year 2019</b>\")\n \n elif (year_chosen == '2020'):\n if (parameter == 'City'):\n city_20 = data_20['City'].value_counts().head(10)\n city_20 = pd.DataFrame(city_20)\n fig = px.bar(data_frame=city_20,y='City',color='City')\n fig.update_xaxes(title_text=\"<b>Cities</b>\")\n fig.update_layout(title_text=\"<b>Respondent's City Analysis (2020)</b>\")\n fig.update_yaxes(title_text=\"<b>Employee count</b> \", secondary_y=False)\n elif (parameter == 'Gender'):\n df = data_20\n fig=px.pie(data_frame=df,names='Gender')\n fig.update_traces(textinfo = 'label+percent')\n fig.update_layout(title_text=\"<b>Gender ratio of the respondents in 2020</b>\")\n elif (parameter == 'Seniority level'):\n fig=px.pie(data_frame=data_20,names='Seniority level')\n fig.update_traces(textinfo = 'label+percent')\n fig.update_layout(title_text=\"<b>Seniority levels in 2020</b>\")\n elif (parameter == 'Main language at work'):\n language = data_20['Main language at work'].value_counts()\n language = pd.DataFrame(language)\n fig = px.bar(data_frame=language,y='Main language at work',color='Main language at work')\n fig.update_xaxes(title_text=\"<b>Languages</b>\")\n fig.update_layout(title_text=\"<b>Language spoken at work (2020)</b>\")\n fig.update_yaxes(title_text=\"<b>Employee count</b> \", secondary_y=False)\n elif (parameter == 'Current Salary'):\n experience = data_20.groupby('Total years of experience')\n mean_salary_20 = experience['Yearly brutto salary (without bonus and stocks) in EUR'].mean()\n mean_salary_20=pd.DataFrame(mean_salary_20)\n mean_salary_20 = mean_salary_20.reset_index(drop=False)\n fig = px.line(data_frame=mean_salary_20,x='Total years of experience',y='Yearly brutto salary (without bonus and stocks) in EUR')\n fig.update_layout(title_text=\"<b>Salary info for the year 2020</b>\")\n return fig", "_____no_output_____" ], [ "if __name__=='__main__':\n app.run_server(debug=False, port=8001)", "Dash is running on http://127.0.0.1:8001/\n\nDash is running on http://127.0.0.1:8001/\n\n * Serving Flask app \"__main__\" (lazy loading)\n * Environment: production\n WARNING: This is a development server. Do not use it in a production deployment.\n Use a production WSGI server instead.\n * Debug mode: off\n" ] ] ]

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[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "# Day 3", "_____no_output_____" ] ], [ [ "--- Day 3: Toboggan Trajectory ---\nWith the toboggan login problems resolved, you set off toward the airport. While travel by toboggan might be easy, it's certainly not safe: there's very minimal steering and the area is covered in trees. You'll need to see which angles will take you near the fewest trees.\n\nDue to the local geology, trees in this area only grow on exact integer coordinates in a grid. You make a map (your puzzle input) of the open squares (.) and trees (#) you can see. For example:\n\n..##.......\n#...#...#..\n.#....#..#.\n..#.#...#.#\n.#...##..#.\n..#.##.....\n.#.#.#....#\n.#........#\n#.##...#...\n#...##....#\n.#..#...#.#\nThese aren't the only trees, though; due to something you read about once involving arboreal genetics and biome stability, the same pattern repeats to the right many times:\n\n..##.........##.........##.........##.........##.........##....... --->\n#...#...#..#...#...#..#...#...#..#...#...#..#...#...#..#...#...#..\n.#....#..#..#....#..#..#....#..#..#....#..#..#....#..#..#....#..#.\n..#.#...#.#..#.#...#.#..#.#...#.#..#.#...#.#..#.#...#.#..#.#...#.#\n.#...##..#..#...##..#..#...##..#..#...##..#..#...##..#..#...##..#.\n..#.##.......#.##.......#.##.......#.##.......#.##.......#.##..... --->\n.#.#.#....#.#.#.#....#.#.#.#....#.#.#.#....#.#.#.#....#.#.#.#....#\n.#........#.#........#.#........#.#........#.#........#.#........#\n#.##...#...#.##...#...#.##...#...#.##...#...#.##...#...#.##...#...\n#...##....##...##....##...##....##...##....##...##....##...##....#\n.#..#...#.#.#..#...#.#.#..#...#.#.#..#...#.#.#..#...#.#.#..#...#.# --->\nYou start on the open square (.) in the top-left corner and need to reach the bottom (below the bottom-most row on your map).\n\nThe toboggan can only follow a few specific slopes (you opted for a cheaper model that prefers rational numbers); start by counting all the trees you would encounter for the slope right 3, down 1:\n\nFrom your starting position at the top-left, check the position that is right 3 and down 1. Then, check the position that is right 3 and down 1 from there, and so on until you go past the bottom of the map.\n\nThe locations you'd check in the above example are marked here with O where there was an open square and X where there was a tree:\n\n..##.........##.........##.........##.........##.........##....... --->\n#..O#...#..#...#...#..#...#...#..#...#...#..#...#...#..#...#...#..\n.#....X..#..#....#..#..#....#..#..#....#..#..#....#..#..#....#..#.\n..#.#...#O#..#.#...#.#..#.#...#.#..#.#...#.#..#.#...#.#..#.#...#.#\n.#...##..#..X...##..#..#...##..#..#...##..#..#...##..#..#...##..#.\n..#.##.......#.X#.......#.##.......#.##.......#.##.......#.##..... --->\n.#.#.#....#.#.#.#.O..#.#.#.#....#.#.#.#....#.#.#.#....#.#.#.#....#\n.#........#.#........X.#........#.#........#.#........#.#........#\n#.##...#...#.##...#...#.X#...#...#.##...#...#.##...#...#.##...#...\n#...##....##...##....##...#X....##...##....##...##....##...##....#\n.#..#...#.#.#..#...#.#.#..#...X.#.#..#...#.#.#..#...#.#.#..#...#.# --->\nIn this example, traversing the map using this slope would cause you to encounter 7 trees.\n\nStarting at the top-left corner of your map and following a slope of right 3 and down 1, how many trees would you encounter?", "_____no_output_____" ] ], [ [ "trees = []\nwith open('input.txt', 'rt') as f:\n trees = f.read().splitlines()\nrows = len(trees)\ncols = len(trees[0])", "_____no_output_____" ], [ "i, j = 0, 0\npath = ''\nwhile(i < rows):\n path += trees[i][j % cols]\n i += 1\n j += 3\npath.count('#')", "_____no_output_____" ] ], [ [ "--- Part Two ---\nTime to check the rest of the slopes - you need to minimize the probability of a sudden arboreal stop, after all.\n\nDetermine the number of trees you would encounter if, for each of the following slopes, you start at the top-left corner and traverse the map all the way to the bottom:\n\nRight 1, down 1.\nRight 3, down 1. (This is the slope you already checked.)\nRight 5, down 1.\nRight 7, down 1.\nRight 1, down 2.\nIn the above example, these slopes would find 2, 7, 3, 4, and 2 tree(s) respectively; multiplied together, these produce the answer 336.\n\nWhat do you get if you multiply together the number of trees encountered on each of the listed slopes?", "_____no_output_____" ] ], [ [ "def tree_path(down, right):\n path = ''\n i, j = 0, 0\n while(i < rows):\n path += trees[i][j % cols]\n i += down\n j += right\n return path.count('#')\n\nprod = 1\nfor s in [(1, 1), (1, 3), (1, 5), (1, 7), (2, 1)]:\n prod *= tree_path(*s)\nprod", "_____no_output_____" ] ] ]

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[ [ "markdown" ], [ "raw" ], [ "code", "code" ], [ "raw" ], [ "code" ] ]

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[ "MIT" ]

[ "MIT" ]

[ [ [ "from pymongo import MongoClient\nclient = MongoClient(host='localhost', port=27017)\ndb = client['test']\ncursor = db.score.find()\nfor data in list(cursor):\n print(data['a'])", "99.0\n0.0\n1.0\n2.0\n3.0\n4.0\n5.0\n5.0\n" ], [ "db.score.save({'a':6, 'exam': 6})", "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: save is deprecated. Use insert_one or replace_one instead\n \"\"\"Entry point for launching an IPython kernel.\n" ], [ "#내려간 커서를 다시 위로 끌어올림\ncursor.rewind()\nfor data in list(cursor):\n print(data['a'])", "99.0\n0.0\n1.0\n2.0\n3.0\n4.0\n5.0\n5.0\n6\n" ], [ "# 데이터 수정\ndb.score.update( { 'a' : 5 }, { '$set' : { 'exam' : 10 } } )\n\ncursor.rewind()\nfor data in list(cursor):\n print(data)", "{'_id': ObjectId('5e2fdcd609d7368d39e3b799'), 'a': 99.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79a'), 'a': 0.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79b'), 'a': 1.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79c'), 'a': 2.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79d'), 'a': 3.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79e'), 'a': 4.0}\n{'_id': ObjectId('5e2fde8f09d7368d39e3b79f'), 'a': 5.0, 'exam': 10}\n{'_id': ObjectId('5e2fdeb609d7368d39e3b7a0'), 'a': 5.0, 'exam': 5.0}\n{'_id': ObjectId('5e2ff20eae8b72b003d0b13b'), 'a': 6, 'exam': 6}\n" ], [ "# 데이터 1개 삭제\ndb.score.delete_one( { 'a' : 5 } )\n\ncursor.rewind()\nfor data in list(cursor):\n print(data)\n", "{'_id': ObjectId('5e2fdcd609d7368d39e3b799'), 'a': 99.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79a'), 'a': 0.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79b'), 'a': 1.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79c'), 'a': 2.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79d'), 'a': 3.0}\n{'_id': ObjectId('5e2fdd0109d7368d39e3b79e'), 'a': 4.0}\n{'_id': ObjectId('5e2fdeb609d7368d39e3b7a0'), 'a': 5.0, 'exam': 5.0}\n{'_id': ObjectId('5e2ff20eae8b72b003d0b13b'), 'a': 6, 'exam': 6}\n" ] ], [ [ "### 연습문제\n- 인터파크 투어에서 조회한 결과를 MongoDB로 저장하기\n 컬렉션 : tour\n- 필드 : 이미지경로-img, 상세페이지경로-link, 상품명-title,\n 상품설명-desc, 가격-price", "_____no_output_____" ], [ "### headless로 크롬 실행\n```options = webdriver.ChromeOptions()\noptions.add_argument(\"headless\")\noptions.add_argument(\"window-size=1920x1080\")\ndriver = webdriver.Chrome(executable_path='C:/Code/chromedriver.exe', options=options)```", "_____no_output_____" ] ], [ [ "from selenium import webdriver as wd\ndriver = wd.Chrome(executable_path='C:/Code/chromedriver.exe')\nfrom selenium.webdriver.common.by import By\nfrom selenium.webdriver.support.ui import WebDriverWait\nfrom selenium.webdriver.support import expected_conditions as EC\nimport time\n\nfrom pymongo import MongoClient\nclient = MongoClient(host='localhost', port=27017)\ndb = client['test']\n\n\ndriver.get('http://tour.interpark.com')\ndriver.implicitly_wait(10)\ndriver.find_element_by_id('SearchGNBText').send_keys('달랏')\ndriver.find_element_by_css_selector('button.search-btn').click()\nWebDriverWait(driver, 10).until(\n EC.presence_of_element_located((By.CLASS_NAME, 'oTravelBox'))\n)\ndriver.find_element_by_css_selector('.oTravelBox .moreBtn').click()", "_____no_output_____" ], [ "\nfor page in range(1, 2):\n driver.execute_script(\"searchModule.SetCategoryList(%s, '')\" % page)\n time.sleep(2)\n boxItems = driver.find_elements_by_css_selector('.panelZone > .oTravelBox > .boxList > li')\n for li in boxItems:\n tour_dict = {}\n tour_dict['이미지']= li.find_element_by_css_selector('img.img').get_attribute('src')\n tour_dict['링크'] = li.find_element_by_css_selector('a').get_attribute('onclick')\n tour_dict['상품명'] = li.find_element_by_css_selector('h5.proTit').text\n tour_dict['추가설명'] = li.find_element_by_css_selector('.proSub').text\n tour_dict['가격'] = li.find_element_by_css_selector('strong.proPrice').text\n db.tour.save(tour_dict)\n# for info in li.find_elements_by_css_selector('.info-row .proInfo'):\n# print(info.text)\n# print('=' * 20)\n", "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: DeprecationWarning: save is deprecated. Use insert_one or replace_one instead\n if sys.path[0] == '':\n" ], [ "driver.close()", "_____no_output_____" ], [ "cursor = db.tour.find()\nfor data in list(cursor):\n print(data)", "{'_id': ObjectId('5e2ff5a7ae8b72b003d0b13d'), '이미지': 'http://img.modetour.com/eagle/photoimg/56584/bfile/636453195339574051.JPG', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=Q1011029','')\", '상품명': '●연중 봄의 도시, 달랏● [5성호텔] 달랏 3색 골프(54홀) + 관광 3박 5일', '추가설명': '', '가격': '1,480,000 원~'}\n{'_id': ObjectId('5e2ff5f9ae8b72b003d0b13f'), '이미지': 'http://tourimage.interpark.com/product/tour/00161/A10/280/A1031420_1_027.jpg', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1031420','')\", '상품명': '[달랏4일] 낭만도시 달랏 직항+랑비앙 포함 3박4일', '추가설명': '★직항 취항 기념 초특가★', '가격': '365,000 원~'}\n{'_id': ObjectId('5e2ff5faae8b72b003d0b140'), '이미지': 'http://tourimage.interpark.com/product/tour/00161/A10/280/A1024924_1_620.jpg', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1024924','')\", '상품명': '[나트랑/달랏5일] 시원한 낭만도시 랑비앙관광 5일', '추가설명': '★떠오르는 베트남 인생여행지★', '가격': '434,700 원~'}\n{'_id': ObjectId('5e2ff5faae8b72b003d0b141'), '이미지': 'http://tourimage.interpark.com/product/tour/00161/A10/280/A1025044_3_337.jpg', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1025044','')\", '상품명': '[대구출발_나트랑5일] 지금 핫한 그곳! 아름다운 나트랑/달랏 관광', '추가설명': '머드온천&나트랑 시내관광 포함-동양의 나폴리 나트랑&달랏여행♥', '가격': '499,000 원~'}\n{'_id': ObjectId('5e2ff5faae8b72b003d0b142'), '이미지': 'http://tourimage.interpark.com/product/tour/00161/A10/280/A1031349_1_470.jpg', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1031349','')\", '상품명': '[나트랑 5일★연합] 나트랑 1박/ 달랏 2박 꽉찬 관광일정', '추가설명': '신규취항★뱀부항공/기내식제공/수하물20KG', '가격': '349,000 원~'}\n{'_id': ObjectId('5e2ff5faae8b72b003d0b143'), '이미지': 'http://img.modetour.com/eagle/photoimg/42164/bfile/636724338253061415.JPG', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1023759','')\", '상품명': '*출발확정*[관광형] 나트랑x달랏 3박5일 [4성(1박)+달랏(2박)]', '추가설명': '최대 7만원 쿠폰할인 (출발일 2020.01.01~2020.03.31)', '가격': '405,000 원~'}\n{'_id': ObjectId('5e2ff5faae8b72b003d0b144'), '이미지': 'http://tourimage.interpark.com/product/tour/00161/A10/280/A1025396_7_460.jpg', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1025396','')\", '상품명': '[부산출발_나트랑5일] 떠오르는 여행지 나트랑 + 봄의 도시 달랏을 동시에!! 실속 관광형', '추가설명': '전 일전 준특급호텔 + 아름다운 나트랑 달랏 관광♡', '가격': '499,000 원~'}\n{'_id': ObjectId('5e2ff5fbae8b72b003d0b145'), '이미지': 'http://img.modetour.com/eagle/photoimg/59122/bfile/636724338211701392.JPG', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1031529','')\", '상품명': '[영원한봄의도시] 달랏 패키지 3박4일 [5성호텔]', '추가설명': '', '가격': '471,000 원~'}\n{'_id': ObjectId('5e2ff5fbae8b72b003d0b146'), '이미지': 'http://img.modetour.com/eagle/photoimg/42164/bfile/636724338249268660.JPG', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1025809','')\", '상품명': '*출발확정*[증편기][관광형] 나트랑x달랏 3박5일 [4성(1박)+달랏(2박)]', '추가설명': '', '가격': '352,000 원~'}\n{'_id': ObjectId('5e2ff5fbae8b72b003d0b147'), '이미지': 'http://img.modetour.com/eagle/photoimg/42171/bfile/636724338177366577.JPG', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=A1025810','')\", '상품명': '[증편기][관광형] 나트랑x달랏 3박5일 [5성(1박)+달랏(2박)]', '추가설명': '', '가격': '405,000 원~'}\n{'_id': ObjectId('5e2ff5fbae8b72b003d0b148'), '이미지': 'http://img.modetour.com/eagle/photoimg/56584/bfile/636453195339574051.JPG', '링크': \"searchModule.OnClickDetail('http://tour.interpark.com/goods/detail/?BaseGoodsCd=Q1011029','')\", '상품명': '●연중 봄의 도시, 달랏● [5성호텔] 달랏 3색 골프(54홀) + 관광 3박 5일', '추가설명': '', '가격': '1,480,000 원~'}\n" ], [ "from pymongo import MongoClient\nclient = MongoClient(host='localhost', port=27017)\ndb = client['test']\n\ndb.tour.count()", "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: DeprecationWarning: count is deprecated. Use estimated_document_count or count_documents instead. Please note that $where must be replaced by $expr, $near must be replaced by $geoWithin with $center, and $nearSphere must be replaced by $geoWithin with $centerSphere\n \"\"\"\n" ], [ "import pandas as pd\ncursor=db.tour.find()\nresult = []\nfor data in cursor:\n result.append([data['상품명'],data['가격']] )\n\npd.DataFrame(result, columns = ['상품명','가격'])", "_____no_output_____" ] ] ]

[ "code", "markdown", "code" ]

[ [ "code", "code", "code", "code", "code" ], [ "markdown", "markdown" ], [ "code", "code", "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "%matplotlib inline\nimport glob\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport tensorflow as tf\nimport tensorflow.contrib.learn as skflow\nfrom sklearn import metrics\n\ndatadir='/home/bonnin/dev/cifar-10-batches-bin/'\n\nplt.ion()\nG = glob.glob (datadir + '*.bin')\nA = np.fromfile(G[0],dtype=np.uint8).reshape([10000,3073])\nlabels = A [:,0]\nimages = A [:,1:].reshape([10000,3,32,32]).transpose (0,2,3,1)\nplt.imshow(images[15])\nprint labels[11]\nimages_unroll = A [:,1:]\n", "9\n" ], [ "''' Convert classes labels from escalars to one-hot vectrors.'''\ndef dense_to_one_hot (labels_dense, num_classes=10):\n num_labels = labels_dense.shape [0]\n index_offset = np.arange (num_labels) * num_classes\n labels_one_hot = np.zeros ((num_labels,num_classes))\n labels_one_hot.flat [index_offset +labels_dense.ravel()]=1\n return labels_one_hot\n\nlabels_hot = dense_to_one_hot(labels, num_classes= 10)\nsess= tf.InteractiveSession()\n#classifier=skflow.TensorFlowLinearClassifier(n_classes= 10, batch_size= 100, steps= 1000, learning_rate=0.1)\n#classifier.fit(images_unroll,labels)\n#score = metrics.accuracy_score (labels, classifier.predict (images_unroll))\n#print ('Accuracy: {0:f}',format(score))\n#W = classifier.weights_\n\n#sx.sy = (16,32)\n#f.con = plt. subplots(sx,sy, sharex='col', sharey='row')\n#for xx in range(sx):\n# for yy in range(sy):\n# con [xx.yy].pcolormesh\n\n#need to read in data in [n_samples. Height. Widht.\n#so element A [0.0.0] 3 RGB bytes\n\ndef max_pool_2x2(tensor_in):\n\treturn tf.nn.max_pool(tensor_in, ksize= [1,2,2,1], strides= [1,2,2,1], padding='SAME')\n\ndef conv_model (X, y):\n X= tf. reshape(X, [-1, 32, 32, 3])\n with tf.variable_scope('conv_layer1'):\n h_conv1=skflow.ops.conv2d(X, n_filters=16, filter_shape=[5,5], bias=True, activation=tf.nn.relu)#print (h_conv1)\n h_pool1=max_pool_2x2(h_conv1)#print (h_pool1)\n with tf.variable_scope('conv_layer2'):\n h_conv2=skflow.ops.conv2d(h_pool1, n_filters=16, filter_shape=[5,5], bias=True, activation=tf.nn.relu)\n #print (h_conv2)\n h_pool2=max_pool_2x2(h_conv2)\n #print (h_pool2)\n #needs work\n h_pool2_flat = tf.reshape(h_pool2, [-1,8*8*16 ])\n h_fc1 = skflow.ops.dnn(h_pool2_flat, [96,48], activation=tf.nn.relu , dropout=0.5)\n return skflow.models.logistic_regression(h_fc1,y)\n\nimages = np.array(images,dtype=np.float32)\nclassifier = skflow.TensorFlowEstimator(model_fn=conv_model, n_classes=10, batch_size=100, steps=2000, learning_rate=0.01)\n\n%time classifier.fit(images, labels, logdir='/tmp/cnn_train/')\n%time score =metrics.accuracy_score(labels, classifier.predict(images))\nprint ('Accuracy: {0:f}'.format(score))\n\n#Examining fitted weights\n#First 'onvolutional Layer\nprint ('1st Convolutional Layer weights and Bias')\nprint (classifier.get_tensor_value('conv_layer1/convolution/filters:0'))\nprint (classifier.get_tensor_value('conv_layer1/convolution/filters:1'))\n ", "Exception AssertionError: AssertionError() in <bound method InteractiveSession.__del__ of <tensorflow.python.client.session.InteractiveSession object at 0x7fdea7e7ecd0>> ignored\n" ] ] ]

[ "code" ]

