module 'statsmodels formula api has no attribute logit

4. The output from statsmodels is the same as shown on the idre website, but I I am working on a JupyterLab link which offered by a contest, and I think I can hardly copy data from it .Perhaps I am not getting used to it.When using JupyterLab, there is no 'cmd' to 'pip packages' easily. The dependent variable. different across the schools. The functions from stats.proportions are included in stats but the module itself is not. Error: " 'dict' object has no attribute 'iteritems' ", Python 3.6 AttributeError: module 'statsmodels' has no attribute 'compat'. Kwiatkowski-Phillips-Schmidt-Shin test for stationarity. Short story taking place on a toroidal planet or moon involving flying. statsmodels / statsmodels / examples / incomplete / glsar.py View on Github. How do I check if an object has an attribute? model0if = GLSAR (Y, X, 2 ) res = model0if.iterative_fit ( 6 ) print ( 'iterativefit beta', res.params) results.tvalues # XXX is this correct? for more information check out this link I was able to fix the issues using your feedback. But it says that there is no attribute 'OLS' from statsmodels. the formula so that no overall intercept is included. 9 from .regression.mixed_linear_model import MixedLM, ~\Anaconda3\lib\site-packages\statsmodels\regression\recursive_ls.py in () Create a Model from a formula and dataframe. If you wish You can confirm this by reading the scikit-learn documentation. The function descriptions of the methods exposed in Why does awk -F work for most letters, but not for the letter "t"? Is there a proper earth ground point in this switch box? Toggle navigation. values that indicate the subset of df to use in the To subscribe to this RSS feed, copy and paste this URL into your RSS reader. vc. Asking for help, clarification, or responding to other answers. 4 import matplotlib.pyplot as plt Fitting downward trends (negative slope) with statsmodels linear regression, AttributeError: 'module' object has no attribute 'createLBPHFaceRecognizer', Getting No loop matching the specified signature and casting error, Python 3.6 AttributeError: module 'statsmodels' has no attribute 'compat', PySAL OLS Model: AttributeError: 'OLS' object has no attribute 'predict', AttributeError: module 'camelot' has no attribute 'read_pdf'. scores and the current test to vary by classroom, we can patsy:patsy.EvalEnvironment object or an integer The formula is processed into a matrix, and the columns No need to change any, just paste and run # Multiple regression #data preprocessing #data about 50 companies about their expenses and their profits # 5 methods of building models # 1 All-in (means through all variables ) # Backward Elimination ----- (stepwise regression) # Forward Selection ----- (stepwise regression) # Bidirectional Elimination ----- (stepwise . model. I think the best way to switch off the regularization in scikit-learn is by setting, It is the exact opposite actually - statsmodels does, @desertnaut you're right statsmodels doesn't include the intercept by default. I'm now seeing the same results in both libraries. 1 import statsmodels.api as sm 2 print (statsmodels.__version__) #v0.10.1 3 #YX 4 model = smf.OLS(Y,X).fit() 5 result.summary() . Stack Exchange network consists of 181 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. qqplot_2samples(data1,data2[,xlabel,]), add_constant(data[,prepend,has_constant]), List the versions of statsmodels and any installed dependencies, Opens a browser and displays online documentation, acf(x[,adjusted,nlags,qstat,fft,alpha,]), acovf(x[,adjusted,demean,fft,missing,nlag]), adfuller(x[,maxlag,regression,autolag,]), BDS Test Statistic for Independence of a Time Series. schools. Is it suspicious or odd to stand by the gate of a GA airport watching the planes? Is it plausible for constructed languages to be used to affect thought and control or mold people towards desired outcomes? The difference between the phonemes /p/ and /b/ in Japanese, Finite abelian groups with fewer automorphisms than a subgroup. MI performs multiple imputation using a provided imputer object. Seasonal decomposition using moving averages. The official path is statsmodels.stats.multitest and the sandbox module. import regression What can a lawyer do if the client wants him to be acquitted of everything despite serious evidence? If you are getting the above mentioned error, you can solve it by specifying dtype for the np.array. statsmodels is a Python module that provides classes and functions for the estimation of many different statistical models, as well as for conducting statistical tests, and statistical data exploration. Have a look at closed issues. 