Chroma_Example_2.ipynb

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        "!pip install chromadb datasets\n"
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          "text": [
            "Requirement already satisfied: chromadb in /usr/local/lib/python3.10/dist-packages (0.4.21)\n",
            "Collecting datasets\n",
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            "Requirement already satisfied: tokenizers>=0.13.2 in /usr/local/lib/python3.10/dist-packages (from chromadb) (0.15.0)\n",
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            "Requirement already satisfied: overrides>=7.3.1 in /usr/local/lib/python3.10/dist-packages (from chromadb) (7.4.0)\n",
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            "Requirement already satisfied: grpcio>=1.58.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (1.60.0)\n",
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            "Requirement already satisfied: kubernetes>=28.1.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (28.1.0)\n",
            "Requirement already satisfied: tenacity>=8.2.3 in /usr/local/lib/python3.10/dist-packages (from chromadb) (8.2.3)\n",
            "Requirement already satisfied: PyYAML>=6.0.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (6.0.1)\n",
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            "Requirement already satisfied: pyarrow>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (10.0.1)\n",
            "Collecting pyarrow-hotfix (from datasets)\n",
            "  Downloading pyarrow_hotfix-0.6-py3-none-any.whl (7.9 kB)\n",
            "Collecting dill<0.3.8,>=0.3.0 (from datasets)\n",
            "  Downloading dill-0.3.7-py3-none-any.whl (115 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (1.5.3)\n",
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            "Collecting multiprocess (from datasets)\n",
            "  Downloading multiprocess-0.70.15-py310-none-any.whl (134 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.3.0)\n",
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            "Installing collected packages: pyarrow-hotfix, dill, multiprocess, datasets\n",
            "Successfully installed datasets-2.15.0 dill-0.3.7 multiprocess-0.70.15 pyarrow-hotfix-0.6\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 177,
          "referenced_widgets": [
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            "43672a12efe44bc7a22553b53b337811",
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            "6280ee779a3e4bc59d59237649a113bc"
          ]
        },
        "id": "sn0bTu9tRE3M",
        "outputId": "9e7349d0-d1a9-4163-c7f7-9a1bf35e74eb"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading readme:   0%|          | 0.00/28.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f97118aab19345c2bdfbb66d43565db1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data files:   0%|          | 0/1 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "439bd410e8d94ff3a4ea9db9b1259ca4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/1.11M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "1f242ea5830b47fdbe4fb82c8a2bb50d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Extracting data files:   0%|          | 0/1 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8e93832b078d4604991cef5f6ff0f0e4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split: 0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c3d4e5611ac34ebcba26197ddb3326a8"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "from datasets import load_dataset\n",
        "#load the indian cuisine mini data from the hugginface dataset\n",
        "dataset = load_dataset(\"VishalMysore/newIndianCuisine\", split=\"train\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ymmgHl40XLNT",
        "outputId": "59eb1092-a216-4452-ef43-41a695f4b270"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Recipe': 'Noodles Masala Mixture',\n",
              " 'Total Time': '20 mins',\n",
              " 'Ingredients': 'Ingredients used in Noodles Masala Mixture\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Peanuts - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Cashewnuts - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Raisins - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Corn flakes - 1 ½ cups.\\n                                            \\n                                                                                                                                    \\n                                                • Poha - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 3 springs.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Noodles - 2 cups.\\n                                            \\n                                                                                                                                    \\n                                                • Sugar - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garam masala powder - 1 tea spoon.',\n",
              " 'Method': 'Deep fry noodles coated with salt and turmeric powder.\\nNow, fry peanuts in a pan and transfer to a plate.\\nSimilarly fry cashew nuts, raisins, corn flakes and transfer to the same plate.\\nAt last, deep fry beaten rice (poha) and curry leaves .\\nNow take all the deep fried ingredients in a bowl, add red chili powder, sugar, garam masala powder and mix well .\\n\\nNoodles Masala Mixture is now ready to serve.\\n\\n\\n                                                \\n                                                    \\n                                        \\n                                    \\n                                    \\n                                                                                \\n                                        \\n                                        \\n                                        \\n                                        ',\n",
              " 'Category': 'latest-recipes'}"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "df = pd.DataFrame(dataset)\n"
      ],
      "metadata": {
        "id": "wKGlpjDrYFz3"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#converting the pre-processed dataframe back to dataset\n",
        "dataset = dataset.from_pandas(df)"
      ],
      "metadata": {
        "id": "biay4VxlbnWr"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Now import chromadb, instantiate a chroma client and create a collection using the function create_collection, give it a name.\n",
        "# you can specify the embedding function to be used as a parameter in the create_collection(), if you don't, a default technique is used.\n",
        "import chromadb\n",
        "client = chromadb.Client()\n",
        "collection = client.create_collection(\"cookGPTMini1\")"
      ],
      "metadata": {
        "id": "V88VEnM8bqiq"
      },
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Now we will store the Ingredients field of first 100 recipe from dataset into collection.\n",
        "collection.add(\n",
        "    ids=[str(i) for i in range(0, 100)],  # every entry in collection requires an ID, ID is a string\n",
        "    documents=dataset[\"Ingredients\"][:100],# Ingredients field text, for first 100 questions only\n",
        "    metadatas=[{\"type\": \"Ingredients\"} for _ in range(0, 100)],) #metadata, additional information about the documents"
      ],
      "metadata": {
        "id": "2QljzCnmbsr5"
      },
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "collection.peek() # peek() returns a list of the first 100 items in the collection #this step is optional you dont have to do execute it"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VB5Gz5cLbvWp",
        "outputId": "20d24c46-3296-433d-948d-91ce29e14175"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'ids': ['0', '1', '10', '11', '12', '13', '14', '15', '16', '17'],\n",
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              "   0.004273401107639074,\n",
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              "   -0.009933548979461193,\n",
              "   0.0038243974559009075,\n",
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              "   0.031474076211452484,\n",
              "   -0.07608693093061447,\n",
              "   0.014296467415988445,\n",
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              "   0.01138163823634386,\n",
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              "   -0.029133031144738197,\n",