[ [ "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "## Crypto Arbitrage\n\nIn this Challenge, you'll take on the role of an analyst at a high-tech investment firm. The vice president (VP) of your department is considering arbitrage opportunities in Bitcoin and other cryptocurrencies. As Bitcoin trades on markets across the globe, can you capitalize on simultaneous price dislocations in those markets by using the powers of Pandas?\n\nFor this assignment, you’ll sort through historical trade data for Bitcoin on two exchanges: Bitstamp and Coinbase. Your task is to apply the three phases of financial analysis to determine if any arbitrage opportunities exist for Bitcoin.\n\nThis aspect of the Challenge will consist of 3 phases.\n\n1. Collect the data.\n\n2. Prepare the data.\n\n3. Analyze the data. \n\n", "_____no_output_____" ], [ "### Import the required libraries and dependencies.", "_____no_output_____" ] ], [ [ "import pandas as pd\nfrom pathlib import Path\n%matplotlib inline", "_____no_output_____" ] ], [ [ "## Collect the Data\n\nTo collect the data that you’ll need, complete the following steps:\n\nInstructions. \n\n1. Using the Pandas `read_csv` function and the `Path` module, import the data from `bitstamp.csv` file, and create a DataFrame called `bitstamp`. Set the DatetimeIndex as the Timestamp column, and be sure to parse and format the dates.\n\n2. Use the `head` (and/or the `tail`) function to confirm that Pandas properly imported the data.\n\n3. Repeat Steps 1 and 2 for `coinbase.csv` file.", "_____no_output_____" ], [ "### Step 1: Using the Pandas `read_csv` function and the `Path` module, import the data from `bitstamp.csv` file, and create a DataFrame called `bitstamp`. Set the DatetimeIndex as the Timestamp column, and be sure to parse and format the dates.", "_____no_output_____" ] ], [ [ "# Read in the CSV file called \"bitstamp.csv\" using the Path module. \n# The CSV file is located in the Resources folder.\n# Set the index to the column \"Date\"\n# Set the parse_dates and infer_datetime_format parameters\nbitstamp = pd.read_csv(\n Path(\"Resources/bitstamp.csv\"),\n index_col = \"Timestamp\",\n parse_dates = True,\n infer_datetime_format = True\n)", "_____no_output_____" ] ], [ [ "### Step 2: Use the `head` (and/or the `tail`) function to confirm that Pandas properly imported the data.", "_____no_output_____" ] ], [ [ "# Use the head (and/or tail) function to confirm that the data was imported properly.\n# YOUR CODE HERE\ndisplay(bitstamp.head())\ndisplay(bitstamp.tail())", "_____no_output_____" ] ], [ [ "### Step 3: Repeat Steps 1 and 2 for `coinbase.csv` file.", "_____no_output_____" ] ], [ [ "# Read in the CSV file called \"coinbase.csv\" using the Path module. \n# The CSV file is located in the Resources folder.\n# Set the index to the column \"Timestamp\"\n# Set the parse_dates and infer_datetime_format parameters\ncoinbase = pd.read_csv(\n Path(\"Resources/coinbase.csv\"),\n index_col = \"Timestamp\",\n parse_dates = True,\n infer_datetime_format = True\n)", "_____no_output_____" ], [ "# Use the head (and/or tail) function to confirm that the data was imported properly.\ndisplay(coinbase.head())\ndisplay(coinbase.tail())", "_____no_output_____" ] ], [ [ "## Prepare the Data\n\nTo prepare and clean your data for analysis, complete the following steps:\n\n1. For the bitstamp DataFrame, replace or drop all `NaN`, or missing, values in the DataFrame.\n\n2. Use the `str.replace` function to remove the dollar signs ($) from the values in the Close column.\n\n3. Convert the data type of the Close column to a `float`.\n\n4. Review the data for duplicated values, and drop them if necessary.\n\n5. Repeat Steps 1–4 for the coinbase DataFrame.", "_____no_output_____" ], [ "### Step 1: For the bitstamp DataFrame, replace or drop all `NaN`, or missing, values in the DataFrame.", "_____no_output_____" ] ], [ [ "# For the bitstamp DataFrame, replace or drop all NaNs or missing values in the DataFrame\n\n# Displays the null count\ndisplay(bitstamp.isnull().sum())\n\n# Uses fillna() to replace all null values with 0\nbitstamp = bitstamp.fillna(0)\n\n# Verifies nulls have been replaced\ndisplay(bitstamp.isnull().sum())", "_____no_output_____" ] ], [ [ "### Step 2: Use the `str.replace` function to remove the dollar signs ($) from the values in the Close column.", "_____no_output_____" ] ], [ [ "# Display head to show before $ removed\ndisplay(bitstamp.head())\n\n# Use the str.replace function to remove the dollar sign, $\nbitstamp.loc[:,\"Close\"] = bitstamp.loc[:,\"Close\"].str.replace(\"$\",\"\")\n\n# Display head to show after has been removed.\ndisplay(bitstamp.head())", "_____no_output_____" ] ], [ [ "### Step 3: Convert the data type of the Close column to a `float`.", "_____no_output_____" ] ], [ [ "# Convert the Close data type to a float\n# display type before change\ndisplay(bitstamp[\"Close\"].dtypes)\n\n# change the column type to float\nbitstamp.loc[:, \"Close\"] = bitstamp.loc[:, \"Close\"].astype(\"float\")\n\n# display the new type\ndisplay(bitstamp[\"Close\"].dtypes)\n\n", "_____no_output_____" ] ], [ [ "### Step 4: Review the data for duplicated values, and drop them if necessary.", "_____no_output_____" ] ], [ [ "# Review the data for duplicate values, and drop them if necessary\n\n# Count the number of duplicates\ndisplay(bitstamp.duplicated().sum())\n\n# Drop the duplicates\nbitstamp = bitstamp.drop_duplicates()\n\n# Count the number of duplicates\ndisplay(bitstamp.duplicated().sum())", "_____no_output_____" ] ], [ [ "### Step 5: Repeat Steps 1–4 for the coinbase DataFrame.", "_____no_output_____" ] ], [ [ "# Step 1 - Remove the Nulls\n\n# Displays the null count\ndisplay(coinbase.isnull().sum())\n\n# Uses fillna() to replace all null values with 0\ncoinbase = coinbase.fillna(0)\n\n# Verifies nulls have been replaced\ndisplay(coinbase.isnull().sum())\n\n\n# Step 2 - Remove $ from Close column\n\n# Display head to show before $ removed\ndisplay(coinbase.head())\n\n# Use the str.replace function to remove the dollar sign, $\ncoinbase.loc[:,\"Close\"] = coinbase.loc[:,\"Close\"].str.replace(\"$\",\"\")\n\n# Display head to show after has been removed.\ndisplay(coinbase.head())\n\n\n# Step 3 - Convert the Close data type to a float\n\n# Display type before change\ndisplay(coinbase[\"Close\"].dtypes)\n\n# Change the column type to float\ncoinbase.loc[:, \"Close\"] = coinbase.loc[:, \"Close\"].astype(\"float\")\n\n# Display the new type\ndisplay(coinbase[\"Close\"].dtypes)\n\n\n# Step 4 - Review the data for duplicate values, and drop them if necessary\n\n# Count the number of duplicates\ndisplay(coinbase.duplicated().sum())\n\n# Drop the duplicates\ncoinbase = coinbase.drop_duplicates()\n\n# Count the number of duplicates\ndisplay(coinbase.duplicated().sum())\n\n", "_____no_output_____" ] ], [ [ "## Analyze the Data\n\nYour analysis consists of the following tasks: \n\n1. Choose the columns of data on which to focus your analysis.\n\n2. Get the summary statistics and plot the data.\n\n3. Focus your analysis on specific dates.\n\n4. Calculate the arbitrage profits.", "_____no_output_____" ], [ "### Step 1: Choose columns of data on which to focus your analysis.\n\nSelect the data you want to analyze. Use `loc` or `iloc` to select the following columns of data for both the bitstamp and coinbase DataFrames:\n\n* Timestamp (index)\n\n* Close\n", "_____no_output_____" ] ], [ [ "# Use loc or iloc to select `Timestamp (the index)` and `Close` from bitstamp DataFrame\nbitstamp_sliced = bitstamp.iloc[:,[3]]\n\n# Review the first five rows of the DataFrame\nbitstamp_sliced.head()", "_____no_output_____" ], [ "# Use loc or iloc to select `Timestamp (the index)` and `Close` from coinbase DataFrame\ncoinbase_sliced = coinbase.iloc[:,[3]]\n\n# Review the first five rows of the DataFrame\ncoinbase_sliced.head()", "_____no_output_____" ] ], [ [ "### Step 2: Get summary statistics and plot the data.\n\nSort through the time series data associated with the bitstamp and coinbase DataFrames to identify potential arbitrage opportunities. To do so, complete the following steps:\n\n1. Generate the summary statistics for each DataFrame by using the `describe` function.\n\n2. For each DataFrame, create a line plot for the full period of time in the dataset. Be sure to tailor the figure size, title, and color to each visualization.\n\n3. In one plot, overlay the visualizations that you created in Step 2 for bitstamp and coinbase. Be sure to adjust the legend and title for this new visualization.\n\n4. Using the `loc` and `plot` functions, plot the price action of the assets on each exchange for different dates and times. Your goal is to evaluate how the spread between the two exchanges changed across the time period that the datasets define. Did the degree of spread change as time progressed?", "_____no_output_____" ] ], [ [ "# Generate the summary statistics for the bitstamp DataFrame\nbitstamp_sliced.describe()\n", "_____no_output_____" ], [ "# Generate the summary statistics for the coinbase DataFrame\ncoinbase_sliced.describe()", "_____no_output_____" ], [ "# Create a line plot for the bitstamp DataFrame for the full length of time in the dataset \n# Be sure that the figure size, title, and color are tailored to each visualization\nbitstamp_sliced.plot(figsize=(10, 5), title=\"Bitstamp Closing Prices\", color=\"blue\")", "_____no_output_____" ], [ "# Create a line plot for the coinbase DataFrame for the full length of time in the dataset \n# Be sure that the figure size, title, and color are tailored to each visualization\ncoinbase_sliced.plot(figsize=(10, 5), title=\"Coinbase Closing Prices\", color=\"orange\")", "_____no_output_____" ], [ "# Overlay the visualizations for the bitstamp and coinbase DataFrames in one plot\n# The plot should visualize the prices over the full lenth of the dataset\n# Be sure to include the parameters: legend, figure size, title, and color and label\ncoinbase_sliced[\"Close\"].plot(legend = True, figsize=(15, 7), title=\"Bitstamp v. Coinbase\", color=\"orange\", label = \"Coinbase\") \nbitstamp_sliced[\"Close\"].plot(legend = True, figsize=(15, 7), color=\"blue\", label = \"Bitstamp\")", "_____no_output_____" ], [ "# Using the loc and plot functions, create an overlay plot that visualizes \n# the price action of both DataFrames for a one month period early in the dataset\n# Be sure to include the parameters: legend, figure size, title, and color and label\ncoinbase_sliced[\"Close\"].loc[\"2018-01-01\" : \"2018-01-31\"].plot(legend = True, figsize=(15, 7), title=\"Jan. 2018 - Bitstamp v. Coinbase\", color=\"orange\", label = \"Coinbase\") \nbitstamp_sliced[\"Close\"].loc[\"2018-01-01\" : \"2018-01-31\"].plot(legend = True, figsize=(15, 7), color=\"blue\", label = \"Bitstamp\")", "_____no_output_____" ], [ "# Using the loc and plot functions, create an overlay plot that visualizes \n# the price action of both DataFrames for a one month period later in the dataset\n# Be sure to include the parameters: legend, figure size, title, and color and label \ncoinbase_sliced[\"Close\"].loc[\"2018-03-01\" : \"2018-03-31\"].plot(legend = True, figsize=(15, 7), title=\"March 2018 - Bitstamp v. Coinbase\", color=\"orange\", label = \"Coinbase\") \nbitstamp_sliced[\"Close\"].loc[\"2018-03-01\" : \"2018-03-31\"].plot(legend = True, figsize=(15, 7), color=\"blue\", label = \"Bitstamp\")", "_____no_output_____" ] ], [ [ "**Question** Based on the visualizations of the different time periods, has the degree of spread change as time progressed?\n\n**Answer** Yes. Early in the timeframe, there were more frequent and more severe divergences between the price of Bitcoin on Bitstamp and Coinbase.", "_____no_output_____" ], [ "### Step 3: Focus Your Analysis on Specific Dates\n\nFocus your analysis on specific dates by completing the following steps:\n\n1. Select three dates to evaluate for arbitrage profitability. Choose one date that’s early in the dataset, one from the middle of the dataset, and one from the later part of the time period.\n\n2. For each of the three dates, generate the summary statistics and then create a box plot. This big-picture view is meant to help you gain a better understanding of the data before you perform your arbitrage calculations. As you compare the data, what conclusions can you draw?", "_____no_output_____" ] ], [ [ "# Create an overlay plot that visualizes the two dataframes over a period of one day early in the dataset. \n# Be sure that the plots include the parameters `legend`, `figsize`, `title`, `color` and `label` \ncoinbase_sliced[\"Close\"].loc[\"2018-01-24\" : \"2018-01-24\"].plot(legend = True, figsize=(15, 7), title=\"Jan. 25, 2018 - Bitstamp v. Coinbase\", color=\"orange\", label = \"Coinbase\") \nbitstamp_sliced[\"Close\"].loc[\"2018-01-24\" : \"2018-01-24\"].plot(legend = True, figsize=(15, 7), color=\"blue\", label = \"Bitstamp\")", "_____no_output_____" ], [ "# Using the early date that you have selected, calculate the arbitrage spread \n# by subtracting the bitstamp lower closing prices from the coinbase higher closing prices\narbitrage_spread_early = bitstamp_sliced['Close'].loc['2018-01-24'] - coinbase_sliced['Close'].loc['2018-01-24']\n\n# Generate summary statistics for the early DataFrame\narbitrage_spread_early.describe()", "_____no_output_____" ], [ "# Visualize the arbitrage spread from early in the dataset in a box plot\narbitrage_spread_early.plot(kind = \"box\", legend = True, figsize=(15, 7), title=\"Arbitrage Spread - Early\", color=\"blue\")", "_____no_output_____" ], [ "# Create an overlay plot that visualizes the two dataframes over a period of one day from the middle of the dataset. \n# Be sure that the plots include the parameters `legend`, `figsize`, `title`, `color` and `label` \ncoinbase_sliced[\"Close\"].loc[\"2018-02-23\" : \"2018-02-23\"].plot(legend = True, figsize=(15, 7), title=\"Feb. 25, 2018 - Bitstamp v. Coinbase\", color=\"orange\", label = \"Coinbase\") \nbitstamp_sliced[\"Close\"].loc[\"2018-02-23\" : \"2018-02-23\"].plot(legend = True, figsize=(15, 7), color=\"blue\", label = \"Bitstamp\")", "_____no_output_____" ], [ "# Using the date in the middle that you have selected, calculate the arbitrage spread \n# by subtracting the bitstamp lower closing prices from the coinbase higher closing prices\narbitrage_spread_middle = bitstamp_sliced['Close'].loc['2018-02-23'] - coinbase_sliced['Close'].loc['2018-02-23']\n\n# Generate summary statistics \narbitrage_spread_middle.describe()", "_____no_output_____" ], [ "# Visualize the arbitrage spread from the middle of the dataset in a box plot\narbitrage_spread_middle.plot(kind = \"box\", legend = True, figsize=(15, 7), title=\"Arbitrage Spread - Middle\", color=\"blue\")", "_____no_output_____" ], [ "# Create an overlay plot that visualizes the two dataframes over a period of one day from late in the dataset. \n# Be sure that the plots include the parameters `legend`, `figsize`, `title`, `color` and `label` \ncoinbase_sliced[\"Close\"].loc[\"2018-03-23\" : \"2018-03-23\"].plot(legend = True, figsize=(15, 7), title=\"March 25, 2018 - Bitstamp v. Coinbase\", color=\"orange\", label = \"Coinbase\") \nbitstamp_sliced[\"Close\"].loc[\"2018-03-23\" : \"2018-03-23\"].plot(legend = True, figsize=(15, 7), color=\"blue\", label = \"Bitstamp\")", "_____no_output_____" ], [ "# Using the date from the late that you have selected, calculate the arbitrage spread \n# by subtracting the bitstamp lower closing prices from the coinbase higher closing prices\narbitrage_spread_late = bitstamp_sliced['Close'].loc['2018-03-23'] - coinbase_sliced['Close'].loc['2018-03-23']\n\n\n# Generate summary statistics for the late DataFrame\narbitrage_spread_late.describe()", "_____no_output_____" ], [ "# Visualize the arbitrage spread from late in the dataset in a box plot\narbitrage_spread_late.plot(kind = \"box\", legend = True, figsize=(15, 7), title=\"Arbitrage Spread - Late\", color=\"blue\")", "_____no_output_____" ] ], [ [ "### Step 4: Calculate the Arbitrage Profits\n\nCalculate the potential profits for each date that you selected in the previous section. Your goal is to determine whether arbitrage opportunities still exist in the Bitcoin market. Complete the following steps:\n\n1. For each of the three dates, measure the arbitrage spread between the two exchanges by subtracting the lower-priced exchange from the higher-priced one. Then use a conditional statement to generate the summary statistics for each arbitrage_spread DataFrame, where the spread is greater than zero.\n\n2. For each of the three dates, calculate the spread returns. To do so, divide the instances that have a positive arbitrage spread (that is, a spread greater than zero) by the price of Bitcoin from the exchange you’re buying on (that is, the lower-priced exchange). Review the resulting DataFrame.\n\n3. For each of the three dates, narrow down your trading opportunities even further. To do so, determine the number of times your trades with positive returns exceed the 1% minimum threshold that you need to cover your costs.\n\n4. Generate the summary statistics of your spread returns that are greater than 1%. How do the average returns compare among the three dates?\n\n5. For each of the three dates, calculate the potential profit, in dollars, per trade. To do so, multiply the spread returns that were greater than 1% by the cost of what was purchased. Make sure to drop any missing values from the resulting DataFrame.\n\n6. Generate the summary statistics, and plot the results for each of the three DataFrames.\n\n7. Calculate the potential arbitrage profits that you can make on each day. To do so, sum the elements in the profit_per_trade DataFrame.\n\n8. Using the `cumsum` function, plot the cumulative sum of each of the three DataFrames. Can you identify any patterns or trends in the profits across the three time periods?\n\n(NOTE: The starter code displays only one date. You'll want to do this analysis for two additional dates).", "_____no_output_____" ], [ "#### 1. For each of the three dates, measure the arbitrage spread between the two exchanges by subtracting the lower-priced exchange from the higher-priced one. Then use a conditional statement to generate the summary statistics for each arbitrage_spread DataFrame, where the spread is greater than zero.\n\n*NOTE*: For illustration, only one of the three dates is shown in the starter code below.", "_____no_output_____" ] ], [ [ "# For the date early in the dataset, measure the arbitrage spread between the two exchanges\n# by subtracting the lower-priced exchange from the higher-priced one\n\n# Determines the arbitrage spread at three different times - early, middle, and late\narbitrage_spread_early = bitstamp_sliced['Close'].loc['2018-01-24'] - coinbase_sliced['Close'].loc['2018-01-24']\narbitrage_spread_middle = bitstamp_sliced['Close'].loc['2018-02-23'] - coinbase_sliced['Close'].loc['2018-02-23']\narbitrage_spread_late = bitstamp_sliced['Close'].loc['2018-03-23'] - coinbase_sliced['Close'].loc['2018-03-23']\n\n# Filters for positive returns at three different times - early, middle, and late\nspread_return_early_positive = arbitrage_spread_early[arbitrage_spread_early>0]\ndisplay(spread_return_early_positive.describe())\n\nspread_return_middle_positive = arbitrage_spread_middle[arbitrage_spread_middle>0]\ndisplay(spread_return_middle_positive.describe())\n\nspread_return_late_positive = arbitrage_spread_late[arbitrage_spread_late>0]\ndisplay(spread_return_late_positive.describe())\n", "_____no_output_____" ] ], [ [ "#### 2. For each of the three dates, calculate the spread returns. To do so, divide the instances that have a positive arbitrage spread (that is, a spread greater than zero) by the price of Bitcoin from the exchange you’re buying on (that is, the lower-priced exchange). Review the resulting DataFrame.", "_____no_output_____" ] ], [ [ "# For the date early in the dataset, calculate the spread returns by dividing the instances when the arbitrage spread is positive (> 0) \n# by the price of Bitcoin from the exchange you are buying on (the lower-priced exchange).\nspread_return_early= spread_return_early_positive / coinbase_sliced['Close'].loc['2018-01-24']\nspread_return_middle= spread_return_middle_positive / coinbase_sliced['Close'].loc['2018-02-23']\nspread_return_late= spread_return_late_positive / coinbase_sliced['Close'].loc['2018-03-23']\n\n\n\n# Review the spread return DataFrame\ndisplay(spread_return_early.describe())\ndisplay(spread_return_middle.describe())\ndisplay(spread_return_late.describe())", "_____no_output_____" ] ], [ [ "#### 3. For each of the three dates, narrow down your trading opportunities even further. To do so, determine the number of times your trades with positive returns exceed the 1% minimum threshold that you need to cover your costs.", "_____no_output_____" ] ], [ [ "# For the date early in the dataset, determine the number of times your trades with positive returns \n# exceed the 1% minimum threshold (.01) that you need to cover your costs\nprofitable_trades_early = spread_return_early[spread_return_early > .01]\nprofitable_trades_middle = spread_return_middle[spread_return_middle > .01]\nprofitable_trades_late = spread_return_late[spread_return_late > .01]\n\n# Review the first five profitable trades\ndisplay(profitable_trades_early.head())\ndisplay(profitable_trades_middle.head())\ndisplay(profitable_trades_late.head())", "_____no_output_____" ] ], [ [ "#### 4. Generate the summary statistics of your spread returns that are greater than 1%. How do the average returns compare among the three dates?", "_____no_output_____" ] ], [ [ "# For the date early in the dataset, generate the summary statistics for the profitable trades\n# or you trades where the spread returns are are greater than 1%\n\ndisplay(profitable_trades_early.describe())\ndisplay(profitable_trades_middle.describe())\ndisplay(profitable_trades_late.describe())", "_____no_output_____" ] ], [ [ "#### 5. For each of the three dates, calculate the potential profit, in dollars, per trade. To do so, multiply the spread returns that were greater than 1% by the cost of what was purchased. Make sure to drop any missing values from the resulting DataFrame.", "_____no_output_____" ] ], [ [ "# For the date early in the dataset, calculate the potential profit per trade in dollars \n# Multiply the profitable trades by the cost of the Bitcoin that was purchased\nprofit_early = spread_return_early[spread_return_early > .01] * coinbase_sliced['Close'].loc['2018-01-24']\nprofit_middle = spread_return_middle[spread_return_middle > .01] * coinbase_sliced['Close'].loc['2018-02-23']\nprofit_late = spread_return_late[spread_return_late > .01] * coinbase_sliced['Close'].loc['2018-03-23']\n\n\n\n# Drop any missing values from the profit DataFrame\nprofit_per_trade_early = profit_early.dropna()\nprofit_per_trade_middle = profit_middle.dropna()\nprofit_per_trade_late = profit_late.dropna()\n\n# View the early profit DataFrame\ndisplay(profit_per_trade_early.head())\ndisplay(profit_per_trade_middle.head())\ndisplay(profit_per_trade_late.head())", "_____no_output_____" ] ], [ [ "#### 6. Generate the summary statistics, and plot the results for each of the three DataFrames.", "_____no_output_____" ] ], [ [ "# Generate the summary statistics for the early profit per trade DataFrame\ndisplay(profit_per_trade_early.describe())\ndisplay(profit_per_trade_middle.describe())\ndisplay(profit_per_trade_late.describe())", "_____no_output_____" ], [ "# Plot the results for the early profit per trade DataFrame\nprofit_per_trade_early.plot(legend = True, figsize=(15, 7), title=\"Profit from Trades Made on Jan. 24, 2018\", color=\"green\", label = \"Profit\")", "_____no_output_____" ] ], [ [ "#### 7. Calculate the potential arbitrage profits that you can make on each day. To do so, sum the elements in the profit_per_trade DataFrame.", "_____no_output_____" ] ], [ [ "# Calculate the sum of the potential profits for the early profit per trade DataFrame\ndisplay(profit_per_trade_early.sum())\ndisplay(profit_per_trade_middle.sum())\ndisplay(profit_per_trade_late.sum())", "_____no_output_____" ] ], [ [ "#### 8. Using the `cumsum` function, plot the cumulative sum of each of the three DataFrames. Can you identify any patterns or trends in the profits across the three time periods?", "_____no_output_____" ] ], [ [ "# Use the cumsum function to calculate the cumulative profits over time for the early profit per trade DataFrame\ncumulative_profit_early = profit_per_trade_early.cumsum()# YOUR CODE HERE", "_____no_output_____" ], [ "# Plot the cumulative sum of profits for the early profit per trade DataFrame\ncumulative_profit_early.plot()", "_____no_output_____" ] ], [ [ "**Question:** After reviewing the profit information across each date from the different time periods, can you identify any patterns or trends?\n \n**Answer:** The clearest pattern is that arbitrage opportunities do not last very long. So, it is important to act on them early because over time, the spread narrows and eventually disappears. This is consistent with the idea of efficient marketplaces. Over time, the market finds and exploints inefficiencies, therefore elimating them. This does not mean that they do not exist, it just means that they are rarer in established markets than emerging ones and, even in emerging markets, do not last long when there is a sufficiently profitable spread or volume such that the profit is high.", "_____no_output_____" ] ] ]