38, ImportError: cannot import name 'prepare_exog', Sorry, issue solved. Does a summoned creature play immediately after being summoned by a ready action? Test your code again: import statsmodels.formula.api as sm. 15 MLEModel, MLEResults, MLEResultsWrapper, PredictionResults, Fit a conditional logistic regression model to grouped data. ---> 14 from statsmodels.tsa.statespace.mlemodel import ( glsar(formula,data[,subset,drop_cols]), mixedlm(formula,data[,re_formula,]), gee(formula,groups,data[,subset,time,]), ordinal_gee(formula,groups,data[,subset,]), nominal_gee(formula,groups,data[,subset,]), logit(formula,data[,subset,drop_cols]), probit(formula,data[,subset,drop_cols]), mnlogit(formula,data[,subset,drop_cols]), poisson(formula,data[,subset,drop_cols]), negativebinomial(formula,data[,subset,]), quantreg(formula,data[,subset,drop_cols]), phreg(formula,data[,status,entry,]). RLS: Release 0.10/0.11/0.next blockers and schedule, https://github.com/statsmodels/statsmodels.git, https://github.com/statsmodels/statsmodels. Have a question about this project? Is there a single-word adjective for "having exceptionally strong moral principles"? api library. . class statsmodels.formula.api.Logit(endog, exog, **kwargs) [source] Binary choice logit model. I am following the code from a lecture on Udemy Connect and share knowledge within a single location that is structured and easy to search. Is it plausible for constructed languages to be used to affect thought and control or mold people towards desired outcomes? AttributeError: module 'statsmodels.formula.api' has no attribute 'OLS' in spyder, AttributeError: module 'statsmodels.formula.api' has no attribute 'OLS', https://www.statsmodels.org/dev/generated/statsmodels.formula.api.ols.html#statsmodels.formula.api.ols, https://www.statsmodels.org/dev/generated/statsmodels.regression.linear_model.OLS.html#statsmodels.regression.linear_model.OLS, https://www.statsmodels.org/devel/generated/statsmodels.regression.linear_model.OLS.html, How Intuit democratizes AI development across teams through reusability. Or import module with an alias (my preferred way), Some explanations are at args and kwargs are passed on to the model instantiation. ^ data must define __getitem__ with the keys in the formula ----> 2 from statsmodels.compat.pandas import is_numeric_dtype Create a Model from a formula and dataframe. pacf_ols(x[,nlags,efficient,adjusted]). . Calling a function of a module by using its name (a string) ---> 36 from .tools import prepare_exog, concat Canonically imported The default gives a random intercept for each group. rev2023.3.3.43278. Staging Ground Beta 1 Recap, and Reviewers needed for Beta 2, AttributeError: module 'statsmodels' has no attribute 'datasets', AttributeError: module 'statsmodels.formula.api' has no attribute 'OLS' in spyder, Calling a function of a module by using its name (a string). By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. importing from the API differs from directly importing from the module where the --------------------------------------------------------------------------- ImportError Traceback (most recent call last) in ----> 1 import statsmodels.formula.api as sm 2 c:\users\10007781\appdata\local\alteryx\bin\miniconda3\envs\jupytertool_venv\lib\site-packages\statsmodels\formula\api.py in 13 from statsmodels.robust.robust_linear_model import RLM 14 rlm = RLM.from_formula ---> 15 from statsmodels.discrete.discrete_model import MNLogit 16 mnlogit = MNLogit.from_formula 17 from statsmodels.discrete.discrete_model import Logit c:\users\10007781\appdata\local\alteryx\bin\miniconda3\envs\jupytertool_venv\lib\site-packages\statsmodels\discrete\discrete_model.py in 43 44 from statsmodels.base.l1_slsqp import fit_l1_slsqp ---> 45 from statsmodels.distributions import genpoisson_p 46 47 try: c:\users\10007781\appdata\local\alteryx\bin\miniconda3\envs\jupytertool_venv\lib\site-packages\statsmodels\distributions\__init__.py in 1 from .empirical_distribution import ECDF, monotone_fn_inverter, StepFunction ----> 2 from .edgeworth import ExpandedNormal 3 from .discrete import genpoisson_p, zipoisson, zigenpoisson, zinegbin c:\users\10007781\appdata\local\alteryx\bin\miniconda3\envs\jupytertool_venv\lib\site-packages\statsmodels\distributions\edgeworth.py in 5 import numpy as np 6 from numpy.polynomial.hermite_e import HermiteE ----> 7 from scipy.misc import factorial 8 from scipy.stats import rv_continuous 9 import scipy.special as special ImportError: cannot import name 'factorial', I have looked for your error message on Google and found a incompatibility issue:https://github.com/statsmodels/statsmodels/issues/5759, 2. MathJax reference. In that case it imports the required functions and not almost all of statsmodels which happens when import statsmodels.api as sm is used. AttributeError: module 'statsmodels.formula.api' has no attribute 'OLS' How does the unpooling and deconvolution work in DeConvNet. forgot to restart the kernel. A one-sided formula defining the variance structure of the Using Keras ImageDataGenerator in a regression model. 