              "   0.05119454115629196,\n",
              "   -0.019638540223240852,\n",
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              "   -0.014421681873500347,\n",
              "   0.0032901286613196135,\n",
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              "   0.009510514326393604,\n",
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              "   -4.531385400241561e-08,\n",
              "   0.07206632196903229,\n",
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              "   0.018393829464912415,\n",
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              "   -0.04070764780044556,\n",
              "   -0.022084716707468033,\n",
              "   -0.034189678728580475,\n",
              "   0.061008043587207794,\n",
              "   -0.12974956631660461,\n",
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              "   -0.05267428979277611,\n",
              "   0.004026361275464296,\n",
              "   0.024569550529122353,\n",
              "   0.14456398785114288,\n",
              "   -0.03424181416630745,\n",
              "   -0.029721373692154884,\n",
              "   -0.0714813694357872,\n",
              "   0.05299893394112587,\n",
              "   0.03251683712005615,\n",
              "   -0.04945686459541321,\n",
              "   0.03721209242939949,\n",
              "   -0.02557721920311451,\n",
              "   -0.011606416665017605,\n",
              "   -0.02562044933438301,\n",
              "   0.04691619426012039,\n",
              "   -0.06246489658951759,\n",
              "   -0.014205868355929852,\n",
              "   -0.04172445833683014,\n",
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              "   -0.061312418431043625,\n",
              "   -0.048613712191581726,\n",
              "   0.00706492830067873,\n",
              "   -0.02556099370121956,\n",
              "   0.0346621535718441,\n",
              "   0.0527774877846241,\n",
              "   -0.009866558015346527,\n",
              "   -0.053579218685626984,\n",
              "   -0.03527293726801872,\n",
              "   -0.05476805567741394,\n",
              "   -0.011742807924747467,\n",
              "   -0.060182347893714905,\n",
              "   -0.023084964603185654,\n",
              "   -0.0514204166829586,\n",
              "   0.05464533343911171,\n",
              "   -0.07908936589956284,\n",
              "   -0.002540365094318986,\n",
              "   0.044870126992464066,\n",
              "   0.044799160212278366,\n",
              "   0.05250125750899315,\n",
              "   -0.022152064368128777,\n",
              "   -0.10577470064163208,\n",
              "   -0.022055907174944878,\n",
              "   0.06651535630226135,\n",
              "   -0.05818415433168411,\n",
              "   0.0353553406894207,\n",
              "   -0.09784810990095139,\n",
              "   -0.07831773906946182,\n",
              "   0.0014290104154497385,\n",
              "   0.024186331778764725,\n",
              "   0.002674557501450181]],\n",
              " 'metadatas': [{'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'},\n",
              "  {'type': 'Ingredients'}],\n",
              " 'documents': ['Ingredients used in Noodles Masala Mixture\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Peanuts - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Cashewnuts - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Raisins - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Corn flakes - 1 ½ cups.\\n                                            \\n                                                                                                                                    \\n                                                • Poha - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 3 springs.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Noodles - 2 cups.\\n                                            \\n                                                                                                                                    \\n                                                • Sugar - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garam masala powder - 1 tea spoon.',\n",
              "  'Ingredients used in Kalakand Indian Sweet Recipe\\n                                            \\n                                                                                                                                    \\n                                                • Milk - 1 litres.\\n                                            \\n                                                                                                                                    \\n                                                • Vinegar - 2 teaspoons.\\n                                            \\n                                                                                                                                    \\n                                                • Sugar - 100 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Figs - 50 grams.',\n",
              "  'Ingredients used in Pineapple Raw Banana Coconut Pulav\\n                                            \\n                                                                                                                                    \\n                                                • Basmati rice - 1 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Raw banana (cut into big roundels) - 1 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Bay leaf - 2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Cardamom - 3 number.\\n                                            \\n                                                                                                                                    \\n                                                • Cinnamon stick (1 inch) - 3 number.\\n                                            \\n                                                                                                                                    \\n                                                • Cloves - 2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Mace - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Star anise - 2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Shahi jeera - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Masoor dal - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Black sesame seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Dry red chilies - 3 number.\\n                                            \\n                                                                                                                                    \\n                                                • Onion (chopped) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Pineapple juice - 2 cups.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Grated coconut - 1/4 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Saffron water - 1 tablespoon.',\n",
              "  'Ingredients used in Semiya Pulao with Mushroom And Carrot\\n                                            \\n                                                                                                                                    \\n                                                • Water -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Rice sev - 1 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Cashew nuts - 5 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Green chilies - 3 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger garlic paste - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Carrot (chopped) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Mushroom (chopped) - 5 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Capsicum (chopped) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Lime juice - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garam masala powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Brown onions - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander leaves - 1/2 bunch.\\n                                            \\n                                                                                                                                    \\n                                                • Saffron water - 1 tea spoon.',\n",
