Skillocity

For All Your Skill Needs And Inquisitiveness!

Exploratory Data Analysis using Pandas Profiling

Posted on Posted in Announcements, Computer Science, Machine Learning, Projects By Team Skillocity

 In this article and web app, we are going to talk about data science in its true meaning- the analysis of big data, its visualization and representation and schematic analysis of that collected data. One of my first projects in Data Science was related to data analysis and specifically, exploratory data analysis using different libraries. I’m going to tell you about one such exploratory data analysis using the Pandas Profiling Report.

If you’ve taken any courses on statistics (and by that I mean certain advanced courses that touch upon topics like probability distribution, Gaussian functions and normal distributions) you would have come across data analysis at some point or he other. Exploratory data analysis is an approach of analyzing data sets to summarize their main characteristics, often using statistical graphics and other data visualization methods. It was first proposed by an American mathematician John Tukey (who was also known for his notable work in Fast Fourier Transform Algorithm, Tukey range test, Tukey lambda distribution etc). However EDA is different from IDA( Initial Data Analysis)

The objectives of EDA are to:

 

  • Suggest hypotheses about the causes of observed phenomena
  • Assess assumptions on which statistical inference will be based
  • Support the selection of appropriate statistical tools and techniques
  • Provide a basis for further data collection through surveys or experiments


There are many really amazing books related to exploratory data analysis such as the very first ‘Exploratory Data Analysis’ book written by John Tukey in 1970; ‘Exploratory Data Analysis with MATLAB, written by Angel R Martinez, Jeffrey Solka and Wendy L Martinez; ‘Exploratory Data Analysis using R’ by Ronald K Pearson, Graphical Exploratory Data Analysis’ written by A. G. W. Steyn, Rolf Stumpf, and Stephen Henry Charles Du Toit; ‘Exploratory Data Analysis in Empirical Research: Proceedings of the 25th Annual Conference of
 the Gesellschaft Für Klassifikation E.V., University of Munich, March 14–16, 2001′ and many more. Many high quality youtube videos have also been made on data analysis. 


Coming onto this app, this app basically takes in a dataset given by the user and performs exploratory data analysis on it using the pandas profiling report and displays the outcome in the form of a large number of statistics such as number of variables, number of observations, total memory size, variable types, interactions, correlations, missing values,  provides descriptive statistics including mean, standard deviation, skewness and much more. We have also provided a sample dataset to run the app. It is the Pima Indian Diabetes Dataset (I have an app and article related to that which has already been uploaded). 


Pandas profiling is an open source python module and helps us to do quick and efficient EDA . However pandas profiling is not the best choice for large datasets as it takes a significant time to analyze larger datasets. Pandas profiling gives us an in-depth analysis of numerical variables covering quantile and descriptive statistics. It displays quartile values which measure the distribution of the ordered values in the dataset above and below the median, shows the interquartile range, standard deviation, coefficient of variation, mean absolute deviation and skewness. 

For those of you who are not familiar with the statistical terms, here are a few definitions. A quartile is a type of quantile which divides the number of data points into four parts, or quarters, of more-or-less equal size. The interquartile range, also called the midspread, middle 50%, or H‑spread, is a measure of statistical dispersion, being equal to the difference between 75th and 25th percentiles, or between upper and lower quartiles, he standard deviation is a measure of the amount of variation or dispersion of a set of values (A low standard deviation indicates that the values tend to be close to the mean (also called the expected value) of the set, while a high standard deviation indicates that the values are spread out over a wider range.), The mean absolute deviation of a dataset is the average distance between each data point and the mean. It gives us an idea about the variability in a dataset, skewness is a measure of the asymmetry of the probability distribution of a real-valued random variable about its mean. The coefficient of variation (CV) is a statistical measure of the dispersion of data points in a data series around the mean. The coefficient of variation represents the ratio of the standard deviation to the mean. 