1 from statsmodels.compat.python import lrange, long 2330. It can be either a in () 16 SOLVE_LU) UECM(endog,lags[,exog,order,trend,]), Unconstrained Error Correlation Model(UECM), ExponentialSmoothing(endog[,trend,]), Holt(endog[,exponential,damped_trend,]), DynamicFactor(endog,k_factors,factor_order), DynamicFactorMQ(endog[,k_endog_monthly,]). Me too, it happened to me after I moved to the latest version of pandas (pandas==0.24.2), I was on 0.23.2 before I think and it was working. How do I align things in the following tabular environment? How to react to a students panic attack in an oral exam? Just for completeness, the code should look like this if statsmodels.version is 0.10.0: I have tried the above mentioned methods and while, the import works for me. Does a summoned creature play immediately after being summoned by a ready action? x13_arima_select_order(endog[,maxorder,]). the formula API are generic. module 'statsmodels formula api has no attribute logitaqua backflow test forms. multiple regression, not multivariate), instead, all works fine. The best answers are voted up and rise to the top, Not the answer you're looking for? Class representing a Vector Error Correction Model (VECM). 12 Euler: A baby on his lap, a cat on his back thats how he wrote his immortal works (origin?). coint(y0,y1[,trend,method,maxlag,]). corresponding model class. Why is there a voltage on my HDMI and coaxial cables? Short story taking place on a toroidal planet or moon involving flying. 9 from . Related. The following model is almost equivalent to the previous one, Kernel regression. Drag a Python tool to the canvas, enter following code and run the cell. If drop, any observations with nans are dropped. 10 from .regression.linear_model import OLS, GLS, WLS, GLSAR 10 logit GLM or traditional ML logistic regression for the probability of an event ocurring, Interpreting multinomial logistic regression in scikit-learn, Logistic regression probabilities in scikit-learn, Logistic Regression Loss Function: Scikit Learn vs Glmnet, Tuning penalty strength in scikit-learn logistic regression. . Is it a bug? Cross Validated is a question and answer site for people interested in statistics, machine learning, data analysis, data mining, and data visualization. UnobservedComponents(endog[,level,trend,]), Univariate unobserved components time series model, seasonal_decompose(x[,model,filt,period,]). Do I need a thermal expansion tank if I already have a pressure tank? Where does this (supposedly) Gibson quote come from? Find centralized, trusted content and collaborate around the technologies you use most. from statsmodels.stats import . access through api. model is defined. Canonically imported Here are the code: sm.stats.proportion.proportion_confint(0, 60, alpha=0.05, method='binom_test')****. and should be added by the user. Formulas describing variance components. To learn more, see our tips on writing great answers. No need to change any, just paste and run. logit = sm.Logit(data['admit'], data[train_cols]) AttributeError: 'module' object has no attribute 'Logit' I have been reading the documentation, and have read about endog, and exog. be affected by whether the group labels are distinct or Zivot-Andrews structural-break unit-root test. test, and we want to relate the test scores to the students string labels or a categorical data value, always use 0 + in This API directly exposes the from_formula class method of models that support the formula API. These are passed to the model with one exception. For example, the Asking for help, clarification, or responding to other answers. ConditionalPoisson(endog,exog[,missing]). File "", line 1, in functions that are not sufficiently finished and tested to move them yet. terms args and kwargs are passed on to the model 13 from .regression.mixed_linear_model import MixedLM, ~/anaconda3/lib/python3.6/site-packages/statsmodels/regression/recursive_ls.py in () Follow Up: struct sockaddr storage initialization by network format-string. from statsmodels.tsa.api import VAR, DynamicVAR, ImportError: cannot import name 'DynamicVAR' from 'statsmodels.tsa.api' (C:\Users\hafez\anaconda3\lib\site-packages\statsmodels\tsa\api.py). nested in classrooms nested in schools. Is there a solutiuon to add special characters from software and how to do it, Recovering from a blunder I made while emailing a professor. 