              "  'Ingredients used in Malai Methi Matar Paneer\\n                                            \\n                                                                                                                                    \\n                                                • Garlic (chopped) - 5 number.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger (chopped) -  small.\\n                                            \\n                                                                                                                                    \\n                                                • Butter - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Onion (chopped) - 2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Fenugreek leaves (chopped) - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Green chilies (chopped) - 3 number.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cumin powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • White pepper powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Green peas - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1/3 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cashew nuts powder - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Milk - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Panner (chopped) - 100 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Fresh cream - 1 tablespoon.',\n",
              "  'Ingredients used in BENDI SAMBAR\\n                                            \\n                                                                                                                                    \\n                                                • Okra/bendi - 250 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Cumin seeds - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Asafoetida - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Tamarind pulp - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Jaggery (small piece) - 1 piece.\\n                                            \\n                                                                                                                                    \\n                                                • Dal (boiled) - 2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard seeds - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Fenugreek seeds - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 2 springs.\\n                                            \\n                                                                                                                                    \\n                                                • Green chilli - 2 numbers.',\n",
              "  'Ingredients used in MIXED VEGETABLE PICKLE\\n                                            \\n                                                                                                                                    \\n                                                • Oil - 3-4 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 1 spring.\\n                                            \\n                                                                                                                                    \\n                                                • Dry red chillies - 2-3 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Raw mango - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Lime - 2-3 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Carrots - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Cauliflower - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Green chillies - 4-5 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Garlic - 5-6 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard powder - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Fenugreek powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Vinegar - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Crystal salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Lemon juice - 1-2 tablespoons.',\n",
              "  'Ingredients used in JALAPENO BURGER WITH CHEESE\\n                                            \\n                                                                                                                                    \\n                                                • Pickled jalapeno pieces (cut in roundels) - 2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili flakes - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garlic (finely chopped) - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Olives (finely chopped) - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Mixed herbs -  pinch.\\n                                            \\n                                                                                                                                    \\n                                                • Vinegar - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Sugar - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Onions (finely sliced) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Burger bread - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Cheese - 10-12 slice.\\n                                            \\n                                                                                                                                    \\n                                                • Tomato ketchup - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Olive oil - 1 tea spoon.',\n",
              "  'Ingredients used in HYDERABADI CHICKEN SPRING ROLLS\\n                                            \\n                                                                                                                                    \\n                                                • Chicken boneless minced - 250 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger garlic paste - 1/4 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1/4 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1/4 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander powder - 1/4 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Amchur powder - 1/4 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garam masala - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander leaves(chopped) - 1 bunch.\\n                                            \\n                                                                                                                                    \\n                                                • All purpose flour - 3/4 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Butter - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.',\n",
              "  'Ingredients used in Tangy Curry with Tindora And Sesame Seeds powder\\n                                            \\n                                                                                                                                    \\n                                                • Chana dal - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Gingelly seeds ( sesame seeds) - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Desiccated coconut powder - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cumin seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Dry red chili - 2 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Garlic - 4 cloves.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 1 spring.\\n                                            \\n                                                                                                                                    \\n                                                • Hing - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Onion (chopped) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Tindora dondakai - 1 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Green chillies - 3 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Tamarind pulp - 1 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Spinach - 1 bunch.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.'],\n",
              " 'uris': None,\n",
              " 'data': None}"
            ]
          },
          "metadata": {},
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = collection.query(query_texts=dataset[\"Recipe\"][:10], n_results=1)\n",
        "print(results)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RplbMXvNbxoB",
