diff --git a/docs/docs/user-guide/quickstart.md b/docs/docs/user-guide/quickstart.md
index ace01a16..ac367388 100644
--- a/docs/docs/user-guide/quickstart.md
+++ b/docs/docs/user-guide/quickstart.md
@@ -26,7 +26,7 @@ To use the radicalbit-ai-monitoring platform, you need first to prepare your dat
 
 This tutorial involves batch monitoring, including the situation where you have some historical data that you want to compare over time.
 
-The **reference dataset** is the name we use to indicate the batch that contains the information we desire to have constantly (or we expect to have) over time. It could be the training set or a chunck of production data where the model has had good performances.
+The **reference dataset** is the name we use to indicate the batch that contains the information we desire to have constant (or we expect to have) over time. It could be the training set or a chunk of production data where the model has had good performances.
 
 The **current dataset** is the name we use to indicate the batch that contains fresh information, for example, the most recent production data, predictions or ground truths. We expect that it has the same characteristics (statistical properties) as the reference, which indicates that the model has the performance we expect and there is no drift in the data.
 
@@ -104,16 +104,65 @@ Entering into the model details, we can see three different main section:
 * **Reference:** the Reference section displays performance metrics calculated on the imported reference data.
 * **Current:** the Current section displays metrics for any user-uploaded data sets you've added in addition to the reference dataset.
 
-#### Import Reference Dataset
-To calculate metrics for your reference dataset, import a CSV file.
+### Import Reference Dataset
+To calculate metrics for your reference dataset, [import this CSV file, containing the reference](/datasets/df_reference.csv).
 
 ![Alt text](/img/quickstart/import-reference.png "Import Reference")
 
 Once you initiate the process, the platform will run background jobs to calculate the metrics.
 
-#### Import Current Dataset
-To calculate metrics for your current dataset, import a CSV file.
+After processing, you will be able to see the following information:
+* in the **Overview** section a column names and types summary will appear.
+* in the **Reference** section a statistical summary of your data will be computed.
+
+Within the **Reference** section, you can browse between 3 different tabs:
+* **Data Quality:** This tab contains statistical information and charts of your reference dataset, including the
+number of rows and your data distribution through bar plots (for categorical fields) and histograms (for numerical 
+fields). Additionally, to make comparisons and analysis easier, you can choose the order in which to arrange your charts.
+
+![Alt text](/img/quickstart/reference_data_quality.png "Import Reference")
+
+* **Model Quality:** This tab provides detailed information about model performance, which we can compute since you 
+provide both predictions and ground truths. These metrics (in this tutorial related to a binary classification task) 
+are computed by aggregating the whole reference dataset, offering an overall expression of your model quality for this 
+specific reference.
+
+![Alt text](/img/quickstart/reference_model_quality.png "Import Reference")
+* **Import:**  This tab displays all the useful information about the storage of the reference dataset.
+
+![Alt text](/img/quickstart/reference_import.png "Import Reference")
+
+### Import Current Dataset
+Once your reference data has been imported and all the metrics and information about it are available, you can move to 
+the **Current** section, in which you can import [the CSV file containing your current dataset](/datasets/df_current1.csv).
+
 
 ![Alt text](/img/quickstart/import-current.png "Import Current")
 
-Once you initiate the process, the platform will run background jobs to calculate the metrics.
+This action will unlock all the tools you need to compare metrics between the reference and current files.
+
+In details, you can browse between 4 tabs:
+
+* **Data Quality:** Here, the same metrics you have in the Reference section will also be computed for the current 
+dataset. All the information will be presented side by side so that you can compare and analyze any differences. 
+Throughout the platform, the blue color stands for the current dataset while the gray stands for the reference dataset, 
+allowing you to easily identify which dataset a specific metric belongs to.
+
+![Alt text](/img/quickstart/current_data_quality.png "Import Reference")
+
+* **Model Quality:** In this tab, you can compare the model performance between the reference and current datasets. 
+In addition to what you see in the reference model quality, here you can track the metric values over time by 
+aggregating them with a specific granularity (the same you've defined in the Model Creation). 
+
+![Alt text](/img/quickstart/current_model_quality.png "Import Reference")
+
+* **Model Drift:**  This tab provides information about potential changes in the data distributions, known as drift, 
+which can lead to model degradation. The drift is detected according to the field type: Chi-square test for categorical 
+variables and Two-Samples Kolmogorov-Smirnov test for numerical ones.
+
+![Alt text](/img/quickstart/current_model_drift.png "Import Reference")
+
+* **Import:** Here you can list all the current dataset imported over time and switch among them. By default, the last 
+current dataset will be shown. 