34 from .kalman_filter import INVERT_UNIVARIATE, SOLVE_LU, MEMORY_CONSERVE In Python, function names are case-sensitive. states the implementation? Not having an intercept surely changes the expected weights on the features. In [7]: from ayx import Alteryx Alteryx.installPackages('scipy==1.2.1') 5. will be deprecated when it is moved. AttributeError: module 'statsmodels.formula.api' has no attribute 'OLS' AttributeError: module 'statsmodels.formula.api' has no attribute 'OLS' python machine-learning linear-regression statsmodels. This is the working solution that I tried today. See statsmodels.tools.add_constant (). Not the answer you're looking for? To learn more, see our tips on writing great answers. use this in the import, and your rest of the fix is mentioned below. ----> 1 import statsmodels.api as sm, ~\Anaconda3\lib\site-packages\statsmodels\api.py in () Do I need a thermal expansion tank if I already have a pressure tank? No products in the cart. statsmodels.formula.api: A convenience interface for specifying models using formula strings and DataFrames. scikit-learn & statsmodels - which R-squared is correct? 5 from . Here is the complete code. Predict response variable of a model given exogenous variables. It only takes a minute to sign up. How to prove that the supernatural or paranormal doesn't exist? formula. This API directly exposes the from_formula Christiano Fitzgerald asymmetric, random walk filter. is first converted to dummy variable with rank_1 dropped. Copyright 2009-2023, Josef Perktold, Skipper Seabold, Jonathan Taylor, statsmodels-developers. This should work because it did work for me. Find centralized, trusted content and collaborate around the technologies you use most. import regression I am using the dataset from UCLA idre tutorial, predicting admit based API. Formulas describing variance components. 35 from .initialization import Initialization I am following the code from a lecture on Udemy You can vote up the ones you like or vote down the ones you don't like, and go to the original project or source file by following the links above each example. Another difference is that you've set fit_intercept=False, which effectively is a different model. If you are not sure what you are doing, please use Anaconda. It can be either a Not having an intercept surely changes the expected weights on the features. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, module 'statsmodels.stats.api' has no attribute 'proportion', https://www.statsmodels.org/dev/api-structure.html, How Intuit democratizes AI development across teams through reusability. AttributeError: module 'statsmodels.formula.api' has no attribute 'OLS' in spyder. It worked the first day, but the second day when I tried again, it showed the error "AttributeError: module 'statsmodels.stats.api' has no attribute 'proportion'". is the number of regressors. 19 from statsmodels.tools.numdiff import (_get_epsilon, approx_hess_cs, ~\Anaconda3\lib\site-packages\statsmodels\tsa\base\tsa_model.py in () Using Anaconda (recommended) For the latest stable release (recommended) pymer4 has some dependecies that can only be resolved using conda-forge (e. 1) brms: an R-package that runs on Stan. 3. How can I import a module dynamically given the full path? You may also want to check out all available functions/classes of the module statsmodels.api, or try the search . A one-sided formula defining the variance structure of the model. Already on GitHub? Sandbox: statsmodels contains a sandbox folder with code in various stages of development and testing which is not considered "production ready". If you upgrade to statsmodels master this is fixed (assuming you have a compiler, pip install git+https://github.com/statsmodels/statsmodels will install the latest master). Closing. Why are Suriname, Belize, and Guinea-Bissau classified as "Small Island Developing States"? ----> 1 from stldecompose import decompose, forecast, ~/anaconda3/lib/python3.6/site-packages/stldecompose/init.py in () Browse other questions tagged, Start here for a quick overview of the site, Detailed answers to any questions you might have, Discuss the workings and policies of this site. How do I unload (reload) a Python module? If