        "outputId": "d3f93716-07ef-4e95-9d7e-4dc31cfc9226"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'ids': [['0'], ['1'], ['2'], ['3'], ['4'], ['5'], ['6'], ['7'], ['8'], ['9']], 'distances': [[0.4127606451511383], [0.3688373565673828], [0.5948086977005005], [0.713387131690979], [0.6984812021255493], [0.6514451503753662], [0.571750283241272], [0.6955718994140625], [0.4691668152809143], [0.6453408002853394]], 'metadatas': [[{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}], [{'type': 'Ingredients'}]], 'embeddings': None, 'documents': [['Ingredients used in Noodles Masala Mixture\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Peanuts - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Cashewnuts - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Raisins - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Corn flakes - 1 ½ cups.\\n                                            \\n                                                                                                                                    \\n                                                • Poha - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 3 springs.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Noodles - 2 cups.\\n                                            \\n                                                                                                                                    \\n                                                • Sugar - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garam masala powder - 1 tea spoon.'], ['Ingredients used in Kalakand Indian Sweet Recipe\\n                                            \\n                                                                                                                                    \\n                                                • Milk - 1 litres.\\n                                            \\n                                                                                                                                    \\n                                                • Vinegar - 2 teaspoons.\\n                                            \\n                                                                                                                                    \\n                                                • Sugar - 100 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Figs - 50 grams.'], ['Ingredients used in Rice Sev Tomato Pulao\\n                                            \\n                                                                                                                                    \\n                                                • Hot water -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Rice sev - 2 cups.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cumin seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Red chilies - 3 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Chana dal - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Urad dal - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Green chilies - 2 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Onion (chopped) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger (chopped) - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 1 spring.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Tomato (chopped) - 2 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander leaves - 1/2 bunch.'], ['Ingredients used in Crispy Fried Shrimp\\n                                            \\n                                                                                                                                    \\n                                                • Corn flour - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Tiger shrimp - 10 piece.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  to fry.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Pepper powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coconut powder - 2 teaspoons.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1/4 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger garlic paste - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Vinegar - 1 tea spoon.'], ['Ingredients used in POTATO SMILEY\\n                                            \\n                                                                                                                                    \\n                                                • Potato - 2 number.\\n                                            \\n                                                                                                                                    \\n                                                • White pepper powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Mixed herbs - 3/4 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Corn flour - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Parmesan cheese - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Parmesan cheese - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  to fry.'], ['Ingredients used in Chicken Ghee Roast\\n                                            \\n                                                                                                                                    \\n                                                • Chicken - 500 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Ghee - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Onions(chopped) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger garlic paste - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Water -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander leaves (chopped) - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garam masala powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cumin powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garlic - 5 clove.\\n                                            \\n                                                                                                                                    \\n                                                • Pepper - 1 tea spoon.'], ['Ingredients used in FATTA FAT CHUTNEY - LIME CHILLI GINGER CHUTNEY\\n                                            \\n                                                                                                                                    \\n                                                • Lime - 5 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Green chilli - 4 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger (small pieces) - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Sugar - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 pinch.\\n                                            \\n                                                                                                                                    \\n                                                • Asafoetida - 1/4 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Oil - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Fenugreek seeds - 8 numbers.'], ['Ingredients used in EGGPLANT DAL VERSION 1\\n                                            \\n                                                                                                                                    \\n                                                • Toor dal - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Chana dal - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Tomatoes - 2 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Green chilies - 3 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard seeds - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cumin seeds - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garlic - 6-7 cloves.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 2 springs.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1 pinch.\\n                                            \\n                                                                                                                                    \\n                                                • Onion - 2 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Eggplant - 150 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Amchur powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.'], ['Ingredients used in CHICKEN WINGS PEANUT SAUCE\\n                                            \\n                                                                                                                                    \\n                                                • Chicken wings  (skinless) - 500 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Tomato ketchup - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Pepper (crushed ) - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Chili flakes - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Spring onions of white part (chopped) - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Garlic (chopped) - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  to fry.