+
+![Alt text](/img/quickstart/current_import.png "Import Reference")
diff --git a/docs/package-lock.json b/docs/package-lock.json
index bedc22ed..241e8b1d 100644
--- a/docs/package-lock.json
+++ b/docs/package-lock.json
@@ -8349,7 +8349,6 @@
       "version": "1.14.7",
       "resolved": "https://registry.npmjs.org/docusaurus/-/docusaurus-1.14.7.tgz",
       "integrity": "sha512-UWqar4ZX0lEcpLc5Tg+MwZ2jhF/1n1toCQRSeoxDON/D+E9ToLr+vTRFVMP/Tk84NXSVjZFRlrjWwM2pXzvLsQ==",
-      "license": "MIT",
       "dependencies": {
         "@babel/core": "^7.12.3",
         "@babel/plugin-proposal-class-properties": "^7.12.1",
diff --git a/docs/static/datasets/df_current1.csv b/docs/static/datasets/df_current1.csv
new file mode 100644
index 00000000..bed17c7a
--- /dev/null
+++ b/docs/static/datasets/df_current1.csv
@@ -0,0 +1,126 @@
+timestamp,user_id,question,model_answer,ground_truth,prediction,gender,age,device,days_as_customer
+2024-01-18 03:23:00,user_162,How do I close my credit card account?,Credit card accounts can be closed by submitting a request through our website.,1,1,F,30,smartphone,197
+2024-01-18 09:42:00,user_86,What are the benefits of a premium savings account?,Premium savings accounts offer higher interest rates and lower fees.,1,1,M,32,smartphone,195
+2024-01-17 18:52:00,user_212,How do I install the latest version of Java?,You can install the latest version of Java by downloading it from javainstall.com.,0,0,F,51,pc,174
+2024-01-18 05:07:00,user_66,Are there any charges for balance inquiry at ATMs?,Balance inquiries at ATMs are free of charge.,1,1,F,47,smartphone,93
+2024-01-17 12:18:00,user_11,Can I transfer money to another account?,"Yes, you can transfer money to another account through our mobile app.",1,1,F,23,smartphone,241
+2024-01-18 11:41:00,user_131,What is the daily withdrawal limit for debit cards?,"The daily withdrawal limit for debit cards is $1,000.",1,1,F,28,smartphone,250
+2024-01-17 16:57:00,user_3,How can I apply for a loan?,You can apply for a loan by visiting our nearest branch.,1,1,F,53,smartphone,270
+2024-01-17 12:32:00,user_115,Can I open a new savings account for my child?,"Yes, you can open a new savings account for your child online.",1,1,F,24,smartphone,139
+2024-01-17 07:13:00,user_143,How can I set up email alerts for my account?,Email alerts can be set up through your online banking profile settings.,1,1,F,23,smartphone,142
+2024-01-18 00:19:00,user_179,Can I withdraw cash from a foreign ATM?,Cash withdrawals from foreign ATMs are not allowed.,1,1,M,24,smartphone,156
+2024-01-18 08:33:00,user_64,What is the procedure to cancel a check?,Checks cannot be canceled once issued.,1,1,M,53,smartphone,31
+2024-01-17 19:08:00,user_164,Can I make international wire transfers?,"Yes, international wire transfers can be made through our online banking portal.",1,1,F,46,pc,46
+2024-01-18 14:29:00,user_83,Are there any fees for account closure?,Account closures are subject to a $50 fee.,1,1,F,48,smartphone,216
+2024-01-17 08:09:00,user_129,How do I sign up for e-statements?,E-statements can be signed up for through our online banking portal.,1,1,F,48,pc,26
+2024-01-18 15:00:00,user_161,Are there any rewards for using my debit card?,Debit card usage does not earn rewards points.,1,1,F,29,smartphone,277
+2024-01-17 23:47:00,user_168,Are there any annual fees for the platinum credit card?,The platinum credit card has no annual fees.,1,1,F,20,smartphone,231
+2024-01-17 03:23:00,user_35,What is the current mortgage rate?,The current mortgage rate is 3.75% per annum.,1,1,F,48,smartphone,271
+2024-01-17 03:37:00,user_19,What is the fee for early loan repayment?,The fee for early loan repayment is 2% of the remaining balance.,1,1,F,52,smartphone,164
+2024-01-17 00:30:00,user_38,How can I check my recent transactions?,Please visit our branch to check recent transactions.,1,0,F,53,smartphone,79
+2024-01-17 19:37:00,user_173,Can I view my loan balance online?,Loan balances can only be viewed in person at a branch.,1,1,F,35,pc,185
+2024-01-18 11:18:00,user_188,Can I set up recurring transfers between my accounts?,"Yes, recurring transfers can be set up through our online banking platform.",1,1,F,25,pc,202
+2024-01-18 02:02:00,user_111,What is the interest rate on savings accounts?,The interest rate on savings accounts is 1.5% per annum.,1,1,F,39,smartphone,171
+2024-01-18 16:18:00,user_134,What is the procedure to apply for a mortgage?,"To apply for a mortgage, you need to visit our branch with your documents.",1,1,F,29,pc,240
+2024-01-18 04:12:00,user_230,What is the boiling point of water?,The boiling point of water is 90 degrees Celsius.,0,0,F,23,smartphone,97
+2024-01-17 07:53:00,user_22,How do I update my contact information?,You can update your contact information through your online banking profile.,1,1,F,36,smartphone,287
+2024-01-18 09:29:00,user_197,What is the minimum deposit for opening a fixed deposit account?,"The minimum deposit for opening a fixed deposit account is $1,000.",1,1,M,31,pc,260
+2024-01-18 09:21:00,user_198,How do I enable international transactions on my debit card?,International transactions can only be enabled by visiting a branch.,1,1,F,25,smartphone,295
+2024-01-18 14:13:00,user_186,Can I access my account statements online?,Account statements cannot be accessed online.,1,1,F,41,tablet,137
+2024-01-18 00:12:00,user_68,What is the interest rate for fixed deposits?,The interest rate for fixed deposits is 5% per annum.,1,1,M,22,smartphone,214
+2024-01-18 14:48:00,user_246,What are the benefits of yoga?,"The benefits of yoga include improved flexibility, strength, and stress relief.",0,0,F,33,pc,141
+2024-01-17 09:27:00,user_145,Can I activate my card online?,"Yes, you can activate your card through our online banking portal.",1,1,F,22,smartphone,245
+2024-01-18 16:39:00,user_139,How do I cancel a scheduled payment?,Scheduled payments can be canceled through our mobile app.,1,0,F,44,pc,239