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[ [ [ "Design MERFISH probes using the example inputs from Jeff Moffitt. The original MATLAB design pipeline can be found at https://github.com/ZhuangLab/MERFISH_analysis.", "_____no_output_____" ], [ "# Prepare inputs", "_____no_output_____" ] ], [ [ "# Download the input data\n# This is for the UNIX-like operating systems. If you are using Windows, just download the files accordingly.\n!mkdir temporary_data\n!wget http://zhuang.harvard.edu/merfish/MERFISHData/MERFISH_Examples2.zip -O temporary_data/MERFISH_Examples2.zip\n!unzip -o temporary_data/MERFISH_Examples2.zip -d temporary_data \n# Make a path for output\n!mkdir temporary_data/MERFISH_Examples2/outputs", "_____no_output_____" ], [ "# Define all the input files you need in this script\nimport os\nref_folder = r'\\\\10.245.74.212\\Chromatin_NAS_2\\Libraries\\CTP-10_Aire\\MERFISH_designer'\n#os.makedirs(os.path.join(ref_folder, 'MERFISH_Examples2', 'outputs'))\n\n\ncodebook_file = os.path.join(ref_folder, r'MERFISH_Examples2\\codebook.csv')\ntranscripts_fasta_file = os.path.join(ref_folder, r'MERFISH_Examples2\\transcripts.fasta')\nfpkm_tracking_file = os.path.join(ref_folder, r'MERFISH_Examples2\\isoforms.fpkm_tracking')\nreadout_fasta_file = os.path.join(ref_folder, r'MERFISH_Examples2\\readouts.fasta')\nforward_primer_file = r'\\\\10.245.74.212\\Chromatin_NAS_2\\Libraries\\Primers\\forward_primers.fasta'\nreverse_primer_file = r'\\\\10.245.74.212\\Chromatin_NAS_2\\Libraries\\Primers\\reverse_primers.fasta'\nncRNA_file = os.path.join(ref_folder, r'MERFISH_Examples2\\Homo_sapiens.GRCh38.ncrna.fa')\n\n# Define the output files\nottable_transcriptome_file = os.path.join(ref_folder, r'MERFISH_Examples2\\outputs\\ottable_transcriptome.pkl')\nselected_primers_file = os.path.join(ref_folder, r'MERFISH_Examples2\\outputs\\selected_primers.csv')\nprobe_output_file = os.path.join(ref_folder, r'MERFISH_Examples2\\outputs\\designed_probes.csv')\ntranscript_level_report_file = os.path.join(ref_folder, r'MERFISH_Examples2\\outputs\\transcript_level_report.csv')", "_____no_output_____" ], [ "print(transcripts_fasta_file)", "\\\\10.245.74.212\\Chromatin_NAS_2\\Libraries\\CTP-10_Aire\\MERFISH_designer\\MERFISH_Examples2\\transcripts.fasta\n" ] ], [ [ "# Initialize data structures", "_____no_output_____" ] ], [ [ "# Import the modules\nimport os\nimport sys\n\nfrom IPython.display import display\nimport MERFISH_probe_design\n\nimport MERFISH_probe_design.IO.file_io as fio\nimport MERFISH_probe_design.probe_design.probe_dict as p_d\nimport MERFISH_probe_design.probe_design.OTTable_dict as ot\nimport MERFISH_probe_design.probe_design.readout_sequences as rs\nimport MERFISH_probe_design.probe_design.probe_selection as ps\nimport MERFISH_probe_design.probe_design.quality_check as qc\nfrom MERFISH_probe_design.probe_design import filters\nfrom MERFISH_probe_design.probe_design import plot\nfrom MERFISH_probe_design.probe_design import primer_design", "_____no_output_____" ] ], [ [ "## load transcriptome", "_____no_output_____" ] ], [ [ "# Load the transcriptome as a pandas data frame\ntranscriptome = fio.load_transcriptome(transcripts_fasta_file, fpkm_tracking_file)\n\n# Make sure that the transcriptome data frame has the standard column names.\n# The standard columns are: transcript_id, sequence, gene_id, gene_short_name and FPKM.\n# Also remove the non-standard columns for clarity.\ntranscriptome = qc.check_and_standardize_transcriptome(transcriptome, remove_non_standard_columns=True)\n\ntranscriptome # Let's have a look at what's inside the transcriptome", "Loaded 198798 transcripts.\nLoaded FPKMs for 215942 transcripts of 66008 genes.\nKept 198664 transcripts of 60655 genes after merging.\n" ], [ "# Load the transcriptome as a pandas data frame\ntranscriptome = fio.load_transcriptome(transcripts_fasta_file, )#fpkm_tracking_file)\n\n# Make sure that the transcriptome data frame has the standard column names.\n# The standard columns are: transcript_id, sequence, gene_id, gene_short_name and FPKM.\n# Also remove the non-standard columns for clarity.\ntranscriptome = qc.check_and_standardize_transcriptome(transcriptome, remove_non_standard_columns=True)\n\ntranscriptome # Let's have a look at what's inside the transcriptome", "Loaded 198798 transcripts.\n" ], [ "# Load the codebook\ncb_version, cb_name, bit_names, barcode_table = fio.load_merlin_codebook(codebook_file)\ngene_ids = list(barcode_table['name'][barcode_table['id'] != '']) # Get the non-blank gene names\ntranscript_ids = set(barcode_table['id'][barcode_table['id'] != '']) # Get the non-blank transcript ids\nbarcode_table # Let's have a look at the barcode table", "_____no_output_____" ], [ "# Initialize the probe dictionary which is the carrier of the probes throught the design process.\nprobe_dict = p_d.init_probe_dict(gene_ids, transcriptome, 'gene_short_name', K=30)\np_d.print_probe_dict(probe_dict)", "Found 943 transcripts for 130 target genes.\nGene\tTranscript\tN_probes\nVPS13D\n\tENST00000613099.4\t16216\n\tENST00000620676.4\t16291\n\tENST00000476169.1\t446\n\tENST00000489961.1\t414\n\tENST00000011700.10\t10940\n\tENST00000460333.5\t4881\n\tENST00000487188.1\t3961\n\tENST00000469054.1\t538\n\tENST00000543710.5\t5647\n\tENST00000466732.2\t348\n\tENST00000476045.5\t351\n\tENST00000481484.1\t331\n\tENST00000543766.2\t3809\n\tENST00000473099.1\t432\nPRDM2\n\tENST00000484063.6\t599\n\tENST00000376048.9\t2659\n\tENST00000311066.9\t7408\n\tENST00000235372.11\t7928\n\tENST00000491134.5\t1071\n\tENST00000502727.5\t553\n\tENST00000502724.5\t512\n\tENST00000413440.5\t6146\n\tENST00000343137.8\t5768\n\tENST00000491815.1\t629\n\tENST00000503842.5\t676\n\tENST00000407521.7\t484\n\tENST00000505823.5\t539\n\tENST00000487453.1\t617\nLUZP1\n\tENST00000418342.5\t8392\n\tENST00000302291.8\t8869\n\tENST00000314174.5\t3686\n\tENST00000471849.5\t1161\n\tENST00000475164.2\t584\nCNR2\n\tENST00000374472.4\t5225\nAHDC1\n\tENST00000247087.9\t6305\n\tENST00000374011.6\t6409\n\tENST00000487743.2\t388\n\tENST00000490295.1\t482\n\tENST00000480033.2\t517\nAGO3\n\tENST00000324350.9\t1697\n\tENST00000373191.8\t19658\n\tENST00000397828.3\t1006\n\tENST00000246314.10\t3182\n\tENST00000491443.2\t519\n\tENST00000471099.1\t573\nRAB3B\n\tENST00000371655.3\t12815\nUSP24\n\tENST00000294383.6\t10520\n\tENST00000484447.5\t585\n\tENST00000480962.1\t377\n\tENST00000472566.1\t702\n\tENST00000512504.1\t539\n\tENST00000482197.1\t571\nMAN1A2\n\tENST00000356554.7\t8547\n\tENST00000482811.1\t695\n\tENST00000449370.6\t2053\n\tENST00000421535.5\t649\n\tENST00000422329.1\t458\nNOTCH2\n\tENST00000256646.6\t11360\n\tENST00000493703.1\t524\n\tENST00000478864.1\t491\n\tENST00000479412.2\t3192\n\tENST00000579475.7\t2925\n\tENST00000602566.5\t5017\n\tENST00000612822.1\t5012\n\tENST00000489731.1\t385\nTPR\n\tENST00000367478.8\t9679\n\tENST00000467810.1\t552\n\tENST00000492973.1\t424\n\tENST00000481347.1\t2698\n\tENST00000491783.5\t853\n\tENST00000469463.1\t391\n\tENST00000474852.1\t2728\n\tENST00000613151.1\t2449\n\tENST00000451586.1\t486\nPLXNA2\n\tENST00000367033.3\t11415\n\tENST00000483048.1\t2831\n\tENST00000480053.1\t332\n\tENST00000463510.1\t469\n\tENST00000460870.1\t727\n\tENST00000486969.1\t910\nDIEXF\n\tENST00000491415.6\t8417\n\tENST00000457820.1\t2866\nPTPN14\n\tENST00000366956.9\t12956\n\tENST00000543945.5\t3813\n\tENST00000473261.1\t413\n\tENST00000486173.1\t458\n\tENST00000491277.1\t5523\nCENPF\n\tENST00000464322.5\t660\n\tENST00000366955.7\t10278\n\tENST00000495259.1\t316\n\tENST00000614578.1\t499\n\tENST00000467765.1\t1398\n\tENST00000469862.1\t705\nFAM208B\n\tENST00000328090.9\t8597\n\tENST00000477043.5\t485\n\tENST00000473789.5\t477\n\tENST00000496681.5\t493\n\tENST00000480839.6\t511\n\tENST00000532424.5\t404\n\tENST00000482419.1\t395\n\tENST00000463468.5\t531\n\tENST00000527124.1\t545\n\tENST00000532080.1\t456\n\tENST00000380270.3\t709\n\tENST00000487196.1\t547\n\tENST00000459693.1\t1812\nKIAA1462\n\tENST00000375377.1\t9236\n\tENST00000464386.1\t655\n\tENST00000465712.1\t561\nCHST3\n\tENST00000373115.4\t6941\nRBM20\n\tENST00000369519.3\t7204\n\tENST00000471172.1\t451\n\tENST00000480343.2\t544\n\tENST00000465774.2\t876\nBUB3\n\tENST00000368865.8\t7799\n\tENST00000368859.6\t638\n\tENST00000368858.9\t1332\n\tENST00000407911.2\t866\n\tENST00000481952.1\t761\nCKAP5\n\tENST00000529230.5\t7092\n\tENST00000312055.9\t6503\n\tENST00000354558.7\t6399\n\tENST00000533413.5\t3055\n\tENST00000525896.1\t803\n\tENST00000527333.5\t469\n\tENST00000526876.2\t541\n\tENST00000526943.1\t534\n\tENST00000528593.1\t337\n\tENST00000532321.1\t557\n\tENST00000526496.1\t553\n\tENST00000525248.1\t669\nMALAT1\n\tENST00000534336.1\t8679\n\tENST00000619449.1\t765\n\tENST00000620902.1\t323\n\tENST00000617791.1\t365\n\tENST00000544868.2\t451\n\tENST00000610481.1\t324\n\tENST00000508832.2\t1490\n\tENST00000616527.4\t543\n\tENST00000625158.1\t1560\n\tENST00000618925.1\t395\n\tENST00000618249.1\t66\n\tENST00000620465.4\t304\n\tENST00000612781.1\t205\n\tENST00000618132.1\t696\n\tENST00000613376.1\t103\n\tENST00000610851.1\t555\n\tENST00000618227.1\t564\n\tENST00000617489.1\t289\n\tENST00000616691.1\t558\nRNF169\n\tENST00000299563.4\t7794\n\tENST00000527301.1\t311\nFZD4\n\tENST00000531380.1\t7354\nAMOTL1\n\tENST00000299004.13\t624\n\tENST00000317829.12\t8815\n\tENST00000433060.2\t8941\n\tENST00000539727.1\t449\n\tENST00000537191.1\t828\nCBL\n\tENST00000264033.4\t11436\nITPR2\n\tENST00000381340.7\t11376\n\tENST00000451599.6\t2548\n\tENST00000538984.1\t557\n\tENST00000540429.1\t371\n\tENST00000543958.1\t515\n\tENST00000545902.1\t552\n\tENST00000540791.1\t546\n\tENST00000545235.1\t511\n\tENST00000242737.5\t552\n\tENST00000536627.1\t540\nSLC38A1\n\tENST00000398637.9\t8037\n\tENST00000549049.5\t3167\n\tENST00000439706.5\t3407\n\tENST00000546893.5\t2303\n\tENST00000552197.5\t2570\n\tENST00000612161.4\t1578\n\tENST00000548979.1\t514\n\tENST00000549633.5\t1047\n\tENST00000551506.1\t557\n\tENST00000550173.1\t862\n\tENST00000546519.1\t280\nDIP2B\n\tENST00000549620.5\t2647\n\tENST00000301180.9\t8564\n\tENST00000546719.1\t2268\n\tENST00000552328.1\t400\n\tENST00000546732.1\t3485\nCBX5\n\tENST00000209875.8\t11499\n\tENST00000439541.6\t1803\n\tENST00000547872.1\t716\n\tENST00000550411.5\t865\n\tENST00000552562.1\t646\n\tENST00000618078.1\t2598\nANKRD52\n\tENST00000548241.1\t622\n\tENST00000267116.7\t8659\n\tENST00000548081.1\t527\n\tENST00000551023.1\t364\nLRP1\n\tENST00000553277.5\t1664\n\tENST00000243077.7\t14868\n\tENST00000338962.8\t2140\n\tENST00000554174.1\t2146\n\tENST00000556830.1\t1818\n\tENST00000553446.1\t263\n\tENST00000554118.1\t389\n\tENST00000555941.1\t470\n\tENST00000555124.1\t521\n\tENST00000556247.1\t582\n\tENST00000451724.6\t1255\n\tENST00000556356.1\t5085\nSSH1\n\tENST00000326495.9\t13011\n\tENST00000546433.5\t5592\n\tENST00000551165.5\t2325\n\tENST00000326470.9\t2403\n\tENST00000547862.6\t596\n\tENST00000548522.5\t573\n\tENST00000547381.1\t447\n\tENST00000546697.1\t554\n\tENST00000546812.1\t559\nBRCA2\n\tENST00000380152.7\t11957\n\tENST00000544455.5\t10955\n\tENST00000530893.6\t1982\n\tENST00000614259.1\t7921\n\tENST00000528762.1\t466\n\tENST00000470094.1\t813\n\tENST00000533776.1\t494\nPROSER1\n\tENST00000352251.7\t5139\n\tENST00000625998.2\t5073\n\tENST00000484434.3\t2121\n\tENST00000468017.1\t408\n\tENST00000492646.1\t476\n\tENST00000602512.1\t540\n\tENST00000602899.1\t545\n\tENST00000496138.2\t389\n\tENST00000436678.1\t472\n\tENST00000418503.1\t869\n\tENST00000602534.1\t547\nAKAP11\n\tENST00000025301.3\t9891\nMCF2L\n\tENST00000375608.7\t3619\n\tENST00000397036.4\t1515\n\tENST00000442625.2\t2681\n\tENST00000397030.5\t6551\n\tENST00000535094.6\t3723\n\tENST00000421756.5\t3531\n\tENST00000433807.5\t528\n\tENST00000409954.6\t545\n\tENST00000375604.6\t6416\n\tENST00000375597.8\t3384\n\tENST00000486210.1\t519\n\tENST00000397024.1\t461\n\tENST00000486806.1\t332\n\tENST00000473345.5\t370\n\tENST00000480321.1\t5698\n\tENST00000469558.1\t587\n\tENST00000397021.5\t547\n\tENST00000494043.1\t867\n\tENST00000423251.1\t705\n\tENST00000464800.5\t691\n\tENST00000475524.1\t575\n\tENST00000397017.6\t3874\n\tENST00000487354.1\t524\n\tENST00000413354.5\t923\n\tENST00000261963.11\t2390\n\tENST00000453297.5\t1790\n\tENST00000439475.1\t424\n\tENST00000420013.5\t537\n\tENST00000441756.1\t341\n\tENST00000491028.1\t544\n\tENST00000469415.1\t2998\n\tENST00000488765.1\t3176\nC14orf132\n\tENST00000555004.1\t7745\n\tENST00000553764.1\t533\n\tENST00000556728.1\t745\n\tENST00000553782.1\t507\nDYNC1H1\n\tENST00000360184.8\t14304\n\tENST00000555204.1\t324\n\tENST00000554854.1\t692\n\tENST00000556791.1\t909\n\tENST00000553423.1\t510\n\tENST00000555800.1\t445\n\tENST00000556139.1\t734\n\tENST00000556499.1\t525\n\tENST00000555102.1\t532\n\tENST00000556229.1\t553\n\tENST00000555062.1\t1322\nHERC2\n\tENST00000261609.11\t15308\n\tENST00000566635.5\t2085\n\tENST00000562136.1\t603\n\tENST00000568206.1\t1989\n\tENST00000564519.1\t294\n\tENST00000569772.1\t569\n\tENST00000567869.1\t3494\n\tENST00000569335.1\t553\n\tENST00000564734.5\t3092\n\tENST00000563670.1\t589\n\tENST00000564383.1\t442\n\tENST00000563945.1\t462\nTHBS1\n\tENST00000397591.2\t553\n\tENST00000260356.5\t7746\n\tENST00000497720.1\t498\n\tENST00000466755.1\t471\n\tENST00000490247.1\t402\n\tENST00000560894.1\t508\n\tENST00000484734.1\t1262\n\tENST00000559746.1\t534\nSTARD9\n\tENST00000564158.5\t6020\n\tENST00000290607.11\t15538\n\tENST00000563872.5\t524\n\tENST00000568493.1\t2440\n\tENST00000569419.1\t637\n\tENST00000562139.1\t627\n\tENST00000562619.1\t7208\nFBN1\n\tENST00000316623.9\t11727\n\tENST00000559133.5\t4872\n\tENST00000561429.1\t631\n\tENST00000560720.1\t657\n\tENST00000537463.6\t3737\n\tENST00000560820.1\t550\n\tENST00000560355.1\t4080\n\tENST00000558230.1\t453\nUSP8\n\tENST00000560297.5\t623\n\tENST00000560954.5\t553\n\tENST00000307179.8\t4214\n\tENST00000396444.7\t18997\n\tENST00000425032.7\t3530\n\tENST00000558892.1\t587\n\tENST00000560885.5\t496\n\tENST00000559329.5\t1888\n\tENST00000560730.5\t1420\n\tENST00000625664.2\t1539\n\tENST00000560982.5\t381\n\tENST00000561211.5\t580\n\tENST00000558091.5\t469\n\tENST00000559242.5\t403\n\tENST00000561330.1\t786\n\tENST00000560527.1\t506\n\tENST00000561206.1\t527\n\tENST00000419830.2\t2373\n\tENST00000560379.1\t708\nTMOD2\n\tENST00000249700.8\t9162\n\tENST00000539962.6\t2971\n\tENST00000560576.1\t2319\n\tENST00000435126.6\t1461\n\tENST00000561300.1\t513\n\tENST00000561407.1\t506\nTHSD4\n\tENST00000355327.7\t9171\n\tENST00000620694.1\t387\n\tENST00000567745.5\t1189\n\tENST00000357769.4\t3374\n\tENST00000261862.7\t3104\n\tENST00000567838.1\t2616\n\tENST00000567776.2\t5560\nTSPAN3\n\tENST00000267970.8\t6438\n\tENST00000560715.5\t2863\n\tENST00000346495.6\t1618\n\tENST00000424443.7\t1501\n\tENST00000561277.5\t1563\n\tENST00000559494.1\t1297\n\tENST00000558745.5\t1311\n\tENST00000558394.5\t521\n\tENST00000560514.1\t609\n\tENST00000559373.1\t364\nCEMIP\n\tENST00000220244.7\t7197\n\tENST00000356249.9\t7268\n\tENST00000394685.7\t7328\n\tENST000006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58\n\tENST00000511489.1\t713\n\tENST00000502468.5\t1918\n\tENST00000620257.1\t1912\n\tENST00000514742.1\t1948\nAFF4\n\tENST00000265343.9\t9523\n\tENST00000378595.7\t3319\n\tENST00000478588.5\t868\n\tENST00000378593.6\t401\n\tENST00000425658.1\t484\n\tENST00000477369.5\t699\n\tENST00000491831.5\t1638\n\tENST00000465484.1\t1700\n\tENST00000421773.1\t512\nSKP1\n\tENST00000353411.10\t9445\n\tENST00000522552.5\t1654\n\tENST00000521216.5\t870\n\tENST00000517691.1\t2004\n\tENST00000517625.5\t847\n\tENST00000523966.5\t870\n\tENST00000522855.5\t773\n\tENST00000328392.10\t543\n\tENST00000519054.5\t625\n\tENST00000519321.5\t663\n\tENST00000520417.1\t581\n\tENST00000524288.1\t703\n\tENST00000523359.1\t719\nARL10\n\tENST00000310389.5\t10816\n\tENST00000507151.1\t336\n\tENST00000514533.1\t229\n\tENST00000503175.1\t351\nFAF2\n\tENST00000510730.5\t655\n\tENST00000261942.6\t4486\n\tENST00000506061.1\t308\n\tENST00000510446.1\t727\n\tENST00000504983.1\t584\n\tENST00000513627.1\t627\nSCUBE3\n\tENST00000274938.7\t7327\nUBR2\n\tENST00000372903.6\t2394\n\tENST00000372899.5\t7828\n\tENST00000372901.1\t7828\nPHIP\n\tENST00000275034.4\t10431\n\tENST00000479165.1\t5665\nDOPEY1\n\tENST00000237163.9\t7966\n\tENST00000349129.6\t8181\n\tENST00000369739.7\t7714\n\tENST00000604380.1\t482\n\tENST00000493541.1\t602\n\tENST00000484282.1\t5444\n\tENST00000481979.1\t717\nASCC3\n\tENST00000369162.6\t8117\n\tENST00000518006.1\t664\n\tENST00000324696.8\t3589\n\tENST00000522650.5\t2799\n\tENST00000468245.2\t1198\n\tENST00000324723.10\t823\n\tENST00000369143.2\t3404\nSOD2\n\tENST00000538183.6\t14237\n\tENST00000367055.8\t961\n\tENST00000546260.5\t4273\n\tENST00000367054.6\t786\n\tENST00000546087.5\t2529\n\tENST00000444946.6\t888\n\tENST00000337404.8\t962\n\tENST00000535459.5\t552\n\tENST00000541573.5\t544\n\tENST00000540491.1\t425\n\tENST00000545162.5\t542\n\tENST00000535561.5\t522\n\tENST00000537657.5\t478\n\tENST00000401980.3\t494\n\tENST00000452684.2\t2016\n\tENST00000535372.1\t1689\nIGF2R\n\tENST00000356956.5\t14015\n\tENST00000464636.1\t541\n\tENST00000487607.1\t330\n\tENST00000475834.1\t729\n\tENST00000475584.1\t568\nEGFR\n\tENST00000455089.5\t3815\n\tENST00000342916.7\t2210\n\tENST00000454757.6\t5435\n\tENST00000344576.6\t2835\n\tENST00000420316.6\t1541\n\tENST00000275493.6\t9792\n\tENST00000442591.5\t2500\n\tENST00000459688.1\t423\n\tENST00000463948.1\t532\n\tENST00000450046.1\t662\n\tENST00000485503.1\t636\nLMTK2\n\tENST00000297293.5\t8917\n\tENST00000493372.1\t511\nSLC35B4\n\tENST00000378509.8\t6768\n\tENST00000416907.5\t1350\n\tENST00000466599.1\t425\n\tENST00000470969.2\t1004\nKIAA1147\n\tENST00000536163.5\t7267\n\tENST00000482493.1\t1818\nXKR5\n\tENST00000618990.4\t4856\n\tENST00000618742.2\t4864\nKIF13B\n\tENST00000524189.5\t8716\n\tENST00000523130.1\t1238\n\tENST00000522355.5\t2601\n\tENST00000521515.1\t2736\n\tENST00000523968.1\t1721\n\tENST00000522846.1\t1936\nPRKDC\n\tENST00000314191.6\t13480\n\tENST00000338368.7\t12755\n\tENST00000536429.1\t630\n\tENST00000536483.1\t805\n\tENST00000521331.5\t1058\n\tENST00000536710.1\t525\n\tENST00000432581.2\t554\n\tENST00000546304.1\t560\n\tENST00000541488.1\t690\n\tENST00000535375.1\t435\n\tENST00000540819.1\t508\nUBR5\n\tENST00000520539.5\t10268\n\tENST00000220959.8\t9389\n\tENST00000517465.1\t1066\n\tENST00000518205.5\t1902\n\tENST00000521922.5\t8979\n\tENST00000521767.1\t1734\n\tENST00000521312.1\t531\n\tENST00000521566.1\t534\n\tENST00000519528.1\t296\n\tENST00000520898.5\t553\n\tENST00000519365.1\t573\n\tENST00000518145.1\t569\n\tENST00000522327.1\t672\nSAMD12\n\tENST00000409003.4\t8837\n\tENST00000453675.6\t1953\n\tENST00000524796.5\t596\n\tENST00000445741.5\t491\n\tENST00000527515.1\t173\n\tENST00000314727.8\t2143\n\tENST00000526328.5\t563\n\tENST00000526765.5\t478\nKLHL9\n\tENST00000359039.4\t5681\nTLN1\n\tENST00000314888.9\t8794\n\tENST00000489255.2\t769\n\tENST00000464379.5\t785\n\tENST00000466916.1\t417\n\tENST00000465002.1\t514\n\tENST00000486788.2\t522\n\tENST00000495712.1\t341\n\tENST00000378192.2\t1664\nZCCHC6\n\tENST00000277141.10\t5695\n\tENST00000375960.6\t4910\n\tENST00000375957.5\t2233\n\tENST00000375963.7\t5350\n\tENST00000469004.1\t596\n\tENST00000375948.2\t929\n\tENST00000375947.1\t582\nTSTD2\n\tENST00000375173.1\t3047\n\tENST00000341170.4\t4291\n\tENST00000375172.6\t1474\n\tENST00000375165.5\t1583\n\tENST00000375163.5\t555\n\tENST00000484708.1\t471\nPAPPA\n\tENST00000328252.3\t10930\n\tENST00000460463.1\t325\n\tENST00000483254.1\t761\nZBTB43\n\tENST00000449886.5\t5822\n\tENST00000373464.4\t5936\n\tENST00000450858.1\t681\n\tENST00000373457.1\t5666\n\tENST00000497064.1\t164\nGPR107\n\tENST00000347136.10\t7180\n\tENST00000372406.5\t7324\n\tENST00000372410.7\t6962\n\tENST00000493417.5\t2804\n\tENST00000610997.1\t2784\n\tENST00000462907.1\t360\n\tENST00000483935.1\t148\n\tENST00000415344.1\t619\nPRRC2B\n\tENST00000405995.5\t9128\n\tENST00000357304.8\t11013\n\tENST00000489593.1\t768\n\tENST00000422467.1\t506\n\tENST00000456307.1\t496\n\tENST00000451855.1\t1733\n\tENST00000458550.5\t870\n\tENST00000320547.7\t4921\n\tENST00000465931.1\t5337\nGTF3C4\n\tENST00000483873.6\t1388\n\tENST00000372146.4\t9014\nCOL5A1\n\tENST00000371817.7\t8442\n\tENST00000618395.4\t8408\n\tENST00000464187.1\t1801\n\tENST00000469093.1\t641\n\tENST00000463925.1\t504\n\tENST00000460264.5\t884\n\tENST00000371820.3\t599\n\tENST00000465877.1\t554\nMED14\n\tENST00000324817.5\t7955\n\tENST00000416199.5\t528\n\tENST00000433003.1\t1451\n\tENST00000472736.1\t471\n\tENST00000496531.2\t586\n\tENST00000482034.5\t491\n\tENST00000492219.1\t516\n\tENST00000495865.1\t496\n\tENST00000463072.1\t517\nUSP9X\n\tENST00000378308.6\t8342\n\tENST00000324545.8\t12372\n\tENST00000467173.1\t640\n\tENST00000465386.1\t450\n\tENST00000463829.1\t637\n\tENST00000462850.1\t519\n\tENST00000487625.1\t552\n\tENST00000485180.1\t728\nNHSL2\n\tENST00000633930.1\t13631\n\tENST00000631833.1\t423\n\tENST00000631375.1\t12564\n\tENST00000632230.1\t2926\n\tENST00000373677.1\t3949\n\tENST00000510661.2\t3053\n\tENST00000623354.1\t2240\n" ], [ "# The probe_dict is just a dictionary of dictionary of pandas data frames.\n# Let's have a look at the data frame of an example transcript.\nprobe_dict['VPS13D']['ENST00000613099.4']", "_____no_output_____" ], [ "# Select the transcripts that we want to target\n# The target transcripts are already defined in the codebook\nprobe_dict = p_d.select_transcripts_by_ids(probe_dict, transcript_ids)\np_d.print_probe_dict(probe_dict) # We excluded all the transcripts that are not our direct targets", "Gene\tTranscript\tN_probes\nVPS13D\n\tENST00000613099.4\t16216\nPRDM2\n\tENST00000343137.8\t5768\nLUZP1\n\tENST00000418342.5\t8392\nCNR2\n\tENST00000374472.4\t5225\nAHDC1\n\tENST00000374011.6\t6409\nAGO3\n\tENST00000373191.8\t19658\nRAB3B\n\tENST00000371655.3\t12815\nUSP24\n\tENST00000294383.6\t10520\nMAN1A2\n\tENST00000356554.7\t8547\nNOTCH2\n\tENST00000256646.6\t11360\nTPR\n\tENST00000367478.8\t9679\nPLXNA2\n\tENST00000367033.3\t11415\nDIEXF\n\tENST00000491415.6\t8417\nPTPN14\n\tENST00000366956.9\t12956\nCENPF\n\tENST00000366955.7\t10278\nFAM208B\n\tENST00000328090.9\t8597\nKIAA1462\n\tENST00000375377.1\t9236\nCHST3\n\tENST00000373115.4\t6941\nRBM20\n\tENST00000369519.3\t7204\nBUB3\n\tENST00000368865.8\t7799\nCKAP5\n\tENST00000312055.9\t6503\nMALAT1\n\tENST00000534336.1\t8679\nRNF169\n\tENST00000299563.4\t7794\nFZD4\n\tENST00000531380.1\t7354\nAMOTL1\n\tENST00000433060.2\t8941\nCBL\n\tENST00000264033.4\t11436\nITPR2\n\tENST00000381340.7\t11376\nSLC38A1\n\tENST00000398637.9\t8037\nDIP2B\n\tENST00000301180.9\t8564\nCBX5\n\tENST00000209875.8\t11499\nANKRD52\n\tENST00000267116.7\t8659\nLRP1\n\tENST00000243077.7\t14868\nSSH1\n\tENST00000326495.9\t13011\nBRCA2\n\tENST00000380152.7\t11957\nPROSER1\n\tENST00000352251.7\t5139\nAKAP11\n\tENST00000025301.3\t9891\nMCF2L\n\tENST00000480321.1\t5698\nC14orf132\n\tENST00000555004.1\t7745\nDYNC1H1\n\tENST00000360184.8\t14304\nHERC2\n\tENST00000261609.11\t15308\nTHBS1\n\tENST00000260356.5\t7746\nSTARD9\n\tENST00000290607.11\t15538\nFBN1\n\tENST00000316623.9\t11727\nUSP8\n\tENST00000396444.7\t18997\nTMOD2\n\tENST00000249700.8\t9162\nTHSD4\n\tENST00000355327.7\t9171\nTSPAN3\n\tENST00000267970.8\t6438\nCEMIP\n\tENST00000220244.7\t7197\nZNF592\n\tENST00000559607.1\t3881\nSRRM2\n\tENST00000301740.12\t9324\nCREBBP\n\tENST00000382070.7\t7569\nTNRC6A\n\tENST00000315183.11\t8274\nCCDC113\n\tENST00000219299.8\t5243\nCDYL2\n\tENST00000570137.6\t8130\nPRPF8\n\tENST00000304992.10\t7266\nMYH10\n\tENST00000269243.8\t7633\nC17orf51\n\tENST00000391411.9\t7885\nRAD51D\n\tENST00000345365.10\t9959\nPRKCA\n\tENST00000413366.7\t8722\nSMIM5\n\tENST00000537494.1\t4315\nFASN\n\tENST00000306749.2\t8531\nALPK2\n\tENST00000361673.3\t7274\nRNF152\n\tENST00000312828.3\t9472\nDSEL\n\tENST00000310045.7\t9502\nSIPA1L3\n\tENST00000222345.10\t7958\nXDH\n\tENST00000379416.3\t5659\nYIPF4\n\tENST00000238831.8\t11920\nHEATR5B\n\tENST00000233099.5\t6876\nSPTBN1\n\tENST00000356805.8\t8453\nUSP34\n\tENST00000398571.6\t11328\nSLC9A2\n\tENST00000233969.2\t5381\nSULT1C2\n\tENST00000495441.1\t6337\nAGPS\n\tENST00000264167.8\t7735\nFZD5\n\tENST00000295417.3\t6679\nAGAP1\n\tENST00000614409.4\t9903\nCEP250\n\tENST00000397527.5\t15674\nTTPAL\n\tENST00000262605.8\t6183\nNRIP1\n\tENST00000400199.5\t7533\nSLC5A3\n\tENST00000381151.3\t11545\nIL17RA\n\tENST00000319363.10\t8578\nRP4-671O14.6\n\tENST00000624919.1\t14233\nCRTAP\n\tENST00000320954.10\t6601\nNKTR\n\tENST00000429888.5\t7296\nFYCO1\n\tENST00000296137.6\t8475\nBSN\n\tENST00000296452.4\t15926\nPOLQ\n\tENST00000264233.5\t8746\nUMPS\n\tENST00000232607.6\t6709\nPLXNA1\n\tENST00000393409.2\t9037\nDNAJC13\n\tENST00000260818.10\t7701\nKPNA4\n\tENST00000334256.8\t8952\nPIK3CA\n\tENST00000263967.3\t9064\nAFAP1\n\tENST00000358461.6\t7487\nFAM184B\n\tENST00000265018.3\t6593\nSLC7A11\n\tENST00000280612.9\t9616\nSMARCA5\n\tENST00000283131.3\t7894\nANKH\n\tENST00000284268.6\t8174\nFBN2\n\tENST00000619499.4\t10125\nAFF4\n\tENST00000265343.9\t9523\nSKP1\n\tENST00000353411.10\t9445\nARL10\n\tENST00000310389.5\t10816\nFAF2\n\tENST00000261942.6\t4486\nSCUBE3\n\tENST00000274938.7\t7327\nUBR2\n\tENST00000372901.1\t7828\nPHIP\n\tENST00000275034.4\t10431\nDOPEY1\n\tENST00000369739.7\t7714\nASCC3\n\tENST00000369162.6\t8117\nSOD2\n\tENST00000538183.6\t14237\nIGF2R\n\tENST00000356956.5\t14015\nEGFR\n\tENST00000275493.6\t9792\nLMTK2\n\tENST00000297293.5\t8917\nSLC35B4\n\tENST00000378509.8\t6768\nKIAA1147\n\tENST00000536163.5\t7267\nXKR5\n\tENST00000618990.4\t4856\nKIF13B\n\tENST00000524189.5\t8716\nPRKDC\n\tENST00000314191.6\t13480\nUBR5\n\tENST00000521922.5\t8979\nSAMD12\n\tENST00000409003.4\t8837\nKLHL9\n\tENST00000359039.4\t5681\nTLN1\n\tENST00000314888.9\t8794\nZCCHC6\n\tENST00000375963.7\t5350\nTSTD2\n\tENST00000341170.4\t4291\nPAPPA\n\tENST00000328252.3\t10930\nZBTB43\n\tENST00000373464.4\t5936\nGPR107\n\tENST00000372410.7\t6962\nPRRC2B\n\tENST00000357304.8\t11013\nGTF3C4\n\tENST00000372146.4\t9014\nCOL5A1\n\tENST00000371817.7\t8442\nMED14\n\tENST00000324817.5\t7955\nUSP9X\n\tENST00000378308.6\t8342\nNHSL2\n\tENST00000633930.1\t13631\n" ], [ "# Initialize the off-target counting tables\n# OTTable for rRNA/tRNAs\nncRNAs = fio.load_fasta_into_df(ncRNA_file)\nottable_rtRNAs = ot.get_OTTable_for_rtRNAs(ncRNAs, 15)", "Found 587 rRNAs/tRNAs from 37612 non-coding RNAs.\n" ], [ "# OTTables for the genes we target\ngene_ottable_dict = ot.get_gene_OTTables(transcriptome, gene_ids, 'gene_short_name', 17)", "Generate OTTable for gene AKAP11.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene CBX5.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene CCDC113.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene CEMIP.\nConstruct a OTTable using 5/7 transcripts with FPKM > 0.\nGenerate OTTable for gene SIPA1L3.\nConstruct a OTTable using 12/12 transcripts with FPKM > 0.\nGenerate OTTable for gene UMPS.\nConstruct a OTTable using 11/11 transcripts with FPKM > 0.\nGenerate OTTable for gene HEATR5B.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene SLC9A2.\nConstruct a OTTable using 2/3 transcripts with FPKM > 0.\nGenerate OTTable for gene YIPF4.\nConstruct a OTTable using 4/4 transcripts with FPKM > 0.\nGenerate OTTable for gene LRP1.\nConstruct a OTTable using 12/12 transcripts with FPKM > 0.\nGenerate OTTable for gene TMOD2.\nConstruct a OTTable using 5/6 transcripts with FPKM > 0.\nGenerate OTTable for gene NOTCH2.\nConstruct a OTTable using 8/8 transcripts with FPKM > 0.\nGenerate OTTable for gene THBS1.\nConstruct a OTTable using 8/8 transcripts with FPKM > 0.\nGenerate OTTable for gene DNAJC13.\nConstruct a OTTable using 8/8 transcripts with FPKM > 0.\nGenerate OTTable for gene HERC2.\nConstruct a OTTable using 12/12 transcripts with FPKM > 0.\nGenerate OTTable for gene FAF2.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene TTPAL.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene PIK3CA.\nConstruct a OTTable using 4/4 transcripts with FPKM > 0.\nGenerate OTTable for gene CBL.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene AGPS.\nConstruct a OTTable using 3/3 transcripts with FPKM > 0.\nGenerate OTTable for gene POLQ.\nConstruct a OTTable using 4/4 transcripts with FPKM > 0.\nGenerate OTTable for gene FAM184B.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene AFF4.\nConstruct a OTTable using 9/9 transcripts with FPKM > 0.\nGenerate OTTable for gene ANKRD52.\nConstruct a OTTable using 4/4 transcripts with FPKM > 0.\nGenerate OTTable for gene TSPAN3.\nConstruct a OTTable using 10/10 transcripts with FPKM > 0.\nGenerate OTTable for gene MYH10.\nConstruct a OTTable using 10/11 transcripts with FPKM > 0.\nGenerate OTTable for gene SCUBE3.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene PHIP.\nConstruct a OTTable using 2/2 transcripts with FPKM > 0.\nGenerate OTTable for gene EGFR.\nConstruct a OTTable using 11/11 transcripts with FPKM > 0.\nGenerate OTTable for gene SLC7A11.\nConstruct a OTTable using 2/2 transcripts with FPKM > 0.\nGenerate OTTable for gene SMARCA5.\nConstruct a OTTable using 3/3 transcripts with FPKM > 0.\nGenerate OTTable for gene ANKH.\nConstruct a OTTable using 7/7 transcripts with FPKM > 0.\nGenerate OTTable for gene STARD9.\nConstruct a OTTable using 7/7 transcripts with FPKM > 0.\nGenerate OTTable for gene USP24.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene FZD5.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene FYCO1.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene BSN.\nConstruct a OTTable using 1/2 transcripts with FPKM > 0.\nGenerate OTTable for gene LMTK2.\nConstruct a OTTable using 2/2 transcripts with FPKM > 0.\nGenerate OTTable for gene RNF169.\nConstruct a OTTable using 2/2 transcripts with FPKM > 0.\nGenerate OTTable for gene DIP2B.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene SRRM2.\nConstruct a OTTable using 30/31 transcripts with FPKM > 0.\nGenerate OTTable for gene PRPF8.\nConstruct a OTTable using 16/16 transcripts with FPKM > 0.\nGenerate OTTable for gene FASN.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene DSEL.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene ARL10.\nConstruct a OTTable using 4/4 transcripts with FPKM > 0.\nGenerate OTTable for gene CKAP5.\nConstruct a OTTable using 12/12 transcripts with FPKM > 0.\nGenerate OTTable for gene RNF152.\nConstruct a OTTable using 2/5 transcripts with FPKM > 0.\nGenerate OTTable for gene PRKDC.\nConstruct a OTTable using 11/11 transcripts with FPKM > 0.\nGenerate OTTable for gene TLN1.\nConstruct a OTTable using 8/8 transcripts with FPKM > 0.\nGenerate OTTable for gene TNRC6A.\nConstruct a OTTable using 17/17 transcripts with FPKM > 0.\nGenerate OTTable for gene FBN1.\nConstruct a OTTable using 8/8 transcripts with FPKM > 0.\nGenerate OTTable for gene IL17RA.\nConstruct a OTTable using 4/4 transcripts with FPKM > 0.\nGenerate OTTable for gene CRTAP.\nConstruct a OTTable using 3/3 transcripts with FPKM > 0.\nGenerate OTTable for gene MED14.\nConstruct a OTTable using 9/9 transcripts with FPKM > 0.\nGenerate OTTable for gene SSH1.\nConstruct a OTTable using 9/9 transcripts with FPKM > 0.\nGenerate OTTable for gene FAM208B.\nConstruct a OTTable using 13/13 transcripts with FPKM > 0.\nGenerate OTTable for gene PAPPA.\nConstruct a OTTable using 3/3 transcripts with FPKM > 0.\nGenerate OTTable for gene KPNA4.\nConstruct a OTTable using 3/3 transcripts with FPKM > 0.\nGenerate OTTable for gene TSTD2.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene PRDM2.\nConstruct a OTTable using 14/14 transcripts with FPKM > 0.\nGenerate OTTable for gene RAD51D.\nConstruct a OTTable using 22/23 transcripts with FPKM > 0.\nGenerate OTTable for gene PROSER1.\nConstruct a OTTable using 9/11 transcripts with FPKM > 0.\nGenerate OTTable for gene SKP1.\nConstruct a OTTable using 13/13 transcripts with FPKM > 0.\nGenerate OTTable for gene THSD4.\nConstruct a OTTable using 6/7 transcripts with FPKM > 0.\nGenerate OTTable for gene MAN1A2.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene SPTBN1.\nConstruct a OTTable using 7/7 transcripts with FPKM > 0.\nGenerate OTTable for gene IGF2R.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene PRRC2B.\nConstruct a OTTable using 9/9 transcripts with FPKM > 0.\nGenerate OTTable for gene AFAP1.\nConstruct a OTTable using 7/10 transcripts with FPKM > 0.\nGenerate OTTable for gene KLHL9.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene DYNC1H1.\nConstruct a OTTable using 11/11 transcripts with FPKM > 0.\nGenerate OTTable for gene ALPK2.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene CENPF.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene PTPN14.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene PLXNA2.\nConstruct a OTTable using 5/6 transcripts with FPKM > 0.\nGenerate OTTable for gene TPR.\nConstruct a OTTable using 9/9 transcripts with FPKM > 0.\nGenerate OTTable for gene BUB3.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene ASCC3.\nConstruct a OTTable using 7/7 transcripts with FPKM > 0.\nGenerate OTTable for gene RBM20.\nConstruct a OTTable using 4/4 transcripts with FPKM > 0.\nGenerate OTTable for gene DOPEY1.\nConstruct a OTTable using 7/7 transcripts with FPKM > 0.\nGenerate OTTable for gene RAB3B.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene COL5A1.\nConstruct a OTTable using 6/8 transcripts with FPKM > 0.\nGenerate OTTable for gene GTF3C4.\nConstruct a OTTable using 2/2 transcripts with FPKM > 0.\nGenerate OTTable for gene GPR107.\nConstruct a OTTable using 8/8 transcripts with FPKM > 0.\nGenerate OTTable for gene UBR2.\nConstruct a OTTable using 3/3 transcripts with FPKM > 0.\nGenerate OTTable for gene CHST3.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene AGO3.\nConstruct a OTTable using 6/6 transcripts with FPKM > 0.\nGenerate OTTable for gene ZBTB43.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene AHDC1.\nConstruct a OTTable using 5/5 transcripts with FPKM > 0.\nGenerate OTTable for gene CNR2.\nConstruct a OTTable using 1/1 transcripts with FPKM > 0.\nGenerate OTTable for gene KIAA1462.\nConstruct a OTTable using 3/3 transcripts with FPKM > 0.\nGenerate OTTable for gene ZCCHC6.\nConstruct a OTTable using 7/7 transcripts with FPKM > 0.\nGenerate OTTable for gene USP9X.\nConstruct a OTTable using 8/8 transcripts with FPKM > 0.\nGenerate OTTable for gene SLC35B4.\n" ], [ "%%time\n# OTTable for the transcriptome.\n# Let's save this big table to save time when we need it again\nif os.path.exists(ottable_transcriptome_file):\n ottable_transcriptome = ot.OTTable.load_pkl(ottable_transcriptome_file)\nelse:\n ottable_transcriptome = ot.get_OTTable_for_transcriptome(transcriptome, 17)\n ottable_transcriptome.save_pkl(ottable_transcriptome_file)", "Load the OTTable from \\\\10.245.74.212\\Chromatin_NAS_2\\Libraries\\CTP-10_Aire\\MERFISH_designer\\MERFISH_Examples2\\outputs\\ottable_transcriptome.pkl.\nWall time: 1min 8s\n" ] ], [ [ "# Select target regions", "_____no_output_____" ] ], [ [ "# Calculate and plot the GC contents of the target regions\nfilters.calc_gc_for_probe_dict(probe_dict, column_key_seq='target_sequence', column_key_write='target_GC')\nplot.plot_hist(probe_dict, column_key='target_GC')", "_____no_output_____" ], [ "# Filter GC cotent and plot the GC content after filtering\nfilters.filter_probe_dict_by_metric(probe_dict, 'target_GC', lower_bound=43, upper_bound=63)\nplot.plot_hist(probe_dict, column_key='target_GC')", "VPS13D\n\tENST00000613099.4: 9831 / 16216 probes passed the filter 43 < target_GC < 63.\nPRDM2\n\tENST00000343137.8: 2957 / 5768 probes passed the filter 43 < target_GC < 63.\nLUZP1\n\tENST00000418342.5: 5628 / 8392 probes passed the filter 43 < target_GC < 63.\nCNR2\n\tENST00000374472.4: 3270 / 5225 probes passed the filter 43 < target_GC < 63.\nAHDC1\n\tENST00000374011.6: 1922 / 6409 probes passed the filter 43 < target_GC < 63.\nAGO3\n\tENST00000373191.8: 6449 / 19658 probes passed the filter 43 < target_GC < 63.\nRAB3B\n\tENST00000371655.3: 7044 / 12815 probes passed the filter 43 < target_GC < 63.\nUSP24\n\tENST00000294383.6: 5285 / 10520 probes passed the filter 43 < target_GC < 63.\nMAN1A2\n\tENST00000356554.7: 2645 / 8547 probes passed the filter 43 < target_GC < 63.\nNOTCH2\n\tENST00000256646.6: 7147 / 11360 probes passed the filter 43 < target_GC < 63.\nTPR\n\tENST00000367478.8: 3849 / 9679 probes passed the filter 43 < target_GC < 63.\nPLXNA2\n\tENST00000367033.3: 7110 / 11415 probes passed the filter 43 < target_GC < 63.\nDIEXF\n\tENST00000491415.6: 4434 / 8417 probes passed the filter 43 < target_GC < 63.\nPTPN14\n\tENST00000366956.9: 6552 / 12956 probes passed the filter 43 < target_GC < 63.\nCENPF\n\tENST00000366955.7: 4402 / 10278 probes passed the filter 43 < target_GC < 63.\nFAM208B\n\tENST00000328090.9: 3935 / 8597 probes passed the filter 43 < target_GC < 63.\nKIAA1462\n\tENST00000375377.1: 4477 / 9236 probes passed the filter 43 < target_GC < 63.\nCHST3\n\tENST00000373115.4: 3720 / 6941 probes passed the filter 43 < target_GC < 63.\nRBM20\n\tENST00000369519.3: 4248 / 7204 probes passed the filter 43 < target_GC < 63.\nBUB3\n\tENST00000368865.8: 3480 / 7799 probes passed the filter 43 < target_GC < 63.\nCKAP5\n\tENST00000312055.9: 3915 / 6503 probes passed the filter 43 < target_GC < 63.\nMALAT1\n\tENST00000534336.1: 3176 / 8679 probes passed the filter 43 < target_GC < 63.\nRNF169\n\tENST00000299563.4: 3686 / 7794 probes passed the filter 43 < target_GC < 63.\nFZD4\n\tENST00000531380.1: 3752 / 7354 probes passed the filter 43 < target_GC < 63.\nAMOTL1\n\tENST00000433060.2: 5059 / 8941 probes passed the filter 43 < target_GC < 63.\nCBL\n\tENST00000264033.4: 6104 / 11436 probes passed the filter 43 < target_GC < 63.\nITPR2\n\tENST00000381340.7: 4731 / 11376 probes passed the filter 43 < target_GC < 63.\nSLC38A1\n\tENST00000398637.9: 3340 / 8037 probes passed the filter 43 < target_GC < 63.\nDIP2B\n\tENST00000301180.9: 4857 / 8564 probes passed the filter 43 < target_GC < 63.\nCBX5\n\tENST00000209875.8: 5136 / 11499 probes passed the filter 43 < target_GC < 63.\nANKRD52\n\tENST00000267116.7: 5074 / 8659 probes passed the filter 43 < target_GC < 63.\nLRP1\n\tENST00000243077.7: 8057 / 14868 probes passed the filter 43 < target_GC < 63.\nSSH1\n\tENST00000326495.9: 7263 / 13011 probes passed the filter 43 < target_GC < 63.\nBRCA2\n\tENST00000380152.7: 2796 / 11957 probes passed the filter 43 < target_GC < 63.\nPROSER1\n\tENST00000352251.7: 2436 / 5139 probes passed the filter 43 < target_GC < 63.\nAKAP11\n\tENST00000025301.3: 3007 / 9891 probes passed the filter 43 < target_GC < 63.\nMCF2L\n\tENST00000480321.1: 3175 / 5698 probes passed the filter 43 < target_GC < 63.\nC14orf132\n\tENST00000555004.1: 4780 / 7745 probes passed the filter 43 < target_GC < 63.\nDYNC1H1\n\tENST00000360184.8: 9257 / 14304 probes passed the filter 43 < target_GC < 63.\nHERC2\n\tENST00000261609.11: 8930 / 15308 probes passed the filter 43 < target_GC < 63.\nTHBS1\n\tENST00000260356.5: 3762 / 7746 probes passed the filter 43 < target_GC < 63.\nSTARD9\n\tENST00000290607.11: 11459 / 15538 probes passed the filter 43 < target_GC < 63.\nFBN1\n\tENST00000316623.9: 6648 / 11727 probes passed the filter 43 < target_GC < 63.\nUSP8\n\tENST00000396444.7: 6703 / 18997 probes passed the filter 43 < target_GC < 63.\nTMOD2\n\tENST00000249700.8: 3592 / 9162 probes passed the filter 43 < target_GC < 63.\nTHSD4\n\tENST00000355327.7: 5271 / 9171 probes passed the filter 43 < target_GC < 63.\nTSPAN3\n\tENST00000267970.8: 3585 / 6438 probes passed the filter 43 < target_GC < 63.\nCEMIP\n\tENST00000220244.7: 4644 / 7197 probes passed the filter 43 < target_GC < 63.\nZNF592\n\tENST00000559607.1: 2507 / 3881 probes passed the filter 43 < target_GC < 63.\nSRRM2\n\tENST00000301740.12: 5716 / 9324 probes passed the filter 43 < target_GC < 63.\nCREBBP\n\tENST00000382070.7: 3782 / 7569 probes passed the filter 43 < target_GC < 63.\nTNRC6A\n\tENST00000315183.11: 4395 / 8274 probes passed the filter 43 < target_GC < 63.\nCCDC113\n\tENST00000219299.8: 2969 / 5243 probes passed the filter 43 < target_GC < 63.\nCDYL2\n\tENST00000570137.6: 3982 / 8130 probes passed the filter 43 < target_GC < 63.\nPRPF8\n\tENST00000304992.10: 5646 / 7266 probes passed the filter 43 < target_GC < 63.\nMYH10\n\tENST00000269243.8: 4417 / 7633 probes passed the filter 43 < target_GC < 63.\nC17orf51\n\tENST00000391411.9: 4616 / 7885 probes passed the filter 43 < target_GC < 63.\nRAD51D\n\tENST00000345365.10: 5525 / 9959 probes passed the filter 43 < target_GC < 63.\nPRKCA\n\tENST00000413366.7: 5256 / 8722 probes passed the filter 43 < target_GC < 63.\nSMIM5\n\tENST00000537494.1: 2381 / 4315 probes passed the filter 43 < target_GC < 63.\nFASN\n\tENST00000306749.2: 2516 / 8531 probes passed the filter 43 < target_GC < 63.\nALPK2\n\tENST00000361673.3: 4789 / 7274 probes passed the filter 43 < target_GC < 63.\nRNF152\n\tENST00000312828.3: 3527 / 9472 probes passed the filter 43 < target_GC < 63.\nDSEL\n\tENST00000310045.7: 2990 / 9502 probes passed the filter 43 < target_GC < 63.\nSIPA1L3\n\tENST00000222345.10: 2974 / 7958 probes passed the filter 43 < target_GC < 63.\nXDH\n\tENST00000379416.3: 3621 / 5659 probes passed the filter 43 < target_GC < 63.\nYIPF4\n\tENST00000238831.8: 3664 / 11920 probes passed the filter 43 < target_GC < 63.\nHEATR5B\n\tENST00000233099.5: 3915 / 6876 probes passed the filter 43 < target_GC < 63.\nSPTBN1\n\tENST00000356805.8: 5304 / 8453 probes passed the filter 43 < target_GC < 63.\nUSP34\n\tENST00000398571.6: 4610 / 11328 probes passed the filter 43 < target_GC < 63.\nSLC9A2\n\tENST00000233969.2: 2301 / 5381 probes passed the filter 43 < target_GC < 63.\nSULT1C2\n\tENST00000495441.1: 3642 / 6337 probes passed the filter 43 < target_GC < 63.\nAGPS\n\tENST00000264167.8: 1891 / 7735 probes passed the filter 43 < target_GC < 63.\nFZD5\n\tENST00000295417.3: 2310 / 6679 probes passed the filter 43 < target_GC < 63.\nAGAP1\n\tENST00000614409.4: 5179 / 9903 probes passed the filter 43 < target_GC < 63.\nCEP250\n\tENST00000397527.5: 10399 / 15674 probes passed the filter 43 < target_GC < 63.\nTTPAL\n\tENST00000262605.8: 3194 / 6183 probes passed the filter 43 < target_GC < 63.\nNRIP1\n\tENST00000400199.5: 2431 / 7533 probes passed the filter 43 < target_GC < 63.\nSLC5A3\n\tENST00000381151.3: 4072 / 11545 probes passed the filter 43 < target_GC < 63.\nIL17RA\n\tENST00000319363.10: 4708 / 8578 probes passed the filter 43 < target_GC < 63.\nRP4-671O14.6\n\tENST00000624919.1: 8447 / 14233 probes passed the filter 43 < target_GC < 63.\nCRTAP\n\tENST00000320954.10: 3909 / 6601 probes passed the filter 43 < target_GC < 63.\nNKTR\n\tENST00000429888.5: 3287 / 7296 probes passed the filter 43 < target_GC < 63.\nFYCO1\n\tENST00000296137.6: 4999 / 8475 probes passed the filter 43 < target_GC < 63.\nBSN\n\tENST00000296452.4: 7358 / 15926 probes passed the filter 43 < target_GC < 63.\nPOLQ\n\tENST00000264233.5: 3925 / 8746 probes passed the filter 43 < target_GC < 63.\nUMPS\n\tENST00000232607.6: 4130 / 6709 probes passed the filter 43 < target_GC < 63.\nPLXNA1\n\tENST00000393409.2: 3706 / 9037 probes passed the filter 43 < target_GC < 63.\nDNAJC13\n\tENST00000260818.10: 3381 / 7701 probes passed the filter 43 < target_GC < 63.\nKPNA4\n\tENST00000334256.8: 2963 / 8952 probes passed the filter 43 < target_GC < 63.\nPIK3CA\n\tENST00000263967.3: 2036 / 9064 probes passed the filter 43 < target_GC < 63.\nAFAP1\n\tENST00000358461.6: 3615 / 7487 probes passed the filter 43 < target_GC < 63.\nFAM184B\n\tENST00000265018.3: 2966 / 6593 probes passed the filter 43 < target_GC < 63.\nSLC7A11\n\tENST00000280612.9: 2533 / 9616 probes passed the filter 43 < target_GC < 63.\nSMARCA5\n\tENST00000283131.3: 2366 / 7894 probes passed the filter 43 < target_GC < 63.\nANKH\n\tENST00000284268.6: 4128 / 8174 probes passed the filter 43 < target_GC < 63.\nFBN2\n\tENST00000619499.4: 6374 / 10125 probes passed the filter 43 < target_GC < 63.\nAFF4\n\tENST00000265343.9: 3693 / 9523 probes passed the filter 43 < target_GC < 63.\nSKP1\n\tENST00000353411.10: 4213 / 9445 probes passed the filter 43 < target_GC < 63.\nARL10\n\tENST00000310389.5: 5504 / 10816 probes passed the filter 43 < target_GC < 63.\nFAF2\n\tENST00000261942.6: 2762 / 4486 probes passed the filter 43 < target_GC < 63.\nSCUBE3\n\tENST00000274938.7: 4645 / 7327 probes passed the filter 43 < target_GC < 63.\nUBR2\n\tENST00000372901.1: 3478 / 7828 probes passed the filter 43 < target_GC < 63.\nPHIP\n\tENST00000275034.4: 3043 / 10431 probes passed the filter 43 < target_GC < 63.\nDOPEY1\n\tENST00000369739.7: 3749 / 7714 probes passed the filter 43 < target_GC < 63.\nASCC3\n\tENST00000369162.6: 2959 / 8117 probes passed the filter 43 < target_GC < 63.\nSOD2\n\tENST00000538183.6: 6107 / 14237 probes passed the filter 43 < target_GC < 63.\nIGF2R\n\tENST00000356956.5: 8288 / 14015 probes passed the filter 43 < target_GC < 63.\nEGFR\n\tENST00000275493.6: 5401 / 9792 probes passed the filter 43 < target_GC < 63.\nLMTK2\n\tENST00000297293.5: 4107 / 8917 probes passed the filter 43 < target_GC < 63.\nSLC35B4\n\tENST00000378509.8: 3324 / 6768 probes passed the filter 43 < target_GC < 63.\nKIAA1147\n\tENST00000536163.5: 3721 / 7267 probes passed the filter 43 < target_GC < 63.\nXKR5\n\tENST00000618990.4: 2802 / 4856 probes passed the filter 43 < target_GC < 63.\nKIF13B\n\tENST00000524189.5: 4380 / 8716 probes passed the filter 43 < target_GC < 63.\nPRKDC\n\tENST00000314191.6: 6622 / 13480 probes passed the filter 43 < target_GC < 63.\nUBR5\n\tENST00000521922.5: 4950 / 8979 probes passed the filter 43 < target_GC < 63.\nSAMD12\n\tENST00000409003.4: 3900 / 8837 probes passed the filter 43 < target_GC < 63.\nKLHL9\n\tENST00000359039.4: 1902 / 5681 probes passed the filter 43 < target_GC < 63.\nTLN1\n\tENST00000314888.9: 5418 / 8794 probes passed the filter 43 < target_GC < 63.\nZCCHC6\n\tENST00000375963.7: 2297 / 5350 probes passed the filter 43 < target_GC < 63.\nTSTD2\n\tENST00000341170.4: 2288 / 4291 probes passed the filter 43 < target_GC < 63.\nPAPPA\n\tENST00000328252.3: 5869 / 10930 probes passed the filter 43 < target_GC < 63.\nZBTB43\n\tENST00000373464.4: 2831 / 5936 probes passed the filter 43 < target_GC < 63.\nGPR107\n\tENST00000372410.7: 4043 / 6962 probes passed the filter 43 < target_GC < 63.\nPRRC2B\n\tENST00000357304.8: 6042 / 11013 probes passed the filter 43 < target_GC < 63.\nGTF3C4\n\tENST00000372146.4: 4033 / 9014 probes passed the filter 43 < target_GC < 63.\nCOL5A1\n\tENST00000371817.7: 3039 / 8442 probes passed the filter 43 < target_GC < 63.\nMED14\n\tENST00000324817.5: 3125 / 7955 probes passed the filter 43 < target_GC < 63.\nUSP9X\n\tENST00000378308.6: 3718 / 8342 probes passed the filter 43 < target_GC < 63.\nNHSL2\n\tENST00000633930.1: 7177 / 13631 probes passed the filter 43 < target_GC < 63.\n" ], [ "# Calculate and filter the melting temperature using the method in JM's MATLAB code.\n# Alternatively, you can use the newer Tm calculation method that are commented out \n# in the two subsequent cells.\nfilters.calc_tm_JM_for_probe_dict(probe_dict, monovalentSalt=0.3, probe_conc=5e-9,\n column_key_seq='target_sequence', column_key_write='target_Tm')\nplot.plot_hist(probe_dict, column_key='target_Tm')\n\nfilters.filter_probe_dict_by_metric(probe_dict, 'target_Tm', lower_bound=66, upper_bound=76)\nplot.plot_hist(probe_dict, column_key='target_Tm')", "_____no_output_____" ], [ "## Calculate and plot the melting-temperatures (Tm)\n#filters.calc_tm_for_probe_dict(probe_dict, Na_conc=300, fmd_percentile=30, probe_conc=0.05,\n# column_key_seq='target_sequence', column_key_write='target_Tm')\n#plot.plot_hist(probe_dict, column_key='target_Tm')", "_____no_output_____" ], [ "## Filter Tm and plot Tm distribution after filtering\n#filters.filter_probe_dict_by_metric(probe_dict, 'target_Tm', lower_bound=46, upper_bound=56)\n#plot.plot_hist(probe_dict, column_key='target_Tm')", "_____no_output_____" ], [ "# Calculate and plot the off-targets to rRNA/tRNAs\not.calc_OTs(probe_dict, ottable_rtRNAs, 'target_sequence', 'target_OT_rtRNA', 15)\nplot.plot_hist(probe_dict, 'target_OT_rtRNA', y_max=400)\n# Filter out probes that have any rRNA/tRNA off-targets\nfilters.filter_probe_dict_by_metric(probe_dict, 'target_OT_rtRNA', upper_bound=0.5)\nplot.plot_hist(probe_dict, 'target_OT_rtRNA')", "_____no_output_____" ], [ "# Get the FPKMs of the transcripts\ntranscript_fpkms = dict(zip(list(transcriptome['transcript_id']), list(transcriptome['FPKM'])))\n\n# Calculate the specificities and isoform specificities of the target regions\not.calc_specificity(probe_dict, ottable_transcriptome, gene_ottable_dict, transcript_fpkms,\n 'target_sequence', 'target_specificity', 'target_isospecificity', 17)\n\nplot.plot_hist(probe_dict, 'target_specificity')\nplot.plot_hist(probe_dict, 'target_isospecificity')", "_____no_output_____" ], [ "# Filter the specificities and isoform specificities of the target regions\nfilters.filter_probe_dict_by_metric(probe_dict, 'target_specificity', lower_bound=0.75)\nfilters.filter_probe_dict_by_metric(probe_dict, 'target_isospecificity', lower_bound=0.75)\nplot.plot_hist(probe_dict, 'target_specificity')\nplot.plot_hist(probe_dict, 'target_isospecificity')", "VPS13D\n\tENST00000613099.4: 9512 / 9545 probes passed the filter 0.75 < target_specificity < inf.\nPRDM2\n\tENST00000343137.8: 2806 / 2863 probes passed the filter 0.75 < target_specificity < inf.\nLUZP1\n\tENST00000418342.5: 5478 / 5478 probes passed the filter 0.75 < target_specificity < inf.\nCNR2\n\tENST00000374472.4: 2494 / 3168 probes passed the filter 0.75 < target_specificity < inf.\nAHDC1\n\tENST00000374011.6: 1804 / 1815 probes passed the filter 0.75 < target_specificity < inf.\nAGO3\n\tENST00000373191.8: 4273 / 6143 probes passed the filter 0.75 < target_specificity < inf.\nRAB3B\n\tENST00000371655.3: 6083 / 6774 probes passed the filter 0.75 < target_specificity < inf.\nUSP24\n\tENST00000294383.6: 5109 / 5117 probes passed the filter 0.75 < target_specificity < inf.\nMAN1A2\n\tENST00000356554.7: 2528 / 2547 probes passed the filter 0.75 < target_specificity < inf.\nNOTCH2\n\tENST00000256646.6: 6462 / 6915 probes passed the filter 0.75 < target_specificity < inf.\nTPR\n\tENST00000367478.8: 3694 / 3724 probes passed the filter 0.75 < target_specificity < inf.\nPLXNA2\n\tENST00000367033.3: 6633 / 6898 probes passed the filter 0.75 < target_specificity < inf.\nDIEXF\n\tENST00000491415.6: 4101 / 4282 probes passed the filter 0.75 < target_specificity < inf.\nPTPN14\n\tENST00000366956.9: 5967 / 6360 probes passed the filter 0.75 < target_specificity < inf.\nCENPF\n\tENST00000366955.7: 4296 / 4307 probes passed the filter 0.75 < target_specificity < inf.\nFAM208B\n\tENST00000328090.9: 3820 / 3820 probes passed the filter 0.75 < target_specificity < inf.\nKIAA1462\n\tENST00000375377.1: 4251 / 4354 probes passed the filter 0.75 < target_specificity < inf.\nCHST3\n\tENST00000373115.4: 3527 / 3588 probes passed the filter 0.75 < target_specificity < inf.\nRBM20\n\tENST00000369519.3: 4052 / 4107 probes passed the filter 0.75 < target_specificity < inf.\nBUB3\n\tENST00000368865.8: 3076 / 3351 probes passed the filter 0.75 < target_specificity < inf.\nCKAP5\n\tENST00000312055.9: 3829 / 3829 probes passed the filter 0.75 < target_specificity < inf.\nMALAT1\n\tENST00000534336.1: 3060 / 3060 probes passed the filter 0.75 < target_specificity < inf.\nRNF169\n\tENST00000299563.4: 3555 / 3558 probes passed the filter 0.75 < target_specificity < inf.\nFZD4\n\tENST00000531380.1: 3433 / 3617 probes passed the filter 0.75 < target_specificity < inf.\nAMOTL1\n\tENST00000433060.2: 4794 / 4845 probes passed the filter 0.75 < target_specificity < inf.\nCBL\n\tENST00000264033.4: 5726 / 5858 probes passed the filter 0.75 < target_specificity < inf.\nITPR2\n\tENST00000381340.7: 4547 / 4600 probes passed the filter 0.75 < target_specificity < inf.\nSLC38A1\n\tENST00000398637.9: 3195 / 3204 probes passed the filter 0.75 < target_specificity < inf.\nDIP2B\n\tENST00000301180.9: 4711 / 4726 probes passed the filter 0.75 < target_specificity < inf.\nCBX5\n\tENST00000209875.8: 4410 / 4910 probes passed the filter 0.75 < target_specificity < inf.\nANKRD52\n\tENST00000267116.7: 4848 / 4848 probes passed the filter 0.75 < target_specificity < inf.\nLRP1\n\tENST00000243077.7: 7496 / 7513 probes passed the filter 0.75 < target_specificity < inf.\nSSH1\n\tENST00000326495.9: 6130 / 7020 probes passed the filter 0.75 < target_specificity < inf.\nBRCA2\n\tENST00000380152.7: 2442 / 2690 probes passed the filter 0.75 < target_specificity < inf.\nPROSER1\n\tENST00000352251.7: 2355 / 2355 probes passed the filter 0.75 < target_specificity < inf.\nAKAP11\n\tENST00000025301.3: 2840 / 2894 probes passed the filter 0.75 < target_specificity < inf.\nMCF2L\n\tENST00000480321.1: 2818 / 3027 probes passed the filter 0.75 < target_specificity < inf.\nC14orf132\n\tENST00000555004.1: 4489 / 4648 probes passed the filter 0.75 < target_specificity < inf.\nDYNC1H1\n\tENST00000360184.8: 8938 / 8939 probes passed the filter 0.75 < target_specificity < inf.\nHERC2\n\tENST00000261609.11: 5584 / 8584 probes passed the filter 0.75 < target_specificity < inf.\nTHBS1\n\tENST00000260356.5: 3527 / 3609 probes passed the filter 0.75 < target_specificity < inf.\nSTARD9\n\tENST00000290607.11: 11137 / 11184 probes passed the filter 0.75 < target_specificity < inf.\nFBN1\n\tENST00000316623.9: 6413 / 6487 probes passed the filter 0.75 < target_specificity < inf.\nUSP8\n\tENST00000396444.7: 3653 / 6366 probes passed the filter 0.75 < target_specificity < inf.\nTMOD2\n\tENST00000249700.8: 3265 / 3484 probes passed the filter 0.75 < target_specificity < inf.\nTHSD4\n\tENST00000355327.7: 5079 / 5112 probes passed the filter 0.75 < target_specificity < inf.\nTSPAN3\n\tENST00000267970.8: 3271 / 3469 probes passed the filter 0.75 < target_specificity < inf.\nCEMIP\n\tENST00000220244.7: 4452 / 4487 probes passed the filter 0.75 < target_specificity < inf.\nZNF592\n\tENST00000559607.1: 2140 / 2408 probes passed the filter 0.75 < target_specificity < inf.\nSRRM2\n\tENST00000301740.12: 5497 / 5542 probes passed the filter 0.75 < target_specificity < inf.\nCREBBP\n\tENST00000382070.7: 3545 / 3580 probes passed the filter 0.75 < target_specificity < inf.\nTNRC6A\n\tENST00000315183.11: 4248 / 4265 probes passed the filter 0.75 < target_specificity < inf.\nCCDC113\n\tENST00000219299.8: 2550 / 2847 probes passed the filter 0.75 < target_specificity < inf.\nCDYL2\n\tENST00000570137.6: 3838 / 3843 probes passed the filter 0.75 < target_specificity < inf.\nPRPF8\n\tENST00000304992.10: 5475 / 5475 probes passed the filter 0.75 < target_specificity < inf.\nMYH10\n\tENST00000269243.8: 4214 / 4285 probes passed the filter 0.75 < target_specificity < inf.\nC17orf51\n\tENST00000391411.9: 3013 / 4471 probes passed the filter 0.75 < target_specificity < inf.\nRAD51D\n\tENST00000345365.10: 4052 / 5306 probes passed the filter 0.75 < target_specificity < inf.\nPRKCA\n\tENST00000413366.7: 4927 / 5120 probes passed the filter 0.75 < target_specificity < inf.\nSMIM5\n\tENST00000537494.1: 2110 / 2295 probes passed the filter 0.75 < target_specificity < inf.\nFASN\n\tENST00000306749.2: 2343 / 2343 probes passed the filter 0.75 < target_specificity < inf.\nALPK2\n\tENST00000361673.3: 4643 / 4646 probes passed the filter 0.75 < target_specificity < inf.\nRNF152\n\tENST00000312828.3: 3096 / 3365 probes passed the filter 0.75 < target_specificity < inf.\nDSEL\n\tENST00000310045.7: 2594 / 2902 probes passed the filter 0.75 < target_specificity < inf.\nSIPA1L3\n\tENST00000222345.10: 2823 / 2841 probes passed the filter 0.75 < target_specificity < inf.\nXDH\n\tENST00000379416.3: 3309 / 3515 probes passed the filter 0.75 < target_specificity < inf.\nYIPF4\n\tENST00000238831.8: 1701 / 3453 probes passed the filter 0.75 < target_specificity < inf.\nHEATR5B\n\tENST00000233099.5: 3769 / 3769 probes passed the filter 0.75 < target_specificity < inf.\nSPTBN1\n\tENST00000356805.8: 5152 / 5187 probes passed the filter 0.75 < target_specificity < inf.\nUSP34\n\tENST00000398571.6: 4348 / 4442 probes passed the filter 0.75 < target_specificity < inf.\nSLC9A2\n\tENST00000233969.2: 2199 / 2236 probes passed the filter 0.75 < target_specificity < inf.\nSULT1C2\n\tENST00000495441.1: 3297 / 3541 probes passed the filter 0.75 < target_specificity < inf.\nAGPS\n\tENST00000264167.8: 1833 / 1833 probes passed the filter 0.75 < target_specificity < inf.\nFZD5\n\tENST00000295417.3: 2170 / 2241 probes passed the filter 0.75 < target_specificity < inf.\nAGAP1\n\tENST00000614409.4: 4871 / 4987 probes passed the filter 0.75 < target_specificity < inf.\nCEP250\n\tENST00000397527.5: 9444 / 9988 probes passed the filter 0.75 < target_specificity < inf.\nTTPAL\n\tENST00000262605.8: 2618 / 3018 probes passed the filter 0.75 < target_specificity < inf.\nNRIP1\n\tENST00000400199.5: 2358 / 2367 probes passed the filter 0.75 < target_specificity < inf.\nSLC5A3\n\tENST00000381151.3: 3903 / 3947 probes passed the filter 0.75 < target_specificity < inf.\nIL17RA\n\tENST00000319363.10: 4091 / 4559 probes passed the filter 0.75 < target_specificity < inf.\nRP4-671O14.6\n\tENST00000624919.1: 6549 / 8042 probes passed the filter 0.75 < target_specificity < inf.\nCRTAP\n\tENST00000320954.10: 3652 / 3775 probes passed the filter 0.75 < target_specificity < inf.\nNKTR\n\tENST00000429888.5: 3121 / 3158 probes passed the filter 0.75 < target_specificity < inf.\nFYCO1\n\tENST00000296137.6: 4818 / 4824 probes passed the filter 0.75 < target_specificity < inf.\nBSN\n\tENST00000296452.4: 6879 / 7001 probes passed the filter 0.75 < target_specificity < inf.\nPOLQ\n\tENST00000264233.5: 3828 / 3828 probes passed the filter 0.75 < target_specificity < inf.\nUMPS\n\tENST00000232607.6: 3657 / 4038 probes passed the filter 0.75 < target_specificity < inf.\nPLXNA1\n\tENST00000393409.2: 3488 / 3488 probes passed the filter 0.75 < target_specificity < inf.\nDNAJC13\n\tENST00000260818.10: 3292 / 3292 probes passed the filter 0.75 < target_specificity < inf.\nKPNA4\n\tENST00000334256.8: 2389 / 2873 probes passed the filter 0.75 < target_specificity < inf.\nPIK3CA\n\tENST00000263967.3: 1827 / 1967 probes passed the filter 0.75 < target_specificity < inf.\nAFAP1\n\tENST00000358461.6: 3402 / 3443 probes passed the filter 0.75 < target_specificity < inf.\nFAM184B\n\tENST00000265018.3: 2541 / 2857 probes passed the filter 0.75 < target_specificity < inf.\nSLC7A11\n\tENST00000280612.9: 2148 / 2448 probes passed the filter 0.75 < target_specificity < inf.\nSMARCA5\n\tENST00000283131.3: 2136 / 2287 probes passed the filter 0.75 < target_specificity < inf.\nANKH\n\tENST00000284268.6: 3782 / 3996 probes passed the filter 0.75 < target_specificity < inf.\nFBN2\n\tENST00000619499.4: 6233 / 6233 probes passed the filter 0.75 < target_specificity < inf.\nAFF4\n\tENST00000265343.9: 3560 / 3560 probes passed the filter 0.75 < target_specificity < inf.\nSKP1\n\tENST00000353411.10: 3470 / 4066 probes passed the filter 0.75 < target_specificity < inf.\nARL10\n\tENST00000310389.5: 4381 / 5285 probes passed the filter 0.75 < target_specificity < inf.\nFAF2\n\tENST00000261942.6: 2704 / 2704 probes passed the filter 0.75 < target_specificity < inf.\nSCUBE3\n" ] ], [ [ "# Design readout sequences", "_____no_output_____" ] ], [ [ "# Load the readout sequences into a data frame\nreadout_seqs = fio.load_fasta_into_df(readout_fasta_file)\nrs.append_on_bit_ids_to_readout_sequences(readout_seqs, bit_names)\nreadout_seqs ", "_____no_output_____" ], [ "# Add the readout sequences. Here we randomly add 3 readout sequences to each probe.\n# Add an \"A\" between the concatenated sequences.\nrs.add_readout_seqs_to_probes_random(probe_dict, readout_seqs, barcode_table, 3, \n spacer='', gene_id_key='name', n_threads=8)", "_____no_output_____" ], [ "# Filter out probes that have off-targets to rRNA/tRNAs\not.calc_OTs(probe_dict, ottable_rtRNAs, 'target_readout_sequence', 'target_readout_OT_rtRNA', 15)\nplot.plot_hist(probe_dict, 'target_readout_OT_rtRNA', y_max=400)\nfilters.filter_probe_dict_by_metric(probe_dict, 'target_readout_OT_rtRNA', upper_bound=0.5)\nplot.plot_hist(probe_dict, 'target_readout_OT_rtRNA')", "_____no_output_____" ], [ "# NOTE: This step is optional since JM didn't have this step.\n# Calculate how many more off-targets to the transcriptome are introduced due to the readout sequences.\n# The off-target counts are weighted down by the FPKMs of the on-target transcripts\not.calc_OT_diffs(probe_dict, ottable_transcriptome, gene_ottable_dict, transcript_fpkms, \n 'target_sequence', 'target_readout_sequence', 'readout_OT_increase', 17)\nplot.plot_hist(probe_dict, 'readout_OT_increase', y_max=400)\n\n# Filter out the probes with extra off-targets due to the readouts\n# Require the new weighted off-targets to be minor compared to the on-target weight.\nfilters.filter_probe_dict_by_metric(probe_dict, 'readout_OT_increase', upper_bound=0.25 * (30 - 17 + 1))\nplot.plot_hist(probe_dict, 'readout_OT_increase')", "_____no_output_____" ] ], [ [ "# Select probes", "_____no_output_____" ] ], [ [ "%%time\n# Select probes by a stochastic greedy algorithms that optimizes the on-bit coverage\n# and minimizes the overlapping between probes.\nps.select_probes_greedy_stochastic(probe_dict, N_probes_per_transcript=92, N_on_bits=4, N_threads=16)", "Wall time: 20min 27s\n" ], [ "# Let's plot the probe coverage of an example transcript\nseq_len = len(transcriptome[transcriptome['transcript_id'] == 'ENST00000380152.7'].iloc[0]['sequence'])\nplot.plot_sequence_coverage(probe_dict['BRCA2']['ENST00000380152.7'], seq_len)", "_____no_output_____" ], [ "ps", "_____no_output_____" ] ], [ [ "# Primer design", "_____no_output_____" ] ], [ [ "# Load the primer candidates into data frames\nforward_primers, reverse_primers = fio.load_primers(forward_primer_file, reverse_primer_file)\ndisplay(forward_primers)\ndisplay(reverse_primers)", "_____no_output_____" ], [ "# Selet primers\n# Make an off-target from the current probe sequences.\nottable_target_readout = ot.get_OTTable_for_probe_dictionary(probe_dict, 'target_readout_sequence', 15)\n\n# Calculate the off-targets for the primer sequences and their reverse-complements\n# Usually, there shouln't be any off-targets\not.calc_OTs_df(forward_primers, ottable_target_readout, 'sequence', 'sequence_OT', 15)\not.calc_OTs_df(forward_primers, ottable_target_readout, 'sequence_rc', 'sequence_rc_OT', 15)\not.calc_OTs_df(reverse_primers, ottable_target_readout, 'sequence', 'sequence_OT', 15)\not.calc_OTs_df(reverse_primers, ottable_target_readout, 'sequence_rc', 'sequence_rc_OT', 15)\n\n# Select primers with lowest OTs\nforward_primers = primer_design.randomly_select_primers_with_lowest_OT(forward_primers)\nreverse_primers = primer_design.randomly_select_primers_with_lowest_OT(reverse_primers)\n\n# Now each primer table should only a single row of the selected primer\ndisplay(forward_primers)\ndisplay(reverse_primers)\n\n# Save the selected primers\nforward_primers.append(reverse_primers, ignore_index=True).to_csv(selected_primers_file)", "_____no_output_____" ], [ "# Add the primer sequences\n# NOTE: the sequence after primer addition should be (reverse_primer)-(target_readouts)-(forward_primer_rc)\nprimer_design.add_primer_sequences(probe_dict, \n reverse_primers.iloc[0]['sequence'], forward_primers.iloc[0]['sequence_rc'],\n input_column='target_readout_sequence', output_column='target_readout_primer_sequence')\n\n# Notice that the T7 promoter (the first 17 bases of the reverse primer) will be lost after in vitro transcription\n# create a column of the T7 transcribed sequences for the subsequent quality check\nprimer_design.add_primer_sequences(probe_dict, \n reverse_primers.iloc[0]['sequence'][17:], forward_primers.iloc[0]['sequence_rc'],\n input_column='target_readout_sequence', output_column='target_readout_primer_sequence_t7_transcribed')", "_____no_output_____" ] ], [ [ "# Quality check", "_____no_output_____" ] ], [ [ "# Filter out probes that have off-targets to rRNA/tRNAs\not.calc_OTs(probe_dict, ottable_rtRNAs, 'target_readout_primer_sequence_t7_transcribed', 'target_readout_primer_t7_transcribed_OT_rtRNA', 15)\nplot.plot_hist(probe_dict, 'target_readout_primer_t7_transcribed_OT_rtRNA', y_max=400)\nfilters.filter_probe_dict_by_metric(probe_dict, 'target_readout_primer_t7_transcribed_OT_rtRNA', upper_bound=0.5)\nplot.plot_hist(probe_dict, 'target_readout_primer_t7_transcribed_OT_rtRNA')", "_____no_output_____" ], [ "# Calculate how many more off-targets to the transcriptome are introduced due to the primer sequences.\n# The off-target counts are weighted down by the FPKMs of the on-target transcripts\not.calc_OT_diffs(probe_dict, ottable_transcriptome, gene_ottable_dict, transcript_fpkms, \n 'target_readout_sequence', 'target_readout_primer_sequence_t7_transcribed', 'primer_OT_increase', 17)\nplot.plot_hist(probe_dict, 'primer_OT_increase', y_max=400)\n\n# Filter out the probes with extra off-targets due to the primers\n# Require the new weighted off-targets to be minor compared to the on-target weight.\nfilters.filter_probe_dict_by_metric(probe_dict, 'primer_OT_increase', upper_bound=0.25 * (30 - 17 + 1))\nplot.plot_hist(probe_dict, 'primer_OT_increase')", "_____no_output_____" ], [ "%%time\n# Filter out the probes that self complement or complement with other probes.\n\n# Iterately remove the probes with high numbers of cis/trans-complementarity\n# This filtering strategy is a compromise between speed and the number of probes to keep\nwhile True:\n # Make a OTTable from the reverse-complement sequences of the probes.\n ottable_probes_rc = ot.get_OTTable_for_probe_dictionary(probe_dict, 'target_readout_primer_sequence', 15, rc=True)\n \n # The off-targets in this table indicates cis/trans-complementarity\n ot.calc_OTs(probe_dict, ottable_probes_rc, 'target_readout_primer_sequence', 'probe_cis_trans_OT', 15)\n max_ot = max(plot.get_values_from_probe_dict(probe_dict, 'probe_cis_trans_OT'))\n if max_ot == 0:\n break\n \n # Remove probes that have any cis/trans-complementarity\n filters.filter_probe_dict_by_metric(probe_dict, 'probe_cis_trans_OT', upper_bound=max_ot - 0.5)\n \nplot.plot_hist(probe_dict, 'probe_cis_trans_OT')", "VPS13D\n\tENST00000613099.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPRDM2\n\tENST00000343137.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nLUZP1\n\tENST00000418342.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCNR2\n\tENST00000374472.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAHDC1\n\tENST00000374011.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAGO3\n\tENST00000373191.8: 35 / 35 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nRAB3B\n\tENST00000371655.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nUSP24\n\tENST00000294383.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nMAN1A2\n\tENST00000356554.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nNOTCH2\n\tENST00000256646.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTPR\n\tENST00000367478.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPLXNA2\n\tENST00000367033.3: 62 / 62 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nDIEXF\n\tENST00000491415.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPTPN14\n\tENST00000366956.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCENPF\n\tENST00000366955.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFAM208B\n\tENST00000328090.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nKIAA1462\n\tENST00000375377.1: 58 / 58 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCHST3\n\tENST00000373115.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nRBM20\n\tENST00000369519.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nBUB3\n\tENST00000368865.8: 44 / 44 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCKAP5\n\tENST00000312055.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nMALAT1\n\tENST00000534336.1: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nRNF169\n\tENST00000299563.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFZD4\n\tENST00000531380.1: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAMOTL1\n\tENST00000433060.2: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCBL\n\tENST00000264033.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nITPR2\n\tENST00000381340.7: 69 / 69 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSLC38A1\n\tENST00000398637.9: 91 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nDIP2B\n\tENST00000301180.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCBX5\n\tENST00000209875.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nANKRD52\n\tENST00000267116.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nLRP1\n\tENST00000243077.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSSH1\n\tENST00000326495.9: 68 / 68 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nBRCA2\n\tENST00000380152.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPROSER1\n\tENST00000352251.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAKAP11\n\tENST00000025301.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nMCF2L\n\tENST00000480321.1: 73 / 73 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nC14orf132\n\tENST00000555004.1: 66 / 66 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nDYNC1H1\n\tENST00000360184.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nHERC2\n\tENST00000261609.11: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTHBS1\n\tENST00000260356.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSTARD9\n\tENST00000290607.11: 22 / 22 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFBN1\n\tENST00000316623.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nUSP8\n\tENST00000396444.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTMOD2\n\tENST00000249700.8: 62 / 62 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTHSD4\n\tENST00000355327.7: 54 / 54 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTSPAN3\n\tENST00000267970.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCEMIP\n\tENST00000220244.7: 68 / 68 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nZNF592\n\tENST00000559607.1: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSRRM2\n\tENST00000301740.12: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCREBBP\n\tENST00000382070.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTNRC6A\n\tENST00000315183.11: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCCDC113\n\tENST00000219299.8: 72 / 72 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCDYL2\n\tENST00000570137.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPRPF8\n\tENST00000304992.10: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nMYH10\n\tENST00000269243.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nC17orf51\n\tENST00000391411.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nRAD51D\n\tENST00000345365.10: 66 / 66 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPRKCA\n\tENST00000413366.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSMIM5\n\tENST00000537494.1: 72 / 72 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFASN\n\tENST00000306749.2: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nALPK2\n\tENST00000361673.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nRNF152\n\tENST00000312828.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nDSEL\n\tENST00000310045.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSIPA1L3\n\tENST00000222345.10: 69 / 69 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nXDH\n\tENST00000379416.3: 49 / 49 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nYIPF4\n\tENST00000238831.8: 38 / 38 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nHEATR5B\n\tENST00000233099.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSPTBN1\n\tENST00000356805.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nUSP34\n\tENST00000398571.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSLC9A2\n\tENST00000233969.2: 73 / 73 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSULT1C2\n\tENST00000495441.1: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAGPS\n\tENST00000264167.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFZD5\n\tENST00000295417.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAGAP1\n\tENST00000614409.4: 71 / 71 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCEP250\n\tENST00000397527.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTTPAL\n\tENST00000262605.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nNRIP1\n\tENST00000400199.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSLC5A3\n\tENST00000381151.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nIL17RA\n\tENST00000319363.10: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nRP4-671O14.6\n\tENST00000624919.1: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCRTAP\n\tENST00000320954.10: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nNKTR\n\tENST00000429888.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFYCO1\n\tENST00000296137.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nBSN\n\tENST00000296452.4: 63 / 63 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPOLQ\n\tENST00000264233.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nUMPS\n\tENST00000232607.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPLXNA1\n\tENST00000393409.2: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nDNAJC13\n\tENST00000260818.10: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nKPNA4\n\tENST00000334256.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPIK3CA\n\tENST00000263967.3: 66 / 66 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAFAP1\n\tENST00000358461.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFAM184B\n\tENST00000265018.3: 63 / 63 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSLC7A11\n\tENST00000280612.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSMARCA5\n\tENST00000283131.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nANKH\n\tENST00000284268.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFBN2\n\tENST00000619499.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nAFF4\n\tENST00000265343.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSKP1\n\tENST00000353411.10: 71 / 71 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nARL10\n\tENST00000310389.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nFAF2\n\tENST00000261942.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSCUBE3\n\tENST00000274938.7: 45 / 45 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nUBR2\n\tENST00000372901.1: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPHIP\n\tENST00000275034.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nDOPEY1\n\tENST00000369739.7: 63 / 63 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nASCC3\n\tENST00000369162.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSOD2\n\tENST00000538183.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nIGF2R\n\tENST00000356956.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nEGFR\n\tENST00000275493.6: 63 / 63 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nLMTK2\n\tENST00000297293.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSLC35B4\n\tENST00000378509.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nKIAA1147\n\tENST00000536163.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nXKR5\n\tENST00000618990.4: 40 / 40 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nKIF13B\n\tENST00000524189.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPRKDC\n\tENST00000314191.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nUBR5\n\tENST00000521922.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nSAMD12\n\tENST00000409003.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nKLHL9\n\tENST00000359039.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTLN1\n\tENST00000314888.9: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nZCCHC6\n\tENST00000375963.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nTSTD2\n\tENST00000341170.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPAPPA\n\tENST00000328252.3: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nZBTB43\n\tENST00000373464.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nGPR107\n\tENST00000372410.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nPRRC2B\n\tENST00000357304.8: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nGTF3C4\n\tENST00000372146.4: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nCOL5A1\n\tENST00000371817.7: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nMED14\n\tENST00000324817.5: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nUSP9X\n\tENST00000378308.6: 92 / 92 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\nNHSL2\n\tENST00000633930.1: 64 / 64 probes passed the filter -inf < probe_cis_trans_OT < 74.5.\n" ], [ "# Also get the reverse-complementary sequences of the designed probes\np_d.get_rc_sequences(probe_dict, 'target_readout_primer_sequence', 'target_readout_primer_sequence_rc')\n# Write the designed probes\np_d.probe_dict_to_df(probe_dict).to_csv(probe_output_file, index=False)", "_____no_output_____" ], [ "# Write the transcript level report\ntranscript_level_report = qc.generate_transcript_level_report(probe_dict, transcriptome)\ndisplay(transcript_level_report)\ntranscript_level_report.to_csv(transcript_level_report_file, index=False)", "_____no_output_____" ] ] ]