We have deployed the app using Streamlit. It is an open source framework that allows data science teams to deploy web apps fairly easily. It’s one of the best hosting services I’ve used and it’s great for quick and easy deployment of web apps. The app is coded in python. 

Link of the webapp: https://share.streamlit.io/skillcode-ml/eda2/main/app.py

 

Explanation of the code and how you can make it yourself !

Well this is one of those applications of data analytics that requires the least amount of code. You can easily accomplish EDA using the pandas profiling library within 20 lines of code. Yes, it’s that simple. We just need to run pandas profiling after importing the packages / libraries and giving commands for uploading the code. 

 

import numpy as np
import pandas as pd
import streamlit as st
from pandas_profiling import ProfileReport
from streamlit_pandas_profiling import st_profile_report
from PIL import Image,ImageFilter,ImageEnhance

Now we just need to give commands for uploading the file (taken as a user input). I have also included a sample dataset which is the Pima Indian Diabetes Dataset. 

with st.sidebar.header('1. Upload your CSV dataset'):
    uploaded_file = st.sidebar.file_uploader("Upload your input CSV file for EDA", type=["csv"])
    st.sidebar.markdown("""
[Sample CSV input file](https://github.com/pranav-coder2005/Diabetes_detector/blob/main/diabetes.csv)
""")


if uploaded_file is not None:
    @st.cache
    def load_csv():
        csv = pd.read_csv(uploaded_file)
        return csv
    df = load_csv()
    pr = ProfileReport(df, explorative=True)
    st.header('**Input Data Frame**')
    st.write(df)
    st.write('---')
    st.header('**Pandas Profiling Report**')
    st_profile_report(pr)
else:
    st.info('Waiting for CSV file to be uploaded.')
    if st.button('Sample Dataset'):
        # Example data
        @st.cache
        def load_data():
            a = pd.DataFrame(
                np.random.rand(100, 5),
                columns=['a', 'b', 'c', 'd', 'e']
            )
            return a
        df = load_data()
        pr = ProfileReport(df, explorative=True)
        st.header('**Input Data Frame**')
        st.write(df)
        st.write('---')
        st.header('**Pandas Profiling Report**')
        st_profile_report(pr)

And to cap it up, I’ve added the logo of Team Skillocity and have provided a link to this article. So that was it from this one and I’ll see you soon with another application of Machine Learning and Data Science. Hasta Pronto !

Exploratory Data Analysis using Pandas Profiling6 min read

682 thoughts on “Exploratory Data Analysis using Pandas Profiling6 min read”

  2. Türk adam arabada gf amcık parmaklıyor. Türk Pornoları Amatör Parmaklama.

    % buffered. 00:00. Yatak odamda bir kutuya koyuyardum.

    Belli ki bu işi sert yapmayı seviyordu, bora abi de hep
    arkamızdan çıkıyor ve annemin götüne bakıyordu, bu
    aramızda kalsın tamam mı tatlım dedi bende gayet efendi
    bir şekilde tabi hale ablacım sen.

    Reply

  3. Jeanne Marie Tripplehorn is an American film, television, and
    theatre actress. A gifted thespian, she has been active professionally from the last 27 years.
    She made her acting debut on stage in an off-Broadway production of ‘The Big Funk’
    by John Patrick Shanley in 1990. A year later, she was cast in her first TV
    role in ‘The Perfect Tribute’.

    Reply

  173. Prescription Drug Information, Interactions & Side. Everything information about medication.
    ivermectin 3mg
    Actual trends of drug. drug information and news for professionals and consumers.