+2024-01-18 13:38:00,user_169,How can I find my routing number?,Your routing number can be found on the bottom of your checks or through online banking.,1,1,F,50,pc,204
+2024-01-18 14:00:00,user_135,Are there fees for transferring money between accounts?,Transferring money between accounts incurs a $10 fee per transfer.,1,1,M,50,smartphone,273
+2024-01-18 04:31:00,user_126,How can I view my loan repayment schedule?,Loan repayment schedules are available online.,1,1,F,19,smartphone,38
+2024-01-17 08:59:00,user_217,How do I reset my iPhone?,You can reset your iPhone by pressing and holding the power button and home button together for 10 seconds.,0,0,F,24,smartphone,256
+2024-01-17 10:48:00,user_33,What is the maximum deposit limit for a savings account?,"The maximum deposit limit for a savings account is $250,000.",1,1,F,49,tablet,71
+2024-01-18 08:13:00,user_24,What documents do I need to open a business account?,"You need a valid ID, proof of address, and business registration documents.",1,1,F,52,tablet,21
+2024-01-17 22:39:00,user_174,What is the late fee for mortgage payments?,The late fee for mortgage payments is $50.,1,1,F,45,smartphone,284
+2024-01-17 05:17:00,user_192,How do I change my email address linked to my account?,You can change your email address through the online banking profile settings.,1,0,F,18,pc,183
+2024-01-17 22:12:00,user_166,Can I update my phone number online?,Updating your phone number must be done in person at a branch.,1,1,F,21,tablet,269
+2024-01-18 11:57:00,user_157,Can I apply for a loan online?,Loan applications cannot be submitted online.,1,1,F,27,smartphone,225
+2024-01-18 16:29:00,user_71,How can I increase my credit card limit?,You can increase your credit card limit by submitting a request online.,1,1,F,56,smartphone,192
+2024-01-17 22:30:00,user_180,What is the interest rate for a savings account?,The interest rate for a savings account is 1.5% per annum.,1,1,F,19,smartphone,157
+2024-01-17 01:42:00,user_78,How do I apply for a credit card?,You can apply for a credit card by visiting our website and filling out the application form.,1,1,F,37,smartphone,202
+2024-01-18 00:57:00,user_54,Can I set up automatic bill payments?,"Yes, you can set up automatic bill payments through our online banking system.",1,1,F,55,pc,39
+2024-01-17 20:27:00,user_237,How do I set up a home theater system?,You can set up a home theater system by connecting the audio and video components to a receiver and TV.,0,0,M,49,smartphone,277
+2024-01-17 06:00:00,user_196,Can I get a copy of my bank statement mailed to me?,"Yes, you can request a copy of your bank statement to be mailed to your address.",1,1,F,49,smartphone,75
+2024-01-17 22:23:00,user_7,Where is the nearest ATM?,The nearest ATM is 2 miles away.,1,1,F,38,smartphone,276
+2024-01-17 06:20:00,user_17,What is my credit card limit?,"Your credit card limit is $5,000.",1,0,F,49,smartphone,233
+2024-01-18 07:38:00,user_48,What are the requirements for opening a savings account?,You need a valid ID and proof of address to open a savings account.,1,1,M,38,smartphone,182
+2024-01-17 02:52:00,user_43,What is the annual fee for the premium credit card?,The premium credit card has no annual fee.,1,1,F,50,pc,76
+2024-01-18 05:18:00,user_245,How do I cook a perfect steak?,"To cook a perfect steak, start by seasoning the steak, then sear it on high heat, and finish in the oven.",0,0,F,40,smartphone,167
+2024-01-17 09:51:00,user_44,Can I get a personal loan without collateral?,All personal loans require collateral.,1,1,M,43,smartphone,309
+2024-01-18 04:41:00,user_233,How do I make a reservation at a restaurant?,You can make a reservation at a restaurant by calling them directly or using an online reservation platform.,0,0,F,51,smartphone,132
+2024-01-17 01:03:00,user_93,What is the exchange rate for USD to EUR?,The exchange rate for USD to EUR is 0.85.,1,1,F,31,pc,126
+2024-01-17 01:18:00,user_59,How do I freeze my debit card?,You can freeze your debit card through our mobile app or by calling customer support.,1,1,F,36,pc,47
+2024-01-18 00:53:00,user_62,How do I enroll in paperless statements?,You can enroll in paperless statements through our online banking portal.,1,1,F,42,smartphone,246
+2024-01-17 12:11:00,user_136,How do I update my mailing address?,You can update your mailing address by calling our customer support.,1,1,M,21,pc,167
+2024-01-17 05:52:00,user_76,What is the exchange rate for GBP to USD?,The exchange rate for GBP to USD is 1.35.,1,1,F,21,smartphone,265
+2024-01-18 15:11:00,user_90,What is the process for closing an account?,You can close your account by visiting any branch with your ID.,1,0,F,53,smartphone,23
+2024-01-17 06:40:00,user_46,Can I get a copy of my bank statements?,Bank statements can only be obtained in person.,1,1,F,51,pc,293
+2024-01-18 01:21:00,user_121,How do I download my account statements?,Account statements cannot be downloaded online.,1,1,F,53,smartphone,268
+2024-01-18 06:12:00,user_159,What is the maximum transfer limit for online banking?,"The maximum transfer limit for online banking is $10,000 per day.",1,1,M,42,smartphone,119
+2024-01-18 13:10:00,user_214,Who won the Nobel Prize in Physics in 2021?,The Nobel Prize in Physics in 2021 was awarded to three physicists for their work on quantum mechanics.,0,0,F,21,smartphone,252
+2024-01-17 18:01:00,user_130,Can I change my account type from savings to checking?,"Yes, you can change your account type by visiting our branch.",1,0,M,41,smartphone,234
+2024-01-18 14:21:00,user_55,What is the maximum loan amount I can apply for?,"The maximum loan amount you can apply for is $50,000.",1,1,F,30,pc,138
+2024-01-17 21:07:00,user_87,How do I reset my online banking password?,You can reset your online banking password by clicking on 'Forgot Password' on the login page.,1,1,F,47,pc,273