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[ [ [ "%gui qt\n%matplotlib qt\nfrom glob import glob\nimport os, sys\n# only necessary if using without installing\nsys.path.append(\"..\")\nfrom xmcd_projection import *\nfrom skimage.io import imread, imsave\nfrom PIL import Image\nimport meshio\nimport trimesh", "c:\\users\\lukas\\miniconda3\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\nc:\\users\\lukas\\miniconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll\nc:\\users\\lukas\\miniconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll\n warnings.warn(\"loaded more than 1 DLL from .libs:\"\n" ] ], [ [ "### Get file paths", "_____no_output_____" ] ], [ [ "msh_file = \"DW_MeshConv4nm_25nmSep.vtu\"\nmag_file = \"DW_MeshConv4nm_25nmSep.csv\"\n# scale for the points\nscale = 1e9", "_____no_output_____" ] ], [ [ "## Generate raytracing - skip if generated", "_____no_output_____" ] ], [ [ "# get the mesh, scale the points to nm\nmsh = Mesh.from_file(msh_file, scale=scale)", "_____no_output_____" ] ], [ [ "#### Make sure that the projection vector is correct and that the structure is oriented well", "_____no_output_____" ] ], [ [ "# get the projection vector\np = get_projection_vector(90, 0) # direction of xrays\nn = [0, 1, 1] # normal to the projection plane\nx0 = [-100, 0, 0] # point on the projection plane\n\n# prepare raytracing object\nraytr = RayTracing(msh, p, n=n, x0=x0)\nstruct = raytr.struct\nstruct_projected = raytr.struct_projected", "_____no_output_____" ], [ "vis = MeshVisualizer(struct, struct_projected)\nvis.set_camera(dist=2e5)\nvis.show()", "_____no_output_____" ] ], [ [ "## If raytracing file generated - skip if not", "_____no_output_____" ] ], [ [ "# load raytracing if exists\nraytr = np.load(\"raytracing.npy\", allow_pickle=True).item()\nstruct = raytr.struct\nstruct_projected = raytr.struct_projected", "_____no_output_____" ] ], [ [ "## Generate and save raytracing", "_____no_output_____" ] ], [ [ "raytr.get_piercings()\n# np.save(\"raytracing.npy\", raytr, allow_pickle=True)", "100%|███████████████████████████████████████████████████████████████████████████████| 56592/56592 [07:29<00:00, 125.99it/s]\n" ] ], [ [ "## Get the xmcd", "_____no_output_____" ], [ "#### Get magnetisation, fix vertex shuffling\nNote: sometimes if the mesh file has multiple parts, the paraview export and the original mesh coordinates are not in the same order. I add a function to fix that when necessary", "_____no_output_____" ] ], [ [ "magnetisation, mag_points = load_mesh_magnetisation(mag_file, scale=scale)\nshuffle_file = \"shuffle_indx.npy\"\ntry:\n shuffle_indx = np.load(shuffle_file)\nexcept FileNotFoundError:\n print('File not found. Generating shuffle indx')\n shuffle_indx = msh.get_shuffle_indx(mag_points)\n np.save(shuffle_file, shuffle_indx)\nmagnetisation = magnetisation[shuffle_indx, :]", "File not found. Generating shuffle indx\n" ], [ "magnetisation, mag_points = load_mesh_magnetisation(mag_file, scale=scale)\nshuffle_indx = msh.get_shuffle_indx(mag_points)\nmagnetisation = magnetisation[shuffle_indx, :]", "_____no_output_____" ] ], [ [ "### Get the colours and XMCD values", "_____no_output_____" ] ], [ [ "xmcd_value = raytr.get_xmcd(magnetisation)\nmag_colors = get_struct_face_mag_color(struct, magnetisation)", "_____no_output_____" ], [ "azi=90\ncenter_struct = [0, 0, 0]\ndist_struct = 1e4\ncenter_peem = [100, -200, 0]\ndist_peem = 8e4\n\nvis = MeshVisualizer(struct, struct_projected, projected_xmcd=xmcd_value, struct_colors=mag_colors)\nvis.show(azi=azi, center=center_peem, dist=dist_peem)\nImage.fromarray(vis.get_image_np())", "_____no_output_____" ] ], [ [ "#### View different parts of the image separately", "_____no_output_____" ], [ "#### Both", "_____no_output_____" ] ], [ [ "\nvis.update_colors(xmcd_value, mag_colors)\nvis.view_both(azi=azi, center=center_peem, dist=dist_peem)\nImage.fromarray(vis.get_image_np())", "_____no_output_____" ] ], [ [ "#### Projection", "_____no_output_____" ] ], [ [ "vis.view_projection(azi=azi, center=center_peem, dist=dist_peem)\nImage.fromarray(vis.get_image_np())", "_____no_output_____" ] ], [ [ "#### Structure", "_____no_output_____" ] ], [ [ "\ncenter_struct = [75, 50, 0]\ndist_struct = 1e4\nvis.view_struct(azi=azi, center=center_struct, dist=dist_struct)\nImage.fromarray(vis.get_image_np())", "_____no_output_____" ] ], [ [ "#### Blurred image", "_____no_output_____" ] ], [ [ "vis.view_projection(azi=azi, center=center_peem, dist=dist_peem)\nImage.fromarray((vis.get_blurred_image(desired_background=0.7)*255).astype(np.uint8))", "_____no_output_____" ] ], [ [ "#### Saving one render", "_____no_output_____" ] ], [ [ "vis.view_both(azi=azi, center=center_peem, dist=dist_peem)\nvis.save_render('mumax_shadow.png')\nvis.view_projection()\nblurred = vis.get_blurred_image(desired_background=0.7)\nimsave('mumax_shadow_blurred.png', (blurred*255).astype(np.uint8), check_contrast=False)\n\nvis.view_struct(azi=azi, center=center_struct, dist=dist_struct)\nvis.save_render('mumax_structure_view.png')", "_____no_output_____" ] ] ]