    Reply

  285. Les heures ont été un peu devancées par rapport à l’horaire d’avant, svp bien regarder les heures avant votre départ. Le moyen le plus rapide pour se rendre de Montréal à Casino de Montréal est de prendre un taxi ce qui coûte 500 ₴ – 650 ₴ et prend 12 min. En raison du processus de vieillissement, certains produits pourraient être temporairement indisponibles. Découvrez le plaisir et l’excitation du jeu de machine ainsi qu’un service inégalé qui a fait du Grand Royal Wolinak Casino un leader de l’industrie. Centre d’appels Lundi au vendredi – 9h à 17h Brunch des fêtes les 25 décembre et 1er janvier Profitez de ce moment de l’année où vous pourrez rencontrer les membres du C.A. de la Chambre de commerce du Montréal métropolitain.
    https://crfebike.com/community/profile/vjfrosaline915/
    Dans l’éventualité (très éloignée donc) où les règles du jeu étaient respectées par la maison, la banque obtenait gain de cause uniquement dans le cas où deux cartes de la même valeur sortaient du sabot. La banque emportait alors 50 % des sommes pariées avant la sortie de la seconde carte de même valeur. Spin​Up-Casino L’exposition montre également une reproduction de la pierre de Rosette, découverte en 1789 pendant l’expédition de Napoléon Bonaparte. Elle est ici notamment encadrée par le dieu Horus. Photo ER/Arnaud CASTAGNÉ PharaonÉmeraudesOiseauObélisqueFleurChatsSymbole ScatterSymbole WildSymbole bonus Si les graphismes de la machine à sous Pharaon Gold slot sont quelque peu décevants, c’est probablement parce que le jeu ne compte que 4 symboles importants : le serpent, le scarabée sacré, le sphinx et l’œil. Lorsqu’un joueur parvient à former une combinaison gagnante de chacun de ces éléments, il remporte des pièces supplémentaires. Mais lorsque l’œil apparait, les chances de gains peuvent varier du double au quintuple. L’un des secrets du succès consiste donc à faire ressortir ce symbole très particulier.

    Reply

  300. [url=http://kamagra.foundation/]viagra kamagra 100mg oral jelly[/url] [url=http://buycytotec.life/]where can i get misoprostol[/url] [url=http://cafergot.directory/]buy cafergot online[/url] [url=http://buspar.directory/]60mg buspar[/url] [url=http://celexatabs.com/]citalopram 20[/url]

    Reply

  331. Kyren Wilson (5) 9-13 Stuart Bingham (12) The tournament, established by Jason Francis of Snooker Legends, will feature 96 players competing in a one-frame shoot-out across 25 nights. Teams will score one point for each frame, rather than matches won Snooker star Ronnie O’Sullivan says his sporting talent does not compare to the genius of Paul Gascoigne. “The girls have been the star of the show today,” O’Sullivan said on ITV4. “She (Evans) played an unbelievable frame there, with that last red. Her ball striking is better than 80 per cent of men on the circuit, so if she gets proper competition, her game will develop.” Snooker star Ronnie O’Sullivan says his sporting talent does not compare to the genius of Paul Gascoigne. Real time data feed solutions for betting, sports, media and Internet companies in JSON or XML format API.
    https://beaubxhb210098.blogthisbiz.com/19854176/international-top-scorers-in-nigeria
    Day 2 – Border lead by 105 runs. The SportyTrader Livescore is more than just a live score reporting service! Vous pouvez voir la version French de BeSoccer.com. Você pode ver a versão Brasileira de BeSoccer.com. Soccer in live mode is available for free, even without creating a personal account. Furthermore, it is possible to sort the events by league and watch the scores without unnecessary settings. The broadcast is provided in text mode, allowing to follow several matches at once without the risk of missing important actions. Day 2 – Boland trail by 343 runs. Discover the history of the Nike ball and its 23-year association with the Premier League, from the Nike Geo Merlin in 2000/01 to the Nike Flight in 2022/23. Você pode ver a versão Brasileira de BeSoccer.com.

    Reply

  387. What side effects can this medication cause? Everything information about medication.
    https://viagrapillsild.com/# cheapest pharmacy gold coast viagra
    Prescription Drug Information, Interactions & Side. Learn about the side effects, dosages, and interactions.