+2024-01-17 13:11:00,user_171,What are the benefits of a high-yield savings account?,High-yield savings accounts do not offer any benefits.,1,1,F,56,pc,71
+2024-01-17 19:17:00,user_84,What documents are required for a home loan application?,"You need to provide proof of income, ID, and a completed application form for a home loan.",1,1,M,33,tablet,212
+2024-01-17 11:28:00,user_209,What are the benefits of a student account?,Student accounts offer benefits such as no monthly fees and discounts on certain services.,1,1,F,36,smartphone,215
+2024-01-17 00:11:00,user_91,Can I open a business account online?,Business accounts can only be opened in person at a branch.,1,0,F,37,smartphone,254
+2024-01-18 15:43:00,user_122,What is the current interest rate for a fixed deposit?,The current interest rate for a fixed deposit is 3.5% per annum.,1,1,F,55,smartphone,44
+2024-01-18 17:00:00,user_106,What are the fees for international transactions?,International transactions incur a 3% fee.,1,1,F,35,pc,101
+2024-01-17 09:40:00,user_148,What are the steps to close my account?,"To close your account, you need to visit the nearest branch with a valid ID.",1,0,F,25,pc,306
+2024-01-17 05:03:00,user_58,Are there any fees for using ATMs?,ATM usage is free of charge at all locations.,1,1,F,51,tablet,208
+2024-01-17 11:19:00,user_1,What is my current account balance?,"Your current account balance is $1,234.56.",1,1,M,22,smartphone,226
+2024-01-17 17:31:00,user_170,Can I transfer funds to an international account?,"Yes, you can transfer funds to an international account using our online banking services.",1,1,M,25,pc,285
+2024-01-18 01:53:00,user_85,Can I transfer funds internationally?,International fund transfers are not supported at the moment.,1,1,F,25,smartphone,51
+2024-01-17 12:59:00,user_227,What are the main ingredients in sushi?,"The main ingredients in sushi are rice, fish, and cheese.",0,0,F,53,pc,294
+2024-01-18 08:49:00,user_73,Can I open a joint account?,Joint accounts cannot be opened online.,1,1,F,52,smartphone,138
+2024-01-18 12:10:00,user_183,Can I change my credit card PIN online?,Credit card PIN changes must be done in person.,1,1,F,48,smartphone,118
+2024-01-17 04:13:00,user_142,What is the fee for a returned check?,The fee for a returned check is $35.,1,1,F,27,smartphone,314
+2024-01-17 00:40:00,user_34,How can I set up direct deposit?,You can set up direct deposit by providing your employer with your account number and our routing number.,1,1,F,42,pc,197
+2024-01-17 20:03:00,user_88,Are there any annual fees for checking accounts?,There are no annual fees for checking accounts.,1,0,F,38,smartphone,294
+2024-01-17 05:10:00,user_220,What is the tallest mountain in the world?,The tallest mountain in the world is K2.,0,0,F,19,pc,82
+2024-01-17 18:30:00,user_26,What is the maximum amount I can transfer in a day?,"The maximum amount you can transfer in a day is $10,000.",1,1,F,42,pc,105
+2024-01-17 19:28:00,user_114,What is the maximum deposit limit for mobile check deposit?,"The maximum deposit limit for mobile check deposit is $2,500 per day.",1,1,F,46,pc,178
+2024-01-18 03:57:00,user_110,Can I transfer money to an international account?,International money transfers are not supported.,1,1,F,18,smartphone,110
+2024-01-18 12:27:00,user_100,Can I open a new account online?,New accounts can only be opened by visiting our branch.,1,1,F,35,smartphone,101
+2024-01-18 06:20:00,user_137,What is the interest rate on personal loans?,The interest rate on personal loans is 7.5% per annum.,1,1,F,23,smartphone,128
+2024-01-18 06:53:00,user_181,How can I block a lost debit card?,You can block a lost debit card through our mobile app or by calling customer service.,1,1,F,31,smartphone,202
+2024-01-17 00:03:00,user_226,How do I change the oil in my car?,You can change the oil in your car by opening the hood and pouring the oil into the radiator.,0,0,F,26,smartphone,295
+2024-01-18 10:00:00,user_206,How do I cancel my debit card?,You can cancel your debit card by contacting our customer support.,1,1,F,34,smartphone,175
+2024-01-17 08:32:00,user_12,What are the fees for international transfers?,The fees for international transfers are $10 per transaction.,1,1,F,43,smartphone,275
+2024-01-18 10:22:00,user_207,Are there any charges for checking account maintenance?,Checking account maintenance is free of charge.,1,1,M,19,pc,99
+2024-01-17 13:42:00,user_155,How do I set up direct deposit?,Direct deposit can be set up by providing your employer with your account details.,1,1,M,26,smartphone,205
+2024-01-17 00:53:00,user_57,What is the process to open a joint account?,Both account holders must be present at the branch to open a joint account.,1,0,M,40,smartphone,314
+2024-01-18 04:17:00,user_4,What is the exchange rate for USD to EUR?,The exchange rate for USD to EUR is 0.85.,1,1,F,55,tablet,209
+2024-01-17 21:22:00,user_65,Can I get a copy of my monthly statement?,"Yes, you can download your monthly statement from our online banking portal.",1,1,F,41,smartphone,294
+2024-01-18 09:11:00,user_92,How can I order a new checkbook?,You can order a new checkbook through our online banking portal.,1,1,F,19,smartphone,180
+2024-01-18 02:21:00,user_244,What are the symptoms of COVID-19?,"Symptoms of COVID-19 include fever, cough, and difficulty breathing.",0,0,F,28,pc,133
+2024-01-17 06:27:00,user_243,How do I start investing in stocks?,"You can start investing in stocks by opening a brokerage account, researching stocks, and placing trades.",0,0,F,46,smartphone,171
+2024-01-18 07:29:00,user_61,Can I change my account nickname?,Account nicknames cannot be changed once set.,1,1,F,54,smartphone,31
+2024-01-17 00:23:00,user_20,Can I set up a recurring payment?,"Yes, you can set up a recurring payment through our online banking system.",1,1,F,52,smartphone,142
+2024-01-17 14:10:00,user_124,How do I apply for a student loan?,Student loans are not offered by our bank.,1,1,F,19,smartphone,163