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[ [ [ "# do our imports and set up the engine and connection to the database.\n\nimport pandas as pd\nimport matplotlib.pyplot as plt\nfrom config import postgresql_username, postgresql_password\nfrom sqlalchemy import create_engine\nengine = create_engine(f'postgresql://{postgresql_username}:{postgresql_password}@localhost:5432/EmployeeSQL')\nconnection = engine.connect()", "_____no_output_____" ], [ "# read in the data we're going to need as a dataframe\ndata_df = pd.read_sql(\"SELECT employees.emp_no, salaries.salary, titles.title FROM employees INNER JOIN salaries ON employees.emp_no = salaries.emp_no INNER JOIN titles ON employees.emp_title = titles.title_id\", connection)", "_____no_output_____" ], [ "# take a peek at the dataframe\ndata_df.head()", "_____no_output_____" ], [ "# first a histogram of the salaries.\nplt.hist(data_df.salary)\nplt.xlabel('Salary')\nplt.ylabel('Fequency')\nplt.show", "_____no_output_____" ] ], [ [ "The histogram looks a little fishy. The general shape of the histogram is not surprising, but the limits are. We don't even make it to $150K here, so c-suite salaries are likely excluded.", "_____no_output_____" ] ], [ [ "# now, a bar chart of average salary by title.\nhelper_df = data_df.groupby(['title'])['salary'].mean()\nhelper_df.plot.bar()", "_____no_output_____" ] ], [ [ "This definitely looks fishy. The average salaries are all really tightly clustered. There also doesn't seem to be much point to advancement. For example, Assistant Engineer, Engineer, and Senior Engineer all make about the same on average. \n\nWith that, let's take a look behind the curtain.", "_____no_output_____" ] ], [ [ "punchline = pd.read_sql(\"SELECT * FROM employees INNER JOIN salaries ON employees.emp_no = salaries.emp_no INNER JOIN titles ON employees.emp_title = titles.title_id WHERE employees.emp_no = 499942\", connection)\nprint(punchline)", " emp_no emp_title birth_date first_name last_name sex hire_date emp_no \\\n0 499942 e0004 1963-01-10 April Foolsday F 1997-02-10 499942 \n\n salary title_id title \n0 40000 e0004 Technique Leader \n" ] ], [ [ "The name is \"April Foolsday\".", "_____no_output_____" ] ] ]

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[ "BSD-3-Clause" ]

[ "BSD-3-Clause" ]

[ "BSD-3-Clause" ]

[ [ [ "# Dask Overview", "_____no_output_____" ], [ "Dask is a flexible library for parallel computing in Python that makes scaling out your workflow smooth and simple. On the CPU, Dask uses Pandas (NumPy) to execute operations in parallel on DataFrame (array) partitions.\n\nDask-cuDF extends Dask where necessary to allow its DataFrame partitions to be processed by cuDF GPU DataFrames as opposed to Pandas DataFrames. For instance, when you call dask_cudf.read_csv(…), your cluster’s GPUs do the work of parsing the CSV file(s) with underlying cudf.read_csv(). Dask also supports array based workflows using CuPy.\n\n## When to use Dask\nIf your workflow is fast enough on a single GPU or your data comfortably fits in memory on a single GPU, you would want to use cuDF or CuPy. If you want to distribute your workflow across multiple GPUs, have more data than you can fit in memory on a single GPU, or want to analyze data spread across many files at once, you would want to use Dask.\n\nOne additional benefit Dask provides is that it lets us easily spill data between device and host memory. This can be very useful when we need to do work that would otherwise cause out of memory errors.\n\nIn this brief notebook, you'll walk through an example of using Dask on a single GPU. Because we're using Dask, the same code in this notebook would work on two, eight, 16, or 100s of GPUs.", "_____no_output_____" ], [ "# Creating a Local Cluster\n\nThe easiest way to scale workflows on a single node is to use the `LocalCUDACluster` API. This lets us create a GPU cluster, using one worker per GPU by default.\n\nIn this case, we'll pass the following arguments. \n\n- `CUDA_VISIBLE_DEVICES`, to limit our cluster to a single GPU (for demonstration purposes).\n- `device_memory_limit`, to illustrate how we can spill data between GPU and CPU memory. Artificial memory limits like this reduce our performance if we don't actually need them, but can let us accomplish much larger tasks when we do.\n- `rmm_pool_size`, to use the RAPIDS Memory Manager to allocate one big chunk of memory upfront rather than having our operations call `cudaMalloc` all the time under the hood. This improves performance, and is generally a best practice.", "_____no_output_____" ] ], [ [ "from dask.distributed import Client, fire_and_forget, wait\nfrom dask_cuda import LocalCUDACluster\nfrom dask.utils import parse_bytes\nimport dask\n\n\ncluster = LocalCUDACluster(\n CUDA_VISIBLE_DEVICES=\"0,1\",\n device_memory_limit=parse_bytes(\"3GB\"),\n rmm_pool_size=parse_bytes(\"16GB\"),\n) \n\nclient = Client(cluster)\nclient", "_____no_output_____" ] ], [ [ "Click the **Dashboard** link above to view your Dask dashboard. ", "_____no_output_____" ], [ "## cuDF DataFrames to Dask DataFrames", "_____no_output_____" ], [ "Dask lets scale our cuDF workflows. We'll walk through a couple of examples below, and then also highlight how Dask lets us spill data from GPU to CPU memory.\n\nFirst, we'll create a dataframe with CPU Dask and then send it to the GPU", "_____no_output_____" ] ], [ [ "import cudf\nimport dask_cudf", "_____no_output_____" ], [ "ddf = dask_cudf.from_dask_dataframe(dask.datasets.timeseries())\nddf.head()", "_____no_output_____" ] ], [ [ "### Example One: Groupby-Aggregations", "_____no_output_____" ] ], [ [ "ddf.groupby([\"id\", \"name\"]).agg({\"x\":['sum', 'mean']}).head()", "_____no_output_____" ] ], [ [ "Run the code above again.\n\nIf you look at the task stream in the dashboard, you'll notice that we're creating the data every time. That's because Dask is lazy. We need to `persist` the data if we want to cache it in memory.", "_____no_output_____" ] ], [ [ "ddf = ddf.persist()\nwait(ddf);", "_____no_output_____" ], [ "ddf.groupby([\"id\", \"name\"]).agg({\"x\":['sum', 'mean']}).head()", "_____no_output_____" ] ], [ [ "This is the same API as cuDF, except it works across many GPUs.", "_____no_output_____" ], [ "### Example Two: Rolling Windows\n\nWe can also do things like rolling window calculations with Dask and GPUs.", "_____no_output_____" ] ], [ [ "ddf.head()", "_____no_output_____" ], [ "rolling = ddf[['x','y']].rolling(window=3)\ntype(rolling)", "_____no_output_____" ], [ "rolling.mean().head()", "_____no_output_____" ] ], [ [ "## Larger than GPU Memory Workflows\n\nWhat if we needed to scale up even more, but didn't have enough GPU memory? Dask handles spilling for us, so we don't need to worry about it. The `device_memory_limit` parameter we used while creating the LocalCluster determines when we should start spilling. In this case, we'll start spilling when we've used about 4GB of GPU memory.\n\nLet's create a larger dataframe to use as an example.", "_____no_output_____" ] ], [ [ "ddf = dask_cudf.from_dask_dataframe(dask.datasets.timeseries(start=\"2000-01-01\", end=\"2003-12-31\", partition_freq='60d'))\n\nddf = ddf.persist()\nlen(ddf)", "_____no_output_____" ], [ "print(f\"{ddf.memory_usage(deep=True).sum().compute() / 1e9} GB of data\")", "_____no_output_____" ], [ "ddf.head()", "_____no_output_____" ] ], [ [ "Let's imagine we have some downstream operations that require all the data from a given unique identifier in the same partition. We can repartition our data based on the `name` column using the `shuffle` API.\n\nRepartitioning our large dataframe will spike GPU memory higher than 4GB, so we'll need to spill to CPU memory.", "_____no_output_____" ] ], [ [ "ddf = ddf.shuffle(on=\"id\")\nddf = ddf.persist()\n\nlen(ddf)", "_____no_output_____" ] ], [ [ "Watch the Dask Dashboard while this runs. You should see a lot of tasks in the stream like `disk-read` and `disk-write`. Setting a `device_memory_limit` tells dask to spill to CPU memory and potentially disk (if we overwhelm CPU memory). This lets us do these large computations even when we're almost out of memory (though in this case, we faked it).", "_____no_output_____" ], [ "# Dask Custom Functions\n\nDask DataFrames also provide a `map_partitions` API, which is very useful for parallelizing custom logic that doesn't quite fit perfectly or doesn't need to be used with the Dask dataframe API. Dask will `map` the function to every partition of the distributed dataframe.\n\nNow that we have all the rows of each `id` collected in the same partitions, what if we just wanted to sort **within each partition**. Avoiding global sorts is usually a good idea if possible, since they're very expensive operations.", "_____no_output_____" ] ], [ [ "sorted_ddf = ddf.map_partitions(lambda x: x.sort_values(\"id\"))\nlen(sorted_ddf)", "_____no_output_____" ] ], [ [ "We could also do something more complicated and wrap it into a function. Let's do a rolling window on the two value columns after sorting by the id column.", "_____no_output_____" ] ], [ [ "def sort_and_rolling_mean(df):\n df = df.sort_values(\"id\")\n df = df.rolling(3)[[\"x\", \"y\"]].mean()\n return df", "_____no_output_____" ], [ "result = ddf.map_partitions(sort_and_rolling_mean)\nresult = result.persist()\nwait(result);", "_____no_output_____" ], [ "# let's look at a random partition\nresult.partitions[12].head()", "_____no_output_____" ] ], [ [ "Pretty cool. When we're using `map_partitions`, the function is executing on the individual cuDF DataFrames that make up our Dask DataFrame. This means we can do any cuDF operation, run CuPy array manipulations, or anything else we want.", "_____no_output_____" ], [ "# Dask Delayed\n\nDask also provides a `delayed` API, which is useful for parallelizing custom logic that doesn't quite fit into the DataFrame API.\n\nLet's imagine we wanted to run thousands of regressions models on different combinations of two features. We can do this experiment super easily with dask.delayed.", "_____no_output_____" ] ], [ [ "from cuml.linear_model import LinearRegression\nfrom dask import delayed\nimport dask\nimport numpy as np\nfrom itertools import combinations", "_____no_output_____" ], [ "# Setup data\nnp.random.seed(12)\n\nnrows = 1000000\nncols = 50\ndf = cudf.DataFrame({f\"x{i}\": np.random.randn(nrows) for i in range(ncols)})\ndf['y'] = np.random.randn(nrows)", "_____no_output_____" ], [ "feature_combinations = list(combinations(df.columns.drop(\"y\"), 2))\nfeature_combinations[:10]", "_____no_output_____" ], [ "len(feature_combinations)", "_____no_output_____" ], [ "# Many calls to linear regression, parallelized with Dask\n@delayed\ndef fit_ols(df, feature_cols, target_col=\"y\"):\n clf = LinearRegression()\n clf.fit(df[list(feature_cols)], df[target_col])\n return feature_cols, clf.coef_, clf.intercept_", "_____no_output_____" ], [ "# scatter the data to the workers beforehand\ndata_future = client.scatter(df, broadcast=True)", "_____no_output_____" ], [ "results = []\n\nfor features in feature_combinations:\n # note how i'm passing the scattered data future\n res = fit_ols(data_future, features)\n results.append(res)\n\nres = dask.compute(results)\nres = res[0]\n\nprint(\"Features\\t\\tCoefficients\\t\\t\\tIntercept\")\nfor i in range(5):\n print(res[i][0], res[i][1].values, res[i][2], sep=\"\\t\")", "_____no_output_____" ] ], [ [ "# Handling Parquet Files\n\nDask and cuDF provide accelerated Parquet readers and writers, and it's useful to take advantage of these tools.\n\nTo start, let's write out our DataFrame `ddf` to Parquet files using the `to_parquet` API and delete it from memory.", "_____no_output_____" ] ], [ [ "print(ddf.npartitions)", "_____no_output_____" ], [ "ddf.to_parquet(\"ddf.parquet\")", "_____no_output_____" ], [ "del ddf", "_____no_output_____" ] ], [ [ "Let's take a look at what happened.", "_____no_output_____" ] ], [ [ "!ls ddf.parquet | head", "_____no_output_____" ] ], [ [ "We end up with many parquet files, and one metadata file. Dask will write one file per partition.\n\nLet's read the data back in with `dask_cudf.read_parquet`.", "_____no_output_____" ] ], [ [ "ddf = dask_cudf.read_parquet(\"ddf.parquet/\")\nddf", "_____no_output_____" ] ], [ [ "Why do we have more partitions than files? It turns out, Dask's readers do things like chunk our data by default. Additionally, the `_metadata` file helps provide guidelines for reading the data. But, we can still read them on a per-file basis if want by using a `*` wildcard in the filepath and ignoring the metadata.", "_____no_output_____" ] ], [ [ "ddf = dask_cudf.read_parquet(\"ddf.parquet/*.parquet\")\nddf", "_____no_output_____" ] ], [ [ "Let's now write one big parquet file and then read it back in. We can `repartition` our dataset down to a single partition.", "_____no_output_____" ] ], [ [ "ddf.repartition(npartitions=1).to_parquet(\"big_ddf.parquet\")", "_____no_output_____" ], [ "dask_cudf.read_parquet(\"big_ddf.parquet/\")", "_____no_output_____" ] ], [ [ "We still get lots of partitions? We can control the splitting behavior using the `split_row_groups` parameter.", "_____no_output_____" ] ], [ [ "dask_cudf.read_parquet(\"big_ddf.parquet/\", split_row_groups=False)", "_____no_output_____" ] ], [ [ "In general, we want to avoid massive partitions. The sweet spot is probably around 2-3 GB of data per partition for a 32GB V100.", "_____no_output_____" ], [ "# Understanding Persist and Compute\n\nBefore we close, it's worth coming back to the concepts of `persist` and `compute`. We've seen them several times, but haven't gone into depth.\n\nMost Dask operations are lazy. This is a common pattern in distributed computing, but is likely unfamiliar to those who primarily use single-machine libraries like pandas and cuDF. As a result, you'll usually need to call an **eager** operation like `len` or `persist` to actually trigger work.\n\nIn general, you should avoid calling `compute` except when collecting small datasets or scalars. When we spin up a cluster, we're interacting with our cluster in what we call the `Client` Python process. When we created a `Client` object above, this is what we did. Calling `compute` brings all of the results back to a single GPU cuDF DataFrame in the client process, not in any of the worker processes. This means we're not using the same memory pool, so we could go out of memory if we're not careful.\n\nFor those of you with Spark experience, you can think of `persist` as triggering work and caching the dataframe in distributed memory and `compute` as collecting the data or results into a single GPU dataframe (cuDF) on the driver.\n\n\n### Should I Persist My Data?\n\nPersisting is generally a good idea if the data needs to be accessed multiple times, to avoid repeated computation. However, if the size of your data would lead to memory pressure, this could cause spilling, which hurts performance. As a best practice, we recommend persisting only when necessary or when you're using an eager operation in the middle of your workflow (to avoid repeating computation).\n\nNote that calling `df.head` is an eager operation, which will trigger some computation. If you're going to be doing exploratory data analysis or visually inspecting the data, you would want to persist beforehand.", "_____no_output_____" ], [ "# Summary", "_____no_output_____" ], [ "RAPIDS lets us scale up and take advantage of GPU acceleration. Dask lets us scale out to multiple machines. Dask supports both cuDF DataFrames and CuPy arrays, with generally the same APIs as the single-machine libraries.\n\nWe encourage you to read the Dask [documentation](https://docs.dask.org/en/latest/) to learn more, and also look at our [10 Minute Guide to cuDF and Dask cuDF](https://docs.rapids.ai/api/cudf/nightly/10min.html)", "_____no_output_____" ] ] ]

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[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "<table class=\"ee-notebook-buttons\" align=\"left\">\n <td><a target=\"_blank\" href=\"https://github.com/giswqs/earthengine-py-notebooks/tree/master/FeatureCollection/distance.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /> View source on GitHub</a></td>\n <td><a target=\"_blank\" href=\"https://nbviewer.jupyter.org/github/giswqs/earthengine-py-notebooks/blob/master/FeatureCollection/distance.ipynb\"><img width=26px src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/38/Jupyter_logo.svg/883px-Jupyter_logo.svg.png\" />Notebook Viewer</a></td>\n <td><a target=\"_blank\" href=\"https://colab.research.google.com/github/giswqs/earthengine-py-notebooks/blob/master/FeatureCollection/distance.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /> Run in Google Colab</a></td>\n</table>", "_____no_output_____" ], [ "## Install Earth Engine API and geemap\nInstall the [Earth Engine Python API](https://developers.google.com/earth-engine/python_install) and [geemap](https://geemap.org). The **geemap** Python package is built upon the [ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet) and [folium](https://github.com/python-visualization/folium) packages and implements several methods for interacting with Earth Engine data layers, such as `Map.addLayer()`, `Map.setCenter()`, and `Map.centerObject()`.\nThe following script checks if the geemap package has been installed. If not, it will install geemap, which automatically installs its [dependencies](https://github.com/giswqs/geemap#dependencies), including earthengine-api, folium, and ipyleaflet.", "_____no_output_____" ] ], [ [ "# Installs geemap package\nimport subprocess\n\ntry:\n import geemap\nexcept ImportError:\n print('Installing geemap ...')\n subprocess.check_call([\"python\", '-m', 'pip', 'install', 'geemap'])", "_____no_output_____" ], [ "import ee\nimport geemap", "_____no_output_____" ] ], [ [ "## Create an interactive map \nThe default basemap is `Google Maps`. [Additional basemaps](https://github.com/giswqs/geemap/blob/master/geemap/basemaps.py) can be added using the `Map.add_basemap()` function. ", "_____no_output_____" ] ], [ [ "Map = geemap.Map(center=[40,-100], zoom=4)\nMap", "_____no_output_____" ] ], [ [ "## Add Earth Engine Python script ", "_____no_output_____" ] ], [ [ "# Add Earth Engine dataset\n# Collection.distance example.\n# Computes the distance to the nearest feature in a collection.\n\n# Construct a FeatureCollection from a list of geometries.\nfc = ee.FeatureCollection([\n ee.Geometry.Point(-72.94411, 41.32902),\n ee.Geometry.Point(-72.94411, 41.33402),\n ee.Geometry.Point(-72.94411, 41.33902),\n # The geometries do not need to be the same type.\n ee.Geometry.LineString(\n -72.93411, 41.30902, -72.93411, 41.31902, -72.94411, 41.31902)\n])\n\n# Compute distance from the dfeatures, to a max of 1000 meters.\ndistance = fc.distance(1000, 100)\n\nMap.setCenter(-72.94, 41.32, 13)\nMap.addLayer(distance, {'min': 0, 'max': 1000, 'palette': ['yellow', 'red']}, 'distance')\nMap.addLayer(fc, {}, 'Features')\n", "_____no_output_____" ] ], [ [ "## Display Earth Engine data layers ", "_____no_output_____" ] ], [ [ "Map.addLayerControl() # This line is not needed for ipyleaflet-based Map.\nMap", "_____no_output_____" ] ] ]

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[ [ "markdown", "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "# Hypothesis: Are digitised practices causing more failures?\n\n## Hypothesis\n\nWe believe that practices undergoing Lloyd Gerge digitisation have an increased failure rate. \nWe will know this to be true when we look at their data for the last three months, and see that either their failures have increased, or that in general their failures are higher than average.\n\n## Context\n\nFrom the months of May-Aug 2021, we see a steady increase of TPP-->EMIS Large message general failures. A general hypothesis is that this is due to record sizes increasing, which could be due to Lloyd George digitisation. This has prompted a more general hypothesis to identify whether digitisation is impacting failure rates. \n\n## Scope\n\n- Generate a transfer outcomes table for each of the below CCGs split down for May, June, July:\n - Sunderland\n - Fylde and Wyre\n - Chorley and South Ribble \n - Blackpool\n - Birmingham and Solihull \n- Show technical failure rate for each month, for each practice in the CCG\n- Separate out outcomes for transfers in, and transfers out\n- Do this for practices as a sender and as a requester", "_____no_output_____" ] ], [ [ "import pandas as pd\nimport numpy as np\nimport paths\nfrom data.practice_metadata import read_asid_metadata", "_____no_output_____" ], [ "asid_lookup=read_asid_metadata(\"prm-gp2gp-ods-metadata-preprod\", \"v2/2021/8/organisationMetadata.json\")\n\ntransfer_file_location = \"s3://prm-gp2gp-transfer-data-preprod/v4/\"\n\ntransfer_files = [\n \"2021/5/transfers.parquet\",\n \"2021/6/transfers.parquet\",\n \"2021/7/transfers.parquet\"\n]\ntransfer_input_files = [transfer_file_location + f for f in transfer_files]\n\ntransfers_raw = pd.concat((\n pd.read_parquet(f)\n for f in transfer_input_files\n))\n\ntransfers = transfers_raw\\\n .join(asid_lookup.add_prefix(\"requesting_\"), on=\"requesting_practice_asid\", how=\"left\")\\\n .join(asid_lookup.add_prefix(\"sending_\"), on=\"sending_practice_asid\", how=\"left\")\\\n\ntransfers['month']=transfers['date_requested'].dt.to_period('M')", "_____no_output_____" ], [ "def generate_monthly_outcome_breakdown(transfers, columns):\n total_transfers = (\n transfers\n .groupby(columns)\n .size()\n .to_frame(\"Total Transfers\")\n )\n \n transfer_outcomes=pd.pivot_table(\n transfers,\n index=columns,\n columns=[\"status\"],\n aggfunc='size'\n )\n \n\n transfer_outcomes_pc = (\n transfer_outcomes\n .div(total_transfers[\"Total Transfers\"],axis=0)\n .multiply(100)\n .round(2)\n .add_suffix(\" %\")\n )\n \n failed_transfers = (\n transfers\n .assign(failed_transfer=transfers[\"status\"] != \"INTEGRATED_ON_TIME\")\n .groupby(columns)\n .agg({'failed_transfer': 'sum'})\n .rename(columns={'failed_transfer': 'ALL_FAILURE'})\n )\n \n failed_transfers_pc = (\n failed_transfers\n .div(total_transfers[\"Total Transfers\"],axis=0)\n .multiply(100)\n .round(2)\n .add_suffix(\" %\")\n )\n \n \n\n return pd.concat([\n total_transfers,\n transfer_outcomes,\n failed_transfers,\n transfer_outcomes_pc,\n failed_transfers_pc,\n ],axis=1).fillna(0)\n", "_____no_output_____" ] ], [ [ "## Generate national transfer outcomes", "_____no_output_____" ] ], [ [ "national_metrics_monthly=generate_monthly_outcome_breakdown(transfers, [\"month\"])\nnational_metrics_monthly", "_____no_output_____" ] ], [ [ "## Generate digitised CCG transfer outcomes", "_____no_output_____" ] ], [ [ "ccgs_to_investigate = [\n \"NHS SUNDERLAND CCG\",\n 'NHS FYLDE AND WYRE CCG',\n 'NHS CHORLEY AND SOUTH RIBBLE CCG',\n 'NHS BLACKPOOL CCG',\n 'NHS BIRMINGHAM AND SOLIHULL CCG'\n]\nis_requesting_ccg_of_interest = transfers.requesting_ccg_name.isin(ccgs_to_investigate)\nis_sending_ccg_of_interest = transfers.sending_ccg_name.isin(ccgs_to_investigate)\n\nrequesting_transfers_of_interest = transfers[is_requesting_ccg_of_interest]\nsending_transfers_of_interest = transfers[is_sending_ccg_of_interest]", "_____no_output_____" ] ], [ [ "### Requesting CCGs (Digitised)", "_____no_output_____" ] ], [ [ "requesting_ccgs_monthly=generate_monthly_outcome_breakdown(\n transfers=requesting_transfers_of_interest,\n columns=[\"requesting_ccg_name\", \"month\"]\n)\nrequesting_ccgs_monthly", "_____no_output_____" ] ], [ [ "### Sending CCGs (Digitised)", "_____no_output_____" ] ], [ [ "sending_ccgs_monthly=generate_monthly_outcome_breakdown(\n transfers=sending_transfers_of_interest,\n columns=[\"sending_ccg_name\", \"month\"]\n)\nsending_ccgs_monthly", "_____no_output_____" ] ], [ [ "### Requesting practices (digitised)", "_____no_output_____" ] ], [ [ "requesting_practices_monthly=generate_monthly_outcome_breakdown(\n transfers=requesting_transfers_of_interest,\n columns=[\"requesting_ccg_name\", \"requesting_practice_name\", \"requesting_practice_ods_code\", \"requesting_supplier\", \"month\"]\n)\nrequesting_practices_monthly", "_____no_output_____" ] ], [ [ "### Sending practices (digitised)", "_____no_output_____" ] ], [ [ "sending_practices_monthly=generate_monthly_outcome_breakdown(\n transfers=sending_transfers_of_interest,\n columns=[\"sending_ccg_name\", \"sending_practice_name\", \"sending_practice_ods_code\", \"sending_supplier\", \"month\"]\n)\nsending_practices_monthly", "_____no_output_____" ] ], [ [ "## Looking at failure rate trends by CCG when requesting a record", "_____no_output_____" ] ], [ [ "barplot_config = {\n 'color': ['lightsteelblue', 'cornflowerblue', 'royalblue'],\n 'edgecolor':'black',\n 'kind':'bar',\n 'figsize': (15,6),\n 'rot': 30\n}", "_____no_output_____" ], [ "def requesting_ccg_barplot(column_name, title):\n (\n pd\n .concat({'All CCGs': national_metrics_monthly}, names=['requesting_ccg_name'])\n .append(requesting_ccgs_monthly)\n .unstack()\n .plot(\n y=column_name,\n title=title,\n **barplot_config\n )\n )\n\nrequesting_ccg_barplot('ALL_FAILURE %', 'Total Failure Percentage (Digitised CCGs - Requesting)')\nrequesting_ccg_barplot('TECHNICAL_FAILURE %', 'Technical Failure Percentage (Digitised CCGs - Requesting)')\nrequesting_ccg_barplot('PROCESS_FAILURE %', 'Process Failure Percentage (Digitised CCGs - Requesting)')\nrequesting_ccg_barplot('UNCLASSIFIED_FAILURE %', 'Unlassified Failure Percentage (Digitised CCGs - Requesting)')", "_____no_output_____" ] ], [ [ "## Looking at failure rate trends by CCG when sending a record", "_____no_output_____" ] ], [ [ "def sending_ccg_barplot(column_name, title):\n (\n pd\n .concat({'All CCGs': national_metrics_monthly}, names=['sending_ccg_name'])\n .append(sending_ccgs_monthly)\n .unstack()\n .plot(\n y=column_name,\n title=title,\n **barplot_config\n )\n )\n\nsending_ccg_barplot('ALL_FAILURE %', 'Total Failure Percentage (Digitised CCGs - Sending)')\nsending_ccg_barplot('TECHNICAL_FAILURE %', 'Technical Failure Percentage (Digitised CCGs - Sending)')\nsending_ccg_barplot('PROCESS_FAILURE %', 'Process Failure Percentage (Digitised CCGs - Sending)')\nsending_ccg_barplot('UNCLASSIFIED_FAILURE %', 'Unlassified Failure Percentage (Digitised CCGs - Sending)')", "_____no_output_____" ] ], [ [ "## Write CCG transfer outcomes by sending and requesting practice to Excel", "_____no_output_____" ] ], [ [ "with pd.ExcelWriter('PRMT-2332-Digitisation-Failure-Rates-May-July-2021.xlsx') as writer:\n national_metrics_monthly.to_excel(writer, sheet_name=\"National Baseline\")\n requesting_ccgs_monthly.to_excel(writer, sheet_name=\"Digitised CCGs (Req)\")\n sending_ccgs_monthly.to_excel(writer, sheet_name=\"Digitised CCGs (Send)\")\n requesting_practices_monthly.to_excel(writer, sheet_name=\"Digitised Practices (Req)\")\n sending_practices_monthly.to_excel(writer, sheet_name=\"Digitised Practices (Send)\")", "_____no_output_____" ] ] ]