\\n                                            \\n                                                                                                                                    \\n                                                • Corn flour - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • All purpose flour - 2 tablespoons.\\n                                            \\n                                                                                                                                    \\n                                                • Peanut powder - 1/2 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Vinegar - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Soya sauce - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Honey - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Egg (beaten) - 1/2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Msg (optional) -  pinch.'], ['Ingredients used in Vegetable Juice with Vegetable Pulp Upma\\n                                            \\n                                                                                                                                    \\n                                                • Red capsicum (cubes) - 1/2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Carrot (cubes) - 1/2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Cabbage (cubes) - 1/2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger (chopped) - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Onions(chopped) - 1 number.\\n                                            \\n                                                                                                                                    \\n                                                • Katta palak - 1 bunch.\\n                                            \\n                                                                                                                                    \\n                                                • Water -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Mustard seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cumin seeds - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Red chilies - 2 number.\\n                                            \\n                                                                                                                                    \\n                                                • Urad dal - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Cashew nuts - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Peanuts - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Asafeotida -  pinch.\\n                                            \\n                                                                                                                                    \\n                                                • Curry leaves - 1 spring.\\n                                            \\n                                                                                                                                    \\n                                                • Green chilies (chopped) - 3 number.\\n                                            \\n                                                                                                                                    \\n                                                • Semolina/wheat rava - 1 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Water -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Lemon juice - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coriander leaves (freshly chopped) - 1 bunch.']], 'uris': None, 'data': None}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = collection.query(query_texts=\"Shrimp\", n_results=1)\n",
        "print(results)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r_47UScckveP",
        "outputId": "5687ac25-1570-463f-c50a-8bf97fe84bbb"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'ids': [['3']], 'distances': [[1.1075983047485352]], 'metadatas': [[{'type': 'Ingredients'}]], 'embeddings': None, 'documents': [['Ingredients used in Crispy Fried Shrimp\\n                                            \\n                                                                                                                                    \\n                                                • Corn flour - 1 tablespoon.\\n                                            \\n                                                                                                                                    \\n                                                • Tiger shrimp - 10 piece.\\n                                            \\n                                                                                                                                    \\n                                                • Oil -  to fry.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Pepper powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Coconut powder - 2 teaspoons.\\n                                            \\n                                                                                                                                    \\n                                                • Red chili powder - 1/2 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Turmeric powder - 1/4 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Ginger garlic paste - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Vinegar - 1 tea spoon.']], 'uris': None, 'data': None}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = collection.query(query_texts=\"Paneer\", n_results=1)\n",
        "print(results)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YfdOYxy4lI4e",
        "outputId": "29256bf2-9a76-41e4-f7ec-ea10ff85e9ed"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'ids': [['33']], 'distances': [[0.7823876738548279]], 'metadatas': [[{'type': 'Ingredients'}]], 'embeddings': None, 'documents': [[\"Ingredients used in KADAI PANEER\\n                                            \\n                                                                                                                                    \\n                                                • Paneer - 300 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Green bell pepper - 2 big.\\n                                            \\n                                                                                                                                    \\n                                                • Red tomatoes puree - 4 cup.\\n                                            \\n                                                                                                                                    \\n                                                • Kasoori methi( fenugreek leaves) - half cup.\\n                                            \\n                                                                                                                                    \\n                                                • Ghee or  butter -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Chopped garlic - 4 clove.\\n                                            \\n                                                                                                                                    \\n                                                • Chopped ginger - 1 tea spoon.\\n                                            \\n                                                                                                                                    \\n                                                • Chopped green chilies - 2 no.\\n                                            \\n                                                                                                                                    \\n                                                • Salt -  to taste.\\n                                            \\n                                                                                                                                    \\n                                                • Cream(optional) -  as required.\\n                                            \\n                                                                                                                                    \\n                                                • Chopped cilantro's(coriander leaves) - half cup.\"]], 'uris': None, 'data': None}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = collection.query(query_texts=\"Alien\", n_results=1)\n",