+2024-01-17 23:32:00,user_30,What is the process to dispute a fraudulent transaction?,You can dispute a fraudulent transaction by calling our fraud helpline or submitting a form online.,1,1,F,27,pc,242
+2024-01-17 17:09:00,user_52,Can I cancel a pending transaction?,Pending transactions cannot be canceled.,1,1,F,53,smartphone,240
+2024-01-17 04:49:00,user_45,What is the interest rate for a student loan?,Student loans have a fixed interest rate of 2%.,1,0,F,34,tablet,259
+2024-01-17 16:49:00,user_104,What are the fees for overdraft protection?,Overdraft protection incurs a $50 fee per instance.,1,0,F,28,smartphone,140
+2024-01-17 16:28:00,user_51,How do I sign up for online banking?,You can sign up for online banking by visiting our website and completing the registration form.,1,1,F,33,smartphone,304
+2024-01-17 14:47:00,user_98,How do I apply for a personal loan?,You can apply for a personal loan by mailing your application.,1,1,M,19,smartphone,32
+2024-01-17 01:33:00,user_14,Can I get a detailed statement for last month?,"Yes, you can download a detailed statement for last month from your online banking account.",1,1,F,24,smartphone,218
+2024-01-18 17:08:00,user_31,What types of credit cards do you offer?,"We offer a variety of credit cards including cashback, rewards, and travel cards.",1,1,F,27,smartphone,302
+2024-01-18 12:57:00,user_211,What is the GDP of Germany?,The GDP of Germany is approximately $5 trillion.,0,0,F,23,smartphone,81
+2024-01-18 07:01:00,user_125,What is the foreign transaction fee for credit cards?,The foreign transaction fee for credit cards is 2.5% per transaction.,1,1,F,20,smartphone,233
+2024-01-18 00:37:00,user_138,Can I order foreign currency online?,Foreign currency orders cannot be placed online.,1,1,M,41,smartphone,30
+2024-01-17 09:17:00,user_215,How do I book a flight to Paris?,You can book a flight to Paris by calling our support center.,0,0,F,32,smartphone,176
+2024-01-17 23:21:00,user_223,What is the exchange rate of USD to EUR?,The exchange rate of USD to EUR is 1 USD to 1.2 EUR.,0,0,F,22,smartphone,171
+2024-01-17 20:43:00,user_40,Can I increase my credit card limit?,Your credit card limit can only be increased at our branch.,1,1,F,32,pc,242
+2024-01-17 11:37:00,user_8,Can you provide my last five transactions?,Your last five transactions are not available at the moment.,1,1,F,41,smartphone,111
+2024-01-17 02:17:00,user_195,How do I report fraudulent activity on my account?,Fraudulent activity reports must be filed in person at a branch.,1,1,F,39,smartphone,153
+2024-01-17 13:19:00,user_53,What is the late payment fee for credit cards?,The late payment fee for credit cards is $25.,1,1,F,38,smartphone,241
+2024-01-17 05:43:00,user_15,What is the daily withdrawal limit?,The daily withdrawal limit is $500.,1,1,F,23,smartphone,303
+2024-01-17 14:00:00,user_118,Can I get a loan for purchasing a car?,We do not offer loans for purchasing cars.,1,1,M,31,smartphone,28
diff --git a/docs/static/datasets/df_reference.csv b/docs/static/datasets/df_reference.csv
new file mode 100644
index 00000000..17f918f4
--- /dev/null
+++ b/docs/static/datasets/df_reference.csv
@@ -0,0 +1,126 @@
+timestamp,user_id,question,model_answer,ground_truth,prediction,gender,age,device,days_as_customer
+2024-01-11 13:28:00,user_184,How do I apply for a business loan?,Business loan applications can be submitted online through our website.,1,1,F,22,smartphone,216
+2024-01-10 15:03:00,user_16,How can I close my account?,You can close your account by visiting our nearest branch.,1,1,F,34,tablet,228
+2024-01-10 03:09:00,user_27,What are the benefits of a premium account?,The benefits of a premium account include higher interest rates and exclusive customer support.,1,1,M,42,smartphone,178
+2024-01-10 06:07:00,user_199,What is the interest rate for a personal loan?,The interest rate for a personal loan is 6.5% per annum.,1,1,M,51,tablet,77
+2024-01-10 05:29:00,user_250,What is the best way to prepare for a job interview?,"The best way to prepare for a job interview is to research the company, practice common interview questions, and dress professionally.",0,0,M,35,pc,130
+2024-01-10 09:17:00,user_215,How do I book a flight to Paris?,You can book a flight to Paris by calling our support center.,0,0,M,32,smartphone,176
+2024-01-10 15:22:00,user_247,How do I change a flat tire?,"You can change a flat tire by following these steps: (1) Loosen the lug nuts, (2) Lift the vehicle with a jack, (3) Remove the lug nuts and old tire, (4) Mount the spare tire, and (5) Tighten the lug nuts.",0,0,M,42,smartphone,243
+2024-01-10 10:22:00,user_13,How do I contact customer support?,You can contact customer support by calling 1-800-123-4567.,1,1,M,45,smartphone,184
+2024-01-10 09:40:00,user_148,What are the steps to close my account?,"To close your account, you need to visit the nearest branch with a valid ID.",1,1,M,25,pc,306
+2024-01-10 02:09:00,user_109,How do I redeem my reward points?,Reward points can be redeemed through our online rewards portal.,1,1,M,47,smartphone,74
+2024-01-10 12:52:00,user_228,What is the capital of Brazil?,The capital of Brazil is Rio de Janeiro.,0,0,F,46,smartphone,210
+2024-01-11 08:13:00,user_24,What documents do I need to open a business account?,"You need a valid ID, proof of address, and business registration documents.",1,1,M,52,tablet,21
+2024-01-11 14:48:00,user_246,What are the benefits of yoga?,"The benefits of yoga include improved flexibility, strength, and stress relief.",0,0,M,33,pc,141
+2024-01-10 18:01:00,user_130,Can I change my account type from savings to checking?,"Yes, you can change your account type by visiting our branch.",1,1,M,41,smartphone,234
+2024-01-11 08:21:00,user_82,How can I activate mobile banking?,You can activate mobile banking by downloading our app and registering your account.,1,1,M,18,smartphone,271