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[ "FTL" ]

[ "FTL" ]

[ "FTL" ]

[ [ [ "# Data Collection Using Web Scraping \n\n## To solve this problem we will need the following data :\n\n● List of neighborhoods in Pune.\n\n● Latitude and Longitudinal coordinates of those neighborhoods.\n\n● Venue data for each neighborhood.\n\n## Sources\n● For the list of neighborhoods, I used\n(https://en.wikipedia.org/wiki/Category:Neighbourhoods_in_Pune)\n\n● For Latitude and Longitudinal coordinates: Python Geocoder Package\n(https://geocoder.readthedocs.io/)\n\n● For Venue data: Foursquare API (https://foursquare.com/)\n", "_____no_output_____" ], [ "## Methods to extract data from Sources\n\nTo extract the data we will use python packages like requests, beautifulsoup and geocoder.\n\nWe will use Requests and beautifulsoup packages for web\nscraping(https://en.wikipedia.org/wiki/Category:Neighbourhoods_in_Pune ) to get the list of\nneighborhoods in Pune and geocoder package to get the latitude and longitude coordinates of\neach neighborhood.\n\nThen we will use Folium to plot these neighborhoods on the map. \n\nAfter that, we will use the foursquare API to get the venue data of those neighborhoods. Foursquare API will provide many categories of the venue data but we are particularly interested in the supermarket category in order to help us to solve the business problem.", "_____no_output_____" ], [ "## Imports ", "_____no_output_____" ] ], [ [ "\nimport numpy as np # library to handle data in a vectorized manner\n\nimport pandas as pd # library for data analsysis\npd.set_option(\"display.max_columns\", None)\npd.set_option(\"display.max_rows\", None)\n\nimport json # library to handle JSON files\n\nfrom geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n!pip install geocoder\nimport geocoder # to get coordinates\n!pip install requests \nimport requests # library to handle requests\nfrom bs4 import BeautifulSoup # library to parse HTML and XML documents\n\nfrom pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe\n\nprint(\"Libraries imported.\")", "_____no_output_____" ] ], [ [ "## Collecting the nebourhood data using Requests, BeautifulSoup, and Geocoder labries", "_____no_output_____" ] ], [ [ "\ndata = requests.get(\"https://en.wikipedia.org/wiki/Category:Neighbourhoods_in_Pune\").text\n# parse data from the html into a beautifulsoup object\nsoup = BeautifulSoup(data, 'html.parser')\n# create a list to store neighborhood data\nneighborhood_List = []\n# append the data into the list\nfor row in soup.find_all(\"div\", class_=\"mw-category\")[0].findAll(\"li\"):\n neighborhood_List.append(row.text)\n\n# create a new DataFrame from the list\nPune_df = pd.DataFrame({\"Neighborhood\": neighborhood_List})\n\nPune_df.tail()", "_____no_output_____" ], [ "\n# define a function to get coordinates\ndef get_cord(neighborhood):\n \n coords = None\n # loop until you get the coordinates\n while(coords is None):\n g = geocoder.arcgis('{}, Pune, Maharashtra'.format(neighborhood))\n coords = g.latlng\n return coords", "_____no_output_____" ], [ "\n# create a list and store the coordinates \ncoords = [ get_cord(neighborhood) for neighborhood in Pune_df[\"Neighborhood\"].tolist() ]", "_____no_output_____" ], [ "coords[:10]", "_____no_output_____" ], [ "df_coords = pd.DataFrame(coords, columns=['Latitude', 'Longitude'])", "_____no_output_____" ], [ "\n# merge the coordinates into the original dataframe\nPune_df['Latitude'] = df_coords['Latitude']\nPune_df['Longitude'] = df_coords['Longitude']\n\n# check the neighborhoods and the coordinates\nprint(Pune_df.shape)\nPune_df.head(10)", "(55, 3)\n" ], [ "# save the DataFrame as CSV file\nPune_df.to_csv(\"Pune_df.csv\", index=False)", "_____no_output_____" ] ], [ [ "## Collecting the nebourhood venue data using Foursquare API ", "_____no_output_____" ] ], [ [ "\n# define Foursquare Credentials and Version\nCLIENT_ID = '5HUDVH14DMECWUAFI2MICONBTTDPW1CCL1C4TFGE3FEHEUHJ' # your Foursquare ID\nCLIENT_SECRET = 'R0WIH5UIW2SADKBUW4B4WMY2QWBBT0Q02IURAXQXVJZMTDIV' # your Foursquare Secret\nVERSION = '20180605' # Foursquare API version\n\nprint('Your credentails:')\nprint('CLIENT_ID: ' + CLIENT_ID)\nprint('CLIENT_SECRET:' + CLIENT_SECRET)", "Your credentails:\nCLIENT_ID: 5HUDVH14DMECWUAFI2MICONBTTDPW1CCL1C4TFGE3FEHEUHJ\nCLIENT_SECRET:R0WIH5UIW2SADKBUW4B4WMY2QWBBT0Q02IURAXQXVJZMTDIV\n" ], [ "\nradius = 3000\nLIMIT = 150\n\nvenues = []\n\nfor lat, long, neighborhood in zip(Pune_df['Latitude'], Pune_df['Longitude'], Pune_df['Neighborhood']):\n \n # create the API request URL\n url = \"https://api.foursquare.com/v2/venues/explore?client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}\".format(\n CLIENT_ID,\n CLIENT_SECRET,\n VERSION,\n lat,\n long,\n radius, \n LIMIT)\n \n # make the GET request\n results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n \n # return only relevant information for each nearby venue\n for venue in results:\n venues.append((\n neighborhood,\n lat, \n long, \n venue['venue']['name'], \n venue['venue']['location']['lat'], \n venue['venue']['location']['lng'], \n venue['venue']['categories'][0]['name']))\n", "_____no_output_____" ], [ "# convert the venues list into a new DataFrame\nvenues_df = pd.DataFrame(venues)\n\n# define the column names\nvenues_df.columns = ['Neighborhood', 'Latitude', 'Longitude', 'VenueName', 'VenueLatitude', 'VenueLongitude', 'VenueCategory']\n\nprint(venues_df.shape)", "(4313, 7)\n" ], [ "venues_df.head()", "_____no_output_____" ], [ "print('There are {} uniques categories.'.format(len(venues_df['VenueCategory'].unique())))\n", "There are 142 uniques categories.\n" ], [ "# print out the list of categories\nvenues_df['VenueCategory'].unique()", "_____no_output_____" ], [ "venues_df.to_csv(\"venues_df.csv\")", "_____no_output_____" ] ] ]

[ "markdown", "code", "markdown", "code", "markdown", "code" ]

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[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "# Monte Carlo Simulation\n\nThis notebook provides introduction to Monte Carlo simulation using a toy example. The example is built upon a famous casino game known as **Rouulette** (Ruletka). During the game, players (bettros) make a bet on an integer, colour or a range and win if they bet was correct. Roulettes usually have 37 slots including one green (0), eighteen red (1-18) and eighteen black (19-36) slots.\n\nIn our case, we assume better is betting on a range 1-18 (which is equivalent to betting on red) and wins if randomly tossed ball ends up on a slot in that range. Otherwise, bettor loses. If former (win), his budget is increased by the amount of bet, if latter (loose) the budget is reduced by that amount.\n\nIn this example we will compare to bettors:\n- **Simple bettor** - has fixed budget, has decided how many periods to play beforehand, but always bets the same amount independent of any other factor.\n- **Smart bettor** - has fixed budget, has decided how many periods to play beforehand, bets the initial amount after winning, but doubles the bet if lost.\n\nThe simulation is expected to show that **Simple bettor** is a clear loser, while **Smart bettor**, if budget is enough, cab be a clear winner (in average terms).\n\nAs the ball is tossed randomly, we will need a random integer generator. We will as well plot results, so plotting libraries will be handy as well. We will start from developing the **spinner** function and then separate functions for simple and smart bettors. We will simulate both multiple (e.g. 100) times to see what happens.\n\nNote: In both functions there is a components to make sure budget does not become negative. While it is active in simple bettor, for the smart one it is commented out for you to see what can happen if no condition is set on budget (i.e. budget can even become negative). To make it more realistic you are encouraged to take **#** out in **smart bettor** and uncomment the following component and see what happens:\n```\n# if budget<=0:\n# break\n```", "_____no_output_____" ] ], [ [ "import random # to generate random inetegers\nimport matplotlib.pyplot as plt # to plot simulation\nimport seaborn as sns # to plot distribution\nplt.rc('figure', figsize=(20.0, 10.0)) # make the default plots bigger", "_____no_output_____" ], [ "# the random spinner\ndef spinner():\n slot = random.randint(1,37)\n if slot == 0:\n return \"lost\"\n elif 1<=slot <= 18:\n return \"won\"\n elif 19<=slot<=36:\n return \"lost\"", "_____no_output_____" ], [ "# the simple bettor\ndef simple_bettor(budget,bet,periods):\n X_axis = []\n Y_axis = []\n\n currentPeriod = 1\n while currentPeriod <= periods:\n result = spinner()\n if result == \"won\":\n budget = budget + bet\n elif result == \"lost\":\n budget = budget - bet\n if budget<=0:\n break\n X_axis.append(currentPeriod)\n Y_axis.append(budget)\n currentPeriod = currentPeriod + 1\n \n plt.plot(X_axis,Y_axis)\n return Y_axis[-1]", "_____no_output_____" ], [ "# the smart/doubler bettor\ndef smart_bettor(budget,bet,periods):\n X_axis = []\n Y_axis = []\n\n currentPeriod = 1\n initial_bet = bet\n while currentPeriod <= periods:\n result = spinner()\n if result == \"won\":\n budget = budget + bet\n bet = initial_bet\n elif result == \"lost\":\n budget = budget - bet\n bet = bet*2\n \n #if budget<=0:\n # break\n X_axis.append(currentPeriod)\n Y_axis.append(budget)\n currentPeriod = currentPeriod + 1\n \n plt.subplot(121) \n plt.plot(X_axis,Y_axis)\n return Y_axis[-1]", "_____no_output_____" ], [ "# the simulation of multiple possible futures (for simple)\nfutures = 1\nwhile futures < 101:\n simple_bettor(10000,100,1000)\n futures = futures + 1\n\nplt.title('Simple bettor')\nplt.ylabel('Budget')\nplt.xlabel('Periods')\nplt.show()", "_____no_output_____" ], [ "# the simulation of multiple possible futures (for smart)\nfutures = 1\noutcomes = []\nwhile futures < 101:\n outcomes.append(smart_bettor(10000,100,1000))\n futures = futures + 1\n\nplt.title('Smart bettor')\nplt.ylabel('Budget')\nplt.xlabel('Periods')\nplt.subplot(122)\nsns.distplot(outcomes,bins=25,vertical=True)\n#plt.subplots_adjust(wspace=0.5)\nplt.show()", "/usr/local/lib/python3.6/dist-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n warnings.warn(message, mplDeprecation, stacklevel=1)\n" ] ] ]

[ "markdown", "code" ]

[ [ "markdown" ], [ "code", "code", "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "# Grid Search with Cross Validation", "_____no_output_____" ] ], [ [ "# import libraries\nimport pandas as pd", "_____no_output_____" ], [ "# data doesn't have headers, so let's create headers\n_headers = ['buying', 'maint', 'doors', 'persons', 'lug_boot', 'safety', 'car']\n# read in cars dataset\ndf = pd.read_csv('https://raw.githubusercontent.com/PacktWorkshops/The-Data-Science-Workshop/master/Chapter07/Dataset/car.data', names=_headers, index_col=None)\ndf.info()", "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 1728 entries, 0 to 1727\nData columns (total 7 columns):\nbuying 1728 non-null object\nmaint 1728 non-null object\ndoors 1728 non-null object\npersons 1728 non-null object\nlug_boot 1728 non-null object\nsafety 1728 non-null object\ncar 1728 non-null object\ndtypes: object(7)\nmemory usage: 94.6+ KB\n" ], [ "# encode categorical variables\n_df = pd.get_dummies(df, columns=['buying', 'maint', 'doors', 'persons', 'lug_boot', 'safety'])\n_df.head()", "_____no_output_____" ], [ "# separate features and labels DataFrames\nfeatures = _df.drop(['car'], axis=1).values\nlabels = _df[['car']].values", "_____no_output_____" ], [ "import numpy as np\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn.model_selection import GridSearchCV", "_____no_output_____" ], [ "clf = DecisionTreeClassifier()", "_____no_output_____" ], [ "params = {'max_depth': np.arange(1, 8)}", "_____no_output_____" ], [ "clf_cv = GridSearchCV(clf, param_grid=params, cv=5)", "_____no_output_____" ], [ "clf_cv.fit(features, labels)", "_____no_output_____" ], [ "print(\"Tuned Decision Tree Parameters: {}\".format(clf_cv.best_params_))", "Tuned Decision Tree Parameters: {'max_depth': 2}\n" ], [ "print(\"Best score is {}\".format(clf_cv.best_score_))", "Best score is 0.7777777777777778\n" ], [ "model = clf_cv.best_estimator_\nmodel", "_____no_output_____" ] ] ]

[ "markdown", "code" ]

[ [ "markdown" ], [ "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "# Tabulate results\n", "_____no_output_____" ] ], [ [ "import os\nimport sys\nfrom typing import Tuple\nimport pandas as pd\nfrom tabulate import tabulate\nfrom tqdm import tqdm\nsys.path.append('../src')\nfrom read_log_file import read_log_file", "_____no_output_____" ], [ "LOG_HOME_DIR = os.path.join('../logs_v1/')\nassert os.path.isdir(LOG_HOME_DIR)", "_____no_output_____" ], [ "MODEL_NAMES = ['logistic_regression', 'transformer_encoder', 'bert-base-uncased', 'bert-base-multilingual-cased']", "_____no_output_____" ], [ "SETUPS = ['zero', 'few50', 'few100', 'few150', 'few200', 'full', 'trg']", "_____no_output_____" ], [ "def get_best_score_from_dict(di: dict) -> dict:\n \"\"\"Get max value from a dict\"\"\"\n keys_with_max_val = []\n # find max value\n max_val = -float('inf')\n for k, v in di.items():\n if v > max_val:\n max_val = v\n # find all keys with max value\n for k, v in di.items():\n if v == max_val:\n keys_with_max_val.append(k)\n return {\n 'k': keys_with_max_val,\n 'v': max_val,\n }", "_____no_output_____" ], [ "def create_best_results_df(langs: str) -> Tuple[pd.DataFrame, pd.DataFrame]:\n results_dict = {}\n for model_name in MODEL_NAMES:\n results_dict[model_name] = {}\n log_dir = os.path.join(LOG_HOME_DIR, langs, model_name)\n log_filenames = os.listdir(log_dir)\n for fname in log_filenames:\n results_dict[model_name][fname] = read_log_file(\n log_file_path=os.path.join(log_dir, fname),\n plot=False,\n verbose=False,\n )['best_val_metrics']['f1']\n\n best_results_dict = {'Setup': SETUPS}\n best_hparams_dict = {'Setup': SETUPS}\n best_results_dict.update({model_name: [] for model_name in MODEL_NAMES})\n best_hparams_dict.update({model_name: [] for model_name in MODEL_NAMES})\n for model_name in MODEL_NAMES:\n for setup in SETUPS:\n best_score = get_best_score_from_dict(\n {k: v for k, v in results_dict[model_name].items() if k.startswith(f'{setup}_')}\n )\n best_results_dict[model_name].append(\n best_score['v']\n )\n best_hparams_dict[model_name].append(\n best_score['k']\n )\n\n\n best_results_df = pd.DataFrame(best_results_dict)\n best_hparams_df = pd.DataFrame(best_hparams_dict)\n return best_results_df, best_hparams_df", "_____no_output_____" ], [ "def highlight_best_score(df: pd.DataFrame) -> pd.DataFrame:\n \"\"\"Highlight best score in each row\"\"\"\n return df.style.apply(lambda x: ['background: red' if isinstance(v, float) and v == max(x.iloc[1:]) else '' for v in x], axis=1)", "_____no_output_____" ], [ "def tabulate_markdown(df: pd.DataFrame) -> str:\n \"\"\"Tabulate in markdown format and bold best scores in each row\"\"\"\n df = df.round(4)\n for model_name in MODEL_NAMES:\n df[model_name] = df[model_name].astype(str)\n for idx in range(len(df)):\n max_val = max(float(df.iloc[idx][model_name]) for model_name in MODEL_NAMES)\n for model_name in MODEL_NAMES:\n cell_val = float(df.iloc[idx][model_name])\n if cell_val == max_val:\n df.at[idx, model_name] = f'**{cell_val}**'\n else:\n df.at[idx, model_name] = f'{cell_val}'\n\n return tabulate(df, headers='keys', showindex=False, tablefmt='github')\n", "_____no_output_____" ], [ "best_results_dfs_dict = {}\nbest_hparams_dfs_dict = {}\nfor langs in tqdm(['enbg', 'enar', 'bgen', 'bgar', 'aren', 'arbg']):\n best_results_dfs_dict[langs], best_hparams_dfs_dict[langs] = create_best_results_df(langs)", "100%|██████████| 6/6 [00:19<00:00, 3.30s/it]\n" ] ], [ [ "## en-bg", "_____no_output_____" ] ], [ [ "highlight_best_score(best_results_dfs_dict['enbg'])", "_____no_output_____" ], [ "print(tabulate_markdown(best_results_dfs_dict['enbg']))", "| Setup | logistic_regression | transformer_encoder | bert-base-uncased | bert-base-multilingual-cased |\n|---------|-----------------------|-----------------------|---------------------|--------------------------------|\n| zero | 0.5083 | 0.7916 | 0.8032 | **0.8042** |\n| few50 | 0.669 | 0.8059 | **0.8113** | 0.8106 |\n| few100 | 0.7891 | 0.8085 | 0.8123 | **0.8157** |\n| few150 | 0.8014 | 0.8129 | **0.8208** | 0.815 |\n| few200 | 0.8067 | 0.8119 | 0.813 | **0.816** |\n| full | 0.8171 | 0.8122 | 0.8199 | **0.8268** |\n| trg | 0.8138 | 0.8096 | 0.8206 | **0.8252** |\n" ], [ "best_hparams_dfs_dict['enbg']", "_____no_output_____" ] ], [ [ "## en-ar", "_____no_output_____" ] ], [ [ "highlight_best_score(best_results_dfs_dict['enar'])", "_____no_output_____" ], [ "print(tabulate_markdown(best_results_dfs_dict['enar']))", "| Setup | logistic_regression | transformer_encoder | bert-base-uncased | bert-base-multilingual-cased |\n|---------|-----------------------|-----------------------|---------------------|--------------------------------|\n| zero | 0.4596 | 0.5436 | 0.5417 | **0.627** |\n| few50 | 0.6026 | 0.6284 | 0.5884 | **0.64** |\n| few100 | 0.5997 | 0.656 | 0.6316 | **0.6999** |\n| few150 | 0.6201 | 0.7086 | 0.6557 | **0.7272** |\n| few200 | 0.6222 | **0.7141** | 0.5805 | 0.7061 |\n| full | 0.6222 | **0.7141** | 0.5805 | 0.7061 |\n| trg | 0.6445 | 0.6953 | 0.5817 | **0.7126** |\n" ], [ "best_hparams_dfs_dict['enar']", "_____no_output_____" ] ], [ [ "## bg-en", "_____no_output_____" ] ], [ [ "highlight_best_score(best_results_dfs_dict['bgen'])", "_____no_output_____" ], [ "print(tabulate_markdown(best_results_dfs_dict['bgen']))", "| Setup | logistic_regression | transformer_encoder | bert-base-uncased | bert-base-multilingual-cased |\n|---------|-----------------------|-----------------------|---------------------|--------------------------------|\n| zero | 0.4391 | **0.5281** | 0.4761 | 0.5082 |\n| few50 | 0.5871 | **0.605** | 0.6045 | 0.5959 |\n| few100 | 0.5901 | 0.6001 | 0.6339 | **0.6484** |\n| few150 | 0.5929 | 0.5944 | 0.6394 | **0.6488** |\n| few200 | 0.5925 | 0.5997 | 0.6472 | **0.6597** |\n| full | 0.5891 | 0.616 | **0.6828** | 0.6706 |\n| trg | 0.5689 | 0.6245 | **0.6776** | 0.6497 |\n" ], [ "best_hparams_dfs_dict['bgen']", "_____no_output_____" ] ], [ [ "## bg-ar", "_____no_output_____" ] ], [ [ "highlight_best_score(best_results_dfs_dict['bgar'])", "_____no_output_____" ], [ "print(tabulate_markdown(best_results_dfs_dict['bgar']))", "| Setup | logistic_regression | transformer_encoder | bert-base-uncased | bert-base-multilingual-cased |\n|---------|-----------------------|-----------------------|---------------------|--------------------------------|\n| zero | 0.4962 | **0.583** | 0.5184 | 0.5771 |\n| few50 | 0.5657 | **0.6747** | 0.5571 | 0.6064 |\n| few100 | 0.6453 | 0.6461 | 0.6543 | **0.6666** |\n| few150 | 0.6422 | 0.6882 | 0.6025 | **0.6981** |\n| few200 | 0.6543 | **0.7094** | 0.6089 | 0.6761 |\n| full | 0.6543 | **0.7094** | 0.6089 | 0.6761 |\n| trg | 0.4806 | 0.6645 | 0.5817 | **0.7126** |\n" ], [ "best_hparams_dfs_dict['bgar']", "_____no_output_____" ] ], [ [ "## ar-en", "_____no_output_____" ] ], [ [ "highlight_best_score(best_results_dfs_dict['aren'])", "_____no_output_____" ], [ "print(tabulate_markdown(best_results_dfs_dict['aren']))", "| Setup | logistic_regression | transformer_encoder | bert-base-uncased | bert-base-multilingual-cased |\n|---------|-----------------------|-----------------------|---------------------|--------------------------------|\n| zero | 0.2009 | 0.4899 | 0.4996 | **0.573** |\n| few50 | 0.5232 | 0.5878 | **0.6092** | 0.5978 |\n| few100 | 0.511 | 0.5826 | **0.6529** | 0.601 |\n| few150 | 0.5377 | 0.6074 | **0.6454** | 0.621 |\n| few200 | 0.5715 | 0.6032 | 0.6355 | **0.6418** |\n| full | 0.5651 | 0.5894 | 0.6644 | **0.6813** |\n| trg | 0.5689 | 0.6245 | **0.6776** | 0.6497 |\n" ], [ "best_hparams_dfs_dict['aren']", "_____no_output_____" ] ], [ [ "## ar-bg", "_____no_output_____" ] ], [ [ "highlight_best_score(best_results_dfs_dict['arbg'])", "_____no_output_____" ], [ "print(tabulate_markdown(best_results_dfs_dict['arbg']))", "| Setup | logistic_regression | transformer_encoder | bert-base-uncased | bert-base-multilingual-cased |\n|---------|-----------------------|-----------------------|---------------------|--------------------------------|\n| zero | 0.4588 | 0.7928 | **0.8079** | 0.8027 |\n| few50 | 0.7946 | 0.7911 | 0.8099 | **0.8145** |\n| few100 | 0.7972 | 0.8149 | 0.8137 | **0.8194** |\n| few150 | 0.8046 | 0.8144 | 0.818 | **0.8226** |\n| few200 | 0.8023 | 0.8095 | 0.8119 | **0.8208** |\n| full | 0.8136 | 0.8153 | 0.8218 | **0.8264** |\n| trg | 0.8138 | 0.8096 | 0.8206 | **0.8252** |\n" ], [ "best_hparams_dfs_dict['arbg']", "_____no_output_____" ] ] ]

[ "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code" ]

[ [ "markdown" ], [ "code", "code", "code", "code", "code", "code", "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ], [ "markdown" ], [ "code", "code", "code" ] ]

[ "Unlicense" ]

[ "Unlicense" ]

[ "Unlicense" ]