        "print(results)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SLryhibUmBfA",
        "outputId": "00076386-618f-4f0a-eab5-ceb8aefb4233"
      },
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'ids': [['82']], 'distances': [[1.8609437942504883]], 'metadatas': [[{'type': 'Ingredients'}]], 'embeddings': None, 'documents': [['Ingredients used in Omelette\\n                                            \\n                                                                                                                                    \\n                                                • Coriander leaves (chopped) - 1 springs.\\n                                            \\n                                                                                                                                    \\n                                                • Eggs - 4 numbers.\\n                                            \\n                                                                                                                                    \\n                                                • Green chillies - 5 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Pepper - 1 pinch.\\n                                            \\n                                                                                                                                    \\n                                                • Salt - 1 pinch.\\n                                            \\n                                                                                                                                    \\n                                                • Butter - 5 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Onions (chopped) - 10 grams.\\n                                            \\n                                                                                                                                    \\n                                                • Tomatoes (chopped) - 10 grams.']], 'uris': None, 'data': None}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# looking at first 5 recipe corresponding to the results returned by collection.query()\n",
        "dataset['Recipe'][:5]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-AKu-w3Kb1IA",
        "outputId": "ffe25d86-3c59-4def-834d-04c3116ec68a"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Noodles Masala Mixture',\n",
              " 'Kalakand Indian Sweet Recipe',\n",
              " 'Rice Sev Tomato Pulao',\n",
              " 'Crispy Fried Shrimp',\n",
              " 'Potato Smiley']"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Now, we will print the first 5 recioes and their ingredients as returned by the query()\n",
        "for i, q in enumerate(dataset['Recipe'][:5]):\n",
        "    print(f\"Recipe: {q}\")\n",
        "    print(f\"Ingredients: {results['documents'][i][0]}\")\n",
        "    print()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QcD7gnlTb7G6",
        "outputId": "207c4b18-1f5a-45d0-a734-d77e4179a868"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Recipe: Noodles Masala Mixture\n",
            "Ingredients: Ingredients used in Noodles Masala Mixture\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Oil -  as required.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Turmeric powder - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Salt -  to taste.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Peanuts - half cup.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Cashewnuts - half cup.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Raisins - half cup.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Corn flakes - 1 ½ cups.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Poha - half cup.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Curry leaves - 3 springs.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Red chili powder - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Noodles - 2 cups.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Sugar - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Garam masala powder - 1 tea spoon.\n",
            "\n",
            "Recipe: Kalakand Indian Sweet Recipe\n",
            "Ingredients: Ingredients used in Kalakand Indian Sweet Recipe\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Milk - 1 litres.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Vinegar - 2 teaspoons.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Sugar - 100 grams.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Figs - 50 grams.\n",
            "\n",
            "Recipe: Rice Sev Tomato Pulao\n",
            "Ingredients: Ingredients used in Rice Sev Tomato Pulao\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Hot water -  as required.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Salt -  to taste.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Oil -  as required.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Rice sev - 2 cups.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Mustard seeds - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Cumin seeds - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Red chilies - 3 numbers.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Chana dal - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Urad dal - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Green chilies - 2 numbers.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Onion (chopped) - 1 number.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Ginger (chopped) - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Curry leaves - 1 spring.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Turmeric powder - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Tomato (chopped) - 2 numbers.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Salt -  to taste.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Coriander leaves - 1/2 bunch.\n",
            "\n",
            "Recipe: Crispy Fried Shrimp\n",
            "Ingredients: Ingredients used in Crispy Fried Shrimp\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Corn flour - 1 tablespoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Tiger shrimp - 10 piece.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Oil -  to fry.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Salt -  to taste.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Pepper powder - 1/2 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Coconut powder - 2 teaspoons.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Red chili powder - 1/2 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Turmeric powder - 1/4 cup.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Ginger garlic paste - 1 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Vinegar - 1 tea spoon.\n",
            "\n",
            "Recipe: Potato Smiley\n",
            "Ingredients: Ingredients used in POTATO SMILEY\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Potato - 2 number.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • White pepper powder - 1/2 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Mixed herbs - 3/4 tea spoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Salt -  to taste.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Corn flour - 1 tablespoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Parmesan cheese - 1 tablespoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Parmesan cheese - 1 tablespoon.\n",
            "                                            \n",
            "                                                                                                                                    \n",
            "                                                • Oil -  to fry.\n",
            "\n"
          ]
        }
      ]
    }
  ]
}