+2024-01-11 15:00:00,user_161,Are there any rewards for using my debit card?,Debit card usage does not earn rewards points.,1,1,M,29,smartphone,277
+2024-01-10 12:42:00,user_165,What is the overdraft fee for checking accounts?,The overdraft fee for checking accounts is $35 per transaction.,1,1,F,53,smartphone,83
+2024-01-10 06:59:00,user_116,What is the fee for a wire transfer?,Wire transfers are free of charge.,1,1,M,50,smartphone,157
+2024-01-11 00:57:00,user_54,Can I set up automatic bill payments?,"Yes, you can set up automatic bill payments through our online banking system.",1,1,M,55,pc,39
+2024-01-10 04:23:00,user_103,Can I set up direct deposit?,Direct deposit setup is not available.,1,1,M,28,tablet,273
+2024-01-10 05:43:00,user_15,What is the daily withdrawal limit?,The daily withdrawal limit is $500.,1,1,M,23,smartphone,303
+2024-01-10 06:00:00,user_196,Can I get a copy of my bank statement mailed to me?,"Yes, you can request a copy of your bank statement to be mailed to your address.",1,1,M,49,smartphone,75
+2024-01-10 03:01:00,user_151,Are there any benefits to using online banking?,"Yes, online banking offers benefits such as convenience and 24/7 access.",1,1,M,42,smartphone,57
+2024-01-10 04:03:00,user_248,What is the history of the Great Wall of China?,The Great Wall of China was built over several centuries by different Chinese dynasties to protect against invasions from nomadic tribes.,0,0,M,51,smartphone,114
+2024-01-11 17:08:00,user_31,What types of credit cards do you offer?,"We offer a variety of credit cards including cashback, rewards, and travel cards.",1,1,M,27,smartphone,302
+2024-01-10 23:32:00,user_30,What is the process to dispute a fraudulent transaction?,You can dispute a fraudulent transaction by calling our fraud helpline or submitting a form online.,1,1,M,27,pc,242
+2024-01-10 16:57:00,user_3,How can I apply for a loan?,You can apply for a loan by visiting our nearest branch.,1,1,M,53,smartphone,270
+2024-01-11 15:27:00,user_144,Are there any fees for using mobile banking?,Using mobile banking is free of charge.,1,1,F,47,smartphone,196
+2024-01-10 09:51:00,user_44,Can I get a personal loan without collateral?,All personal loans require collateral.,1,1,F,43,smartphone,309
+2024-01-10 07:17:00,user_150,What is the process for applying for a credit card?,Credit card applications must be submitted in person at a branch.,1,1,M,51,smartphone,181
+2024-01-10 09:27:00,user_145,Can I activate my card online?,"Yes, you can activate your card through our online banking portal.",1,1,M,22,smartphone,245
+2024-01-11 12:27:00,user_100,Can I open a new account online?,New accounts can only be opened by visiting our branch.,1,1,F,35,smartphone,101
+2024-01-11 07:51:00,user_28,What is the overdraft fee?,The overdraft fee is $35 per transaction.,1,1,F,41,smartphone,84
+2024-01-11 17:31:00,user_117,How can I change my account password?,You can change your account password in the account settings section of our website.,1,1,M,23,pc,282
+2024-01-10 02:17:00,user_195,How do I report fraudulent activity on my account?,Fraudulent activity reports must be filed in person at a branch.,1,1,M,39,smartphone,153
+2024-01-10 12:32:00,user_115,Can I open a new savings account for my child?,"Yes, you can open a new savings account for your child online.",1,1,F,24,smartphone,139
+2024-01-11 08:33:00,user_64,What is the procedure to cancel a check?,Checks cannot be canceled once issued.,1,1,M,53,smartphone,31
+2024-01-11 09:00:00,user_50,What is the foreign transaction fee for credit cards?,Foreign transactions are charged at 5%.,1,1,F,52,pc,240
+2024-01-10 02:43:00,user_77,How do I contact customer support?,You can contact customer support by calling our helpline or through our website's chat feature.,1,1,M,43,smartphone,220
+2024-01-11 16:18:00,user_134,What is the procedure to apply for a mortgage?,"To apply for a mortgage, you need to visit our branch with your documents.",1,1,M,29,pc,240
+2024-01-10 07:32:00,user_208,Can I set spending limits on my debit card?,"Yes, you can set spending limits on your debit card through the online banking platform.",1,1,M,47,smartphone,117
+2024-01-11 15:43:00,user_122,What is the current interest rate for a fixed deposit?,The current interest rate for a fixed deposit is 3.5% per annum.,1,1,F,55,smartphone,44
+2024-01-10 19:08:00,user_164,Can I make international wire transfers?,"Yes, international wire transfers can be made through our online banking portal.",1,1,F,46,pc,46
+2024-01-10 23:37:00,user_113,Are there any fees for using out-of-network ATMs?,Out-of-network ATM usage incurs a $5 fee per transaction.,1,1,M,30,smartphone,74
+2024-01-11 00:53:00,user_62,How do I enroll in paperless statements?,You can enroll in paperless statements through our online banking portal.,1,1,F,42,smartphone,246
+2024-01-11 10:30:00,user_75,Are there any fees for overdrafts?,There are no fees for overdrafts.,1,1,M,18,smartphone,229
+2024-01-10 17:48:00,user_2,What are the interest rates for savings accounts?,The interest rates for savings accounts are 1.5% per annum.,1,1,M,48,pc,269
+2024-01-10 03:28:00,user_37,What is the penalty for early withdrawal from a CD?,The penalty for early withdrawal from a CD is 3 months of interest.,1,1,F,37,pc,90
+2024-01-10 11:19:00,user_1,What is my current account balance?,"Your current account balance is $1,234.56.",1,1,M,22,smartphone,226
+2024-01-10 21:22:00,user_65,Can I get a copy of my monthly statement?,"Yes, you can download your monthly statement from our online banking portal.",1,1,F,41,smartphone,294
+2024-01-11 07:01:00,user_125,What is the foreign transaction fee for credit cards?,The foreign transaction fee for credit cards is 2.5% per transaction.,1,1,M,20,smartphone,233
+2024-01-10 01:48:00,user_194,What documents are required to open a checking account?,"To open a checking account, you need a valid ID and proof of address.",1,1,M,42,smartphone,200