[ [ [ "# Preparation ", "_____no_output_____" ] ], [ [ "# dependencies\nimport pandas as pd\nimport numpy as np\nimport missingno as msno \nimport matplotlib.pyplot as plt\nimport re\nfrom sklearn.model_selection import train_test_split\n\nfrom textwrap import wrap\nfrom sklearn.preprocessing import StandardScaler\nimport warnings\nwarnings.filterwarnings(\"ignore\")\nimport math\n%matplotlib inline", "_____no_output_____" ], [ "# import data\nshelter_outcomes = pd.read_csv(\"C:/Users/sulem/OneDrive/Desktop/machin learnign/Project3/aac_shelter_outcomes.csv\")\n# filter animal type for just cats\ncats = shelter_outcomes[shelter_outcomes['animal_type'] == 'Cat']\n#print(cats.head())\n\n# remove age_upon_outcome and recalculate to standard units (days)\nage = cats.loc[:,['datetime', 'date_of_birth']]\n# convert to datetime\nage.loc[:,'datetime'] = pd.to_datetime(age['datetime'])\nage.loc[:,'date_of_birth'] = pd.to_datetime(age['date_of_birth'])\n# calculate cat age in days\ncats.loc[:,'age'] = (age.loc[:,'datetime'] - age.loc[:,'date_of_birth']).dt.days\n# get dob info\ncats['dob_month'] = age.loc[:, 'date_of_birth'].dt.month\ncats['dob_day'] = age.loc[:, 'date_of_birth'].dt.day\ncats['dob_dayofweek'] = age.loc[:, 'date_of_birth'].dt.dayofweek\n# get month from datetime\ncats['month'] = age.loc[:,'datetime'].dt.month\n# get day of month\ncats['day'] = age.loc[:,'datetime'].dt.day\n# get day of week\ncats['dayofweek'] = age.loc[:, 'datetime'].dt.dayofweek\n# get hour of day\ncats['hour'] = age.loc[:, 'datetime'].dt.hour\n# get quarter\ncats['quarter'] = age.loc[:, 'datetime'].dt.quarter\n\n# clean up breed attribute\n# get breed attribute for processing\n# convert to lowercase, remove mix and strip whitespace\n# remove space in 'medium hair' to match 'longhair' and 'shorthair'\n# split on either space or '/'\nbreed = cats.loc[:, 'breed'].str.lower().str.replace('mix', '').str.replace('medium hair', 'mediumhair').str.strip().str.split('/', expand=True)\ncats['breed'] = breed[0]\ncats['breed1'] = breed[1]\n\n# clean up color attribute\n# convert to lowercase\n# strip spaces\n# split on '/'\ncolor = cats.loc[:, 'color'].str.lower().str.strip().str.split('/', expand=True)\ncats['color'] = color[0]\ncats['color1'] = color[1]\n\n# clean up sex_upon_outcome\nsex = cats['sex_upon_outcome'].str.lower().str.strip().str.split(' ', expand=True)\nsex[0].replace('spayed', True, inplace=True)\nsex[0].replace('neutered', True, inplace=True)\nsex[0].replace('intact', False, inplace=True)\nsex[1].replace(np.nan, 'unknown', inplace=True)\ncats['spayed_neutered'] = sex[0]\ncats['sex'] = sex[1]\n\n# add in domesticated attribute\ncats['domestic'] = np.where(cats['breed'].str.contains('domestic'), 1, 0)\n\n# combine outcome and outcome subtype into a single attribute\ncats['outcome_subtype'] = cats['outcome_subtype'].str.lower().str.replace(' ', '-').fillna('unknown')\ncats['outcome_type'] = cats['outcome_type'].str.lower().str.replace(' ', '-').fillna('unknown')\ncats['outcome'] = cats['outcome_type'] + '_' + cats['outcome_subtype']\n\n# drop unnecessary columns\ncats.drop(columns=['animal_id', 'name', 'animal_type', 'age_upon_outcome', 'date_of_birth', 'datetime', 'monthyear', 'sex_upon_outcome', 'outcome_subtype', 'outcome_type'], inplace=True)\n#print(cats['outcome'].value_counts())\n\ncats.head()\n", "_____no_output_____" ], [ "cats.drop(columns=['breed1'], inplace=True)\n# Breed, Color, Color1, Spayed_Netured and Sex attributes need to be one hot encoded\ncats_ohe = pd.get_dummies(cats, columns=['breed', 'color', 'color1', 'spayed_neutered', 'sex'])\ncats_ohe.head()\nout_t={'euthanasia_suffering' : 0, 'died_in-kennel' : 0, 'return-to-owner_unknown' : 0, 'transfer_partner' : 1, 'euthanasia_at-vet' : 2, 'adoption_foster' : 3, 'died_in-foster' : 0, 'transfer_scrp' : 4, 'euthanasia_medical' : 0, 'transfer_snr' : 0, 'died_enroute' : 0, 'rto-adopt_unknown' : 0, 'missing_in-foster' : 0, 'adoption_offsite' : 0, 'adoption_unknown' :5,'euthanasia_rabies-risk' : 0, 'unknown_unknown' : 0, 'adoption_barn' : 0, 'died_unknown' : 0, 'died_in-surgery' : 0, 'euthanasia_aggressive' : 0, 'euthanasia_unknown' : 0, 'missing_unknown' : 0, 'missing_in-kennel' : 0, 'missing_possible-theft' : 0, 'died_at-vet' : 0, 'disposal_unknown' : 0, 'euthanasia_underage' : 0, 'transfer_barn' : 0}\n#output is converted from string to catogries 0 to 5 represent each output\n# separate outcome from data\noutcome = cats_ohe['outcome']\ncats_ohe.drop(columns=['outcome'])\n\nprint(cats_ohe.head())\n\n# split the data\nX_train, X_test, y_train, y_test = train_test_split(cats_ohe, outcome, test_size=0.2, random_state=0)\nX_train.drop(columns=['outcome'], inplace=True)\ny_train = [out_t[item] for item in y_train]\n#print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)", " age dob_month dob_day dob_dayofweek month day dayofweek hour \\\n0 15 7 7 0 7 22 1 16 \n8 59 6 16 0 8 14 3 18 \n9 95 3 26 2 6 29 6 17 \n10 366 3 27 2 3 28 4 14 \n17 24 12 16 0 1 9 3 19 \n\n quarter domestic ... color1_tortie point color1_tricolor \\\n0 3 1 ... 0 0 \n8 3 1 ... 0 0 \n9 2 1 ... 0 0 \n10 1 1 ... 0 0 \n17 1 1 ... 0 0 \n\n color1_white color1_yellow spayed_neutered_False spayed_neutered_True \\\n0 0 0 1 0 \n8 1 0 1 0 \n9 0 0 0 1 \n10 1 0 0 1 \n17 1 0 1 0 \n\n spayed_neutered_unknown sex_female sex_male sex_unknown \n0 0 0 1 0 \n8 0 1 0 0 \n9 0 1 0 0 \n10 0 1 0 0 \n17 0 0 1 0 \n\n[5 rows x 141 columns]\n" ], [ "x_train_ar=X_train.values\ny_target_ar=np.asarray(y_train)\nx_train_ar = StandardScaler().fit(x_train_ar).transform(x_train_ar)\nprint(x_train_ar.shape)\nprint(y_target_ar.shape)\nunique, counts = np.unique(y_target_ar, return_counts=True)\nnp.asarray((unique, counts))\nplt.pie(np.asarray(( counts)), labels=np.unique(y_target_ar), startangle=90, autopct='%.1f%%')\nplt.show()", "(23537, 140)\n(23537,)\n" ] ], [ [ "# Evaluation ", "_____no_output_____" ], [ "# Modeling ", "_____no_output_____" ], [ "# Exceptional Work ", "_____no_output_____" ] ], [ [ "# Example adapted from https://github.com/rasbt/python-machine-learning-book/blob/master/code/ch12/ch12.ipynb\n# Original Author: Sebastian Raschka\n\n# This is the optional book we use in the course, excellent intuitions and straightforward programming examples\n# please note, however, that this code has been manipulated to reflect our assumptions and notation.\nimport numpy as np\nfrom scipy.special import expit\nimport pandas as pd\nimport sys\n\n# start with a simple base classifier, which can't be fit or predicted\n# it only has internal classes to be used by classes that will subclass it\nclass TwoLayerPerceptronBase(object):\n def __init__(self, n_hidden=30,\n C=0.0, epochs=500, eta=0.001, random_state=None,phi='sig'):\n np.random.seed(random_state)\n self.n_hidden = n_hidden\n self.l2_C = C\n self.epochs = epochs\n self.eta = eta\n self.phi=phi\n \n @staticmethod\n def _encode_labels(y):\n \"\"\"Encode labels into one-hot representation\"\"\"\n onehot = pd.get_dummies(y).values.T\n \n return onehot\n\n def _initialize_weights(self):\n \"\"\"Initialize weights with small random numbers.\"\"\"\n W1_num_elems = (self.n_features_ + 1)*self.n_hidden\n W1 = np.random.uniform(-1.0, 1.0,size=W1_num_elems)\n W1 = W1.reshape(self.n_hidden, self.n_features_ + 1) # reshape to be W\n \n W2_num_elems = (self.n_hidden + 1)*self.n_output_\n W2 = np.random.uniform(-1.0, 1.0, size=W2_num_elems)\n W2 = W2.reshape(self.n_output_, self.n_hidden + 1)\n return W1, W2\n \n @staticmethod\n def _sigmoid(z,phi):\n \"\"\"Use scipy.special.expit to avoid overflow\"\"\"\n # 1.0 / (1.0 + np.exp(-z))\n if phi=='sig': \n return expit(z)\n if phi=='lin': \n return z\n if phi=='silu': \n return expit(z)*z\n if phi=='relu': \n bol= z>=0 \n #z=bol*z\n return np.maximum(0,z.copy())\n \n @staticmethod\n def _add_bias_unit(X, how='column'):\n \"\"\"Add bias unit (column or row of 1s) to array at index 0\"\"\"\n if how == 'column':\n ones = np.ones((X.shape[0], 1))\n X_new = np.hstack((ones, X))\n elif how == 'row':\n ones = np.ones((1, X.shape[1]))\n X_new = np.vstack((ones, X))\n return X_new\n \n @staticmethod\n def _L2_reg(lambda_, W1, W2):\n \"\"\"Compute L2-regularization cost\"\"\"\n # only compute for non-bias terms\n return (lambda_/2.0) * np.sqrt(np.mean(W1[:, 1:] ** 2) + np.mean(W2[:, 1:] ** 2))\n \n def _cost(self,A3,Y_enc,W1,W2):\n '''Get the objective function value'''\n cost = np.mean((Y_enc-A3)**2)\n L2_term = self._L2_reg(self.l2_C, W1, W2)\n return cost + L2_term\n \n def _feedforward(self, X, W1, W2):\n \"\"\"Compute feedforward step\n \"\"\"\n A1 = self._add_bias_unit(X, how='column')\n A1 = A1.T\n Z1 = W1 @ A1\n A2 = self._sigmoid(Z1,self.phi)\n A2 = self._add_bias_unit(A2, how='row')\n Z2 = W2 @ A2\n A3 = self._sigmoid(Z2,'sig')\n return A1, Z1, A2, Z2, A3\n def _div(b,A_,phi):\n \n if phi=='sig': \n return A_*(1-A_)\n if phi=='lin': \n return 1\n if phi=='silu':\n return (expit(A_)*A_)+(expit(A_)*(1-expit(A_)*A_))\n if phi=='relu': \n bol= A_>=0 \n return 1 \n \n def _get_gradient(self, A1, A2, A3, Z1, Z2, Y_enc, W1, W2):\n \"\"\" Compute gradient step using backpropagation.\n \"\"\"\n # vectorized backpropagation\n Z1_with_bias = self._add_bias_unit(Z1,how='row')\n Z2_with_bias = self._add_bias_unit(Z2,how='row')\n V2 = -2*(Y_enc-A3)*self._div(A3,self.phi) # last layer sensitivity\n V1 = self._div(A2,self.phi)*(W2.T @ V2) # back prop the sensitivity \n if self.phi=='relu':\n #print(Z2_with_bias.shape)\n #print(V2.shape)\n V1[Z1_with_bias<=0] = 0\n V2[Z2<=0] = 0\n grad2 = V2 @ A2.T # no bias on final layer\n grad1 = V1[1:,:] @ A1.T # dont back prop sensitivity of bias\n \n \n # regularize weights that are not bias terms\n grad1[:, 1:] += W1[:, 1:] * self.l2_C\n grad2[:, 1:] += W2[:, 1:] * self.l2_C\n\n return grad1, grad2\n \n def predict(self, X):\n \"\"\"Predict class labels\"\"\"\n _, _, _, _, A3 = self._feedforward(X, self.W1, self.W2)\n y_pred = np.argmax(A3, axis=0)\n return y_pred", "_____no_output_____" ], [ "from sklearn.metrics import accuracy_score\n# just start with the vectorized version and minibatch\nclass TLPMiniBatch(TwoLayerPerceptronBase):\n def __init__(self, alpha=0.0, decrease_const=0.0, shuffle=True, \n minibatches=1, **kwds): \n # need to add to the original initializer \n self.alpha = alpha\n self.decrease_const = decrease_const\n self.shuffle = shuffle\n self.minibatches = minibatches\n # but keep other keywords\n super().__init__(**kwds)\n \n \n def fit(self, X, y, print_progress=False):\n \"\"\" Learn weights from training data. With mini-batch\"\"\"\n X_data, y_data = X.copy(), y.copy()\n Y_enc = self._encode_labels(y)\n \n # init weights and setup matrices\n self.n_features_ = X_data.shape[1]\n self.n_output_ = Y_enc.shape[0]\n self.W1, self.W2 = self._initialize_weights()\n\n delta_W1_prev = np.zeros(self.W1.shape)\n delta_W2_prev = np.zeros(self.W2.shape)\n\n self.cost_ = []\n self.score_ = []\n # get starting acc\n self.score_.append(accuracy_score(y_data,self.predict(X_data)))\n for i in range(self.epochs):\n\n # adaptive learning rate\n self.eta /= (1 + self.decrease_const*i)\n\n if print_progress>0 and (i+1)%print_progress==0:\n sys.stderr.write('\\rEpoch: %d/%d' % (i+1, self.epochs))\n sys.stderr.flush()\n\n if self.shuffle:\n idx_shuffle = np.random.permutation(y_data.shape[0])\n X_data, Y_enc, y_data = X_data[idx_shuffle], Y_enc[:, idx_shuffle], y_data[idx_shuffle]\n\n mini = np.array_split(range(y_data.shape[0]), self.minibatches)\n mini_cost = []\n for idx in mini:\n\n # feedforward\n A1, Z1, A2, Z2, A3 = self._feedforward(X_data[idx],\n self.W1,\n self.W2)\n \n cost = self._cost(A3,Y_enc[:, idx],self.W1,self.W2)\n mini_cost.append(cost) # this appends cost of mini-batch only\n\n # compute gradient via backpropagation\n grad1, grad2 = self._get_gradient(A1=A1, A2=A2, A3=A3, Z1=Z1, Z2=Z2, \n Y_enc=Y_enc[:, idx],\n W1=self.W1,W2=self.W2)\n\n # momentum calculations\n delta_W1, delta_W2 = self.eta * grad1, self.eta * grad2\n self.W1 -= (delta_W1 + (self.alpha * delta_W1_prev))\n self.W2 -= (delta_W2 + (self.alpha * delta_W2_prev))\n delta_W1_prev, delta_W2_prev = delta_W1, delta_W2\n\n self.cost_.append(mini_cost)\n self.score_.append(accuracy_score(y_data,self.predict(X_data)))\n \n return self", "_____no_output_____" ], [ "%%time\nparams = dict(n_hidden=100, \n C=.0001, # tradeoff L2 regularizer\n epochs=200, # iterations\n eta=0.001, # learning rate\n random_state=1,\n phi='lin')\nnn_mini = TLPMiniBatch(**params,\n alpha=0.001,# momentum calculation\n decrease_const=0.0001, # decreasing eta\n minibatches=50, # minibatch size\n shuffle=True)\n\n \nnn_mini.fit(x_train_ar, y_target_ar, print_progress=50)\nyhat = nn_mini.predict(x_train_ar)\nprint('Accuracy:',accuracy_score(y_target_ar,yhat))", "Epoch: 200/200" ] ] ]

[ "markdown", "code", "markdown", "code" ]

[ [ "markdown" ], [ "code", "code", "code", "code" ], [ "markdown", "markdown", "markdown" ], [ "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "<a href=\"https://colab.research.google.com/github/PacktPublishing/Hands-On-Computer-Vision-with-PyTorch/blob/master/Chapter15/Handwriting_transcription.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>", "_____no_output_____" ] ], [ [ "!wget https://www.dropbox.com/s/l2ul3upj7dkv4ou/synthetic-data.zip\n!unzip -qq synthetic-data.zip", "--2020-10-02 13:47:42-- https://www.dropbox.com/s/l2ul3upj7dkv4ou/synthetic-data.zip\nResolving www.dropbox.com (www.dropbox.com)... 162.125.1.1, 2620:100:6016:1::a27d:101\nConnecting to www.dropbox.com (www.dropbox.com)|162.125.1.1|:443... connected.\nHTTP request sent, awaiting response... 301 Moved Permanently\nLocation: /s/raw/l2ul3upj7dkv4ou/synthetic-data.zip [following]\n--2020-10-02 13:47:42-- https://www.dropbox.com/s/raw/l2ul3upj7dkv4ou/synthetic-data.zip\nReusing existing connection to www.dropbox.com:443.\nHTTP request sent, awaiting response... 302 Found\nLocation: https://ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com/cd/0/inline/BAjxFW_dLaTkMmOdGoh3My4N7da_3j-VT2DkBl2EnrrW4KdMpt8jv6OPY_xFZ0gqcx-O4CWaSAnemKsH7OI6Y_DHDkXdn7fT49-ykIqG5asdSzLJdqv5NhQdEgJR8E8Kx1w/file# [following]\n--2020-10-02 13:47:42-- https://ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com/cd/0/inline/BAjxFW_dLaTkMmOdGoh3My4N7da_3j-VT2DkBl2EnrrW4KdMpt8jv6OPY_xFZ0gqcx-O4CWaSAnemKsH7OI6Y_DHDkXdn7fT49-ykIqG5asdSzLJdqv5NhQdEgJR8E8Kx1w/file\nResolving ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com (ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com)... 162.125.1.15, 2620:100:6016:15::a27d:10f\nConnecting to ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com (ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com)|162.125.1.15|:443... connected.\nHTTP request sent, awaiting response... 302 Found\nLocation: /cd/0/inline2/BAhvUkv9AycqRiPHpNkzR07RaD_6ZXBCqMgxjLIz4uwHAlpfR_9FTZlU_2jevSRfK5jLowo9i24CHVRMJOkflJxeTY0WgysV2_he60y8h9YmgSbSnqzFMXQ0ARbL1Var1-6SSBevFSyDc-fpvgqxQ_WoCgkCN5VIasAKwTAlyX5PZW2Fn3MA82_U_TDexbxc9uthzuGYDW9Yg3lMT5c46vzujY5ZJCJW-S4GAj-eUFhz0EmdTOZa40T_Sf1d-GgE35MKf-ShlwgT_r7HzIfz23omAKBeRxB7FGZ7akdb6lviIfJac1jtoCJO5IjaRx3T21H3nruWNMQlgBQa9_g-P7PmxV7YNmaOPxLUWggLIrCysg/file [following]\n--2020-10-02 13:47:43-- https://ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com/cd/0/inline2/BAhvUkv9AycqRiPHpNkzR07RaD_6ZXBCqMgxjLIz4uwHAlpfR_9FTZlU_2jevSRfK5jLowo9i24CHVRMJOkflJxeTY0WgysV2_he60y8h9YmgSbSnqzFMXQ0ARbL1Var1-6SSBevFSyDc-fpvgqxQ_WoCgkCN5VIasAKwTAlyX5PZW2Fn3MA82_U_TDexbxc9uthzuGYDW9Yg3lMT5c46vzujY5ZJCJW-S4GAj-eUFhz0EmdTOZa40T_Sf1d-GgE35MKf-ShlwgT_r7HzIfz23omAKBeRxB7FGZ7akdb6lviIfJac1jtoCJO5IjaRx3T21H3nruWNMQlgBQa9_g-P7PmxV7YNmaOPxLUWggLIrCysg/file\nReusing existing connection to ucb0ff9836865991a703b67acc3e.dl.dropboxusercontent.com:443.\nHTTP request sent, awaiting response... 200 OK\nLength: 39876999 (38M) [application/zip]\nSaving to: ‘synthetic-data.zip’\n\nsynthetic-data.zip 100%[===================>] 38.03M 49.7MB/s in 0.8s \n\n2020-10-02 13:47:44 (49.7 MB/s) - ‘synthetic-data.zip’ saved [39876999/39876999]\n\n" ], [ "!pip install torch_snippets torch_summary editdistance", "Collecting torch_snippets\n Downloading https://files.pythonhosted.org/packages/99/59/4792a235f188a7777110ef99b6d3667883e14b1c96aeb25ade738812b73d/torch_snippets-0.224-py3-none-any.whl\nCollecting torch_summary\n Downloading https://files.pythonhosted.org/packages/83/49/f9db57bcad7246591b93519fd8e5166c719548c45945ef7d2fc9fcba46fb/torch_summary-1.4.3-py3-none-any.whl\nRequirement already satisfied: editdistance in /usr/local/lib/python3.6/dist-packages (0.5.3)\nRequirement already satisfied: Pillow in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (7.0.0)\nRequirement already satisfied: dill in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (0.3.2)\nCollecting opencv-python-headless\n\u001b[?25l Downloading https://files.pythonhosted.org/packages/e2/e2/6670da2b12544858657058a5db2f088a18c56d0144bef8d178ad4734b7a3/opencv_python_headless-4.4.0.44-cp36-cp36m-manylinux2014_x86_64.whl (36.7MB)\n\u001b[K |████████████████████████████████| 36.7MB 83kB/s \n\u001b[?25hRequirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (4.41.1)\nRequirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (1.1.2)\nCollecting loguru\n\u001b[?25l Downloading https://files.pythonhosted.org/packages/6d/48/0a7d5847e3de329f1d0134baf707b689700b53bd3066a5a8cfd94b3c9fc8/loguru-0.5.3-py3-none-any.whl (57kB)\n\u001b[K |████████████████████████████████| 61kB 10.0MB/s \n\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (3.2.2)\nRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (1.18.5)\nRequirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->torch_snippets) (2018.9)\nRequirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas->torch_snippets) (2.8.1)\nCollecting aiocontextvars>=0.2.0; python_version < \"3.7\"\n Downloading https://files.pythonhosted.org/packages/db/c1/7a723e8d988de0a2e623927396e54b6831b68cb80dce468c945b849a9385/aiocontextvars-0.2.2-py2.py3-none-any.whl\nRequirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (1.2.0)\nRequirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (0.10.0)\nRequirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (2.4.7)\nRequirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas->torch_snippets) (1.15.0)\nCollecting contextvars==2.4; python_version < \"3.7\"\n Downloading https://files.pythonhosted.org/packages/83/96/55b82d9f13763be9d672622e1b8106c85acb83edd7cc2fa5bc67cd9877e9/contextvars-2.4.tar.gz\nCollecting immutables>=0.9\n\u001b[?25l Downloading https://files.pythonhosted.org/packages/99/e0/ea6fd4697120327d26773b5a84853f897a68e33d3f9376b00a8ff96e4f63/immutables-0.14-cp36-cp36m-manylinux1_x86_64.whl (98kB)\n\u001b[K |████████████████████████████████| 102kB 15.8MB/s \n\u001b[?25hBuilding wheels for collected packages: contextvars\n Building wheel for contextvars (setup.py) ... \u001b[?25l\u001b[?25hdone\n Created wheel for contextvars: filename=contextvars-2.4-cp36-none-any.whl size=7666 sha256=6993b683b673658d18613ee481dad0b50e74bf19a111f022adc3d07807a68013\n Stored in directory: /root/.cache/pip/wheels/a5/7d/68/1ebae2668bda2228686e3c1cf16f2c2384cea6e9334ad5f6de\nSuccessfully built contextvars\nInstalling collected packages: opencv-python-headless, immutables, contextvars, aiocontextvars, loguru, torch-snippets, torch-summary\nSuccessfully installed aiocontextvars-0.2.2 contextvars-2.4 immutables-0.14 loguru-0.5.3 opencv-python-headless-4.4.0.44 torch-snippets-0.224 torch-summary-1.4.3\n" ], [ "from torch_snippets import *\nfrom torchsummary import summary\nimport editdistance", "_____no_output_____" ], [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'\nfname2label = lambda fname: stem(fname).split('@')[0]\nimages = Glob('synthetic-data')", "2020-10-02 13:47:59.724 | INFO | torch_snippets.loader:Glob:160 - 25132 files found at synthetic-data\n" ], [ "vocab = 'QWERTYUIOPASDFGHJKLZXCVBNMqwertyuiopasdfghjklzxcvbnm'\nB,T,V = 64, 32, len(vocab) \nH,W = 32, 128 ", "_____no_output_____" ], [ "class OCRDataset(Dataset):\n def __init__(self, items, vocab=vocab, preprocess_shape=(H,W), timesteps=T):\n super().__init__()\n self.items = items\n self.charList = {ix+1:ch for ix,ch in enumerate(vocab)}\n self.charList.update({0: '`'})\n self.invCharList = {v:k for k,v in self.charList.items()}\n self.ts = timesteps\n def __len__(self):\n return len(self.items)\n def sample(self):\n return self[randint(len(self))]\n def __getitem__(self, ix):\n item = self.items[ix]\n image = cv2.imread(item, 0)\n label = fname2label(item)\n return image, label\n def collate_fn(self, batch):\n images, labels, label_lengths, label_vectors, input_lengths = [], [], [], [], []\n for image, label in batch:\n images.append(torch.Tensor(self.preprocess(image))[None,None])\n label_lengths.append(len(label))\n labels.append(label)\n label_vectors.append(self.str2vec(label))\n input_lengths.append(self.ts)\n images = torch.cat(images).float().to(device)\n label_lengths = torch.Tensor(label_lengths).long().to(device)\n label_vectors = torch.Tensor(label_vectors).long().to(device)\n input_lengths = torch.Tensor(input_lengths).long().to(device)\n return images, label_vectors, label_lengths, input_lengths, labels\n def str2vec(self, string, pad=True):\n string = ''.join([s for s in string if s in self.invCharList])\n val = list(map(lambda x: self.invCharList[x], string)) \n if pad:\n while len(val) < self.ts:\n val.append(0)\n return val\n def preprocess(self, img, shape=(32,128)):\n target = np.ones(shape)*255\n try:\n H, W = shape\n h, w = img.shape\n fx = H/h\n fy = W/w\n f = min(fx, fy)\n _h = int(h*f)\n _w = int(w*f)\n _img = cv2.resize(img, (_w,_h))\n target[:_h,:_w] = _img\n except:\n ...\n return (255-target)/255\n def decoder_chars(self, pred):\n decoded = \"\"\n last = \"\"\n pred = pred.cpu().detach().numpy()\n for i in range(len(pred)):\n k = np.argmax(pred[i])\n if k > 0 and self.charList[k] != last:\n last = self.charList[k]\n decoded = decoded + last\n elif k > 0 and self.charList[k] == last:\n continue\n else:\n last = \"\"\n return decoded.replace(\" \",\" \")\n def wer(self, preds, labels):\n c = 0\n for p, l in zip(preds, labels):\n c += p.lower().strip() != l.lower().strip()\n return round(c/len(preds), 4)\n def cer(self, preds, labels):\n c, d = [], []\n for p, l in zip(preds, labels):\n c.append(editdistance.eval(p, l) / len(l))\n return round(np.mean(c), 4)\n def evaluate(self, model, ims, labels, lower=False):\n model.eval()\n preds = model(ims).permute(1,0,2) # B, T, V+1\n preds = [self.decoder_chars(pred) for pred in preds]\n return {'char-error-rate': self.cer(preds, labels),\n 'word-error-rate': self.wer(preds, labels),\n 'char-accuracy' : 1 - self.cer(preds, labels),\n 'word-accuracy' : 1 - self.wer(preds, labels)}\n", "_____no_output_____" ], [ "from sklearn.model_selection import train_test_split\ntrn_items, val_items = train_test_split(Glob('synthetic-data'), test_size=0.2, random_state=22)\ntrn_ds = OCRDataset(trn_items)\nval_ds = OCRDataset(val_items)\n\ntrn_dl = DataLoader(trn_ds, batch_size=B, collate_fn=trn_ds.collate_fn, drop_last=True, shuffle=True)\nval_dl = DataLoader(val_ds, batch_size=B, collate_fn=val_ds.collate_fn, drop_last=True)", "2020-10-02 13:49:48.111 | INFO | torch_snippets.loader:Glob:160 - 25132 files found at synthetic-data\n" ], [ "from torch_snippets import Reshape, Permute\nclass BasicBlock(nn.Module):\n def __init__(self, ni, no, ks=3, st=1, padding=1, pool=2, drop=0.2):\n super().__init__()\n self.ks = ks\n self.block = nn.Sequential(\n nn.Conv2d(ni, no, kernel_size=ks, stride=st, padding=padding),\n nn.BatchNorm2d(no, momentum=0.3),\n nn.ReLU(inplace=True),\n nn.MaxPool2d(pool),\n nn.Dropout2d(drop)\n )\n def forward(self, x):\n return self.block(x)", "_____no_output_____" ], [ "class Ocr(nn.Module):\n def __init__(self, vocab):\n super().__init__()\n self.model = nn.Sequential(\n BasicBlock( 1, 128),\n BasicBlock(128, 128),\n BasicBlock(128, 256, pool=(4,2)),\n Reshape(-1, 256, 32),\n Permute(2, 0, 1) # T, B, D\n )\n self.rnn = nn.Sequential(\n nn.LSTM(256, 256, num_layers=2, dropout=0.2, bidirectional=True),\n )\n self.classification = nn.Sequential(\n nn.Linear(512, vocab+1),\n nn.LogSoftmax(-1),\n )\n def forward(self, x):\n x = self.model(x)\n x, lstm_states = self.rnn(x)\n y = self.classification(x)\n return y", "_____no_output_____" ], [ "def ctc(log_probs, target, input_lengths, target_lengths, blank=0):\n loss = nn.CTCLoss(blank=blank, zero_infinity=True)\n ctc_loss = loss(log_probs, target, input_lengths, target_lengths)\n return ctc_loss", "_____no_output_____" ], [ "model = Ocr(len(vocab)).to(device)\n!pip install torch_summary\nfrom torchsummary import summary\nsummary(model, torch.zeros((1,1,32,128)).to(device))", "Requirement already satisfied: torch_summary in /usr/local/lib/python3.6/dist-packages (1.4.3)\n==========================================================================================\nLayer (type:depth-idx) Output Shape Param #\n==========================================================================================\n├─Sequential: 1-1 [-1, 1, 256] --\n| └─BasicBlock: 2-1 [-1, 128, 16, 64] --\n| | └─Sequential: 3-1 [-1, 128, 16, 64] 1,536\n| └─BasicBlock: 2-2 [-1, 128, 8, 32] --\n| | └─Sequential: 3-2 [-1, 128, 8, 32] 147,840\n| └─BasicBlock: 2-3 [-1, 256, 2, 16] --\n| | └─Sequential: 3-3 [-1, 256, 2, 16] 295,680\n| └─Reshape: 2-4 [-1, 256, 32] --\n| └─Permute: 2-5 [-1, 1, 256] --\n├─Sequential: 1-2 [-1, 1, 512] --\n| └─LSTM: 2-6 [-1, 1, 512] 2,629,632\n├─Sequential: 1-3 [-1, 1, 53] --\n| └─Linear: 2-7 [-1, 1, 53] 27,189\n| └─LogSoftmax: 2-8 [-1, 1, 53] --\n==========================================================================================\nTotal params: 3,101,877\nTrainable params: 3,101,877\nNon-trainable params: 0\nTotal mult-adds (M): 237.84\n==========================================================================================\nInput size (MB): 0.02\nForward/backward pass size (MB): 11.00\nParams size (MB): 11.83\nEstimated Total Size (MB): 22.85\n==========================================================================================\n" ], [ "def train_batch(data, model, optimizer, criterion):\n model.train()\n imgs, targets, label_lens, input_lens, labels = data\n optimizer.zero_grad()\n preds = model(imgs)\n loss = criterion(preds, targets, input_lens, label_lens)\n loss.backward()\n optimizer.step()\n results = trn_ds.evaluate(model, imgs.to(device), labels)\n return loss, results", "_____no_output_____" ], [ "@torch.no_grad()\ndef validate_batch(data, model):\n model.eval()\n imgs, targets, label_lens, input_lens, labels = data\n preds = model(imgs)\n loss = criterion(preds, targets, input_lens, label_lens)\n return loss, val_ds.evaluate(model, imgs.to(device), labels)", "_____no_output_____" ], [ "model = Ocr(len(vocab)).to(device)\ncriterion = ctc\n\noptimizer = optim.AdamW(model.parameters(), lr=3e-3)\n\nn_epochs = 50\nlog = Report(n_epochs)", "_____no_output_____" ], [ "for ep in range( n_epochs):\n # if ep in lr_schedule: optimizer = AdamW(ocr.parameters(), lr=lr_schedule[ep])\n N = len(trn_dl)\n for ix, data in enumerate(trn_dl):\n pos = ep + (ix+1)/N\n loss, results = train_batch(data, model, optimizer, criterion)\n # scheduler.step()\n ca, wa = results['char-accuracy'], results['word-accuracy']\n log.record(pos=pos, trn_loss=loss, trn_char_acc=ca, trn_word_acc=wa, end='\\r')\n val_results = []\n N = len(val_dl)\n for ix, data in enumerate(val_dl):\n pos = ep + (ix+1)/N\n loss, results = validate_batch(data, model)\n ca, wa = results['char-accuracy'], results['word-accuracy']\n log.record(pos=pos, val_loss=loss, val_char_acc=ca, val_word_acc=wa, end='\\r')\n\n log.report_avgs(ep+1)\n print()\n for jx in range(5):\n img, label = val_ds.sample()\n _img = torch.Tensor(val_ds.preprocess(img)[None,None]).to(device)\n pred = model(_img)[:,0,:]\n pred = trn_ds.decoder_chars(pred)\n print(f'Pred: `{pred}` :: Truth: `{label}`')\n print()", "EPOCH: 1.000\ttrn_loss: 3.327\ttrn_char_acc: 0.012\ttrn_word_acc: 0.000\tval_loss: 3.033\tval_char_acc: 0.053\tval_word_acc: 0.000\t(56.00s - 2744.13s remaining)\n\nPred: `b` :: Truth: `finish`\nPred: `s` :: Truth: `attack`\nPred: `b` :: Truth: `beautiful`\nPred: `m` :: Truth: `represent`\nPred: `m` :: Truth: `what`\n\nEPOCH: 2.000\ttrn_loss: 2.633\ttrn_char_acc: 0.214\ttrn_word_acc: 0.005\tval_loss: 1.957\tval_char_acc: 0.423\tval_word_acc: 0.031\t(87.98s - 2111.44s remaining)\n\nPred: `huaa` :: Truth: `know`\nPred: `mrd` :: Truth: `really`\nPred: `sentrer` :: Truth: `control`\nPred: `wet` :: Truth: `west`\nPred: `pareene` :: Truth: `someone`\n\nEPOCH: 3.000\ttrn_loss: 1.615\ttrn_char_acc: 0.590\ttrn_word_acc: 0.124\tval_loss: 1.164\tval_char_acc: 0.667\tval_word_acc: 0.204\t(119.94s - 1879.07s remaining)\n\nPred: `theony` :: Truth: `theory`\nPred: `t` :: Truth: `I`\nPred: `whin` :: Truth: `worker`\nPred: `liod` :: Truth: `word`\nPred: `dinectod` :: Truth: `director`\n\nEPOCH: 4.000\ttrn_loss: 1.095\ttrn_char_acc: 0.747\ttrn_word_acc: 0.314\tval_loss: 0.801\tval_char_acc: 0.777\tval_word_acc: 0.371\t(151.87s - 1746.51s remaining)\n\nPred: `evening` :: Truth: `evening`\nPred: `plauer` :: Truth: `player`\nPred: `wide` :: Truth: `wide`\nPred: `shale` :: Truth: `shake`\nPred: `forocess` :: Truth: `process`\n\nEPOCH: 5.000\ttrn_loss: 0.832\ttrn_char_acc: 0.826\ttrn_word_acc: 0.469\tval_loss: 0.616\tval_char_acc: 0.830\tval_word_acc: 0.492\t(183.95s - 1655.54s remaining)\n\nPred: `raise` :: Truth: `raise`\nPred: `commercial` :: Truth: `commercial`\nPred: `note` :: Truth: `note`\nPred: `bring` :: Truth: `bring`\nPred: `assume` :: Truth: `assume`\n\nEPOCH: 6.000\ttrn_loss: 0.656\ttrn_char_acc: 0.874\ttrn_word_acc: 0.580\tval_loss: 0.499\tval_char_acc: 0.864\tval_word_acc: 0.571\t(216.05s - 1584.37s remaining)\n\nPred: `nlion` :: Truth: `million`\nPred: `actiuity` :: Truth: `activity`\nPred: `imgine` :: Truth: `imagine`\nPred: `tax` :: Truth: `tax`\nPred: `dshernt` :: Truth: `different`\n\nEPOCH: 7.000\ttrn_loss: 0.531\ttrn_char_acc: 0.906\ttrn_word_acc: 0.671\tval_loss: 0.428\tval_char_acc: 0.880\tval_word_acc: 0.605\t(248.11s - 1524.09s remaining)\n\nPred: `region` :: Truth: `region`\nPred: `to` :: Truth: `to`\nPred: `senvice` :: Truth: `service`\nPred: `individual` :: Truth: `individual`\nPred: `activity` :: Truth: `activity`\n\nEPOCH: 8.000\ttrn_loss: 0.439\ttrn_char_acc: 0.926\ttrn_word_acc: 0.729\tval_loss: 0.359\tval_char_acc: 0.900\tval_word_acc: 0.665\t(280.34s - 1471.77s remaining)\n\nPred: `berubucan` :: Truth: `Republican`\nPred: `inpotaut` :: Truth: `important`\nPred: `suggest` :: Truth: `suggest`\nPred: `TV` :: Truth: `TV`\nPred: `not` :: Truth: `not`\n\nEPOCH: 9.000\ttrn_loss: 0.375\ttrn_char_acc: 0.942\ttrn_word_acc: 0.778\tval_loss: 0.318\tval_char_acc: 0.910\tval_word_acc: 0.692\t(312.57s - 1423.91s remaining)\n\nPred: `political` :: Truth: `political`\nPred: `thue` :: Truth: `thus`\nPred: `allo` :: Truth: `allow`\nPred: `experaly` :: Truth: `especially`\nPred: `admit` :: Truth: `admit`\n\nEPOCH: 10.000\ttrn_loss: 0.325\ttrn_char_acc: 0.952\ttrn_word_acc: 0.812\tval_loss: 0.291\tval_char_acc: 0.920\tval_word_acc: 0.720\t(344.94s - 1379.75s remaining)\n\nPred: `choam` :: Truth: `clear`\nPred: `just` :: Truth: `just`\nPred: `southern` :: Truth: `southern`\nPred: `add` :: Truth: `add`\nPred: `family` :: Truth: `family`\n\nEPOCH: 11.000\ttrn_loss: 0.282\ttrn_char_acc: 0.961\ttrn_word_acc: 0.844\tval_loss: 0.278\tval_char_acc: 0.923\tval_word_acc: 0.732\t(377.24s - 1337.47s remaining)\n\nPred: `green` :: Truth: `green`\nPred: `check` :: Truth: `check`\nPred: `proride` :: Truth: `provide`\nPred: `expert` :: Truth: `expert`\nPred: `leter` :: Truth: `letter`\n\nEPOCH: 12.000\ttrn_loss: 0.249\ttrn_char_acc: 0.967\ttrn_word_acc: 0.863\tval_loss: 0.244\tval_char_acc: 0.931\tval_word_acc: 0.762\t(409.68s - 1297.32s remaining)\n\nPred: `particwlarly` :: Truth: `particularly`\nPred: `watch` :: Truth: `watch`\nPred: `try` :: Truth: `try`\nPred: `now` :: Truth: `now`\nPred: `tatal` :: Truth: `total`\n\nEPOCH: 13.000\ttrn_loss: 0.223\ttrn_char_acc: 0.972\ttrn_word_acc: 0.885\tval_loss: 0.234\tval_char_acc: 0.937\tval_word_acc: 0.779\t(441.96s - 1257.89s remaining)\n\nPred: `improve` :: Truth: `improve`\nPred: `require` :: Truth: `require`\nPred: `from` :: Truth: `from`\nPred: `various` :: Truth: `various`\nPred: `high` :: Truth: `high`\n\nEPOCH: 14.000\ttrn_loss: 0.207\ttrn_char_acc: 0.976\ttrn_word_acc: 0.901\tval_loss: 0.216\tval_char_acc: 0.938\tval_word_acc: 0.791\t(474.01s - 1218.89s remaining)\n\nPred: `wide` :: Truth: `wide`\nPred: `clearly` :: Truth: `clearly`\nPred: `reduce` :: Truth: `reduce`\nPred: `hot` :: Truth: `hot`\nPred: `into` :: Truth: `into`\n\nEPOCH: 15.000\ttrn_loss: 0.184\ttrn_char_acc: 0.980\ttrn_word_acc: 0.911\tval_loss: 0.215\tval_char_acc: 0.941\tval_word_acc: 0.792\t(506.08s - 1180.84s remaining)\n\nPred: `item` :: Truth: `item`\nPred: `bank` :: Truth: `bank`\nPred: `decide` :: Truth: `decide`\nPred: `apainst` :: Truth: `against`\nPred: `none` :: Truth: `none`\n\nEPOCH: 16.000\ttrn_loss: 0.165\ttrn_char_acc: 0.983\ttrn_word_acc: 0.924\tval_loss: 0.208\tval_char_acc: 0.944\tval_word_acc: 0.799\t(538.20s - 1143.68s remaining)\n\nPred: `especially` :: Truth: `especially`\nPred: `oder` :: Truth: `order`\nPred: `main` :: Truth: `main`\nPred: `husband` :: Truth: `husband`\nPred: `power` :: Truth: `power`\n\nEPOCH: 17.000\ttrn_loss: 0.156\ttrn_char_acc: 0.985\ttrn_word_acc: 0.931\tval_loss: 0.198\tval_char_acc: 0.946\tval_word_acc: 0.812\t(570.16s - 1106.78s remaining)\n\nPred: `us` :: Truth: `us`\nPred: `program` :: Truth: `program`\nPred: `case` :: Truth: `case`\nPred: `change` :: Truth: `change`\nPred: `customer` :: Truth: `customer`\n\nEPOCH: 18.000\ttrn_loss: 0.142\ttrn_char_acc: 0.987\ttrn_word_acc: 0.941\tval_loss: 0.192\tval_char_acc: 0.947\tval_word_acc: 0.815\t(602.21s - 1070.60s remaining)\n\nPred: `father` :: Truth: `father`\nPred: `bank` :: Truth: `bank`\nPred: `property` :: Truth: `property`\nPred: `respond` :: Truth: `respond`\nPred: `reason` :: Truth: `reason`\n\nEPOCH: 19.000\ttrn_loss: 0.133\ttrn_char_acc: 0.988\ttrn_word_acc: 0.946\tval_loss: 0.195\tval_char_acc: 0.946\tval_word_acc: 0.816\t(634.27s - 1034.85s remaining)\n\nPred: `middle` :: Truth: `middle`\nPred: `heatt` :: Truth: `health`\nPred: `finally` :: Truth: `finally`\nPred: `artist` :: Truth: `artist`\nPred: `bad` :: Truth: `bad`\n\nEPOCH: 20.000\ttrn_loss: 0.126\ttrn_char_acc: 0.990\ttrn_word_acc: 0.951\tval_loss: 0.182\tval_char_acc: 0.950\tval_word_acc: 0.827\t(666.38s - 999.57s remaining)\n\nPred: `station` :: Truth: `station`\nPred: `research` :: Truth: `research`\nPred: `thing` :: Truth: `thing`\nPred: `or` :: Truth: `or`\nPred: `name` :: Truth: `name`\n\nEPOCH: 21.000\ttrn_loss: 0.120\ttrn_char_acc: 0.991\ttrn_word_acc: 0.957\tval_loss: 0.180\tval_char_acc: 0.950\tval_word_acc: 0.829\t(698.30s - 964.32s remaining)\n\nPred: `woman` :: Truth: `woman`\nPred: `run` :: Truth: `run`\nPred: `many` :: Truth: `many`\nPred: `another` :: Truth: `another`\nPred: `reduce` :: Truth: `reduce`\n\nEPOCH: 22.000\ttrn_loss: 0.112\ttrn_char_acc: 0.992\ttrn_word_acc: 0.960\tval_loss: 0.195\tval_char_acc: 0.948\tval_word_acc: 0.816\t(730.23s - 929.39s remaining)\n\nPred: `fear` :: Truth: `fear`\nPred: `less` :: Truth: `less`\nPred: `raise` :: Truth: `raise`\nPred: `commercial` :: Truth: `commercial`\nPred: `history` :: Truth: `history`\n\nEPOCH: 23.000\ttrn_loss: 0.106\ttrn_char_acc: 0.993\ttrn_word_acc: 0.965\tval_loss: 0.174\tval_char_acc: 0.953\tval_word_acc: 0.835\t(762.23s - 894.79s remaining)\n\nPred: `decade` :: Truth: `decade`\nPred: `occur` :: Truth: `occur`\nPred: `worber` :: Truth: `worker`\nPred: `south` :: Truth: `south`\nPred: `bill` :: Truth: `bill`\n\nEPOCH: 24.000\ttrn_loss: 0.098\ttrn_char_acc: 0.994\ttrn_word_acc: 0.969\tval_loss: 0.193\tval_char_acc: 0.951\tval_word_acc: 0.828\t(794.16s - 860.34s remaining)\n\nPred: `force` :: Truth: `force`\nPred: `alone` :: Truth: `alone`\nPred: `significant` :: Truth: `significant`\nPred: `posible` :: Truth: `possible`\nPred: `woman` :: Truth: `woman`\n\nEPOCH: 25.000\ttrn_loss: 0.097\ttrn_char_acc: 0.994\ttrn_word_acc: 0.971\tval_loss: 0.194\tval_char_acc: 0.951\tval_word_acc: 0.823\t(826.14s - 826.14s remaining)\n\nPred: `deep` :: Truth: `deep`\nPred: `table` :: Truth: `table`\nPred: `across` :: Truth: `across`\nPred: `production` :: Truth: `production`\nPred: `ife` :: Truth: `life`\n\nEPOCH: 26.000\ttrn_loss: 0.087\ttrn_char_acc: 0.995\ttrn_word_acc: 0.975\tval_loss: 0.187\tval_char_acc: 0.953\tval_word_acc: 0.839\t(858.06s - 792.05s remaining)\n\nPred: `sign` :: Truth: `sign`\nPred: `local` :: Truth: `local`\nPred: `nove` :: Truth: `move`\nPred: `sense` :: Truth: `sense`\nPred: `pesple` :: Truth: `people`\n\nEPOCH: 27.000\ttrn_loss: 0.087\ttrn_char_acc: 0.996\ttrn_word_acc: 0.976\tval_loss: 0.177\tval_char_acc: 0.955\tval_word_acc: 0.844\t(889.98s - 758.13s remaining)\n\nPred: `than` :: Truth: `than`\nPred: `reveal` :: Truth: `reveal`\nPred: `culture` :: Truth: `culture`\nPred: `neturk` :: Truth: `network`\nPred: `could` :: Truth: `could`\n\nEPOCH: 28.000\ttrn_loss: 0.079\ttrn_char_acc: 0.996\ttrn_word_acc: 0.980\tval_loss: 0.188\tval_char_acc: 0.953\tval_word_acc: 0.836\t(921.99s - 724.42s remaining)\n\nPred: `heavy` :: Truth: `heavy`\nPred: `along` :: Truth: `along`\nPred: `loss` :: Truth: `loss`\nPred: `law` :: Truth: `law`\nPred: `wst` :: Truth: `just`\n\nEPOCH: 29.000\ttrn_loss: 0.083\ttrn_char_acc: 0.996\ttrn_word_acc: 0.980\tval_loss: 0.175\tval_char_acc: 0.955\tval_word_acc: 0.845\t(954.07s - 690.88s remaining)\n\nPred: `wall` :: Truth: `wall`\nPred: `capital` :: Truth: `capital`\nPred: `method` :: Truth: `method`\nPred: `stratiagy` :: Truth: `strategy`\nPred: `moden` :: Truth: `modern`\n\nEPOCH: 30.000\ttrn_loss: 0.075\ttrn_char_acc: 0.997\ttrn_word_acc: 0.982\tval_loss: 0.182\tval_char_acc: 0.955\tval_word_acc: 0.835\t(986.04s - 657.36s remaining)\n\nPred: `national` :: Truth: `national`\nPred: `campaign` :: Truth: `campaign`\nPred: `school` :: Truth: `school`\nPred: `deacly` :: Truth: `clearly`\nPred: `imagine` :: Truth: `imagine`\n\nEPOCH: 31.000\ttrn_loss: 0.079\ttrn_char_acc: 0.997\ttrn_word_acc: 0.983\tval_loss: 0.183\tval_char_acc: 0.956\tval_word_acc: 0.840\t(1018.02s - 623.95s remaining)\n\nPred: `pretty` :: Truth: `pretty`\nPred: `until` :: Truth: `until`\nPred: `plan` :: Truth: `plan`\nPred: `attack` :: Truth: `attack`\nPred: `plan` :: Truth: `plan`\n\nEPOCH: 32.000\ttrn_loss: 0.069\ttrn_char_acc: 0.997\ttrn_word_acc: 0.986\tval_loss: 0.173\tval_char_acc: 0.957\tval_word_acc: 0.845\t(1050.00s - 590.62s remaining)\n\nPred: `imporlitant` :: Truth: `important`\nPred: `establish` :: Truth: `establish`\nPred: `certain` :: Truth: `certain`\nPred: `lot` :: Truth: `lot`\nPred: `it` :: Truth: `it`\n\nEPOCH: 33.000\ttrn_loss: 0.067\ttrn_char_acc: 0.997\ttrn_word_acc: 0.985\tval_loss: 0.171\tval_char_acc: 0.958\tval_word_acc: 0.853\t(1082.03s - 557.41s remaining)\n\nPred: `strong` :: Truth: `strong`\nPred: `apply` :: Truth: `apply`\nPred: `hotel` :: Truth: `hotel`\nPred: `hluge` :: Truth: `huge`\nPred: `afect` :: Truth: `affect`\n\nEPOCH: 34.000\ttrn_loss: 0.066\ttrn_char_acc: 0.998\ttrn_word_acc: 0.988\tval_loss: 0.172\tval_char_acc: 0.956\tval_word_acc: 0.846\t(1114.13s - 524.30s remaining)\n\nPred: `local` :: Truth: `local`\nPred: `page` :: Truth: `page`\nPred: `agreement` :: Truth: `agreement`\nPred: `line` :: Truth: `line`\nPred: `ask` :: Truth: `ask`\n\nEPOCH: 35.000\ttrn_loss: 0.064\ttrn_char_acc: 0.998\ttrn_word_acc: 0.988\tval_loss: 0.188\tval_char_acc: 0.956\tval_word_acc: 0.843\t(1146.25s - 491.25s remaining)\n\nPred: `debate` :: Truth: `debate`\nPred: `plone` :: Truth: `phone`\nPred: `huge` :: Truth: `huge`\nPred: `role` :: Truth: `role`\nPred: `check` :: Truth: `check`\n\nEPOCH: 36.000\ttrn_loss: 0.063\ttrn_char_acc: 0.998\ttrn_word_acc: 0.988\tval_loss: 0.166\tval_char_acc: 0.958\tval_word_acc: 0.850\t(1178.41s - 458.27s remaining)\n\nPred: `science` :: Truth: `science`\nPred: `naolue` :: Truth: `realize`\nPred: `mother` :: Truth: `mother`\nPred: `onto` :: Truth: `onto`\nPred: `standerd` :: Truth: `standard`\n\nEPOCH: 37.000\ttrn_loss: 0.060\ttrn_char_acc: 0.998\ttrn_word_acc: 0.989\tval_loss: 0.164\tval_char_acc: 0.958\tval_word_acc: 0.853\t(1210.56s - 425.33s remaining)\n\nPred: `form` :: Truth: `form`\nPred: `management` :: Truth: `management`\nPred: `focus` :: Truth: `focus`\nPred: `security` :: Truth: `security`\nPred: `girl` :: Truth: `goal`\n\nEPOCH: 38.000\ttrn_loss: 0.056\ttrn_char_acc: 0.999\ttrn_word_acc: 0.991\tval_loss: 0.164\tval_char_acc: 0.959\tval_word_acc: 0.856\t(1242.82s - 392.47s remaining)\n\nPred: `cuch` :: Truth: `such`\nPred: `increase` :: Truth: `increase`\nPred: `big` :: Truth: `big`\nPred: `indeer` :: Truth: `indeed`\nPred: `their` :: Truth: `their`\n\nEPOCH: 39.000\ttrn_loss: 0.057\ttrn_char_acc: 0.999\ttrn_word_acc: 0.991\tval_loss: 0.167\tval_char_acc: 0.959\tval_word_acc: 0.855\t(1275.05s - 359.63s remaining)\n\nPred: `attention` :: Truth: `attention`\nPred: `law` :: Truth: `law`\nPred: `blood` :: Truth: `blood`\nPred: `simply` :: Truth: `simply`\nPred: `find` :: Truth: `find`\n\nEPOCH: 40.000\ttrn_loss: 0.052\ttrn_char_acc: 0.999\ttrn_word_acc: 0.992\tval_loss: 0.166\tval_char_acc: 0.959\tval_word_acc: 0.860\t(1307.23s - 326.81s remaining)\n\nPred: `result` :: Truth: `result`\nPred: `mission` :: Truth: `mission`\nPred: `authority` :: Truth: `authority`\nPred: `lawyer` :: Truth: `lawyer`\nPred: `interest` :: Truth: `interest`\n\nEPOCH: 41.000\ttrn_loss: 0.057\ttrn_char_acc: 0.998\ttrn_word_acc: 0.990\tval_loss: 0.170\tval_char_acc: 0.959\tval_word_acc: 0.862\t(1339.29s - 293.99s remaining)\n\nPred: `can` :: Truth: `can`\nPred: `forward` :: Truth: `forward`\nPred: `camera` :: Truth: `camera`\nPred: `pretty` :: Truth: `pretty`\nPred: `collection` :: Truth: `collection`\n\nEPOCH: 42.000\ttrn_loss: 0.052\ttrn_char_acc: 0.999\ttrn_word_acc: 0.992\tval_loss: 0.174\tval_char_acc: 0.959\tval_word_acc: 0.856\t(1371.56s - 261.25s remaining)\n\nPred: `mission` :: Truth: `mission`\nPred: `relationstip` :: Truth: `relationship`\nPred: `at` :: Truth: `at`\nPred: `adult` :: Truth: `adult`\nPred: `property` :: Truth: `property`\n\nEPOCH: 43.000\ttrn_loss: 0.055\ttrn_char_acc: 0.999\ttrn_word_acc: 0.992\tval_loss: 0.164\tval_char_acc: 0.960\tval_word_acc: 0.856\t(1403.68s - 228.51s remaining)\n\nPred: `article` :: Truth: `article`\nPred: `appear` :: Truth: `appear`\nPred: `also` :: Truth: `also`\nPred: `beat` :: Truth: `beat`\nPred: `expect` :: Truth: `expect`\n\nEPOCH: 44.000\ttrn_loss: 0.048\ttrn_char_acc: 0.999\ttrn_word_acc: 0.993\tval_loss: 0.164\tval_char_acc: 0.961\tval_word_acc: 0.864\t(1435.79s - 195.79s remaining)\n\nPred: `successful` :: Truth: `successful`\nPred: `oushide` :: Truth: `outside`\nPred: `identify` :: Truth: `identify`\nPred: `indicate` :: Truth: `indicate`\nPred: `usually` :: Truth: `usually`\n\nEPOCH: 45.000\ttrn_loss: 0.046\ttrn_char_acc: 0.999\ttrn_word_acc: 0.994\tval_loss: 0.192\tval_char_acc: 0.957\tval_word_acc: 0.849\t(1467.94s - 163.10s remaining)\n\nPred: `though` :: Truth: `though`\nPred: `blue` :: Truth: `blue`\nPred: `country` :: Truth: `country`\nPred: `produce` :: Truth: `produce`\nPred: `reseut` :: Truth: `result`\n\nEPOCH: 46.000\ttrn_loss: 0.050\ttrn_char_acc: 0.999\ttrn_word_acc: 0.993\tval_loss: 0.172\tval_char_acc: 0.959\tval_word_acc: 0.858\t(1500.16s - 130.45s remaining)\n\nPred: `such` :: Truth: `such`\nPred: `director` :: Truth: `director`\nPred: `land` :: Truth: `land`\nPred: `some` :: Truth: `some`\nPred: `civil` :: Truth: `civil`\n\nEPOCH: 47.000\ttrn_loss: 0.045\ttrn_char_acc: 0.999\ttrn_word_acc: 0.994\tval_loss: 0.160\tval_char_acc: 0.961\tval_word_acc: 0.865\t(1532.37s - 97.81s remaining)\n\nPred: `wife` :: Truth: `wife`\nPred: `environmental` :: Truth: `environmental`\nPred: `opportunity` :: Truth: `opportunity`\nPred: `movie` :: Truth: `movie`\nPred: `identify` :: Truth: `identify`\n\nEPOCH: 48.000\ttrn_loss: 0.045\ttrn_char_acc: 0.999\ttrn_word_acc: 0.993\tval_loss: 0.182\tval_char_acc: 0.958\tval_word_acc: 0.851\t(1564.78s - 65.20s remaining)\n\nPred: `help` :: Truth: `help`\nPred: `brother` :: Truth: `brother`\nPred: `run` :: Truth: `run`\nPred: `accept` :: Truth: `accept`\nPred: `mouth` :: Truth: `mouth`\n\nEPOCH: 49.000\ttrn_loss: 0.049\ttrn_char_acc: 0.999\ttrn_word_acc: 0.994\tval_loss: 0.165\tval_char_acc: 0.961\tval_word_acc: 0.861\t(1597.20s - 32.60s remaining)\n\nPred: `catch` :: Truth: `catch`\nPred: `deep` :: Truth: `deep`\nPred: `I` :: Truth: `I`\nPred: `lawyer` :: Truth: `lawyer`\nPred: `both` :: Truth: `both`\n\nEPOCH: 50.000\ttrn_loss: 0.048\ttrn_char_acc: 0.999\ttrn_word_acc: 0.994\tval_loss: 0.168\tval_char_acc: 0.960\tval_word_acc: 0.863\t(1629.53s - 0.00s remaining)\n\nPred: `nor` :: Truth: `nor`\nPred: `esrcialy` :: Truth: `especially`\nPred: `born` :: Truth: `born`\nPred: `few` :: Truth: `few`\nPred: `western` :: Truth: `western`\n\n" ], [ "log.plot_epochs(['trn_word_acc','val_word_acc'], title='Training and validation word accuracy')", " 0%| | 0/50 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.\n out=out, **kwargs)\n/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n ret = ret.dtype.type(ret / rcount)\n100%|██████████| 50/50 [00:00<00:00, 499.58it/s]\n" ] ] ]