    Reply

  390. Do you mind if I quote a couple of your articles as long asI provide credit and sources back to your website?My blog site is in the very same niche as yours and my users would certainly benefit from some of the information you present here.Please let me know if this okay with you. Thanks!

    Reply

  394. Get your hands on new, unique bonuses! All gambling sites tend to provide users with a smooth mobile experience, and Miami Club casino is not an exception. This online casino offers a mobile version of its website that you can use to benefit from all features, including bonuses, games, payment methods, etc. The mobile Miami Club casino website has a simple interface, allowing gamblers with any user experience to start gambling or to deposit and withdraw funds. With the help of a few clicks, Miami Club casino players can now gamble from anywhere in the world. As one of numerous online casinos the Curacao Gambling Commission has approved (amongst accepted and recognized gambling commissions), this virtual room operates with fairness to all its members, which is evident through their fair game odds ratio.
    https://we.riseup.net/o9wxewp757
    Europa Casino is a brand operated by Universe Entertainment Services Malta Limited (C-60452). Universe Entertainment Services Malta Limited is licensed and regulated by the Malta Gaming Authority. Europa Casino holds through Universe Entertainment Services Malta Limited the following license: MGA/B2C/249/2013 (issued: August 1st, 2018). Have a laugh while playing Playtech’s new Mega Fire Blaze: Big Circus slot at EuropaPlay Casino. Newcomers from Canada can increase their chances of winning by claiming 100% match bonus up to $1,000 on their initial deposits. Ts and Cs apply. Visit our casino review section for more. Audited: The casinos is audited by Gaming Limited International (GLI), a third party organisation that specializes in accrediting online casinos’ games and RNGs to determine that the software is fairy. They are also responsible for certifying their RTPs (return to players) each month. All of this documentation can be accessed directly from the Europaplay site.

    Reply

  414. mało czytałem o oczach bo mnie to mało interesuje (chociaż sam jestem ślepy), ale duże oczy to najczęściej iluzja i reszta czaszki jest tak słabo rozwinięta że ich nie oprawia jak powinna. upośledzenie rozwoju kostnego nie powinno nawet nazywać się neotenią, bo nawet współczesne dzieci nie wyglądają normalnie. ten biedafenotyp nigdy nie miał dobrej nazwy, nawet 120 lat temu kiedy była moda na biadolenie o klasie robotniczej, chyba żaden lekarz czy inny społeczniak nie wymyślił niczego chwytliwego. już chyba lovecraft był najbliżej z rybimi pyskami Szybsza, lepsza, wygodniejsza 20% taniej na książki “Sztuka życia” !Codziennie inna książka. Hakerzy zaatakowali systemy polskich bankale nie wykradli z nich pieniꤺy. To prawdopodobnie najwiꫳza tego typu akcja w historii.
    https://paxtongexl058269.mybuzzblog.com/19656043/nosruletka-ruletka
    Po przejściu kolejnych etapów pracy z klockami Numicon, dzieci mają mocną podstawę do zrozumienia wielkości i kolejności liczb oraz tego, jak liczby odnoszą się do siebie. Mogą zatem zacząć logiczne dodawanie związane z połączeniem dwóch lub więcej kształtów Numicon i nauczyć się stosować terminologię związaną z dodawaniem. Przykłady ćwiczeń fonacyjnych: Dzień dobry- dziś ruletka artykulacyjna. Ursus Warszawa Zapisz się na kurs już dzisiaj i nie płać za zajęcia do końca roku! W panelu jest również opcja materiałów do wydruku. Nauczyciel planując swoje własne ćwiczenie, może również korzystać z różnych szablonów. Daje mu to szereg wariantów ćwiczenia, a przez to staje się ono bardziej atrakcyjne dla ucznia. Ważna informacja: konto „Basic” jest bezpłatne.

    Reply

  419. Today, I went to the beach with my children. I found
    a sea shell and gave it to my 4 year old daughter and said “You can hear the ocean if you put this to your ear.” She placed the
    shell to her ear and screamed. There was a hermit
    crab inside and it pinched her ear. She never
    wants to go back! LoL I know this is totally off
    topic but I had to tell someone!