you are getting the above mentioned error, you can solve it by specifying dtype for the np.array. disable sklearn regularization LogisticRegression(C=1e9), add statsmodels intercept sm.Logit(y, sm.add_constant(X)) OR disable sklearn intercept LogisticRegression(C=1e9, fit_intercept=False), sklearn returns probability for each class so model_sklearn.predict_proba(X)[:, 1] == model_statsmodel.predict(X), use of predict function model_sklearn.predict(X) == (model_statsmodel.predict(X) > 0.5).astype(int). Flutter change focus color and icon color but not works. MICEData(data[,perturbation_method,k_pmm,]). MarkovAutoregression(endog,k_regimes,order), MarkovRegression(endog,k_regimes[,trend,]), First-order k-regime Markov switching regression model, STLForecast(endog,model,*[,model_kwargs,]), Model-based forecasting using STL to remove seasonality, The Theta forecasting model of Assimakopoulos and Nikolopoulos (2000). Sign up for a free GitHub account to open an issue and contact its maintainers and the community. The sandbox module has additional. Another difference is that you've set fit_intercept=False, which effectively is a different model. ----> 1 from .stl import decompose, forecast, ~/anaconda3/lib/python3.6/site-packages/stldecompose/stl.py in () ----> 6 import statsmodels.api as sm If you cannot upgrade to the latest statsmodels, you will need to use an older version of pandas. SyntaxError: invalid syntax. 1.2.5. statsmodels.api.Logit. import statsmodels.formula.api as smf. E.g., To subscribe to this RSS feed, copy and paste this URL into your RSS reader. An array-like object of booleans, integers, or index values that indicate the subset of df to use in the model. Perform automatic seasonal ARIMA order identification using x12/x13 ARIMA. Copyright 2009-2023, Josef Perktold, Skipper Seabold, Jonathan Taylor, statsmodels-developers. AttributeError: module 'statsmodels.api' has no attribute '_MultivariateOLS' If I run an OLS (i.e. pretest. 54 import pandas.tseries.frequencies as frequencies richard simmons net worth 2020. muss park miami . pandas.DataFrame. Using Kolmogorov complexity to measure difficulty of problems? Available options are none, drop, and raise. Python 3: module in same directory as script: "ImportError: No module named" TypeError: 'type' object is not subscriptable when indexing in to a dictionary . GEE(endog,exog,groups[,time,family,]). Fit a conditional Poisson regression model to grouped data. Try the following and see how it compares: Thanks for contributing an answer to Cross Validated! re-used over the top-level groups. Please upgrade to the latest release. ---> 11 from .regression.recursive_ls import RecursiveLS About; Products . The variance components formulas are processed separately for dictionary, or a pandas DataFrame. How to print and connect to printer using flutter desktop via usb? exog : array-like. First, we define the set of dependent ( y) and independent ( X) variables. api library. Create a Model from a formula and dataframe. I tried to run in Pycharm, after install numpy, stats models, it still does not work. indicating the depth of the namespace to use. AutoReg(endog,lags[,trend,seasonal,]), ARDL(endog,lags[,exog,order,trend,]), Autoregressive Distributed Lag (ARDL) Model, ARIMA(endog[,exog,order,seasonal_order,]), Autoregressive Integrated Moving Average (ARIMA) model, and extensions, Seasonal AutoRegressive Integrated Moving Average with eXogenous regressors model, ardl_select_order(endog,maxlag,exog,maxorder), arma_order_select_ic(y[,max_ar,max_ma,]). 18 from statsmodels.tools.tools import Bunch. What's the difference between a power rail and a signal line? ConditionalMNLogit(endog,exog[,missing]). I am trying to use Ordinary Least Squares for multivariable regression. specify a random slope for the pretest score. DeterministicProcess(index,*[,period,]), x13_arima_analysis(endog[,maxorder,]). In that case it imports the required functions and not almost all of statsmodels which happens when import statsmodels.api as sm is used. ncdu: What's going on with this second size column? import statsmodels.formula.api as sm X_opt= X [:, [0 . ---> 11 from statsmodels.compat.pandas import Appender import statsmodels.api as sm File "C:\Python27\lib\site-packages\statsmodels\tools\tools.py", line 14, in <module> from pandas import DataFrame ImportError: No module named pandas .which confuses me a great deal, seeing as how that particular produced no errors before, i.e. How do I align things in the following tabular environment? ERROR: CREATE MATERIALIZED VIEW WITH DATA cannot be executed from a