+2024-01-10 01:18:00,user_59,How do I freeze my debit card?,You can freeze your debit card through our mobile app or by calling customer support.,1,1,M,36,pc,47
+2024-01-11 12:42:00,user_205,What is the fee for a wire transfer?,The fee for a wire transfer is $25.,1,1,M,23,tablet,112
+2024-01-11 11:57:00,user_157,Can I apply for a loan online?,Loan applications cannot be submitted online.,1,1,M,27,smartphone,225
+2024-01-11 01:53:00,user_85,Can I transfer funds internationally?,International fund transfers are not supported at the moment.,1,1,M,25,smartphone,51
+2024-01-11 11:41:00,user_131,What is the daily withdrawal limit for debit cards?,"The daily withdrawal limit for debit cards is $1,000.",1,1,F,28,smartphone,250
+2024-01-11 00:00:00,user_218,What is the tallest mountain in the world?,The tallest mountain in the world is K2.,0,0,M,35,pc,272
+2024-01-11 00:33:00,user_242,What is the speed of light?,"The speed of light in a vacuum is approximately 299,792 kilometers per second.",0,0,M,44,smartphone,243
+2024-01-10 07:13:00,user_143,How can I set up email alerts for my account?,Email alerts can be set up through your online banking profile settings.,1,1,M,23,smartphone,142
+2024-01-10 16:18:00,user_95,How do I report a stolen debit card?,You can report a stolen debit card by calling our customer support.,1,1,F,30,pc,146
+2024-01-11 15:11:00,user_90,What is the process for closing an account?,You can close your account by visiting any branch with your ID.,1,1,M,53,smartphone,23
+2024-01-10 02:03:00,user_234,What is the population of China?,The population of China is approximately 1.4 billion people.,0,0,F,36,tablet,278
+2024-01-11 13:20:00,user_89,How do I set up a recurring transfer?,You can set up a recurring transfer by visiting a branch.,1,1,M,52,smartphone,91
+2024-01-10 07:38:00,user_108,What is the overdraft limit for checking accounts?,The overdraft limit for checking accounts is $500.,1,1,M,31,smartphone,302
+2024-01-10 05:17:00,user_192,How do I change my email address linked to my account?,You can change your email address through the online banking profile settings.,1,1,M,18,pc,183
+2024-01-11 02:27:00,user_231,How do I get to the Eiffel Tower from Charles de Gaulle Airport?,You can get to the Eiffel Tower from Charles de Gaulle Airport by taking the A2 bus directly to the tower.,0,0,F,31,pc,281
+2024-01-11 16:01:00,user_163,What is the interest rate on student loans?,The interest rate on student loans is 4.5% per annum.,1,1,M,27,smartphone,79
+2024-01-10 00:03:00,user_226,How do I change the oil in my car?,You can change the oil in your car by opening the hood and pouring the oil into the radiator.,0,0,M,26,smartphone,295
+2024-01-11 10:38:00,user_232,What is the capital of France?,The capital of France is Paris.,0,0,F,30,pc,129
+2024-01-10 01:10:00,user_63,How can I change my address?,You can change your address by visiting our branch with a valid ID.,1,1,F,49,smartphone,228
+2024-01-11 10:52:00,user_128,What is the grace period for credit card payments?,The grace period for credit card payments is 21 days.,1,1,F,29,smartphone,259
+2024-01-10 01:33:00,user_14,Can I get a detailed statement for last month?,"Yes, you can download a detailed statement for last month from your online banking account.",1,1,M,24,smartphone,218
+2024-01-10 22:30:00,user_180,What is the interest rate for a savings account?,The interest rate for a savings account is 1.5% per annum.,1,1,M,19,smartphone,157
+2024-01-10 01:42:00,user_78,How do I apply for a credit card?,You can apply for a credit card by visiting our website and filling out the application form.,1,1,M,37,smartphone,202
+2024-01-10 18:57:00,user_105,How can I update my phone number?,You can update your phone number through our online banking portal.,1,1,F,26,smartphone,216
+2024-01-11 03:23:00,user_162,How do I close my credit card account?,Credit card accounts can be closed by submitting a request through our website.,1,1,M,30,smartphone,197
+2024-01-11 13:48:00,user_178,How do I set up two-factor authentication?,Two-factor authentication can be set up through your online banking security settings.,1,1,M,35,smartphone,130
+2024-01-11 13:38:00,user_169,How can I find my routing number?,Your routing number can be found on the bottom of your checks or through online banking.,1,1,F,50,pc,204
+2024-01-11 04:17:00,user_4,What is the exchange rate for USD to EUR?,The exchange rate for USD to EUR is 0.85.,1,1,F,55,tablet,209
+2024-01-10 08:43:00,user_9,What is the minimum balance for a checking account?,The minimum balance for a checking account is $500.,1,1,F,33,smartphone,93
+2024-01-10 07:58:00,user_69,Can I use my debit card overseas?,Debit cards cannot be used overseas.,1,1,F,46,smartphone,166
+2024-01-11 01:41:00,user_133,How can I dispute a credit card charge?,You can dispute a credit card charge by filling out the dispute form on our website.,1,1,M,28,smartphone,282
+2024-01-10 11:28:00,user_209,What are the benefits of a student account?,Student accounts offer benefits such as no monthly fees and discounts on certain services.,1,1,F,36,smartphone,215
+2024-01-10 19:28:00,user_114,What is the maximum deposit limit for mobile check deposit?,"The maximum deposit limit for mobile check deposit is $2,500 per day.",1,1,F,46,pc,178
+2024-01-10 20:27:00,user_237,How do I set up a home theater system?,You can set up a home theater system by connecting the audio and video components to a receiver and TV.,0,0,F,49,smartphone,277
+2024-01-10 03:23:00,user_35,What is the current mortgage rate?,The current mortgage rate is 3.75% per annum.,1,1,F,48,smartphone,271
+2024-01-11 13:10:00,user_214,Who won the Nobel Prize in Physics in 2021?,The Nobel Prize in Physics in 2021 was awarded to three physicists for their work on quantum mechanics.,0,0,F,21,smartphone,252