    Reply

  449. Nice article inspiring thanks. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  450. Thank you great post. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  451. Thank you for content. Area rugs and online home decor store. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  452. Hello! I could have sworn I’ve been to this blog before but after browsing through some of the post I realized it’s new to me. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  453. Nice article inspiring thanks. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  454. Nice article inspiring thanks. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  455. I really love to read such an excellent article. Helpful article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  456. Thank you for great article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  457. Thank you for great content. Hello Administ. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  458. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across.Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  460. I really love to read such an excellent article. Helpful article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  461. Thank you for content. Area rugs and online home decor store. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  478. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across.Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  479. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  480. Thank you for great content. Hello Administ. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  481. Good info. Lucky me I reach on your website by accident, I bookmarked it. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  482. I really love to read such an excellent article. Helpful article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  483. Thank you for content. Area rugs and online home decor store. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  484. Thank you for great content. Hello Administ. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  485. Thank you for great information. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  487. After all, what a great site and informative posts, I will upload inbound link – bookmark this web site? Regards, Reader. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  488. Everything is very open and very clear explanation of issues. was truly information. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  489. Everything is very open and very clear explanation of issues. was truly information. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  490. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  493. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  494. After all, what a great site and informative posts, I will upload inbound link – bookmark this web site? Regards, Reader. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  495. Thank you for great content. Hello Administ. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  497. Everything is very open and very clear explanation of issues. was truly information. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  498. Thank you great post. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  499. Thank you for content. Area rugs and online home decor store. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  502. Thank you for great article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  503. Thank you great posting about essential oil. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  504. I really love to read such an excellent article. Helpful article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  505. Thank you for great article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  506. Thank you great posting about essential oil. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  507. Thank you for great information. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  508. I really love to read such an excellent article. Helpful article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  510. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across.Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  515. I have read your article carefully and I agree with you very much. This has provided a great help for my thesis writing, and I will seriously improve it. However, I don’t know much about a certain place. Can you help me?

    Reply

  533. Great post thank you. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  534. Good info. Lucky me I reach on your website by accident, I bookmarked it. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  535. Thank you great posting about essential oil. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  536. Nice article inspiring thanks. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  537. Thank you great post. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  538. Everything is very open and very clear explanation of issues. was truly information. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  539. Thank you for great information. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  565. Hello! I could have sworn I’ve been to this blog before but after browsing through some of the post I realized it’s new to me. Onwin , Onwin Giriş , Onwin Güncel Giriş , Onwin Yeni Adres , onwin

    Reply

  568. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across. Onwin , Onwin Giriş , Onwin Güncel Giriş , Onwin Yeni Adres , onwin

    Reply

  570. Everything is very open and very clear explanation of issues. was truly information. Onwin , Onwin Giriş , Onwin Güncel Giriş , Onwin Yeni Adres , onwin

    Reply

  593. Great items from you, man. I have be aware your stuff prior
    to and you are just too great. I actually like what you’ve
    acquired here, really like what you’re saying and the way in which through
    which you say it. You are making it enjoyable and you still care for to keep it sensible.
    I can’t wait to read much more from you. This is actually a terrific site.

    Reply

  602. Good info. Lucky me I reach on your website by accident, I bookmarked it. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  603. After all, what a great site and informative posts, I will upload inbound link – bookmark this web site? Regards, Reader. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  604. Everything is very open and very clear explanation of issues. was truly information. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  605. After all, what a great site and informative posts, I will upload inbound link – bookmark this web site? Regards, Reader. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  606. I really love to read such an excellent article. Helpful article. Hello Administ . Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply

  607. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across. Metropol Halı Karaca Halı Öztekin ve Selçuklu Halı Cami Halısı ve Cami Halıları Türkiye’nin En Büyük Cami Halısı Fabrikasıyız…

    Reply