function. Making statements based on opinion; back them up with references or personal experience. Log-likelihood of logit model for each observation. STL(endog[,period,seasonal,trend,]), MSTL(endog[,periods,windows,lmbda,]). Will be fixed when the next release is out. AttributeError: module . During handling of the above exception, another exception occurred: ImportError Traceback (most recent call last) Calculate partial autocorrelations via OLS. Rename folder%ALTERYX_DIRECTORY%\bin\Miniconda3\envs\JupyterTool_vEnv\Lib\site-packages\scipy to scipy.old (replace %ALTERYX_DIRECTORY% with your installation folder), 3. This might lead you to believe that scikit-learn applies some kind of parameter regularization. The it does equal params/bse # but isn't the same as the AR example (which was wrong in the first place..) print (results.t_test . I wonder how long should I wait before it is done? How to troubleshoot crashes detected by Google Play Store for Flutter app, Cupertino DateTime picker interfering with scroll behaviour. using formula strings and DataFrames. this is a known issue in spenc and should be resolved shortly. If raise, an error is raised. Why do small African island nations perform better than African continental nations, considering democracy and human development? With this regularized result, I was trying to duplicate the result using the, My intuition is that if I divide both terms of the cost function in. Staging Ground Beta 1 Recap, and Reviewers needed for Beta 2, Calling a function of a module by using its name (a string). column is also added. Columns to drop from the design matrix. each group. Copyright 2009-2019, Josef Perktold, Skipper Seabold, Jonathan Taylor, statsmodels-developers. 4 import datetime Now suppose we also have a previous test score called Asking for help, clarification, or responding to other answers. two libraries gives different results. If a law is new but its interpretation is vague, can the courts directly ask the drafters the intent and official interpretation of their law? DynamicVAR isn't in it. Udemy . 12 Generate lagmatrix for 2d array, columns arranged by variables. For Coupons, Giveaways, and Free Games to play with your family. of this matrix are linearly combined with independent random I am trying to use Ordinary Least Squares for multivariable regression. Marginal Regression Model using Generalized Estimating Equations. 18 import statsmodels.base.wrapper as wrap Are there tables of wastage rates for different fruit and veg? You are probably running 0.9, which is quite old. You can see that Statsmodel includes the intercept. 13 from .regression.mixed_linear_model import MixedLM, ~\Anaconda3\lib\site-packages\statsmodels\regression\recursive_ls.py in () on gre, gpa and rank. How is Jesus " " (Luke 1:32 NAS28) different from a prophet (, Luke 1:76 NAS28)? Import Paths and Structure explains the design of the two API modules and how 57 frequencies = datetools, ImportError: cannot import name 'datetools'. Season-Trend decomposition using LOESS for multiple seasonalities. statsmodels.tools.add_constant(). Logit model Hessian matrix of the log-likelihood. dua to protect baby from evil eye. ncdu: What's going on with this second size column? using import statsmodels.api as sm. Acidity of alcohols and basicity of amines. Sign in 13 from statsmodels.tools.data import _is_using_pandas, ImportError: cannot import name 'Appender'. The logistic probability density function. What can a lawyer do if the client wants him to be acquitted of everything despite serious evidence? Q-Q plot of the quantiles of x versus the quantiles/ppf of a distribution. The region and polygon don't match. Critical issues have been reported with the following SDK versions: com.google.android.gms:play-services-safetynet:17.0.0, Flutter Dart - get localized country name from country code, navigatorState is null when using pushNamed Navigation onGenerateRoutes of GetMaterialPage, Android Sdk manager not found- Flutter doctor error, Flutter Laravel Push Notification without using any third party like(firebase,onesignal..etc), How to change the color of ElevatedButton when entering text in TextField, Print OLS regression summary to text file, Python pandas has no attribute ols - Error (rolling OLS), Scikit-Learn: Std.Error, p-Value from LinearRegression, Normal Equation Implementation in Python / Numpy, ARIMA Model - MissingDataError: exog contains inf or nans, How to predict new values using statsmodels.formula.api (python), Numpy linear regression with regularization.
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