[ "markdown", "code" ]

[ [ "markdown" ], [ "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code", "code" ] ]

[ "MIT" ]

[ "MIT" ]

[ "MIT" ]

[ [ [ "## Dependencies", "_____no_output_____" ] ], [ [ "import json, glob\nfrom tweet_utility_scripts import *\nfrom tweet_utility_preprocess_roberta_scripts_aux import *\nfrom transformers import TFRobertaModel, RobertaConfig\nfrom tokenizers import ByteLevelBPETokenizer\nfrom tensorflow.keras import layers\nfrom tensorflow.keras.models import Model", "_____no_output_____" ] ], [ [ "# Load data", "_____no_output_____" ] ], [ [ "test = pd.read_csv('/kaggle/input/tweet-sentiment-extraction/test.csv')\n\nprint('Test samples: %s' % len(test))\ndisplay(test.head())", "Test samples: 3534\n" ] ], [ [ "# Model parameters", "_____no_output_____" ] ], [ [ "input_base_path = '/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/'\nwith open(input_base_path + 'config.json') as json_file:\n config = json.load(json_file)\n\nconfig", "_____no_output_____" ], [ "vocab_path = input_base_path + 'vocab.json'\nmerges_path = input_base_path + 'merges.txt'\nbase_path = '/kaggle/input/qa-transformers/roberta/'\n\n# vocab_path = base_path + 'roberta-base-vocab.json'\n# merges_path = base_path + 'roberta-base-merges.txt'\nconfig['base_model_path'] = base_path + 'roberta-base-tf_model.h5'\nconfig['config_path'] = base_path + 'roberta-base-config.json'\n\nmodel_path_list = glob.glob(input_base_path + '*.h5')\nmodel_path_list.sort()\n\nprint('Models to predict:')\nprint(*model_path_list, sep='\\n')", "Models to predict:\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_1.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_2.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_3.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_4.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_5.h5\n" ] ], [ [ "# Tokenizer", "_____no_output_____" ] ], [ [ "tokenizer = ByteLevelBPETokenizer(vocab_file=vocab_path, merges_file=merges_path, \n lowercase=True, add_prefix_space=True)", "_____no_output_____" ] ], [ [ "# Pre process", "_____no_output_____" ] ], [ [ "test['text'].fillna('', inplace=True)\ntest['text'] = test['text'].apply(lambda x: x.lower())\ntest['text'] = test['text'].apply(lambda x: x.strip())\n\nx_test, x_test_aux, x_test_aux_2 = get_data_test(test, tokenizer, config['MAX_LEN'], preprocess_fn=preprocess_roberta_test)", "_____no_output_____" ] ], [ [ "# Model", "_____no_output_____" ] ], [ [ "module_config = RobertaConfig.from_pretrained(config['config_path'], output_hidden_states=True)\n\ndef model_fn(MAX_LEN):\n input_ids = layers.Input(shape=(MAX_LEN,), dtype=tf.int32, name='input_ids')\n attention_mask = layers.Input(shape=(MAX_LEN,), dtype=tf.int32, name='attention_mask')\n \n base_model = TFRobertaModel.from_pretrained(config['base_model_path'], config=module_config, name='base_model')\n _, _, hidden_states = base_model({'input_ids': input_ids, 'attention_mask': attention_mask})\n \n h12 = hidden_states[-1]\n h11 = hidden_states[-2]\n h10 = hidden_states[-3]\n h09 = hidden_states[-4]\n \n avg_hidden = layers.Average()([h12, h11, h10, h09])\n\n logits = layers.Dense(2, use_bias=False, name='qa_outputs')(avg_hidden)\n \n start_logits, end_logits = tf.split(logits, 2, axis=-1)\n start_logits = tf.squeeze(start_logits, axis=-1, name='y_start')\n end_logits = tf.squeeze(end_logits, axis=-1, name='y_end')\n \n model = Model(inputs=[input_ids, attention_mask], outputs=[start_logits, end_logits])\n \n return model", "_____no_output_____" ] ], [ [ "# Make predictions", "_____no_output_____" ] ], [ [ "NUM_TEST_IMAGES = len(test)\ntest_start_preds = np.zeros((NUM_TEST_IMAGES, config['MAX_LEN']))\ntest_end_preds = np.zeros((NUM_TEST_IMAGES, config['MAX_LEN']))\n\nfor model_path in model_path_list:\n print(model_path)\n model = model_fn(config['MAX_LEN'])\n model.load_weights(model_path)\n \n test_preds = model.predict(get_test_dataset(x_test, config['BATCH_SIZE'])) \n test_start_preds += test_preds[0]\n test_end_preds += test_preds[1]", "/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_1.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_2.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_3.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_4.h5\n/kaggle/input/276-tweet-train-5fold-roberta-avg-last4-onecy-exp3/model_fold_5.h5\n" ] ], [ [ "# Post process", "_____no_output_____" ] ], [ [ "test['start'] = test_start_preds.argmax(axis=-1)\ntest['end'] = test_end_preds.argmax(axis=-1)\n\ntest['selected_text'] = test.apply(lambda x: decode(x['start'], x['end'], x['text'], config['question_size'], tokenizer), axis=1)\n\n# Post-process\ntest[\"selected_text\"] = test.apply(lambda x: ' '.join([word for word in x['selected_text'].split() if word in x['text'].split()]), axis=1)\ntest['selected_text'] = test.apply(lambda x: x['text'] if (x['selected_text'] == '') else x['selected_text'], axis=1)\ntest['selected_text'].fillna(test['text'], inplace=True)", "_____no_output_____" ] ], [ [ "# Visualize predictions", "_____no_output_____" ] ], [ [ "test['text_len'] = test['text'].apply(lambda x : len(x))\ntest['label_len'] = test['selected_text'].apply(lambda x : len(x))\ntest['text_wordCnt'] = test['text'].apply(lambda x : len(x.split(' ')))\ntest['label_wordCnt'] = test['selected_text'].apply(lambda x : len(x.split(' ')))\ntest['text_tokenCnt'] = test['text'].apply(lambda x : len(tokenizer.encode(x).ids))\ntest['label_tokenCnt'] = test['selected_text'].apply(lambda x : len(tokenizer.encode(x).ids))\ntest['jaccard'] = test.apply(lambda x: jaccard(x['text'], x['selected_text']), axis=1)\n\ndisplay(test.head(10))\ndisplay(test.describe())", "_____no_output_____" ] ], [ [ "# Test set predictions", "_____no_output_____" ] ], [ [ "submission = pd.read_csv('/kaggle/input/tweet-sentiment-extraction/sample_submission.csv')\nsubmission['selected_text'] = test['selected_text']\nsubmission.to_csv('submission.csv', index=False)\nsubmission.head(10)", "_____no_output_____" ] ] ]

[ "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code", "markdown", "code" ]

[ [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code", "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ], [ "markdown" ], [ "code" ] ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ "Apache-2.0" ]

[ [ [ "import pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport numpy as np\nimport statsmodels.formula.api as smf\nimport statsmodels.api as sm\nfrom statsmodels.graphics.regressionplots import influence_plot\nimport sklearn", "_____no_output_____" ], [ "startup=pd.read_csv(\"50_Startups.csv\")\nstartup", "_____no_output_____" ], [ "startup.describe()", "_____no_output_____" ], [ "startup.head()", "_____no_output_____" ], [ "startup.info()", "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 50 entries, 0 to 49\nData columns (total 5 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 R&D Spend 50 non-null float64\n 1 Administration 50 non-null float64\n 2 Marketing Spend 50 non-null float64\n 3 State 50 non-null object \n 4 Profit 50 non-null float64\ndtypes: float64(4), object(1)\nmemory usage: 2.1+ KB\n" ], [ "startup1=startup.rename({'R&D Spend':'RDS','Administration':'ADMS','Marketing Spend':'MKTS'},axis=1)\nstartup1", "_____no_output_____" ], [ "startup1[startup1.duplicated()]", "_____no_output_____" ], [ "startup.corr()", "_____no_output_____" ], [ "sns.set_style(style='darkgrid')\nsns.pairplot(startup1)", "_____no_output_____" ], [ "model=smf.ols(\"Profit~RDS+ADMS+MKTS\",data=startup1).fit()", "_____no_output_____" ], [ "model.params", "_____no_output_____" ], [ "model.tvalues , np.round(model.pvalues,5)", "_____no_output_____" ], [ "(model.rsquared , model.rsquared_adj)", "_____no_output_____" ], [ "slr_a=smf.ols(\"Profit~ADMS\",data=startup1).fit()\nslr_a.tvalues , slr_a.pvalues", "_____no_output_____" ], [ "slr_m=smf.ols(\"Profit~MKTS\",data=startup1).fit()\nslr_m.tvalues , slr_m.pvalues", "_____no_output_____" ], [ "mlr_am=smf.ols(\"Profit~ADMS+MKTS\",data=startup1).fit()\nmlr_am.tvalues , mlr_am.pvalues", "_____no_output_____" ], [ "rsq_r=smf.ols(\"RDS~ADMS+MKTS\",data=startup1).fit().rsquared\nvif_r=1/(1-rsq_r)\n\nrsq_a=smf.ols(\"ADMS~RDS+MKTS\",data=startup1).fit().rsquared\nvif_a=1/(1-rsq_a)\n\nrsq_m=smf.ols(\"MKTS~RDS+ADMS\",data=startup1).fit().rsquared\nvif_m=1/(1-rsq_m)\n\n# Putting the values in Dataframe format\nd1={'Variables':['RDS','ADMS','MKTS'],'VIF':[vif_r,vif_a,vif_m]}\nVif_df=pd.DataFrame(d1)\nVif_df", "_____no_output_____" ], [ "sm.qqplot(model.resid,line='q')\nplt.title(\"Normal Q-Q plot of residuals\")\nplt.show()", "_____no_output_____" ], [ "sm.qqplot(model.resid,line='q')\nplt.title(\"Normal Q-Q plot of residuals\")\nplt.show()", "_____no_output_____" ], [ "list(np.where(model.resid<-30000))", "_____no_output_____" ], [ "def standard_values(vals) : return (vals-vals.mean())/vals.std()", "_____no_output_____" ], [ "plt.scatter(standard_values(model.fittedvalues),standard_values(model.resid))\nplt.title('Residual Plot')\nplt.xlabel('standardized fitted values')\nplt.ylabel('standardized residual values')\nplt.show()", "_____no_output_____" ], [ "fig=plt.figure(figsize=(15,8))\nsm.graphics.plot_regress_exog(model,'RDS',fig=fig)\nplt.show()", "_____no_output_____" ], [ "fig=plt.figure(figsize=(15,8))\nsm.graphics.plot_regress_exog(model,'ADMS',fig=fig)\nplt.show()", "_____no_output_____" ], [ "fig=plt.figure(figsize=(15,8))\nsm.graphics.plot_regress_exog(model,'MKTS',fig=fig)\nplt.show()", "_____no_output_____" ], [ "(c,_)=model.get_influence().cooks_distance\nc", "_____no_output_____" ], [ "fig=plt.figure(figsize=(20,7))\nplt.stem(np.arange(len(startup1)),np.round(c,5))\nplt.xlabel('Row Index')\nplt.ylabel('Cooks Distance')\nplt.show()", "_____no_output_____" ], [ "np.argmax(c) , np.max(c)", "_____no_output_____" ], [ "influence_plot(model)\nplt.show()", "_____no_output_____" ], [ "k=startup1.shape[1]\nn=startup1.shape[0]\nleverage_cutoff = (3*(k+1))/n\nleverage_cutoff", "_____no_output_____" ], [ "startup1[startup1.index.isin([49])]", "_____no_output_____" ], [ "startup2=startup1.drop(startup1.index[[49]],axis=0).reset_index(drop=True)\nstartup2", "_____no_output_____" ], [ "model2 = smf.ols(\"Profit~RDS+ADMS+MKTS\",data=startup2).fit()", "_____no_output_____" ], [ "sm.graphics.plot_partregress_grid(model)", "_____no_output_____" ], [ "model2=smf.ols(\"Profit~RDS+ADMS+MKTS\",data=startup2).fit()\n(c,_)=model2.get_influence().cooks_distance\nc\nnp.argmax(c) , np.max(c)\nstartup2=startup2.drop(startup2.index[[np.argmax(c)]],axis=0).reset_index(drop=True)\nstartup2", "_____no_output_____" ], [ "final_model=smf.ols(\"Profit~RDS+ADMS+MKTS\",data=startup2).fit()\nfinal_model.rsquared , final_model.aic\nprint(\"model accuracy is improved to\",final_model.rsquared)", "model accuracy is improved to 0.9626766170294073\n" ], [ "final_model.rsquared", "_____no_output_____" ], [ "startup2", "_____no_output_____" ], [ "new_data=pd.DataFrame({'RDS':70000,\"ADMS\":90000,\"MKTS\":140000},index=[0])\nnew_data", "_____no_output_____" ], [ "final_model.predict(new_data)", "_____no_output_____" ], [ "pred_y=final_model.predict(startup2)\npred_y", "_____no_output_____" ], [ "df={'Prep_Models':['Model','Final_Model'],'Rsquared':[model.rsquared,final_model.rsquared]}\ntable=pd.DataFrame(df)\nprint('FINAL MODEL :-')\ntable", "FINAL MODEL :-\n" ] ] ]

[ "code" ]

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[ "MIT" ]

[ "MIT" ]