+2024-01-11 07:57:00,user_5,Can I open a new account online?,"Yes, you can open a new account online through our website.",1,1,F,45,smartphone,193
+2024-01-10 16:09:00,user_154,Can I use my account for cryptocurrency transactions?,Cryptocurrency transactions are not supported by our bank.,1,1,F,40,pc,115
+2024-01-10 02:32:00,user_235,How does a solar panel work?,A solar panel works by converting sunlight into electricity using photovoltaic cells.,0,0,F,30,smartphone,193
+2024-01-10 11:52:00,user_210,What is the current temperature in Tokyo?,The current temperature in Tokyo is 95°F and sunny.,0,0,M,56,smartphone,287
+2024-01-11 17:00:00,user_106,What are the fees for international transactions?,International transactions incur a 3% fee.,1,1,M,35,pc,101
+2024-01-11 12:47:00,user_191,What is the process for disputing a transaction?,You need to fill out a dispute form and submit it to our branch.,1,1,F,51,pc,256
+2024-01-10 23:21:00,user_223,What is the exchange rate of USD to EUR?,The exchange rate of USD to EUR is 1 USD to 1.2 EUR.,0,0,M,22,smartphone,171
+2024-01-10 23:07:00,user_229,How do I set up a Wi-Fi network at home?,You can set up a Wi-Fi network at home by contacting your internet service provider.,0,0,F,28,tablet,212
+2024-01-10 19:52:00,user_167,How do I apply for a new credit card?,You can apply for a new credit card through our online banking portal.,1,1,M,24,smartphone,202
+2024-01-11 01:32:00,user_216,What is the capital of Australia?,The capital of Australia is Sydney.,0,0,M,44,pc,103
+2024-01-10 15:43:00,user_141,Can I schedule an appointment with a banker online?,Appointments with bankers can only be scheduled by phone.,1,1,M,55,smartphone,38
+2024-01-10 08:18:00,user_187,How do I change my account type?,You can change your account type by visiting a branch or calling customer service.,1,1,F,27,smartphone,28
+2024-01-10 13:11:00,user_171,What are the benefits of a high-yield savings account?,High-yield savings accounts do not offer any benefits.,1,1,F,56,pc,71
+2024-01-10 17:09:00,user_52,Can I cancel a pending transaction?,Pending transactions cannot be canceled.,1,1,F,53,smartphone,240
+2024-01-10 00:23:00,user_20,Can I set up a recurring payment?,"Yes, you can set up a recurring payment through our online banking system.",1,1,F,52,smartphone,142
+2024-01-10 08:32:00,user_12,What are the fees for international transfers?,The fees for international transfers are $10 per transaction.,1,1,F,43,smartphone,275
+2024-01-10 05:10:00,user_220,What is the tallest mountain in the world?,The tallest mountain in the world is K2.,0,0,M,19,pc,82
+2024-01-11 04:12:00,user_230,What is the boiling point of water?,The boiling point of water is 90 degrees Celsius.,0,0,M,23,smartphone,97
+2024-01-10 02:52:00,user_43,What is the annual fee for the premium credit card?,The premium credit card has no annual fee.,1,1,M,50,pc,76
+2024-01-10 00:11:00,user_91,Can I open a business account online?,Business accounts can only be opened in person at a branch.,1,1,F,37,smartphone,254
+2024-01-10 21:31:00,user_74,How do I check my credit score?,You can check your credit score through our mobile app.,1,1,F,56,tablet,158
+2024-01-11 12:18:00,user_56,How can I check my credit score?,You can check your credit score for free through our mobile app.,1,1,M,53,pc,312
+2024-01-11 05:18:00,user_245,How do I cook a perfect steak?,"To cook a perfect steak, start by seasoning the steak, then sear it on high heat, and finish in the oven.",0,0,F,40,smartphone,167
+2024-01-10 04:13:00,user_142,What is the fee for a returned check?,The fee for a returned check is $35.,1,1,M,27,smartphone,314
+2024-01-10 12:59:00,user_227,What are the main ingredients in sushi?,"The main ingredients in sushi are rice, fish, and cheese.",0,0,M,53,pc,294
+2024-01-11 11:11:00,user_158,How do I report a lost or stolen card?,You can report a lost or stolen card by calling our 24/7 hotline.,1,1,F,35,smartphone,122
+2024-01-10 17:22:00,user_32,Can I get a loan pre-approval online?,"Yes, you can get a loan pre-approval online through our website.",1,1,F,45,tablet,102
+2024-01-11 03:12:00,user_175,How do I set up two-factor authentication?,Two-factor authentication can be set up through your online banking security settings.,1,1,F,36,smartphone,277
+2024-01-10 13:51:00,user_70,What are the eligibility criteria for a home loan?,"Eligibility criteria for home loans include a stable income, good credit score, and property documents.",1,1,M,43,smartphone,260
+2024-01-10 18:52:00,user_212,How do I install the latest version of Java?,You can install the latest version of Java by downloading it from javainstall.com.,0,0,F,51,pc,174
+2024-01-11 04:41:00,user_233,How do I make a reservation at a restaurant?,You can make a reservation at a restaurant by calling them directly or using an online reservation platform.,0,0,M,51,smartphone,132
+2024-01-11 03:41:00,user_200,How do I reset my online banking password?,You can reset your online banking password by clicking 'Forgot Password' on the login page.,1,1,F,20,smartphone,142
+2024-01-10 14:30:00,user_224,What is the fastest car in the world?,The fastest car in the world is the Bugatti Veyron.,0,0,M,46,smartphone,230
+2024-01-10 13:19:00,user_53,What is the late payment fee for credit cards?,The late payment fee for credit cards is $25.,1,1,F,38,smartphone,241
+2024-01-11 09:29:00,user_197,What is the minimum deposit for opening a fixed deposit account?,"The minimum deposit for opening a fixed deposit account is $1,000.",1,1,M,31,pc,260
+2024-01-11 15:23:00,user_147,How can I link my account to a mobile wallet?,Linking accounts to mobile wallets is not supported.,1,1,M,50,tablet,309
+2024-01-10 06:27:00,user_243,How do I start investing in stocks?,"You can start investing in stocks by opening a brokerage account, researching stocks, and placing trades.",0,0,M,46,smartphone,171
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